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  1. udpipe2/docs/.gitignore +0 -1
  2. udpipe2/docs/Makefile +0 -24
  3. udpipe2/docs/models.md.sh +0 -26
  4. udpipe2/docs/models_evalatin20.md +0 -40
  5. udpipe2/docs/models_pdtc10.md +0 -120
  6. udpipe2/docs/models_ud210.md +0 -308
  7. udpipe2/docs/models_ud212.md +0 -324
  8. udpipe2/docs/models_ud26.md +0 -257
  9. udpipe2/docs/scripts/html +0 -17
  10. udpipe2/docs/scripts/markdown-it.min.js +0 -0
  11. udpipe2/docs/scripts/md +0 -47
  12. udpipe2/docs/scripts/preprocess +0 -3
  13. udpipe2/docs/udpipe_2.md +0 -58
  14. udpipe2/models-2.10/.gitignore +0 -1
  15. udpipe2/models-2.10/EVALUATION-logs.txt +0 -124
  16. udpipe2/models-2.10/EVALUATION-server.txt +0 -246
  17. udpipe2/models-2.10/eval_all.sh +0 -13
  18. udpipe2/models-2.10/eval_has_feature.sh +0 -14
  19. udpipe2/models-2.10/models_copy.sh +0 -22
  20. udpipe2/models-2.10/models_list.sh +0 -129
  21. udpipe2/models-2.10/models_non_shared.txt +0 -6
  22. udpipe2/models-2.12/.gitignore +0 -1
  23. udpipe2/models-2.12/EVALUATION-logs.txt +0 -132
  24. udpipe2/models-2.12/EVALUATION-server.txt +0 -262
  25. udpipe2/models-2.12/compare_shared.sh +0 -15
  26. udpipe2/models-2.12/compare_shared_summary.py +0 -21
  27. udpipe2/models-2.12/eval_all.sh +0 -17
  28. udpipe2/models-2.12/eval_has_feature.sh +0 -17
  29. udpipe2/models-2.12/models_copy.sh +0 -26
  30. udpipe2/models-2.12/models_list.sh +0 -137
  31. udpipe2/models-2.12/models_non_shared.txt +0 -5
  32. udpipe2/models-2.6/.gitignore +0 -1
  33. udpipe2/models-2.6/EVALUATION-logs.txt +0 -100
  34. udpipe2/models-2.6/EVALUATION-server.txt +0 -198
  35. udpipe2/models-2.6/eval_all.sh +0 -13
  36. udpipe2/models-2.6/eval_has_feature.sh +0 -14
  37. udpipe2/models-2.6/models_copy.sh +0 -16
  38. udpipe2/models-2.6/models_list.sh +0 -105
  39. udpipe2/models-2.6/models_non_shared.txt +0 -5
  40. udpipe2/models-2.6/running_times.txt +0 -44
  41. udpipe2/models-evalatin20/.gitignore +0 -1
  42. udpipe2/models-evalatin20/la_evalatin20_tokenizer/.gitignore +0 -3
  43. udpipe2/models-evalatin20/la_evalatin20_tokenizer/eval_all.sh +0 -36
  44. udpipe2/models-evalatin20/la_evalatin20_tokenizer/train.sh +0 -17
  45. udpipe2/models-evalatin20/la_evalatin20_tokenizer/train_all.sh +0 -31
  46. udpipe2/models-evalatin20/models_list.sh +0 -7
  47. udpipe2/models-pdtc1.0/.gitignore +0 -1
  48. udpipe2/models-pdtc1.0/EVALUATION.txt +0 -10
  49. udpipe2/models-pdtc1.0/evaluation.sh +0 -25
  50. udpipe2/models-pdtc1.0/evaluation_merge_em.sh +0 -6
udpipe2/docs/.gitignore DELETED
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- /*.html
 
 
udpipe2/docs/Makefile DELETED
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- HTMLS:=models.html udpipe_2.html
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-
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- .PHONY: all
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- all: $(HTMLS)
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-
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- %.md: %.md.sh $(wildcard *.md)
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- sh $< >$@
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-
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- %.fragment.html: %.md
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- scripts/preprocess <$< | scripts/md >$@
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-
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- %.html: %.fragment.html
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- scripts/html <$< >$@
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-
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- %.noheading.html: %.html
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- sed '/<h1/d' $< >$@
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-
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- .PHONY: web_install
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- web_install: udpipe_2.fragment.noheading.html models.fragment.html
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- scp $^ ufal:public_html/udpipe/2/
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-
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- .PHONY: clean
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- clean:
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- rm -rf *.html $(patsubst %.md.sh,%.md,$(wildcard *.md.sh))
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
udpipe2/docs/models.md.sh DELETED
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- #!/bin/sh
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-
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- models="models_ud212.md models_ud210.md models_ud26.md models_pdtc10.md models_evalatin20.md"
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-
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- cat <<EOF
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- # UDPipe 2 Models
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-
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- EOF
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-
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- for model in $models; do
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- sed -n '/^## .* #[^ ]*$/ {s/^## /1. [/; s/ #/](#/; s/$/)/; p}' $model
12
- done
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- echo
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-
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- for model in $models; do
16
- awk '
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- /^\| [-a-z0-9_.]*-[0-9][0-9][0-9][0-9][0-9][0-9] *\|/ {
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- if (!($2 in models)) {
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- models[$2] = 1;
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- $2 = "<span id=\"" $2 "\">" $2 "</span>";
21
- }
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- }
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- {print}
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- ' $model
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- echo
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- done
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
udpipe2/docs/models_evalatin20.md DELETED
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- ## EvaLatin 2020 Models #evalatin20_models
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-
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- EvaLatin 2020 Models are distributed under the
4
- [CC BY-NC-SA](https://creativecommons.org/licenses/by-nc-sa/4.0/) licence.
5
- The models are based solely on [EvaLatin 2020](https://github.com/CIRCSE/LT4HALA)
6
- treebanks, and additionally use [multilingual BERT](https://github.com/google-research/bert/blob/master/multilingual.md).
7
-
8
- The models require [UDPipe 2](https://ufal.mff.cuni.cz/udpipe/2).
9
-
10
- ### Download
11
-
12
- The latest version 200831 of the EvaLatin 2020 models
13
- can be downloaded from [LINDAT/CLARIN repository](https://hdl.handle.net/11234/1-4803).
14
-
15
- The models are also available in the [REST service](https://lindat.mff.cuni.cz/services/udpipe/).
16
-
17
- ### Acknowledgements #evalatin20_models_acknowledgements
18
-
19
- This work was supported by the grant no. GX20-16819X of the Grant Agency of the
20
- Czech Republic, and has been using language resources stored and distributed by
21
- the LINDAT/CLARIAH-CZ project of the Ministry of Education, Youth and Sports of
22
- the Czech Republic (project LM2018101).
23
-
24
- The models were trained on [EvaLatin 2020](https://github.com/CIRCSE/LT4HALA) treebanks.
25
-
26
- Finally, [multilingual BERT](https://github.com/google-research/bert/blob/master/multilingual.md)
27
- is used to provide contextualized word embeddings.
28
-
29
- ### Publications
30
-
31
- - Milan Straka, Jana Straková (2020): [UDPipe at EvaLatin 2020: Contextualized Embeddings
32
- and Treebank Embeddings](https://arxiv.org/abs/2006.03687). In: ArXiv.org Computing Research Repository, ISSN 2331-8422, 2006.03687
33
-
34
- ### Model Performance
35
-
36
- | Model | Dataset | UPOS | Lemma |
37
- |:------|:------------------|------:|-------:|
38
- | latin-evalatin20-200830 | test classical | 96.73 | 96.39 |
39
- | latin-evalatin20-200830 | test cross-genre | 90.47 | 86.89 |
40
- | latin-evalatin20-200830 | test cross-time | 87.58 | 90.59 |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
udpipe2/docs/models_pdtc10.md DELETED
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- ## Czech PDT-C 1.0 Model #czech_pdtc1.0_model
2
-
3
- PDT-C 1.0 Model is distributed under the
4
- [CC BY-NC-SA](https://creativecommons.org/licenses/by-nc-sa/4.0/) licence.
5
- The model is trained on [PDT-C 1.0 treebank](https://hdl.handle.net/11234/1-3185)
6
- using [RobeCzech model](https://hdl.handle.net/11234/1-3691), and performs
7
- morphological analysis using the [MorfFlex CZ 2.0](https://hdl.handle.net/11234/1-4794)
8
- morphological dictionary via [MorphoDiTa](https://ufal.mff.cuni.cz/morphodita).
9
-
10
- The model requires [UDPipe 2.1](https://ufal.mff.cuni.cz/udpipe/2), together
11
- with Python packages [ufal.udpipe](https://pypi.org/project/ufal.udpipe/)
12
- version at least 1.3.1.1 and [ufal.morphodita](https://pypi.org/project/ufal.morphodita/)
13
- version at least 1.11.2.1.
14
-
15
- ### Download
16
-
17
- The latest version 231116 of the Czech PDT-C 1.0 model
18
- can be downloaded from the [LINDAT/CLARIN repository](http://hdl.handle.net/11234/1-5293).
19
-
20
- The model is also available in the [REST service](https://lindat.mff.cuni.cz/services/udpipe/).
21
-
22
- ### PDT-C 1.0 Morphological System
23
-
24
- PDT-C 1.0 uses the _PDT-C tag set_ from MorfFlex CZ 2.0, which is an evolution
25
- of the original _PDT tag set_ devised by Jan Hajič
26
- ([Hajič, 2004](https://books.google.cz/books?id=sB63AAAACAAJ)).
27
- The tags are positional with 15 positions corresponding to part of speech,
28
- detailed part of speech, gender, number, case, etc. (e.g. `NNFS1-----A----`).
29
- Different meanings of same lemmas are distinguished and additional comments can
30
- be provided for every lemma meaning. The complete reference can be found in the
31
- [Manual for Morphological Annotation, Revision for the Prague Dependency
32
- Treebank - Consolidated 2020 release](https://ufal.mff.cuni.cz/techrep/tr64.pdf)
33
- and quick reference is available in the [PDT-C positional morphological tags
34
- overview](https://ufal.mff.cuni.cz/pdt-c/publications/Appendix_M_Tags_2020.pdf).
35
-
36
- The PDT-C 1.0 emply dependency relations from the [PDT analytical
37
- level](https://ufal.mff.cuni.cz/pdt-c/publications/PDT20-a-man-en.pdf), with
38
- a quick reference available in the [PDT-C analytical functions and clause
39
- segmentation overview](http://ufal.mff.cuni.cz/pdt-c/publications/Appendix_A_Tags_2020.pdf).
40
-
41
- In the CoNLL-U format, the
42
- - tags are filled in the `XPOS` column, and
43
- - the dependency relations are filled in the `DEPREL`, even if they are
44
- different from the universal dependency relations.
45
-
46
- ### PDT-C 1.0 Train/Dev/Test Splits
47
-
48
- The PDT-C corpus consists of four datasets, but some of them do not have
49
- an official train/dev/test split. We therefore used the following split:
50
-
51
- - PDT dataset is already split into train, dev (`dtest`), and test (`etest`).
52
- - PCEDT dataset is a translated version of the Wall Street Journal, so we used
53
- the usual split into train (sections 0-18), dev (sections 19-21), and test
54
- (sections 22-24).
55
- - PDTSC and FAUST datasets have no split, so we split it into dev (documents
56
- with identifiers ending with 6), test (documents with identifiers ending with 7),
57
- and train (all the remaining documents).
58
-
59
- ### Acknowledgements #czech_pdtc1.0_model_acknowledgements
60
-
61
- This work has been supported by the LINDAT/CLARIAH-CZ project funded by Ministry
62
- of Education, Youth and Sports of the Czech Republic (project LM2023062).
63
-
64
- ### Publications
65
-
66
- - Milan Straka, Jakub Náplava, Jana Straková, David Samuel (2020): [RobeCzech: Czech RoBERTa, a monolingual contextualized language representation model](https://doi.org/10.1007/978-3-030-83527-9_17). In: Text, Speech, and Dialogue. TSD 2021. Lecture Notes in Computer Science, vol 12848. Springer, Cham.
67
- - Jan Hajič, Eduard Bejček, Jaroslava Hlavacova, Marie Mikulová, Milan Straka, Jan Štěpánek, and Barbora Štěpánková (2020). [Prague Dependency Treebank - Consolidated 1.0](https://aclanthology.org/2020.lrec-1.641.pdf). In: Proceedings of the 12th Language Resources and Evaluation Conference, pages 5208–5218, Marseille, France. European Language Resources Association.
68
- - Milan Straka (2018): [UDPipe 2.0 Prototype at CoNLL 2018 UD Shared Task](https://www.aclweb.org/anthology/K18-2020/). In: Proceedings of CoNLL 2018: The SIGNLL Conference on Computational Natural Language Learning, pp. 197-207, Association for Computational Linguistics, Stroudsburg, PA, USA, ISBN 978-1-948087-72-8
69
- - Straková Jana, Straka Milan and Hajič Jan (2014): [Open-Source Tools for Morphology, Lemmatization, POS Tagging and Named Entity Recognition](https://aclanthology.org/P14-5003/). In: Proceedings of 52nd Annual Meeting of the Association for Computational Linguistics: System Demonstrations, pages 13-18, Baltimore, Maryland, June 2014. Association for Computational Linguistics.
70
-
71
- ### Model Performance
72
-
73
- #### Tagging and Lemmatization
74
-
75
- We evaluate tagging and lemmatization on the four datasets of PDT-C 1.0,
76
- and we also compute a macro-average. For lemmatization, we use the following
77
- metrics:
78
- - `Lemmas`: a primary metric comparing the _lemma proper_, which is the lemma
79
- with an optional lemma number (but we ignore the additional lemma comments
80
- like “this is a given name”);
81
- - `LemmasEM`: an exact match comparing also the lemma comments. This metric is
82
- less or equal to `Lemmas`. Our model directly predicts only lemma proper (no
83
- additional comments), and relies on the morphological dictionary to supply the
84
- comments, so it fails to generate comments for unknown words (like an unknown
85
- given name).
86
-
87
- We perform the evaluation using the
88
- [udpipe2_eval.py](https://github.com/ufal/udpipe/blob/udpipe-2/udpipe2_eval.py),
89
- which is a minor extension of the [CoNLL 2018 Shared
90
- Task](https://universaldependencies.org/conll18/evaluation.html) evaluation
91
- script.
92
-
93
- Because the model also include a rule-based tokenizer and sentence splitter,
94
- we evaluate both:
95
- - using raw input text, which must first be tokenized and split into sentences.
96
- The resulting scores are in fact F1-scores. Note that the FAUST dataset does
97
- not contain any discernible sentence boundaries.
98
- - using gold tokenization.
99
-
100
- | Treebank | Mode | Tokens | Sents | XPOS | Lemma | LemmaEM |
101
- |:---------|:------------------|-------:|------:|------:|------:|--------:|
102
- | PDT | Raw text | 99.91 | 88.00 | 98.69 | 99.10 | 98.86 |
103
- | PDT | Gold tokenization | — | — | 98.78 | 99.19 | 98.96 |
104
- | PCEDT | Raw text | 99.97 | 94.06 | 98.77 | 99.36 | 98.75 |
105
- | PCEDT | Gold tokenization | — | — | 98.80 | 99.40 | 98.78 |
106
- | PDTSC | Raw text | 100.0 | 98.31 | 98.77 | 99.23 | 99.16 |
107
- | PDTSC | Gold tokenization | — | — | 98.77 | 99.23 | 99.16 |
108
- | FAUST | Raw text | 100.0 | 10.98 | 97.05 | 98.88 | 98.43 |
109
- | FAUST | Gold tokenization | — | — | 97.42 | 98.78 | 98.30 |
110
- | MacroAvg | Gold tokenization | — | — | 98.44 | 99.15 | 98.80 |
111
-
112
- #### Dependency Parsing
113
-
114
- In PDT-C 1.0, the only manually annotated dependency parsing dataset is a subset
115
- of the PDT dataset. We perform the evaluation as in the previous section.
116
-
117
- | Treebank | Mode | Tokens | Sents | XPOS | Lemma | LemmaEM | UAS | LAS |
118
- |:-----------|:------------------|-------:|------:|------:|------:|--------:|------:|------:|
119
- | PDT subset | Raw text | 99.94 | 88.49 | 98.74 | 99.16 | 98.97 | 93.45 | 90.32 |
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- | PDT subset | Gold tokenization | — | — | 98.81 | 99.23 | 99.03 | 94.41 | 91.48 |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
udpipe2/docs/models_ud210.md DELETED
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- ## Universal Dependencies 2.10 Models #universal_dependencies_210_models
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-
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- Universal Dependencies 2.10 Models are distributed under the
4
- [CC BY-NC-SA](https://creativecommons.org/licenses/by-nc-sa/4.0/) licence.
5
- The models are based solely on [Universal Dependencies
6
- 2.10](https://hdl.handle.net/11234/1-4758) treebanks, and additionally
7
- use [multilingual BERT](https://github.com/google-research/bert/blob/master/multilingual.md)
8
- and [RobeCzech](https://huggingface.co/ufal/robeczech-base).
9
-
10
- The models require [UDPipe 2](https://ufal.mff.cuni.cz/udpipe/2).
11
-
12
- ### Download
13
-
14
- The latest version 220711 of the Universal Dependencies 2.10 models
15
- can be downloaded from [LINDAT/CLARIN repository](https://hdl.handle.net/11234/1-4804).
16
-
17
- The models are also available in the [REST service](https://lindat.mff.cuni.cz/services/udpipe/).
18
-
19
- ### Acknowledgements #universal_dependencies_210_models_acknowledgements
20
-
21
- This work has been supported by the Ministry of Education, Youth and Sports of
22
- the Czech Republic, Project No. LM2018101 LINDAT/CLARIAH-CZ.
23
-
24
- The models were trained on [Universal Dependencies 2.10](https://hdl.handle.net/11234/1-4758) treebanks.
25
-
26
- For the UD treebanks which do not contain original plain text version,
27
- raw text is used to train the tokenizer instead. The plain texts
28
- were taken from the [W2C -- Web to Corpus](https://hdl.handle.net/11858/00-097C-0000-0022-6133-9).
29
-
30
- Finally, [multilingual BERT](https://github.com/google-research/bert/blob/master/multilingual.md)
31
- and [RobeCzech](https://huggingface.co/ufal/robeczech-base) are used to provide
32
- contextualized word embeddings.
33
-
34
- ### Publications
35
-
36
- - Milan Straka, Jakub Náplava, Jana Straková, David Samuel (2020): [RobeCzech: Czech RoBERTa, a monolingual contextualized language representation model](https://doi.org/10.1007/978-3-030-83527-9_17). In: Text, Speech, and Dialogue. TSD 2021. Lecture Notes in Computer Science, vol 12848. Springer, Cham.
37
- - Milan Straka, Jana Straková, Jan Hajič (2019): [Evaluating Contextualized Embeddings on 54 Languages in POS Tagging, Lemmatization and Dependency Parsing](https://arxiv.org/abs/1908.07448). In: ArXiv.org Computing Research Repository, ISSN 2331-8422, 1904.02099
38
- - Milan Straka (2018): [UDPipe 2.0 Prototype at CoNLL 2018 UD Shared Task](https://www.aclweb.org/anthology/K18-2020/). In: Proceedings of CoNLL 2018: The SIGNLL Conference on Computational Natural Language Learning, pp. 197-207, Association for Computational Linguistics, Stroudsburg, PA, USA, ISBN 978-1-948087-72-8
39
-
40
- ### Model Description
41
-
42
- The Universal Dependencies 2.10 models contain 123 models of 69 languages, each
43
- consisting of a tokenizer, tagger, lemmatizer and dependency parser, all trained
44
- using the UD data. We used the original train-dev-test split, but for treebanks
45
- with only train and no dev data we used last 10% of the train data as dev data.
46
- We produce models only for treebanks with at least 1000 training words.
47
-
48
- The tokenizer is trained using the `SpaceAfter=No` features. If the features
49
- are not present in the data, they can be filled in using raw text in the
50
- language in question.
51
-
52
- The tagger, lemmatizer and parser are trained using gold UD data.
53
-
54
- ### Model Performance
55
-
56
- We present the tokenizer, tagger, lemmatizer and parser performance, measured on
57
- the testing portion of the data, evaluated both on the raw text and using the
58
- gold tokenization. The results are F1 scores measured by the `conll18_ud_eval.py`
59
- script.
60
-
61
- | Model | Mode | Words | Sents | UPOS | XPOS | UFeats | AllTags | Lemma | UAS | LAS | MLAS | BLEX |
62
- |:------------------------------------------|:------------------|-------:|-------:|------:|------:|-------:|--------:|-------:|------:|------:|------:|------:|
63
- | afrikaans-afribooms-ud-2.10-220711 | Raw text | 99.78 | 98.59 | 98.58 | 95.46 | 98.13 | 95.33 | 97.43 | 90.10 | 87.23 | 78.64 | 78.59 |
64
- | afrikaans-afribooms-ud-2.10-220711 | Gold tokenization | — | — | 98.77 | 95.62 | 98.31 | 95.50 | 97.53 | 90.72 | 87.80 | 79.23 | 78.99 |
65
- | ancient_greek-perseus-ud-2.10-220711 | Raw text | 99.97 | 98.85 | 92.83 | 85.55 | 91.45 | 84.87 | 86.68 | 80.13 | 74.36 | 54.62 | 55.72 |
66
- | ancient_greek-perseus-ud-2.10-220711 | Gold tokenization | — | — | 92.88 | 85.60 | 91.47 | 84.90 | 86.70 | 80.32 | 74.53 | 54.73 | 55.87 |
67
- | ancient_greek-proiel-ud-2.10-220711 | Raw text | 100.00 | 48.02 | 97.77 | 98.05 | 92.35 | 91.05 | 94.71 | 79.82 | 76.06 | 60.08 | 65.75 |
68
- | ancient_greek-proiel-ud-2.10-220711 | Gold tokenization | — | — | 97.87 | 98.14 | 92.49 | 91.26 | 94.73 | 86.05 | 82.14 | 67.03 | 71.90 |
69
- | ancient_hebrew-ptnk-ud-2.10-220711 | Raw text | 68.76 | 98.06 | 56.80 | 56.94 | 55.13 | 50.80 | 49.88 | 38.73 | 34.67 | 18.47 | 17.69 |
70
- | ancient_hebrew-ptnk-ud-2.10-220711 | Gold tokenization | — | — | 68.03 | 67.97 | 66.97 | 56.15 | 53.35 | 63.31 | 51.61 | 28.08 | 24.34 |
71
- | arabic-padt-ud-2.10-220711 | Raw text | 94.58 | 82.09 | 91.72 | 89.01 | 89.14 | 88.69 | 90.41 | 78.63 | 74.54 | 65.84 | 67.88 |
72
- | arabic-padt-ud-2.10-220711 | Gold tokenization | — | — | 97.02 | 94.38 | 94.53 | 94.08 | 95.31 | 88.11 | 83.49 | 74.57 | 76.13 |
73
- | armenian-armtdp-ud-2.10-220711 | Raw text | 99.28 | 95.70 | 96.07 | — | 91.39 | 90.28 | 95.04 | 86.84 | 82.22 | 69.53 | 74.39 |
74
- | armenian-armtdp-ud-2.10-220711 | Gold tokenization | — | — | 96.63 | — | 92.03 | 90.77 | 95.70 | 88.50 | 83.81 | 70.18 | 75.42 |
75
- | armenian-bsut-ud-2.10-220711 | Raw text | 99.79 | 98.73 | 97.31 | — | 92.01 | 91.24 | 96.62 | 90.02 | 85.75 | 71.20 | 78.86 |
76
- | armenian-bsut-ud-2.10-220711 | Gold tokenization | — | — | 97.53 | — | 92.24 | 91.48 | 96.82 | 90.56 | 86.29 | 71.73 | 79.32 |
77
- | basque-bdt-ud-2.10-220711 | Raw text | 99.94 | 99.83 | 96.25 | — | 92.69 | 90.69 | 96.36 | 87.40 | 84.28 | 73.94 | 79.81 |
78
- | basque-bdt-ud-2.10-220711 | Gold tokenization | — | — | 96.30 | — | 92.73 | 90.72 | 96.39 | 87.48 | 84.36 | 73.99 | 79.86 |
79
- | belarusian-hse-ud-2.10-220711 | Raw text | 99.47 | 83.97 | 98.30 | 96.26 | 94.38 | 92.37 | 93.35 | 86.84 | 84.85 | 76.00 | 76.01 |
80
- | belarusian-hse-ud-2.10-220711 | Gold tokenization | — | — | 98.81 | 96.74 | 94.94 | 92.87 | 93.86 | 89.55 | 87.38 | 78.23 | 78.11 |
81
- | bulgarian-btb-ud-2.10-220711 | Raw text | 99.91 | 94.17 | 99.19 | 97.20 | 97.97 | 96.85 | 97.99 | 94.41 | 91.67 | 85.89 | 86.31 |
82
- | bulgarian-btb-ud-2.10-220711 | Gold tokenization | — | — | 99.29 | 97.30 | 98.07 | 96.96 | 98.09 | 95.24 | 92.44 | 86.52 | 87.03 |
83
- | catalan-ancora-ud-2.10-220711 | Raw text | 99.95 | 99.08 | 99.07 | 97.21 | 98.70 | 96.96 | 99.40 | 94.86 | 93.14 | 87.45 | 88.92 |
84
- | catalan-ancora-ud-2.10-220711 | Gold tokenization | — | — | 99.14 | 97.32 | 98.78 | 97.07 | 99.46 | 95.02 | 93.30 | 87.69 | 89.13 |
85
- | chinese-gsdsimp-ud-2.10-220711 | Raw text | 90.29 | 99.10 | 87.21 | 87.16 | 89.74 | 86.42 | 90.29 | 73.11 | 70.62 | 63.58 | 67.09 |
86
- | chinese-gsdsimp-ud-2.10-220711 | Gold tokenization | — | — | 96.14 | 96.04 | 99.45 | 95.30 | 99.99 | 87.28 | 84.07 | 78.56 | 82.64 |
87
- | chinese-gsd-ud-2.10-220711 | Raw text | 90.27 | 99.10 | 87.15 | 87.05 | 89.71 | 86.36 | 90.27 | 72.85 | 70.29 | 63.41 | 66.89 |
88
- | chinese-gsd-ud-2.10-220711 | Gold tokenization | — | — | 96.21 | 96.08 | 99.40 | 95.34 | 99.99 | 87.15 | 83.96 | 78.41 | 82.59 |
89
- | classical_chinese-kyoto-ud-2.10-220711 | Raw text | 97.26 | 40.71 | 87.40 | 86.48 | 89.97 | 83.27 | 96.78 | 67.56 | 62.17 | 58.02 | 60.60 |
90
- | classical_chinese-kyoto-ud-2.10-220711 | Gold tokenization | — | — | 92.30 | 90.87 | 93.94 | 88.19 | 99.47 | 83.16 | 77.63 | 73.15 | 76.42 |
91
- | coptic-scriptorium-ud-2.10-220711 | Raw text | 74.49 | 33.87 | 72.43 | 72.34 | 72.53 | 71.54 | 72.91 | 51.25 | 49.43 | 36.55 | 39.14 |
92
- | coptic-scriptorium-ud-2.10-220711 | Gold tokenization | — | — | 96.94 | 96.78 | 97.49 | 95.50 | 97.02 | 90.48 | 87.70 | 76.04 | 79.57 |
93
- | croatian-set-ud-2.10-220711 | Raw text | 99.93 | 94.79 | 98.48 | 95.72 | 96.23 | 95.49 | 97.60 | 92.17 | 89.27 | 81.53 | 84.23 |
94
- | croatian-set-ud-2.10-220711 | Gold tokenization | — | — | 98.54 | 95.80 | 96.30 | 95.56 | 97.68 | 92.67 | 89.75 | 81.92 | 84.69 |
95
- | czech-pdt-ud-2.10-220711 | Raw text | 99.94 | 93.74 | 99.37 | 98.40 | 98.33 | 98.02 | 99.21 | 94.90 | 93.50 | 90.28 | 91.88 |
96
- | czech-pdt-ud-2.10-220711 | Gold tokenization | — | — | 99.45 | 98.47 | 98.40 | 98.09 | 99.28 | 95.63 | 94.23 | 90.88 | 92.50 |
97
- | czech-cac-ud-2.10-220711 | Raw text | 99.99 | 99.68 | 99.72 | 98.57 | 98.37 | 98.12 | 99.18 | 96.12 | 94.76 | 91.09 | 92.67 |
98
- | czech-cac-ud-2.10-220711 | Gold tokenization | — | — | 99.73 | 98.58 | 98.38 | 98.13 | 99.19 | 96.12 | 94.76 | 91.11 | 92.69 |
99
- | czech-cltt-ud-2.10-220711 | Raw text | 99.71 | 97.79 | 99.22 | 95.32 | 95.23 | 95.03 | 99.18 | 90.77 | 89.24 | 81.35 | 86.22 |
100
- | czech-cltt-ud-2.10-220711 | Gold tokenization | — | — | 99.47 | 95.47 | 95.40 | 95.18 | 99.47 | 91.20 | 89.68 | 81.67 | 86.73 |
101
- | czech-fictree-ud-2.10-220711 | Raw text | 99.99 | 98.95 | 99.17 | 97.06 | 97.83 | 96.86 | 99.35 | 96.38 | 94.91 | 89.61 | 92.81 |
102
- | czech-fictree-ud-2.10-220711 | Gold tokenization | — | — | 99.18 | 97.08 | 97.84 | 96.88 | 99.36 | 96.46 | 94.97 | 89.71 | 92.91 |
103
- | danish-ddt-ud-2.10-220711 | Raw text | 99.81 | 89.78 | 97.95 | — | 97.29 | 96.54 | 97.26 | 88.27 | 86.25 | 79.22 | 80.96 |
104
- | danish-ddt-ud-2.10-220711 | Gold tokenization | — | — | 98.16 | — | 97.53 | 96.79 | 97.45 | 89.46 | 87.42 | 80.42 | 82.17 |
105
- | dutch-alpino-ud-2.10-220711 | Raw text | 99.83 | 88.98 | 97.86 | 96.79 | 97.80 | 96.29 | 95.11 | 92.95 | 90.58 | 83.15 | 79.88 |
106
- | dutch-alpino-ud-2.10-220711 | Gold tokenization | — | — | 97.97 | 96.87 | 97.91 | 96.41 | 95.26 | 94.00 | 91.63 | 84.17 | 80.83 |
107
- | dutch-lassysmall-ud-2.10-220711 | Raw text | 99.80 | 74.93 | 96.98 | 95.62 | 96.63 | 94.88 | 95.70 | 90.61 | 87.94 | 79.67 | 78.25 |
108
- | dutch-lassysmall-ud-2.10-220711 | Gold tokenization | — | — | 97.25 | 96.43 | 97.36 | 95.83 | 95.97 | 94.51 | 91.66 | 84.48 | 83.08 |
109
- | english-ewt-ud-2.10-220711 | Raw text | 98.95 | 87.02 | 96.39 | 96.13 | 96.53 | 94.80 | 97.13 | 90.07 | 88.10 | 81.47 | 83.42 |
110
- | english-ewt-ud-2.10-220711 | Gold tokenization | — | — | 97.35 | 97.06 | 97.52 | 95.71 | 98.07 | 92.62 | 90.56 | 84.02 | 85.98 |
111
- | english-atis-ud-2.10-220711 | Raw text | 100.00 | 81.96 | 98.97 | — | 98.54 | 98.13 | 99.94 | 94.39 | 92.92 | 87.85 | 90.39 |
112
- | english-atis-ud-2.10-220711 | Gold tokenization | — | — | 98.97 | — | 98.56 | 98.15 | 99.94 | 95.88 | 94.26 | 89.80 | 92.40 |
113
- | english-gum-ud-2.10-220711 | Raw text | 99.64 | 95.36 | 97.95 | 97.91 | 97.88 | 96.91 | 98.77 | 92.30 | 90.35 | 84.63 | 86.31 |
114
- | english-gum-ud-2.10-220711 | Gold tokenization | — | — | 98.27 | 98.26 | 98.22 | 97.24 | 99.09 | 93.17 | 91.19 | 85.42 | 87.04 |
115
- | english-lines-ud-2.10-220711 | Raw text | 99.92 | 87.45 | 97.71 | 96.77 | 97.02 | 94.41 | 98.40 | 91.17 | 88.22 | 80.27 | 83.45 |
116
- | english-lines-ud-2.10-220711 | Gold tokenization | — | — | 97.79 | 96.84 | 97.07 | 94.48 | 98.47 | 92.10 | 89.17 | 81.05 | 84.36 |
117
- | english-partut-ud-2.10-220711 | Raw text | 99.72 | 100.00 | 97.23 | 97.11 | 96.35 | 95.26 | 98.14 | 94.24 | 92.21 | 83.35 | 87.34 |
118
- | english-partut-ud-2.10-220711 | Gold tokenization | — | — | 97.48 | 97.36 | 96.60 | 95.51 | 98.42 | 94.48 | 92.46 | 83.74 | 87.62 |
119
- | estonian-edt-ud-2.10-220711 | Raw text | 99.95 | 92.03 | 97.68 | 98.31 | 96.28 | 95.07 | 95.36 | 88.81 | 86.16 | 79.92 | 79.56 |
120
- | estonian-edt-ud-2.10-220711 | Gold tokenization | — | — | 97.81 | 98.36 | 96.36 | 95.19 | 95.43 | 89.71 | 87.03 | 80.77 | 80.37 |
121
- | estonian-ewt-ud-2.10-220711 | Raw text | 98.82 | 75.26 | 95.41 | 96.29 | 94.06 | 91.92 | 93.86 | 82.62 | 79.30 | 71.40 | 72.35 |
122
- | estonian-ewt-ud-2.10-220711 | Gold tokenization | — | — | 96.65 | 97.43 | 95.15 | 93.10 | 94.97 | 86.76 | 83.25 | 74.79 | 75.57 |
123
- | faroese-farpahc-ud-2.10-220711 | Raw text | 99.74 | 92.77 | 97.44 | 93.04 | 94.43 | 92.50 | 99.74 | 85.76 | 82.13 | 68.07 | 75.34 |
124
- | faroese-farpahc-ud-2.10-220711 | Gold tokenization | — | — | 97.64 | 93.28 | 94.68 | 92.72 | 100.00 | 86.82 | 83.10 | 69.17 | 76.51 |
125
- | finnish-tdt-ud-2.10-220711 | Raw text | 99.70 | 90.82 | 97.58 | 98.18 | 95.99 | 95.10 | 92.14 | 90.20 | 88.18 | 82.19 | 78.16 |
126
- | finnish-tdt-ud-2.10-220711 | Gold tokenization | — | — | 97.92 | 98.49 | 96.29 | 95.43 | 92.46 | 91.51 | 89.46 | 83.20 | 79.17 |
127
- | finnish-ftb-ud-2.10-220711 | Raw text | 99.91 | 86.84 | 96.69 | 95.14 | 96.83 | 94.02 | 95.57 | 89.80 | 87.18 | 80.04 | 80.49 |
128
- | finnish-ftb-ud-2.10-220711 | Gold tokenization | — | — | 97.00 | 95.36 | 96.92 | 94.32 | 95.67 | 91.91 | 89.23 | 82.55 | 82.84 |
129
- | french-gsd-ud-2.10-220711 | Raw text | 98.78 | 94.69 | 97.26 | — | 97.35 | 96.63 | 97.55 | 92.76 | 90.82 | 84.55 | 86.32 |
130
- | french-gsd-ud-2.10-220711 | Gold tokenization | — | — | 98.44 | — | 98.47 | 97.71 | 98.75 | 94.55 | 92.71 | 86.34 | 87.59 |
131
- | french-parisstories-ud-2.10-220711 | Raw text | 99.49 | 87.87 | 96.24 | — | 94.41 | 92.17 | 97.55 | 79.95 | 74.84 | 61.23 | 68.35 |
132
- | french-parisstories-ud-2.10-220711 | Gold tokenization | — | — | 96.81 | — | 94.90 | 92.68 | 97.98 | 81.67 | 76.50 | 62.46 | 69.32 |
133
- | french-partut-ud-2.10-220711 | Raw text | 99.48 | 100.00 | 97.26 | 96.76 | 94.72 | 93.96 | 97.33 | 94.72 | 92.81 | 81.09 | 86.22 |
134
- | french-partut-ud-2.10-220711 | Gold tokenization | — | — | 97.89 | 97.35 | 95.27 | 94.51 | 97.89 | 95.62 | 93.85 | 82.18 | 87.24 |
135
- | french-rhapsodie-ud-2.10-220711 | Raw text | 99.22 | 99.47 | 97.20 | 97.45 | 96.12 | 93.30 | 98.26 | 88.71 | 84.99 | 75.15 | 79.88 |
136
- | french-rhapsodie-ud-2.10-220711 | Gold tokenization | — | — | 98.00 | 98.13 | 96.89 | 93.97 | 98.99 | 89.89 | 86.08 | 75.91 | 80.35 |
137
- | french-sequoia-ud-2.10-220711 | Raw text | 99.15 | 84.02 | 98.32 | — | 97.15 | 96.68 | 98.33 | 93.60 | 92.22 | 86.08 | 89.00 |
138
- | french-sequoia-ud-2.10-220711 | Gold tokenization | — | — | 99.24 | — | 97.95 | 97.54 | 99.13 | 95.43 | 94.11 | 88.00 | 90.34 |
139
- | galician-ctg-ud-2.10-220711 | Raw text | 99.22 | 97.22 | 97.28 | 97.05 | 99.06 | 96.70 | 98.04 | 85.59 | 83.20 | 72.11 | 76.94 |
140
- | galician-ctg-ud-2.10-220711 | Gold tokenization | — | — | 98.01 | 97.78 | 99.84 | 97.41 | 98.79 | 87.31 | 84.80 | 74.04 | 78.88 |
141
- | galician-treegal-ud-2.10-220711 | Raw text | 98.74 | 87.99 | 96.00 | 93.69 | 94.85 | 92.82 | 96.67 | 83.44 | 79.36 | 67.82 | 71.68 |
142
- | galician-treegal-ud-2.10-220711 | Gold tokenization | — | — | 97.19 | 94.83 | 95.94 | 93.91 | 97.86 | 86.75 | 82.40 | 71.30 | 75.54 |
143
- | german-hdt-ud-2.10-220711 | Raw text | 99.90 | 92.34 | 98.51 | 98.45 | 94.08 | 93.70 | 97.16 | 96.94 | 96.04 | 84.79 | 90.40 |
144
- | german-hdt-ud-2.10-220711 | Gold tokenization | — | — | 98.62 | 98.58 | 94.22 | 93.83 | 97.26 | 97.63 | 96.75 | 85.46 | 91.08 |
145
- | german-gsd-ud-2.10-220711 | Raw text | 99.81 | 81.12 | 95.78 | 97.68 | 90.23 | 87.27 | 96.75 | 87.32 | 83.12 | 63.79 | 75.00 |
146
- | german-gsd-ud-2.10-220711 | Gold tokenization | — | — | 95.94 | 97.87 | 90.60 | 87.60 | 96.96 | 89.28 | 85.04 | 65.33 | 76.75 |
147
- | gothic-proiel-ud-2.10-220711 | Raw text | 100.00 | 31.12 | 96.48 | 96.98 | 90.08 | 88.19 | 94.62 | 74.17 | 68.40 | 55.39 | 62.02 |
148
- | gothic-proiel-ud-2.10-220711 | Gold tokenization | — | — | 96.97 | 97.42 | 90.90 | 89.33 | 94.71 | 84.11 | 78.29 | 65.73 | 71.10 |
149
- | greek-gdt-ud-2.10-220711 | Raw text | 99.87 | 90.19 | 98.09 | 98.10 | 95.60 | 95.01 | 95.61 | 93.05 | 91.24 | 81.58 | 81.04 |
150
- | greek-gdt-ud-2.10-220711 | Gold tokenization | — | — | 98.23 | 98.24 | 95.79 | 95.20 | 95.70 | 93.85 | 92.04 | 82.28 | 81.75 |
151
- | hebrew-htb-ud-2.10-220711 | Raw text | 85.05 | 99.39 | 82.78 | 82.80 | 81.23 | 80.53 | 82.91 | 70.63 | 68.13 | 55.31 | 59.44 |
152
- | hebrew-htb-ud-2.10-220711 | Gold tokenization | — | — | 97.44 | 97.42 | 95.73 | 95.05 | 97.34 | 92.71 | 90.24 | 78.77 | 81.80 |
153
- | hebrew-iahltwiki-ud-2.10-220711 | Raw text | 88.54 | 97.16 | 85.97 | 86.00 | 80.55 | 79.47 | 87.15 | 76.16 | 74.19 | 56.91 | 66.92 |
154
- | hebrew-iahltwiki-ud-2.10-220711 | Gold tokenization | — | — | 97.09 | 97.10 | 91.59 | 90.41 | 98.24 | 93.88 | 91.45 | 74.27 | 85.44 |
155
- | hindi-hdtb-ud-2.10-220711 | Raw text | 100.00 | 98.90 | 97.57 | 97.12 | 94.16 | 92.23 | 98.92 | 95.30 | 92.32 | 79.20 | 87.66 |
156
- | hindi-hdtb-ud-2.10-220711 | Gold tokenization | — | — | 97.58 | 97.14 | 94.18 | 92.26 | 98.92 | 95.42 | 92.44 | 79.35 | 87.81 |
157
- | hungarian-szeged-ud-2.10-220711 | Raw text | 99.85 | 95.89 | 96.68 | — | 94.22 | 93.53 | 94.92 | 88.81 | 85.09 | 75.22 | 78.19 |
158
- | hungarian-szeged-ud-2.10-220711 | Gold tokenization | — | — | 96.79 | — | 94.36 | 93.64 | 95.04 | 89.31 | 85.54 | 75.51 | 78.47 |
159
- | icelandic-icepahc-ud-2.10-220711 | Raw text | 99.82 | 92.15 | 96.90 | 93.24 | 91.32 | 86.42 | 95.99 | 87.21 | 83.36 | 65.98 | 74.25 |
160
- | icelandic-icepahc-ud-2.10-220711 | Gold tokenization | — | — | 97.08 | 93.45 | 91.47 | 86.61 | 96.15 | 87.78 | 83.87 | 66.49 | 74.84 |
161
- | icelandic-modern-ud-2.10-220711 | Raw text | 99.92 | 99.22 | 99.07 | 98.14 | 98.38 | 97.88 | 98.91 | 94.41 | 93.17 | 89.31 | 90.07 |
162
- | icelandic-modern-ud-2.10-220711 | Gold tokenization | — | — | 99.14 | 98.21 | 98.45 | 97.95 | 98.98 | 94.50 | 93.26 | 89.41 | 90.16 |
163
- | indonesian-gsd-ud-2.10-220711 | Raw text | 99.48 | 92.90 | 94.23 | 93.81 | 95.53 | 88.78 | 98.13 | 87.65 | 81.59 | 72.35 | 77.02 |
164
- | indonesian-gsd-ud-2.10-220711 | Gold tokenization | — | — | 94.66 | 94.26 | 95.99 | 89.17 | 98.53 | 88.57 | 82.42 | 73.21 | 77.88 |
165
- | indonesian-csui-ud-2.10-220711 | Raw text | 99.45 | 91.01 | 96.05 | 96.14 | 96.85 | 95.43 | 98.23 | 86.38 | 82.10 | 76.54 | 78.80 |
166
- | indonesian-csui-ud-2.10-220711 | Gold tokenization | — | — | 96.56 | 96.72 | 97.37 | 95.99 | 98.87 | 87.77 | 83.28 | 77.62 | 79.92 |
167
- | irish-idt-ud-2.10-220711 | Raw text | 99.72 | 97.25 | 95.63 | 94.76 | 90.33 | 87.14 | 95.30 | 86.74 | 81.10 | 64.20 | 71.52 |
168
- | irish-idt-ud-2.10-220711 | Gold tokenization | — | — | 95.89 | 95.07 | 90.60 | 87.46 | 95.54 | 87.28 | 81.64 | 64.56 | 71.85 |
169
- | italian-isdt-ud-2.10-220711 | Raw text | 99.84 | 98.76 | 98.57 | 98.50 | 98.25 | 97.67 | 98.79 | 94.66 | 93.01 | 86.61 | 88.00 |
170
- | italian-isdt-ud-2.10-220711 | Gold tokenization | — | — | 98.72 | 98.65 | 98.41 | 97.83 | 98.95 | 94.96 | 93.34 | 86.97 | 88.40 |
171
- | italian-markit-ud-2.10-220711 | Raw text | 99.59 | 98.24 | 96.76 | 97.00 | 93.80 | 92.08 | 88.18 | 88.36 | 84.51 | 69.95 | 77.77 |
172
- | italian-markit-ud-2.10-220711 | Gold tokenization | — | — | 97.15 | 97.40 | 94.10 | 92.35 | 88.54 | 89.13 | 85.26 | 70.51 | 78.46 |
173
- | italian-partut-ud-2.10-220711 | Raw text | 99.73 | 100.00 | 98.43 | 98.43 | 98.35 | 97.61 | 98.68 | 96.21 | 94.18 | 87.87 | 89.09 |
174
- | italian-partut-ud-2.10-220711 | Gold tokenization | — | — | 98.54 | 98.57 | 98.49 | 97.69 | 98.93 | 96.26 | 94.15 | 87.68 | 89.07 |
175
- | italian-postwita-ud-2.10-220711 | Raw text | 99.40 | 28.11 | 96.43 | 96.18 | 96.30 | 94.79 | 96.72 | 80.61 | 76.89 | 65.29 | 66.90 |
176
- | italian-postwita-ud-2.10-220711 | Gold tokenization | — | — | 97.04 | 96.82 | 96.80 | 95.29 | 97.31 | 88.34 | 84.19 | 75.32 | 77.32 |
177
- | italian-twittiro-ud-2.10-220711 | Raw text | 99.14 | 39.36 | 95.92 | 95.92 | 95.07 | 93.46 | 94.50 | 82.23 | 77.79 | 64.50 | 65.42 |
178
- | italian-twittiro-ud-2.10-220711 | Gold tokenization | — | — | 96.91 | 96.61 | 96.00 | 94.15 | 95.16 | 88.07 | 83.53 | 71.89 | 72.69 |
179
- | italian-vit-ud-2.10-220711 | Raw text | 99.76 | 96.73 | 98.14 | 97.39 | 97.64 | 96.21 | 98.89 | 92.08 | 89.16 | 80.93 | 83.70 |
180
- | italian-vit-ud-2.10-220711 | Gold tokenization | — | — | 98.36 | 97.71 | 97.85 | 96.53 | 99.10 | 92.88 | 89.97 | 81.91 | 84.63 |
181
- | japanese-gsd-ud-2.10-220711 | Raw text | 96.17 | 100.00 | 94.93 | 94.18 | 96.16 | 93.81 | 95.05 | 87.68 | 86.85 | 80.43 | 80.78 |
182
- | japanese-gsd-ud-2.10-220711 | Gold tokenization | — | — | 98.55 | 97.50 | 99.99 | 97.13 | 98.47 | 94.73 | 93.75 | 88.50 | 88.34 |
183
- | japanese-gsdluw-ud-2.10-220711 | Raw text | 95.18 | 99.72 | 93.81 | 93.54 | 95.18 | 93.46 | 93.66 | 86.22 | 85.54 | 76.27 | 76.58 |
184
- | japanese-gsdluw-ud-2.10-220711 | Gold tokenization | — | — | 98.36 | 98.05 | 100.00 | 97.93 | 97.89 | 95.23 | 94.18 | 86.38 | 85.19 |
185
- | korean-kaist-ud-2.10-220711 | Raw text | 100.00 | 100.00 | 95.88 | 87.74 | — | 87.56 | 94.17 | 89.33 | 87.47 | 82.15 | 80.14 |
186
- | korean-kaist-ud-2.10-220711 | Gold tokenization | — | — | 95.88 | 87.74 | — | 87.56 | 94.17 | 89.33 | 87.47 | 82.15 | 80.14 |
187
- | korean-gsd-ud-2.10-220711 | Raw text | 99.87 | 93.93 | 96.57 | 90.27 | 99.67 | 88.02 | 93.57 | 88.54 | 84.91 | 80.73 | 77.23 |
188
- | korean-gsd-ud-2.10-220711 | Gold tokenization | — | — | 96.73 | 90.43 | 99.80 | 88.20 | 93.69 | 89.27 | 85.61 | 81.45 | 77.93 |
189
- | latin-ittb-ud-2.10-220711 | Raw text | 99.99 | 91.21 | 98.91 | 96.58 | 96.75 | 95.19 | 99.18 | 90.53 | 88.53 | 82.07 | 86.07 |
190
- | latin-ittb-ud-2.10-220711 | Gold tokenization | — | — | 98.92 | 96.57 | 96.78 | 95.20 | 99.18 | 91.50 | 89.51 | 82.63 | 86.59 |
191
- | latin-llct-ud-2.10-220711 | Raw text | 100.00 | 99.49 | 99.68 | 97.14 | 97.26 | 96.89 | 97.78 | 95.55 | 94.56 | 89.80 | 90.95 |
192
- | latin-llct-ud-2.10-220711 | Gold tokenization | — | — | 99.68 | 97.15 | 97.27 | 96.90 | 97.78 | 95.55 | 94.57 | 89.81 | 90.97 |
193
- | latin-perseus-ud-2.10-220711 | Raw text | 100.00 | 98.46 | 91.83 | 80.66 | 86.12 | 78.56 | 88.13 | 77.98 | 68.59 | 52.30 | 55.51 |
194
- | latin-perseus-ud-2.10-220711 | Gold tokenization | — | — | 91.85 | 80.66 | 86.12 | 78.55 | 88.16 | 78.14 | 68.71 | 52.39 | 55.58 |
195
- | latin-proiel-ud-2.10-220711 | Raw text | 99.87 | 36.81 | 96.69 | 96.87 | 90.56 | 89.54 | 96.21 | 74.07 | 69.56 | 56.74 | 63.93 |
196
- | latin-proiel-ud-2.10-220711 | Gold tokenization | — | — | 97.12 | 97.32 | 91.19 | 90.27 | 96.44 | 83.20 | 78.50 | 66.34 | 73.00 |
197
- | latin-udante-ud-2.10-220711 | Raw text | 99.61 | 98.81 | 90.58 | 75.59 | 81.31 | 71.62 | 87.25 | 75.26 | 67.81 | 43.95 | 50.36 |
198
- | latin-udante-ud-2.10-220711 | Gold tokenization | — | — | 90.82 | 75.70 | 81.53 | 71.70 | 87.44 | 75.50 | 67.97 | 44.08 | 50.51 |
199
- | latvian-lvtb-ud-2.10-220711 | Raw text | 99.31 | 97.83 | 96.51 | 89.83 | 93.86 | 89.08 | 95.92 | 88.75 | 85.79 | 76.04 | 80.25 |
200
- | latvian-lvtb-ud-2.10-220711 | Gold tokenization | — | — | 97.14 | 90.43 | 94.50 | 89.67 | 96.55 | 89.84 | 86.82 | 77.09 | 81.31 |
201
- | lithuanian-alksnis-ud-2.10-220711 | Raw text | 99.91 | 87.87 | 95.94 | 90.44 | 91.03 | 89.52 | 93.60 | 82.45 | 78.64 | 67.97 | 71.37 |
202
- | lithuanian-alksnis-ud-2.10-220711 | Gold tokenization | — | — | 96.04 | 90.52 | 91.16 | 89.63 | 93.69 | 83.70 | 79.88 | 68.98 | 72.36 |
203
- | lithuanian-hse-ud-2.10-220711 | Raw text | 97.30 | 97.30 | 89.28 | 90.21 | 83.13 | 78.38 | 88.16 | 70.27 | 61.79 | 45.67 | 54.04 |
204
- | lithuanian-hse-ud-2.10-220711 | Gold tokenization | — | — | 91.23 | 92.36 | 85.19 | 80.09 | 90.57 | 73.96 | 64.53 | 47.54 | 56.10 |
205
- | maltese-mudt-ud-2.10-220711 | Raw text | 99.84 | 86.29 | 95.80 | 95.79 | — | 95.35 | — | 84.96 | 80.07 | 68.98 | 72.86 |
206
- | maltese-mudt-ud-2.10-220711 | Gold tokenization | — | — | 95.95 | 95.92 | — | 95.48 | — | 85.65 | 80.70 | 69.40 | 73.33 |
207
- | marathi-ufal-ud-2.10-220711 | Raw text | 90.25 | 92.63 | 76.50 | — | 65.25 | 60.75 | 80.75 | 60.75 | 50.75 | 28.39 | 38.00 |
208
- | marathi-ufal-ud-2.10-220711 | Gold tokenization | — | — | 82.52 | — | 67.96 | 62.86 | 80.83 | 68.93 | 58.50 | 29.46 | 38.17 |
209
- | naija-nsc-ud-2.10-220711 | Raw text | 99.94 | 100.00 | 98.03 | — | 98.94 | 97.53 | 99.32 | 93.65 | 90.99 | 88.13 | 89.60 |
210
- | naija-nsc-ud-2.10-220711 | Gold tokenization | — | — | 98.08 | — | 99.00 | 97.58 | 99.38 | 93.75 | 91.08 | 88.21 | 89.68 |
211
- | north_sami-giella-ud-2.10-220711 | Raw text | 99.87 | 98.79 | 91.77 | 93.54 | 89.30 | 85.36 | 87.01 | 75.16 | 70.43 | 59.76 | 58.27 |
212
- | north_sami-giella-ud-2.10-220711 | Gold tokenization | — | — | 91.91 | 93.67 | 89.45 | 85.52 | 87.13 | 75.47 | 70.76 | 60.05 | 58.56 |
213
- | norwegian-bokmaal-ud-2.10-220711 | Raw text | 99.77 | 96.05 | 98.35 | — | 97.43 | 96.82 | 98.57 | 93.62 | 92.16 | 86.91 | 88.74 |
214
- | norwegian-bokmaal-ud-2.10-220711 | Gold tokenization | — | — | 98.61 | — | 97.68 | 97.07 | 98.82 | 94.40 | 92.91 | 87.59 | 89.43 |
215
- | norwegian-nynorsk-ud-2.10-220711 | Raw text | 99.93 | 94.17 | 98.24 | — | 97.34 | 96.55 | 98.40 | 93.89 | 92.18 | 86.03 | 88.36 |
216
- | norwegian-nynorsk-ud-2.10-220711 | Gold tokenization | — | — | 98.41 | — | 97.50 | 96.73 | 98.53 | 94.63 | 92.93 | 86.93 | 89.20 |
217
- | norwegian-nynorsklia-ud-2.10-220711 | Raw text | 99.91 | 99.53 | 96.61 | — | 95.71 | 93.75 | 98.05 | 81.18 | 76.61 | 66.01 | 69.68 |
218
- | norwegian-nynorsklia-ud-2.10-220711 | Gold tokenization | — | — | 96.72 | — | 95.80 | 93.85 | 98.14 | 81.42 | 76.84 | 66.23 | 69.90 |
219
- | old_church_slavonic-proiel-ud-2.10-220711 | Raw text | 100.00 | 41.43 | 96.72 | 96.90 | 90.37 | 89.19 | 93.13 | 77.71 | 73.92 | 63.82 | 68.87 |
220
- | old_church_slavonic-proiel-ud-2.10-220711 | Gold tokenization | — | — | 97.08 | 97.28 | 91.06 | 89.93 | 93.14 | 88.30 | 84.18 | 74.01 | 77.39 |
221
- | old_french-srcmf-ud-2.10-220711 | Raw text | 99.70 | 100.00 | 96.68 | 96.50 | 97.70 | 95.72 | 99.65 | 91.17 | 87.38 | 80.76 | 84.40 |
222
- | old_french-srcmf-ud-2.10-220711 | Gold tokenization | — | — | 96.99 | 96.82 | 98.01 | 96.03 | 99.95 | 91.58 | 87.82 | 81.20 | 84.85 |
223
- | old_russian-torot-ud-2.10-220711 | Raw text | 100.00 | 29.60 | 94.39 | 94.70 | 87.56 | 85.23 | 85.92 | 71.00 | 65.32 | 51.64 | 53.64 |
224
- | old_russian-torot-ud-2.10-220711 | Gold tokenization | — | — | 95.06 | 95.29 | 88.50 | 86.60 | 85.96 | 83.30 | 77.24 | 64.09 | 62.94 |
225
- | old_russian-rnc-ud-2.10-220711 | Raw text | 97.48 | 84.03 | 90.94 | 86.55 | 76.51 | 67.15 | 75.31 | 61.28 | 55.93 | 33.24 | 34.04 |
226
- | old_russian-rnc-ud-2.10-220711 | Gold tokenization | — | — | 93.29 | 88.93 | 78.48 | 68.86 | 76.77 | 67.13 | 61.08 | 37.15 | 37.24 |
227
- | old_east_slavic-birchbark-ud-2.10-220711 | Raw text | 99.98 | 16.73 | 89.24 | 99.35 | 76.11 | 72.43 | 65.88 | 63.41 | 56.50 | 32.53 | 27.14 |
228
- | old_east_slavic-birchbark-ud-2.10-220711 | Gold tokenization | — | — | 89.37 | 99.37 | 76.54 | 72.82 | 66.05 | 76.31 | 69.00 | 41.63 | 33.60 |
229
- | persian-perdt-ud-2.10-220711 | Raw text | 99.66 | 99.83 | 97.48 | 97.36 | 97.61 | 95.60 | 98.88 | 93.63 | 91.42 | 86.18 | 88.66 |
230
- | persian-perdt-ud-2.10-220711 | Gold tokenization | — | — | 97.78 | 97.65 | 97.90 | 95.89 | 99.19 | 94.18 | 91.95 | 86.72 | 89.23 |
231
- | persian-seraji-ud-2.10-220711 | Raw text | 99.65 | 98.75 | 97.91 | 97.94 | 97.95 | 97.48 | 96.52 | 91.68 | 88.84 | 84.21 | 82.83 |
232
- | persian-seraji-ud-2.10-220711 | Gold tokenization | — | — | 98.24 | 98.28 | 98.28 | 97.78 | 96.80 | 92.36 | 89.48 | 84.82 | 83.40 |
233
- | polish-pdb-ud-2.10-220711 | Raw text | 99.85 | 97.33 | 98.89 | 95.89 | 96.11 | 95.26 | 98.10 | 94.22 | 92.19 | 85.44 | 88.36 |
234
- | polish-pdb-ud-2.10-220711 | Gold tokenization | — | — | 99.05 | 96.03 | 96.24 | 95.40 | 98.24 | 94.72 | 92.69 | 85.83 | 88.78 |
235
- | polish-lfg-ud-2.10-220711 | Raw text | 99.85 | 99.65 | 99.00 | 96.08 | 96.57 | 95.16 | 98.24 | 96.86 | 95.51 | 89.80 | 92.34 |
236
- | polish-lfg-ud-2.10-220711 | Gold tokenization | — | — | 99.17 | 96.25 | 96.74 | 95.33 | 98.38 | 97.25 | 95.89 | 90.19 | 92.66 |
237
- | pomak-philotis-ud-2.10-220711 | Raw text | 99.98 | 94.49 | 98.86 | — | 95.62 | 95.30 | 96.67 | 88.24 | 83.26 | 71.19 | 74.14 |
238
- | pomak-philotis-ud-2.10-220711 | Gold tokenization | — | — | 98.90 | — | 95.65 | 95.33 | 96.69 | 88.68 | 83.75 | 71.48 | 74.42 |
239
- | portuguese-gsd-ud-2.10-220711 | Raw text | 99.87 | 97.28 | 98.51 | 98.51 | 99.74 | 98.41 | 99.27 | 94.50 | 93.41 | 88.76 | 89.96 |
240
- | portuguese-gsd-ud-2.10-220711 | Gold tokenization | — | — | 98.65 | 98.64 | 99.89 | 98.55 | 99.40 | 94.90 | 93.81 | 89.23 | 90.36 |
241
- | portuguese-bosque-ud-2.10-220711 | Raw text | 99.68 | 89.89 | 97.87 | — | 96.95 | 96.00 | 98.35 | 92.35 | 90.07 | 81.38 | 84.69 |
242
- | portuguese-bosque-ud-2.10-220711 | Gold tokenization | — | — | 98.22 | — | 97.23 | 96.28 | 98.66 | 93.50 | 91.16 | 82.47 | 85.87 |
243
- | romanian-nonstandard-ud-2.10-220711 | Raw text | 98.83 | 96.77 | 96.18 | 91.87 | 90.53 | 89.18 | 94.90 | 88.85 | 84.82 | 68.21 | 76.36 |
244
- | romanian-nonstandard-ud-2.10-220711 | Gold tokenization | — | — | 97.30 | 92.86 | 91.49 | 90.10 | 95.99 | 90.57 | 86.50 | 69.69 | 77.68 |
245
- | romanian-rrt-ud-2.10-220711 | Raw text | 99.71 | 95.16 | 97.90 | 97.21 | 97.40 | 96.98 | 97.96 | 91.97 | 88.44 | 81.66 | 83.13 |
246
- | romanian-rrt-ud-2.10-220711 | Gold tokenization | — | — | 98.19 | 97.45 | 97.65 | 97.22 | 98.22 | 92.72 | 89.13 | 82.15 | 83.70 |
247
- | romanian-simonero-ud-2.10-220711 | Raw text | 99.84 | 100.00 | 98.45 | 97.97 | 97.56 | 97.25 | 98.91 | 94.08 | 92.13 | 85.52 | 88.32 |
248
- | romanian-simonero-ud-2.10-220711 | Gold tokenization | — | — | 98.61 | 98.12 | 97.70 | 97.40 | 99.07 | 94.42 | 92.45 | 85.81 | 88.62 |
249
- | russian-syntagrus-ud-2.10-220711 | Raw text | 99.67 | 98.31 | 98.46 | — | 93.96 | 93.71 | 98.18 | 93.84 | 91.70 | 82.72 | 88.90 |
250
- | russian-syntagrus-ud-2.10-220711 | Gold tokenization | — | — | 98.79 | — | 94.28 | 94.03 | 98.46 | 94.56 | 92.39 | 83.28 | 89.44 |
251
- | russian-gsd-ud-2.10-220711 | Raw text | 99.50 | 96.49 | 98.11 | 97.55 | 94.71 | 93.61 | 97.01 | 91.44 | 88.55 | 81.04 | 84.62 |
252
- | russian-gsd-ud-2.10-220711 | Gold tokenization | — | — | 98.58 | 97.98 | 95.17 | 94.01 | 97.43 | 92.67 | 89.69 | 82.00 | 85.65 |
253
- | russian-taiga-ud-2.10-220711 | Raw text | 98.12 | 86.33 | 95.65 | — | 93.13 | 92.06 | 94.73 | 83.08 | 79.57 | 70.60 | 73.88 |
254
- | russian-taiga-ud-2.10-220711 | Gold tokenization | — | — | 97.34 | — | 94.90 | 93.72 | 96.37 | 85.64 | 81.92 | 72.82 | 76.10 |
255
- | sanskrit-vedic-ud-2.10-220711 | Raw text | 100.00 | 27.18 | 89.16 | — | 81.61 | 76.76 | 87.05 | 60.92 | 50.04 | 41.66 | 44.99 |
256
- | sanskrit-vedic-ud-2.10-220711 | Gold tokenization | — | — | 89.97 | — | 83.02 | 78.34 | 87.34 | 73.74 | 62.01 | 52.00 | 55.41 |
257
- | scottish_gaelic-arcosg-ud-2.10-220711 | Raw text | 97.47 | 60.89 | 93.78 | 89.29 | 90.91 | 88.21 | 95.08 | 81.24 | 75.60 | 62.73 | 69.22 |
258
- | scottish_gaelic-arcosg-ud-2.10-220711 | Gold tokenization | — | — | 96.62 | 92.24 | 94.02 | 91.39 | 97.59 | 87.33 | 81.65 | 69.25 | 75.23 |
259
- | serbian-set-ud-2.10-220711 | Raw text | 99.99 | 93.00 | 99.09 | 96.00 | 96.21 | 95.75 | 97.76 | 93.63 | 91.20 | 83.76 | 87.00 |
260
- | serbian-set-ud-2.10-220711 | Gold tokenization | — | — | 99.13 | 96.01 | 96.20 | 95.75 | 97.78 | 94.26 | 91.80 | 84.32 | 87.60 |
261
- | slovak-snk-ud-2.10-220711 | Raw text | 100.00 | 81.69 | 97.65 | 90.35 | 93.50 | 89.56 | 96.46 | 91.39 | 89.65 | 80.43 | 84.44 |
262
- | slovak-snk-ud-2.10-220711 | Gold tokenization | — | — | 97.88 | 90.55 | 93.69 | 89.80 | 96.50 | 93.91 | 92.08 | 82.89 | 86.95 |
263
- | slovenian-ssj-ud-2.10-220711 | Raw text | 99.94 | 98.95 | 98.97 | 96.97 | 97.15 | 96.63 | 98.58 | 93.99 | 92.60 | 86.83 | 88.91 |
264
- | slovenian-ssj-ud-2.10-220711 | Gold tokenization | — | — | 99.03 | 97.02 | 97.23 | 96.69 | 98.63 | 94.15 | 92.76 | 86.99 | 89.02 |
265
- | slovenian-sst-ud-2.10-220711 | Raw text | 99.85 | 23.14 | 94.82 | 92.71 | 92.43 | 89.84 | 97.38 | 65.69 | 60.84 | 50.88 | 54.78 |
266
- | slovenian-sst-ud-2.10-220711 | Gold tokenization | — | — | 95.62 | 93.09 | 92.84 | 90.89 | 97.56 | 78.39 | 73.07 | 63.39 | 68.33 |
267
- | spanish-ancora-ud-2.10-220711 | Raw text | 99.95 | 98.78 | 99.06 | 96.02 | 98.74 | 95.59 | 99.37 | 93.70 | 91.79 | 86.41 | 87.88 |
268
- | spanish-ancora-ud-2.10-220711 | Gold tokenization | — | — | 99.11 | 96.07 | 98.79 | 95.63 | 99.42 | 93.88 | 91.97 | 86.59 | 88.04 |
269
- | spanish-gsd-ud-2.10-220711 | Raw text | 99.75 | 95.62 | 97.15 | — | 96.94 | 95.27 | 98.72 | 91.87 | 89.57 | 78.63 | 84.25 |
270
- | spanish-gsd-ud-2.10-220711 | Gold tokenization | — | — | 97.39 | — | 97.19 | 95.53 | 98.97 | 92.66 | 90.32 | 79.43 | 85.04 |
271
- | swedish-talbanken-ud-2.10-220711 | Raw text | 99.84 | 96.53 | 98.44 | 97.33 | 97.32 | 96.51 | 98.15 | 92.23 | 89.85 | 83.92 | 85.97 |
272
- | swedish-talbanken-ud-2.10-220711 | Gold tokenization | — | — | 98.61 | 97.52 | 97.51 | 96.72 | 98.32 | 92.68 | 90.30 | 84.48 | 86.54 |
273
- | swedish-lines-ud-2.10-220711 | Raw text | 99.96 | 88.00 | 97.66 | 95.51 | 90.84 | 88.14 | 97.72 | 90.60 | 87.38 | 71.82 | 82.17 |
274
- | swedish-lines-ud-2.10-220711 | Gold tokenization | — | — | 97.73 | 95.52 | 90.87 | 88.15 | 97.76 | 91.44 | 88.19 | 72.50 | 82.95 |
275
- | tamil-ttb-ud-2.10-220711 | Raw text | 94.26 | 97.52 | 84.29 | 83.18 | 84.64 | 78.22 | 89.45 | 70.43 | 61.88 | 50.61 | 55.39 |
276
- | tamil-ttb-ud-2.10-220711 | Gold tokenization | — | — | 89.29 | 87.78 | 89.99 | 82.70 | 94.42 | 78.13 | 68.78 | 56.87 | 61.48 |
277
- | telugu-mtg-ud-2.10-220711 | Raw text | 99.58 | 96.62 | 93.63 | 93.63 | 98.61 | 93.49 | — | 90.72 | 84.63 | 77.14 | 81.14 |
278
- | telugu-mtg-ud-2.10-220711 | Gold tokenization | — | — | 94.04 | 94.04 | 99.03 | 93.90 | — | 91.68 | 85.58 | 77.98 | 81.98 |
279
- | turkish-boun-ud-2.10-220711 | Raw text | 98.83 | 86.93 | 91.56 | 92.51 | 91.72 | 86.56 | 93.23 | 78.48 | 72.40 | 59.77 | 65.11 |
280
- | turkish-boun-ud-2.10-220711 | Gold tokenization | — | — | 92.53 | 93.47 | 92.67 | 87.31 | 94.26 | 81.07 | 74.73 | 61.33 | 66.92 |
281
- | turkish-atis-ud-2.10-220711 | Raw text | 100.00 | 80.20 | 98.96 | — | 98.46 | 98.25 | 99.15 | 89.22 | 87.49 | 85.12 | 86.08 |
282
- | turkish-atis-ud-2.10-220711 | Gold tokenization | — | — | 99.02 | — | 98.52 | 98.32 | 99.13 | 91.11 | 89.30 | 86.98 | 87.93 |
283
- | turkish-framenet-ud-2.10-220711 | Raw text | 100.00 | 100.00 | 96.86 | — | 94.89 | 94.21 | 96.66 | 93.39 | 84.25 | 73.98 | 77.64 |
284
- | turkish-framenet-ud-2.10-220711 | Gold tokenization | — | — | 96.86 | — | 94.89 | 94.21 | 96.66 | 93.39 | 84.25 | 73.98 | 77.64 |
285
- | turkish-imst-ud-2.10-220711 | Raw text | 98.30 | 96.97 | 94.38 | 93.98 | 90.92 | 88.60 | 94.54 | 74.73 | 69.04 | 58.25 | 63.10 |
286
- | turkish-imst-ud-2.10-220711 | Gold tokenization | — | — | 95.94 | 95.49 | 92.40 | 89.97 | 96.13 | 78.07 | 72.09 | 60.26 | 65.33 |
287
- | turkish-kenet-ud-2.10-220711 | Raw text | 100.00 | 98.12 | 93.71 | — | 92.05 | 90.86 | 93.33 | 83.91 | 71.18 | 61.81 | 64.77 |
288
- | turkish-kenet-ud-2.10-220711 | Gold tokenization | — | — | 93.72 | — | 92.06 | 90.87 | 93.33 | 84.07 | 71.29 | 61.92 | 64.89 |
289
- | turkish-penn-ud-2.10-220711 | Raw text | 99.34 | 80.59 | 95.60 | — | 94.41 | 93.33 | 94.36 | 84.22 | 71.67 | 62.21 | 64.53 |
290
- | turkish-penn-ud-2.10-220711 | Gold tokenization | — | — | 96.30 | — | 95.11 | 94.02 | 95.01 | 86.76 | 73.91 | 63.63 | 66.02 |
291
- | turkish-tourism-ud-2.10-220711 | Raw text | 99.96 | 99.86 | 98.80 | — | 95.08 | 94.67 | 98.36 | 97.20 | 91.52 | 81.98 | 87.38 |
292
- | turkish-tourism-ud-2.10-220711 | Gold tokenization | — | — | 98.85 | — | 95.12 | 94.73 | 98.40 | 97.25 | 91.58 | 82.04 | 87.45 |
293
- | turkish_german-sagt-ud-2.10-220711 | Raw text | 98.91 | 99.44 | 90.21 | — | 80.32 | 75.60 | 90.82 | 71.14 | 60.98 | 41.12 | 51.00 |
294
- | turkish_german-sagt-ud-2.10-220711 | Gold tokenization | — | — | 91.09 | — | 80.89 | 76.08 | 91.52 | 72.69 | 62.06 | 41.64 | 51.71 |
295
- | ukrainian-iu-ud-2.10-220711 | Raw text | 99.81 | 96.61 | 97.90 | 94.35 | 94.18 | 93.12 | 97.34 | 90.61 | 88.27 | 78.92 | 83.01 |
296
- | ukrainian-iu-ud-2.10-220711 | Gold tokenization | — | — | 98.08 | 94.54 | 94.34 | 93.29 | 97.53 | 91.12 | 88.72 | 79.21 | 83.36 |
297
- | urdu-udtb-ud-2.10-220711 | Raw text | 100.00 | 98.31 | 93.91 | 92.15 | 82.83 | 78.40 | 97.41 | 88.15 | 82.49 | 56.62 | 74.68 |
298
- | urdu-udtb-ud-2.10-220711 | Gold tokenization | — | — | 93.93 | 92.17 | 82.86 | 78.43 | 97.41 | 88.23 | 82.58 | 56.67 | 74.77 |
299
- | uyghur-udt-ud-2.10-220711 | Raw text | 99.54 | 81.81 | 89.33 | 91.75 | 88.12 | 79.98 | 94.67 | 76.66 | 64.87 | 46.84 | 55.29 |
300
- | uyghur-udt-ud-2.10-220711 | Gold tokenization | — | — | 89.71 | 92.30 | 88.59 | 80.50 | 95.14 | 78.38 | 66.49 | 47.83 | 56.56 |
301
- | vietnamese-vtb-ud-2.10-220711 | Raw text | 85.37 | 93.46 | 78.21 | 76.76 | 85.12 | 76.57 | 85.16 | 52.68 | 47.84 | 41.55 | 44.29 |
302
- | vietnamese-vtb-ud-2.10-220711 | Gold tokenization | — | — | 90.36 | 88.55 | 99.72 | 88.32 | 99.59 | 72.88 | 65.41 | 58.76 | 62.51 |
303
- | welsh-ccg-ud-2.10-220711 | Raw text | 99.42 | 97.37 | 95.33 | 94.40 | 89.82 | 87.61 | 93.93 | 86.61 | 80.67 | 63.31 | 69.02 |
304
- | welsh-ccg-ud-2.10-220711 | Gold tokenization | — | — | 95.84 | 94.87 | 90.31 | 88.07 | 94.44 | 87.85 | 81.83 | 64.36 | 70.21 |
305
- | western_armenian-armtdp-ud-2.10-220711 | Raw text | 99.89 | 98.68 | 96.82 | — | 92.51 | 91.83 | 97.14 | 89.39 | 84.66 | 69.84 | 76.01 |
306
- | western_armenian-armtdp-ud-2.10-220711 | Gold tokenization | — | — | 96.90 | — | 92.60 | 91.93 | 97.22 | 89.64 | 84.89 | 70.07 | 76.23 |
307
- | wolof-wtb-ud-2.10-220711 | Raw text | 99.23 | 91.95 | 94.20 | 94.15 | 93.50 | 91.41 | 95.20 | 84.15 | 78.69 | 66.75 | 70.23 |
308
- | wolof-wtb-ud-2.10-220711 | Gold tokenization | — | — | 95.17 | 95.07 | 94.32 | 92.31 | 95.96 | 86.27 | 80.75 | 68.70 | 72.06 |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
udpipe2/docs/models_ud212.md DELETED
@@ -1,324 +0,0 @@
1
- ## Universal Dependencies 2.12 Models #universal_dependencies_212_models
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-
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- Universal Dependencies 2.12 Models are distributed under the
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- [CC BY-NC-SA](https://creativecommons.org/licenses/by-nc-sa/4.0/) licence.
5
- The models are based solely on [Universal Dependencies
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- 2.12](http://hdl.handle.net/11234/1-5150) treebanks, and additionally
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- use [multilingual BERT](https://github.com/google-research/bert/blob/master/multilingual.md)
8
- and [RobeCzech](https://huggingface.co/ufal/robeczech-base).
9
-
10
- The models require [UDPipe 2](https://ufal.mff.cuni.cz/udpipe/2).
11
-
12
- ### Download
13
-
14
- The latest version 230717 of the Universal Dependencies 2.12 models
15
- can be downloaded from [LINDAT/CLARIN repository](https://hdl.handle.net/11234/1-5200).
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-
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- The models are also available in the [REST service](https://lindat.mff.cuni.cz/services/udpipe/).
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-
19
- ### Acknowledgements #universal_dependencies_212_models_acknowledgements
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-
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- This work has been supported by the Ministry of Education, Youth and Sports of
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- the Czech Republic, Project No. LM2018101 LINDAT/CLARIAH-CZ.
23
-
24
- The models were trained on [Universal Dependencies 2.12](https://hdl.handle.net/11234/1-5150) treebanks.
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-
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- For the UD treebanks which do not contain original plain text version,
27
- raw text is used to train the tokenizer instead. The plain texts
28
- were taken from the [W2C -- Web to Corpus](https://hdl.handle.net/11858/00-097C-0000-0022-6133-9).
29
-
30
- Finally, [multilingual BERT](https://github.com/google-research/bert/blob/master/multilingual.md)
31
- and [RobeCzech](https://huggingface.co/ufal/robeczech-base) are used to provide
32
- contextualized word embeddings.
33
-
34
- ### Publications
35
-
36
- - Milan Straka, Jakub Náplava, Jana Straková, David Samuel (2020): [RobeCzech: Czech RoBERTa, a monolingual contextualized language representation model](https://doi.org/10.1007/978-3-030-83527-9_17). In: Text, Speech, and Dialogue. TSD 2021. Lecture Notes in Computer Science, vol 12848. Springer, Cham.
37
- - Milan Straka, Jana Straková, Jan Hajič (2019): [Evaluating Contextualized Embeddings on 54 Languages in POS Tagging, Lemmatization and Dependency Parsing](https://arxiv.org/abs/1908.07448). In: ArXiv.org Computing Research Repository, ISSN 2331-8422, 1904.02099
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- - Milan Straka (2018): [UDPipe 2.0 Prototype at CoNLL 2018 UD Shared Task](https://www.aclweb.org/anthology/K18-2020/). In: Proceedings of CoNLL 2018: The SIGNLL Conference on Computational Natural Language Learning, pp. 197-207, Association for Computational Linguistics, Stroudsburg, PA, USA, ISBN 978-1-948087-72-8
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-
40
- ### Model Description
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-
42
- The Universal Dependencies 2.12 models contain 131 models of 72 languages, each
43
- consisting of a tokenizer, tagger, lemmatizer and dependency parser, all trained
44
- using the UD data. We used the original train-dev-test split, but for treebanks
45
- with only train and no dev data we used last 10% of the train data as dev data.
46
- We produce models only for treebanks with at least 1000 training words.
47
-
48
- The tokenizer is trained using the `SpaceAfter=No` features. If the features
49
- are not present in the data, they can be filled in using raw text in the
50
- language in question.
51
-
52
- The tagger, lemmatizer and parser are trained using gold UD data.
53
-
54
- ### Model Performance
55
-
56
- We present the tokenizer, tagger, lemmatizer and parser performance, measured on
57
- the testing portion of the data, evaluated both on the raw text and using the
58
- gold tokenization. The results are F1 scores measured by the `conll18_ud_eval.py`
59
- script.
60
-
61
- | Model | Mode | Words | Sents | UPOS | XPOS | UFeats | AllTags | Lemma | UAS | LAS | MLAS | BLEX |
62
- |:----------------------------------------------|:------------------|-------:|-------:|------:|------:|-------:|--------:|-------:|------:|------:|------:|------:|
63
- | afrikaans-afribooms-ud-2.12-230717 | Raw text | 99.94 | 99.65 | 98.65 | 95.80 | 98.35 | 95.62 | 98.29 | 90.41 | 87.46 | 78.92 | 79.72 |
64
- | afrikaans-afribooms-ud-2.12-230717 | Gold tokenization | — | — | 98.71 | 95.85 | 98.41 | 95.67 | 98.33 | 90.58 | 87.63 | 79.08 | 79.85 |
65
- | ancient_greek-proiel-ud-2.12-230717 | Raw text | 99.98 | 49.19 | 97.63 | 97.93 | 92.13 | 90.72 | 94.76 | 81.74 | 77.92 | 61.96 | 66.22 |
66
- | ancient_greek-proiel-ud-2.12-230717 | Gold tokenization | — | — | 97.87 | 98.14 | 92.58 | 91.30 | 94.82 | 86.59 | 82.72 | 68.31 | 72.13 |
67
- | ancient_greek-perseus-ud-2.12-230717 | Raw text | 99.97 | 98.85 | 92.98 | 85.76 | 91.42 | 84.89 | 86.72 | 80.13 | 74.55 | 54.46 | 55.76 |
68
- | ancient_greek-perseus-ud-2.12-230717 | Gold tokenization | — | — | 93.02 | 85.78 | 91.44 | 84.91 | 86.74 | 80.30 | 74.71 | 54.56 | 55.87 |
69
- | ancient_hebrew-ptnk-ud-2.12-230717 | Raw text | 71.14 | 98.06 | 69.03 | 69.17 | 67.09 | 66.13 | 67.47 | 48.21 | 46.75 | 31.14 | 32.42 |
70
- | ancient_hebrew-ptnk-ud-2.12-230717 | Gold tokenization | — | — | 96.70 | 96.86 | 90.36 | 89.22 | 96.60 | 91.29 | 87.61 | 68.26 | 76.48 |
71
- | arabic-padt-ud-2.12-230717 | Raw text | 94.58 | 82.09 | 91.67 | 89.00 | 89.12 | 88.65 | 90.34 | 78.87 | 74.83 | 66.04 | 68.16 |
72
- | arabic-padt-ud-2.12-230717 | Gold tokenization | — | — | 96.96 | 94.34 | 94.50 | 94.01 | 95.20 | 88.24 | 83.65 | 74.73 | 76.32 |
73
- | armenian-armtdp-ud-2.12-230717 | Raw text | 99.28 | 95.70 | 96.29 | — | 91.22 | 90.21 | 94.93 | 86.55 | 81.73 | 68.65 | 73.67 |
74
- | armenian-armtdp-ud-2.12-230717 | Gold tokenization | — | — | 96.86 | — | 91.86 | 90.71 | 95.54 | 88.21 | 83.30 | 69.30 | 74.60 |
75
- | armenian-bsut-ud-2.12-230717 | Raw text | 99.79 | 98.73 | 97.38 | — | 91.96 | 91.20 | 96.79 | 90.06 | 85.83 | 71.10 | 79.05 |
76
- | armenian-bsut-ud-2.12-230717 | Gold tokenization | — | — | 97.60 | — | 92.16 | 91.41 | 96.99 | 90.62 | 86.38 | 71.65 | 79.57 |
77
- | basque-bdt-ud-2.12-230717 | Raw text | 99.94 | 99.83 | 96.33 | — | 93.32 | 91.44 | 96.38 | 87.81 | 84.80 | 74.93 | 79.49 |
78
- | basque-bdt-ud-2.12-230717 | Gold tokenization | — | — | 96.39 | — | 93.37 | 91.48 | 96.41 | 87.88 | 84.86 | 74.97 | 79.52 |
79
- | belarusian-hse-ud-2.12-230717 | Raw text | 99.37 | 86.58 | 98.21 | 97.59 | 94.52 | 93.57 | 93.25 | 87.32 | 85.41 | 76.98 | 76.66 |
80
- | belarusian-hse-ud-2.12-230717 | Gold tokenization | — | — | 98.81 | 98.16 | 95.10 | 94.13 | 93.82 | 89.79 | 87.60 | 78.81 | 78.42 |
81
- | bulgarian-btb-ud-2.12-230717 | Raw text | 99.91 | 94.17 | 99.20 | 97.25 | 97.96 | 96.87 | 98.01 | 94.41 | 91.71 | 85.92 | 86.61 |
82
- | bulgarian-btb-ud-2.12-230717 | Gold tokenization | — | — | 99.33 | 97.37 | 98.09 | 96.99 | 98.09 | 95.22 | 92.48 | 86.61 | 87.35 |
83
- | catalan-ancora-ud-2.12-230717 | Raw text | 99.95 | 99.08 | 99.11 | 97.25 | 98.72 | 96.98 | 99.40 | 94.92 | 93.43 | 88.06 | 89.51 |
84
- | catalan-ancora-ud-2.12-230717 | Gold tokenization | — | — | 99.17 | 97.36 | 98.79 | 97.09 | 99.46 | 95.08 | 93.59 | 88.27 | 89.70 |
85
- | chinese-gsdsimp-ud-2.12-230717 | Raw text | 90.29 | 99.10 | 87.23 | 87.15 | 89.70 | 86.47 | 90.23 | 72.74 | 70.28 | 63.38 | 66.93 |
86
- | chinese-gsdsimp-ud-2.12-230717 | Gold tokenization | — | — | 96.10 | 96.00 | 99.43 | 95.33 | 99.93 | 87.08 | 83.97 | 78.23 | 82.55 |
87
- | chinese-gsd-ud-2.12-230717 | Raw text | 90.27 | 99.10 | 87.18 | 87.09 | 89.68 | 86.42 | 90.20 | 72.57 | 70.14 | 63.02 | 66.73 |
88
- | chinese-gsd-ud-2.12-230717 | Gold tokenization | — | — | 96.16 | 96.05 | 99.41 | 95.38 | 99.92 | 87.18 | 84.07 | 78.07 | 82.55 |
89
- | classical_chinese-kyoto-ud-2.12-230717 | Raw text | 97.94 | 46.37 | 89.68 | 88.94 | 91.59 | 86.06 | 97.51 | 71.39 | 66.13 | 62.36 | 64.70 |
90
- | classical_chinese-kyoto-ud-2.12-230717 | Gold tokenization | — | — | 93.43 | 92.14 | 94.63 | 89.89 | 99.52 | 84.71 | 79.40 | 75.55 | 78.24 |
91
- | coptic-scriptorium-ud-2.12-230717 | Raw text | 75.26 | 33.63 | 73.02 | 72.92 | 73.15 | 72.08 | 73.90 | 51.82 | 50.05 | 37.34 | 39.84 |
92
- | coptic-scriptorium-ud-2.12-230717 | Gold tokenization | — | — | 97.05 | 96.91 | 97.81 | 95.90 | 97.41 | 90.46 | 87.70 | 76.41 | 79.79 |
93
- | croatian-set-ud-2.12-230717 | Raw text | 99.93 | 94.79 | 98.49 | 95.82 | 96.31 | 95.53 | 97.78 | 92.41 | 89.57 | 81.89 | 84.77 |
94
- | croatian-set-ud-2.12-230717 | Gold tokenization | — | — | 98.57 | 95.90 | 96.39 | 95.62 | 97.83 | 92.91 | 90.07 | 82.34 | 85.21 |
95
- | czech-pdt-ud-2.12-230717 | Raw text | 99.93 | 93.37 | 99.30 | 98.46 | 98.78 | 98.25 | 99.38 | 95.01 | 93.64 | 90.75 | 92.30 |
96
- | czech-pdt-ud-2.12-230717 | Gold tokenization | — | — | 99.38 | 98.55 | 98.87 | 98.34 | 99.46 | 95.81 | 94.43 | 91.41 | 92.97 |
97
- | czech-cac-ud-2.12-230717 | Raw text | 99.99 | 99.68 | 99.69 | 98.25 | 98.07 | 97.74 | 99.30 | 96.20 | 94.95 | 90.84 | 93.11 |
98
- | czech-cac-ud-2.12-230717 | Gold tokenization | — | — | 99.70 | 98.26 | 98.08 | 97.74 | 99.31 | 96.20 | 94.95 | 90.86 | 93.13 |
99
- | czech-cltt-ud-2.12-230717 | Raw text | 99.32 | 96.92 | 98.95 | 93.72 | 93.99 | 93.65 | 98.48 | 92.47 | 90.77 | 82.87 | 88.60 |
100
- | czech-cltt-ud-2.12-230717 | Gold tokenization | — | — | 99.40 | 94.18 | 94.49 | 94.07 | 99.03 | 93.17 | 91.20 | 82.92 | 88.86 |
101
- | czech-fictree-ud-2.12-230717 | Raw text | 99.99 | 98.95 | 99.14 | 97.07 | 97.93 | 96.88 | 99.29 | 96.17 | 94.67 | 89.47 | 92.40 |
102
- | czech-fictree-ud-2.12-230717 | Gold tokenization | — | — | 99.16 | 97.08 | 97.95 | 96.89 | 99.30 | 96.24 | 94.73 | 89.57 | 92.50 |
103
- | danish-ddt-ud-2.12-230717 | Raw text | 99.82 | 89.80 | 97.98 | — | 97.36 | 96.60 | 97.38 | 88.60 | 86.46 | 79.10 | 81.13 |
104
- | danish-ddt-ud-2.12-230717 | Gold tokenization | — | — | 98.17 | — | 97.59 | 96.83 | 97.52 | 89.82 | 87.64 | 80.18 | 82.15 |
105
- | dutch-alpino-ud-2.12-230717 | Raw text | 99.75 | 89.10 | 97.77 | 96.66 | 97.68 | 96.28 | 94.91 | 92.90 | 90.52 | 83.71 | 80.13 |
106
- | dutch-alpino-ud-2.12-230717 | Gold tokenization | — | — | 98.02 | 96.82 | 97.89 | 96.45 | 95.16 | 94.31 | 91.90 | 85.01 | 81.32 |
107
- | dutch-lassysmall-ud-2.12-230717 | Raw text | 99.77 | 74.71 | 97.33 | 96.15 | 96.86 | 95.50 | 96.18 | 90.99 | 88.49 | 80.77 | 79.51 |
108
- | dutch-lassysmall-ud-2.12-230717 | Gold tokenization | — | — | 97.67 | 96.84 | 97.49 | 96.29 | 96.51 | 94.63 | 91.91 | 85.25 | 84.07 |
109
- | english-ewt-ud-2.12-230717 | Raw text | 99.09 | 87.82 | 96.69 | 96.32 | 96.70 | 95.01 | 97.26 | 90.71 | 88.81 | 82.26 | 84.29 |
110
- | english-ewt-ud-2.12-230717 | Gold tokenization | — | — | 97.50 | 97.17 | 97.56 | 95.84 | 98.08 | 93.03 | 91.04 | 84.70 | 86.64 |
111
- | english-atis-ud-2.12-230717 | Raw text | 99.98 | 80.49 | 99.04 | — | 98.59 | 98.14 | 99.63 | 94.45 | 93.02 | 87.97 | 90.18 |
112
- | english-atis-ud-2.12-230717 | Gold tokenization | — | — | 99.07 | — | 98.65 | 98.21 | 99.64 | 96.17 | 94.59 | 90.22 | 92.42 |
113
- | english-eslspok-ud-2.12-230717 | Raw text | 100.00 | 92.21 | 98.59 | 98.54 | — | 98.10 | — | 95.37 | 93.87 | 91.26 | 93.01 |
114
- | english-eslspok-ud-2.12-230717 | Gold tokenization | — | — | 98.68 | 98.68 | — | 98.19 | — | 96.20 | 94.79 | 91.98 | 93.74 |
115
- | english-gum-ud-2.12-230717 | Raw text | 99.63 | 95.72 | 98.00 | 98.04 | 97.91 | 97.02 | 98.84 | 92.87 | 90.96 | 85.35 | 87.10 |
116
- | english-gum-ud-2.12-230717 | Gold tokenization | — | — | 98.34 | 98.39 | 98.27 | 97.36 | 99.15 | 93.72 | 91.79 | 86.11 | 87.79 |
117
- | english-lines-ud-2.12-230717 | Raw text | 99.92 | 87.45 | 97.68 | 96.86 | 97.03 | 94.48 | 98.33 | 91.32 | 88.55 | 80.61 | 83.70 |
118
- | english-lines-ud-2.12-230717 | Gold tokenization | — | — | 97.78 | 96.95 | 97.13 | 94.58 | 98.39 | 92.18 | 89.38 | 81.36 | 84.51 |
119
- | english-partut-ud-2.12-230717 | Raw text | 99.72 | 100.00 | 97.43 | 97.29 | 96.44 | 95.41 | 98.17 | 94.24 | 92.33 | 83.28 | 87.38 |
120
- | english-partut-ud-2.12-230717 | Gold tokenization | — | — | 97.68 | 97.54 | 96.68 | 95.69 | 98.44 | 94.42 | 92.52 | 83.71 | 87.64 |
121
- | erzya-jr-ud-2.12-230717 | Raw text | 99.18 | 94.15 | 87.94 | 87.38 | 78.90 | 73.49 | 84.89 | 72.92 | 63.24 | 41.32 | 48.34 |
122
- | erzya-jr-ud-2.12-230717 | Gold tokenization | — | — | 88.66 | 88.07 | 79.54 | 74.02 | 85.52 | 74.08 | 64.24 | 41.90 | 48.91 |
123
- | estonian-edt-ud-2.12-230717 | Raw text | 99.94 | 92.23 | 97.67 | 98.21 | 96.42 | 95.26 | 95.45 | 88.56 | 85.96 | 80.03 | 79.59 |
124
- | estonian-edt-ud-2.12-230717 | Gold tokenization | — | — | 97.79 | 98.26 | 96.50 | 95.38 | 95.52 | 89.43 | 86.81 | 80.81 | 80.32 |
125
- | estonian-ewt-ud-2.12-230717 | Raw text | 98.63 | 78.03 | 94.88 | 96.14 | 94.10 | 91.81 | 93.75 | 83.23 | 80.01 | 72.15 | 73.37 |
126
- | estonian-ewt-ud-2.12-230717 | Gold tokenization | — | — | 96.22 | 97.46 | 95.35 | 93.07 | 95.00 | 87.27 | 83.71 | 74.95 | 76.20 |
127
- | faroese-farpahc-ud-2.12-230717 | Raw text | 99.74 | 92.77 | 97.45 | 93.00 | 94.24 | 92.32 | 99.74 | 86.01 | 82.29 | 68.12 | 75.32 |
128
- | faroese-farpahc-ud-2.12-230717 | Gold tokenization | — | — | 97.67 | 93.17 | 94.49 | 92.53 | 100.00 | 86.96 | 83.20 | 69.20 | 76.51 |
129
- | finnish-tdt-ud-2.12-230717 | Raw text | 99.70 | 90.82 | 97.67 | 98.31 | 96.08 | 95.23 | 92.11 | 90.42 | 88.48 | 82.43 | 78.28 |
130
- | finnish-tdt-ud-2.12-230717 | Gold tokenization | — | — | 98.00 | 98.59 | 96.39 | 95.54 | 92.39 | 91.72 | 89.75 | 83.44 | 79.26 |
131
- | finnish-ftb-ud-2.12-230717 | Raw text | 99.91 | 86.84 | 96.70 | 95.08 | 96.78 | 94.01 | 95.76 | 90.17 | 87.35 | 80.13 | 80.78 |
132
- | finnish-ftb-ud-2.12-230717 | Gold tokenization | — | — | 97.08 | 95.29 | 96.87 | 94.35 | 95.90 | 92.40 | 89.53 | 82.71 | 83.28 |
133
- | french-gsd-ud-2.12-230717 | Raw text | 98.84 | 94.93 | 97.33 | — | 97.25 | 96.57 | 97.72 | 93.15 | 91.20 | 84.70 | 86.92 |
134
- | french-gsd-ud-2.12-230717 | Gold tokenization | — | — | 98.48 | — | 98.32 | 97.65 | 98.85 | 94.94 | 93.11 | 86.58 | 88.24 |
135
- | french-parisstories-ud-2.12-230717 | Raw text | 99.73 | 93.08 | 97.20 | — | 93.07 | 91.20 | 98.02 | 79.94 | 76.66 | 62.32 | 71.73 |
136
- | french-parisstories-ud-2.12-230717 | Gold tokenization | — | — | 97.48 | — | 93.30 | 91.45 | 98.26 | 81.17 | 77.85 | 63.20 | 72.63 |
137
- | french-partut-ud-2.12-230717 | Raw text | 99.42 | 98.64 | 97.43 | 96.97 | 95.28 | 94.51 | 97.89 | 94.44 | 92.83 | 82.58 | 87.48 |
138
- | french-partut-ud-2.12-230717 | Gold tokenization | — | — | 98.12 | 97.62 | 95.89 | 95.12 | 98.50 | 95.35 | 93.89 | 83.73 | 88.49 |
139
- | french-rhapsodie-ud-2.12-230717 | Raw text | 99.16 | 99.82 | 97.31 | 97.37 | 96.16 | 93.38 | 98.19 | 88.06 | 84.92 | 75.51 | 80.31 |
140
- | french-rhapsodie-ud-2.12-230717 | Gold tokenization | — | — | 98.19 | 98.11 | 97.02 | 94.15 | 99.00 | 89.33 | 86.14 | 76.49 | 80.94 |
141
- | french-sequoia-ud-2.12-230717 | Raw text | 99.15 | 89.53 | 98.40 | — | 97.19 | 96.84 | 98.30 | 94.06 | 92.75 | 86.39 | 89.39 |
142
- | french-sequoia-ud-2.12-230717 | Gold tokenization | — | — | 99.25 | — | 98.01 | 97.63 | 99.14 | 95.63 | 94.37 | 88.23 | 90.53 |
143
- | galician-treegal-ud-2.12-230717 | Raw text | 98.74 | 87.99 | 95.93 | 93.63 | 94.83 | 92.83 | 96.76 | 83.46 | 79.60 | 67.95 | 71.94 |
144
- | galician-treegal-ud-2.12-230717 | Gold tokenization | — | — | 97.19 | 94.72 | 95.89 | 93.88 | 97.90 | 86.99 | 82.78 | 71.43 | 75.90 |
145
- | galician-ctg-ud-2.12-230717 | Raw text | 99.22 | 97.22 | 97.24 | 97.07 | 99.05 | 96.65 | 98.12 | 85.14 | 82.72 | 71.07 | 75.57 |
146
- | galician-ctg-ud-2.12-230717 | Gold tokenization | — | — | 97.97 | 97.79 | 99.83 | 97.35 | 98.86 | 86.86 | 84.31 | 73.03 | 77.52 |
147
- | german-gsd-ud-2.12-230717 | Raw text | 99.76 | 82.68 | 96.16 | 97.53 | 90.78 | 88.15 | 96.91 | 87.04 | 83.20 | 65.39 | 75.45 |
148
- | german-gsd-ud-2.12-230717 | Gold tokenization | — | — | 96.47 | 97.80 | 91.21 | 88.63 | 97.18 | 88.79 | 84.99 | 66.97 | 77.23 |
149
- | german-hdt-ud-2.12-230717 | Raw text | 99.90 | 92.39 | 98.55 | 98.46 | 94.21 | 93.81 | 97.69 | 96.90 | 96.00 | 84.87 | 90.50 |
150
- | german-hdt-ud-2.12-230717 | Gold tokenization | — | — | 98.66 | 98.59 | 94.34 | 93.95 | 97.79 | 97.60 | 96.71 | 85.54 | 91.20 |
151
- | gothic-proiel-ud-2.12-230717 | Raw text | 100.00 | 31.12 | 96.17 | 96.70 | 89.88 | 87.80 | 94.71 | 78.72 | 72.74 | 58.81 | 63.43 |
152
- | gothic-proiel-ud-2.12-230717 | Gold tokenization | — | — | 96.85 | 97.22 | 91.01 | 89.27 | 94.78 | 86.66 | 80.81 | 68.63 | 72.61 |
153
- | greek-gdt-ud-2.12-230717 | Raw text | 99.87 | 90.19 | 98.19 | 98.21 | 95.72 | 95.10 | 96.09 | 92.99 | 91.18 | 81.67 | 81.75 |
154
- | greek-gdt-ud-2.12-230717 | Gold tokenization | — | — | 98.32 | 98.34 | 95.83 | 95.20 | 96.17 | 93.80 | 91.91 | 82.25 | 82.38 |
155
- | greek-gud-ud-2.12-230717 | Raw text | 99.92 | 94.98 | 97.01 | 96.26 | 94.24 | 90.55 | 95.76 | 92.94 | 90.06 | 75.94 | 80.42 |
156
- | greek-gud-ud-2.12-230717 | Gold tokenization | — | — | 97.11 | 96.32 | 94.32 | 90.65 | 95.83 | 93.59 | 90.68 | 76.44 | 80.91 |
157
- | hebrew-htb-ud-2.12-230717 | Raw text | 85.10 | 99.69 | 82.96 | 82.95 | 81.30 | 80.69 | 83.02 | 70.71 | 68.21 | 55.84 | 60.10 |
158
- | hebrew-htb-ud-2.12-230717 | Gold tokenization | — | — | 97.64 | 97.62 | 95.79 | 95.27 | 97.36 | 92.45 | 89.94 | 79.28 | 82.12 |
159
- | hebrew-iahltwiki-ud-2.12-230717 | Raw text | 88.54 | 97.16 | 85.97 | 85.97 | 81.45 | 80.46 | 87.15 | 76.11 | 74.26 | 57.99 | 67.30 |
160
- | hebrew-iahltwiki-ud-2.12-230717 | Gold tokenization | — | — | 97.09 | 97.09 | 92.18 | 91.10 | 98.29 | 93.66 | 91.26 | 75.14 | 85.53 |
161
- | hindi-hdtb-ud-2.12-230717 | Raw text | 100.00 | 98.72 | 97.74 | 97.35 | 94.23 | 92.39 | 98.93 | 95.31 | 92.43 | 79.64 | 87.78 |
162
- | hindi-hdtb-ud-2.12-230717 | Gold tokenization | — | — | 97.74 | 97.34 | 94.25 | 92.40 | 98.94 | 95.43 | 92.55 | 79.77 | 87.94 |
163
- | hungarian-szeged-ud-2.12-230717 | Raw text | 99.85 | 95.89 | 96.68 | — | 94.18 | 93.47 | 94.89 | 88.56 | 84.89 | 74.96 | 78.33 |
164
- | hungarian-szeged-ud-2.12-230717 | Gold tokenization | — | — | 96.77 | — | 94.31 | 93.57 | 95.01 | 88.99 | 85.30 | 75.22 | 78.65 |
165
- | icelandic-modern-ud-2.12-230717 | Raw text | 99.37 | 94.59 | 97.58 | 95.34 | 88.49 | 85.62 | 96.87 | 86.05 | 83.30 | 64.64 | 75.54 |
166
- | icelandic-modern-ud-2.12-230717 | Gold tokenization | — | — | 98.15 | 95.92 | 88.93 | 86.07 | 97.45 | 87.03 | 84.17 | 65.30 | 76.47 |
167
- | icelandic-gc-ud-2.12-230717 | Raw text | 99.72 | 94.64 | 94.72 | 82.28 | 85.01 | 79.83 | 91.64 | 83.22 | 78.78 | 58.56 | 68.85 |
168
- | icelandic-gc-ud-2.12-230717 | Gold tokenization | — | — | 95.06 | 82.71 | 85.52 | 80.34 | 91.81 | 84.14 | 79.66 | 59.21 | 69.49 |
169
- | icelandic-icepahc-ud-2.12-230717 | Raw text | 99.80 | 92.67 | 96.90 | 93.31 | 92.01 | 87.13 | 96.24 | 87.30 | 83.46 | 66.91 | 74.57 |
170
- | icelandic-icepahc-ud-2.12-230717 | Gold tokenization | — | — | 97.08 | 93.55 | 92.18 | 87.35 | 96.39 | 87.85 | 83.95 | 67.40 | 75.14 |
171
- | indonesian-gsd-ud-2.12-230717 | Raw text | 99.49 | 92.35 | 94.35 | 94.03 | 95.77 | 89.10 | 98.12 | 87.62 | 81.71 | 72.43 | 76.99 |
172
- | indonesian-gsd-ud-2.12-230717 | Gold tokenization | — | — | 94.79 | 94.41 | 96.17 | 89.42 | 98.52 | 88.41 | 82.43 | 73.18 | 77.77 |
173
- | indonesian-csui-ud-2.12-230717 | Raw text | 99.45 | 91.01 | 95.88 | 96.07 | 96.66 | 95.33 | 98.11 | 85.95 | 81.63 | 76.18 | 78.21 |
174
- | indonesian-csui-ud-2.12-230717 | Gold tokenization | — | — | 96.34 | 96.58 | 97.15 | 95.78 | 98.74 | 87.26 | 82.71 | 77.14 | 79.20 |
175
- | irish-idt-ud-2.12-230717 | Raw text | 99.88 | 97.58 | 96.04 | 94.90 | 90.84 | 87.69 | 95.85 | 86.48 | 80.95 | 64.53 | 71.46 |
176
- | irish-idt-ud-2.12-230717 | Gold tokenization | — | — | 96.13 | 95.08 | 90.97 | 87.85 | 95.97 | 86.75 | 81.19 | 64.56 | 71.53 |
177
- | irish-twittirish-ud-2.12-230717 | Raw text | 98.50 | 46.62 | 90.58 | — | — | 90.58 | 88.41 | 78.58 | 72.34 | 58.38 | 56.97 |
178
- | irish-twittirish-ud-2.12-230717 | Gold tokenization | — | — | 91.80 | — | — | 91.80 | 89.57 | 85.75 | 79.31 | 66.72 | 64.16 |
179
- | italian-isdt-ud-2.12-230717 | Raw text | 99.74 | 99.07 | 98.44 | 98.38 | 98.14 | 97.64 | 98.68 | 94.73 | 93.05 | 86.79 | 88.06 |
180
- | italian-isdt-ud-2.12-230717 | Gold tokenization | — | — | 98.71 | 98.64 | 98.39 | 97.89 | 98.95 | 95.14 | 93.47 | 87.19 | 88.54 |
181
- | italian-markit-ud-2.12-230717 | Raw text | 99.62 | 98.24 | 96.96 | 97.13 | 94.12 | 92.60 | 88.18 | 88.60 | 84.72 | 70.64 | 77.87 |
182
- | italian-markit-ud-2.12-230717 | Gold tokenization | — | — | 97.35 | 97.52 | 94.39 | 92.88 | 88.50 | 89.39 | 85.51 | 71.25 | 78.65 |
183
- | italian-parlamint-ud-2.12-230717 | Raw text | 99.42 | 94.12 | 98.59 | 97.96 | 97.95 | 97.05 | 98.63 | 91.93 | 89.97 | 84.20 | 86.02 |
184
- | italian-parlamint-ud-2.12-230717 | Gold tokenization | — | — | 99.17 | 98.52 | 98.50 | 97.58 | 99.16 | 93.41 | 91.44 | 85.80 | 87.60 |
185
- | italian-partut-ud-2.12-230717 | Raw text | 99.73 | 100.00 | 98.41 | 98.41 | 98.19 | 97.64 | 98.57 | 96.15 | 94.15 | 87.84 | 88.90 |
186
- | italian-partut-ud-2.12-230717 | Gold tokenization | — | — | 98.52 | 98.52 | 98.27 | 97.72 | 98.82 | 96.18 | 94.09 | 87.68 | 88.80 |
187
- | italian-postwita-ud-2.12-230717 | Raw text | 99.36 | 49.53 | 96.58 | 96.33 | 96.33 | 94.80 | 96.62 | 82.80 | 79.03 | 68.81 | 70.55 |
188
- | italian-postwita-ud-2.12-230717 | Gold tokenization | — | — | 97.17 | 96.95 | 96.90 | 95.44 | 97.25 | 87.96 | 83.79 | 75.19 | 76.95 |
189
- | italian-twittiro-ud-2.12-230717 | Raw text | 98.94 | 46.67 | 95.91 | 95.74 | 94.94 | 93.42 | 94.57 | 83.09 | 78.65 | 66.30 | 66.97 |
190
- | italian-twittiro-ud-2.12-230717 | Gold tokenization | — | — | 96.84 | 96.57 | 95.87 | 94.15 | 95.43 | 88.34 | 83.43 | 71.82 | 72.62 |
191
- | italian-vit-ud-2.12-230717 | Raw text | 99.74 | 94.87 | 98.11 | 97.29 | 97.65 | 96.15 | 98.87 | 92.22 | 89.43 | 81.28 | 84.07 |
192
- | italian-vit-ud-2.12-230717 | Gold tokenization | — | — | 98.35 | 97.65 | 97.87 | 96.51 | 99.10 | 92.94 | 90.12 | 81.99 | 84.78 |
193
- | japanese-gsdluw-ud-2.12-230717 | Raw text | 95.18 | 99.72 | 93.82 | 93.50 | 95.18 | 93.44 | 93.56 | 86.27 | 85.58 | 76.26 | 76.41 |
194
- | japanese-gsdluw-ud-2.12-230717 | Gold tokenization | — | — | 98.36 | 98.01 | 100.00 | 97.90 | 97.78 | 95.16 | 94.19 | 86.28 | 84.89 |
195
- | japanese-gsd-ud-2.12-230717 | Raw text | 96.17 | 100.00 | 94.97 | 94.18 | 96.16 | 93.85 | 95.03 | 87.91 | 87.07 | 80.80 | 80.98 |
196
- | japanese-gsd-ud-2.12-230717 | Gold tokenization | — | — | 98.59 | 97.52 | 99.99 | 97.20 | 98.47 | 94.93 | 93.94 | 88.80 | 88.47 |
197
- | korean-kaist-ud-2.12-230717 | Raw text | 100.00 | 100.00 | 96.19 | 87.78 | — | 87.58 | 94.18 | 88.85 | 86.92 | 82.77 | 80.35 |
198
- | korean-kaist-ud-2.12-230717 | Gold tokenization | — | — | 96.19 | 87.78 | — | 87.58 | 94.18 | 88.85 | 86.92 | 82.77 | 80.35 |
199
- | korean-gsd-ud-2.12-230717 | Raw text | 99.87 | 93.93 | 96.54 | 90.07 | 99.67 | 87.94 | 93.62 | 87.88 | 83.98 | 80.68 | 76.82 |
200
- | korean-gsd-ud-2.12-230717 | Gold tokenization | — | — | 96.72 | 90.24 | 99.79 | 88.12 | 93.74 | 88.69 | 84.76 | 81.49 | 77.58 |
201
- | latin-ittb-ud-2.12-230717 | Raw text | 99.99 | 91.21 | 99.01 | 96.65 | 97.07 | 95.62 | 99.16 | 90.25 | 88.31 | 82.53 | 85.95 |
202
- | latin-ittb-ud-2.12-230717 | Gold tokenization | — | — | 99.03 | 96.66 | 97.12 | 95.64 | 99.18 | 91.28 | 89.35 | 83.17 | 86.55 |
203
- | latin-llct-ud-2.12-230717 | Raw text | 99.99 | 99.49 | 99.75 | 97.14 | 97.15 | 96.87 | 97.76 | 95.37 | 94.37 | 89.06 | 90.39 |
204
- | latin-llct-ud-2.12-230717 | Gold tokenization | — | — | 99.75 | 97.14 | 97.16 | 96.87 | 97.77 | 95.39 | 94.39 | 89.07 | 90.41 |
205
- | latin-perseus-ud-2.12-230717 | Raw text | 99.95 | 98.99 | 92.88 | 81.11 | 84.60 | 77.45 | 88.86 | 78.92 | 71.78 | 53.50 | 59.27 |
206
- | latin-perseus-ud-2.12-230717 | Gold tokenization | — | — | 92.95 | 81.14 | 84.65 | 77.49 | 88.89 | 79.08 | 71.91 | 53.59 | 59.31 |
207
- | latin-proiel-ud-2.12-230717 | Raw text | 99.85 | 37.40 | 96.60 | 96.69 | 90.66 | 89.40 | 96.19 | 76.66 | 72.46 | 59.50 | 64.96 |
208
- | latin-proiel-ud-2.12-230717 | Gold tokenization | — | — | 97.02 | 97.12 | 91.43 | 90.31 | 96.42 | 83.88 | 79.55 | 67.88 | 73.35 |
209
- | latin-udante-ud-2.12-230717 | Raw text | 99.61 | 98.81 | 90.94 | 75.50 | 84.14 | 72.23 | 86.97 | 75.88 | 68.63 | 47.63 | 51.46 |
210
- | latin-udante-ud-2.12-230717 | Gold tokenization | — | — | 91.18 | 75.56 | 84.38 | 72.29 | 87.20 | 75.95 | 68.65 | 47.73 | 51.44 |
211
- | latvian-lvtb-ud-2.12-230717 | Raw text | 99.29 | 97.80 | 96.79 | 90.92 | 94.75 | 90.16 | 96.57 | 88.79 | 85.85 | 77.56 | 81.04 |
212
- | latvian-lvtb-ud-2.12-230717 | Gold tokenization | — | — | 97.44 | 91.56 | 95.44 | 90.77 | 97.21 | 89.95 | 86.94 | 78.74 | 82.16 |
213
- | lithuanian-alksnis-ud-2.12-230717 | Raw text | 99.91 | 87.87 | 95.95 | 90.31 | 91.09 | 89.50 | 93.45 | 82.74 | 78.94 | 68.03 | 71.20 |
214
- | lithuanian-alksnis-ud-2.12-230717 | Gold tokenization | — | — | 96.08 | 90.44 | 91.27 | 89.64 | 93.56 | 83.94 | 80.08 | 68.93 | 72.06 |
215
- | lithuanian-hse-ud-2.12-230717 | Raw text | 97.30 | 97.30 | 89.93 | 90.03 | 81.92 | 79.03 | 88.16 | 71.85 | 62.63 | 44.48 | 53.82 |
216
- | lithuanian-hse-ud-2.12-230717 | Gold tokenization | — | — | 91.32 | 91.42 | 83.40 | 80.09 | 90.75 | 75.00 | 65.00 | 45.87 | 55.84 |
217
- | maghrebi_arabic_french-arabizi-ud-2.12-230717 | Raw text | 91.65 | 7.00 | 78.81 | 71.59 | 82.65 | 69.81 | 50.63 | 57.90 | 49.93 | 36.22 | 24.59 |
218
- | maghrebi_arabic_french-arabizi-ud-2.12-230717 | Gold tokenization | — | — | 86.69 | 78.89 | 90.82 | 77.88 | 54.66 | 76.32 | 65.86 | 47.72 | 31.57 |
219
- | maltese-mudt-ud-2.12-230717 | Raw text | 99.84 | 86.29 | 95.73 | 95.79 | — | 95.31 | — | 85.08 | 80.25 | 68.88 | 73.05 |
220
- | maltese-mudt-ud-2.12-230717 | Gold tokenization | — | — | 95.87 | 95.92 | — | 95.46 | — | 85.70 | 80.81 | 69.28 | 73.43 |
221
- | manx-cadhan-ud-2.12-230717 | Raw text | 97.36 | 98.25 | 94.18 | — | 95.78 | 93.37 | 93.43 | 87.42 | 84.02 | 77.75 | 78.03 |
222
- | manx-cadhan-ud-2.12-230717 | Gold tokenization | — | — | 96.77 | — | 98.39 | 95.93 | 95.98 | 92.47 | 89.13 | 83.16 | 82.07 |
223
- | marathi-ufal-ud-2.12-230717 | Raw text | 94.16 | 92.63 | 82.73 | — | 74.21 | 70.80 | 84.91 | 68.13 | 60.83 | 39.75 | 47.62 |
224
- | marathi-ufal-ud-2.12-230717 | Gold tokenization | — | — | 87.14 | — | 76.94 | 73.06 | 87.86 | 73.79 | 65.29 | 41.82 | 50.10 |
225
- | naija-nsc-ud-2.12-230717 | Raw text | 99.95 | 100.00 | 98.04 | — | 98.92 | 97.53 | 99.33 | 93.02 | 90.46 | 87.48 | 88.98 |
226
- | naija-nsc-ud-2.12-230717 | Gold tokenization | — | — | 98.08 | — | 98.96 | 97.56 | 99.39 | 93.10 | 90.53 | 87.55 | 89.03 |
227
- | north_sami-giella-ud-2.12-230717 | Raw text | 99.87 | 98.79 | 91.63 | 93.51 | 89.29 | 85.24 | 86.91 | 75.78 | 70.85 | 60.16 | 58.42 |
228
- | north_sami-giella-ud-2.12-230717 | Gold tokenization | — | — | 91.78 | 93.65 | 89.42 | 85.38 | 87.01 | 76.01 | 71.08 | 60.38 | 58.60 |
229
- | norwegian-bokmaal-ud-2.12-230717 | Raw text | 99.82 | 97.27 | 98.38 | 98.94 | 97.47 | 96.81 | 98.58 | 93.88 | 92.64 | 86.95 | 88.78 |
230
- | norwegian-bokmaal-ud-2.12-230717 | Gold tokenization | — | — | 98.58 | 99.14 | 97.65 | 97.01 | 98.78 | 94.54 | 93.28 | 87.54 | 89.41 |
231
- | norwegian-nynorsk-ud-2.12-230717 | Raw text | 99.93 | 94.54 | 98.43 | 99.16 | 97.35 | 96.55 | 98.46 | 93.79 | 92.37 | 85.84 | 88.08 |
232
- | norwegian-nynorsk-ud-2.12-230717 | Gold tokenization | — | — | 98.62 | 99.27 | 97.51 | 96.75 | 98.60 | 94.58 | 93.19 | 86.82 | 89.08 |
233
- | old_church_slavonic-proiel-ud-2.12-230717 | Raw text | 100.00 | 40.05 | 96.11 | 96.39 | 89.72 | 88.01 | 90.18 | 78.06 | 73.64 | 60.96 | 61.97 |
234
- | old_church_slavonic-proiel-ud-2.12-230717 | Gold tokenization | — | — | 96.66 | 96.98 | 90.32 | 88.99 | 90.19 | 85.05 | 80.53 | 68.59 | 69.15 |
235
- | old_east_slavic-torot-ud-2.12-230717 | Raw text | 100.00 | 34.53 | 95.40 | 95.48 | 89.92 | 87.64 | 88.09 | 76.94 | 72.12 | 58.23 | 57.89 |
236
- | old_east_slavic-torot-ud-2.12-230717 | Gold tokenization | — | — | 95.89 | 95.94 | 90.67 | 88.72 | 88.14 | 85.27 | 80.38 | 67.99 | 65.94 |
237
- | old_east_slavic-birchbark-ud-2.12-230717 | Raw text | 99.99 | 16.66 | 88.50 | 99.37 | 76.09 | 72.03 | 65.58 | 64.39 | 57.66 | 32.84 | 27.49 |
238
- | old_east_slavic-birchbark-ud-2.12-230717 | Gold tokenization | — | — | 89.13 | 99.38 | 76.70 | 72.84 | 65.59 | 76.43 | 69.19 | 41.15 | 32.90 |
239
- | old_east_slavic-rnc-ud-2.12-230717 | Raw text | 97.64 | 60.48 | 92.65 | 86.46 | 78.10 | 68.76 | 77.22 | 64.58 | 60.03 | 36.90 | 37.52 |
240
- | old_east_slavic-rnc-ud-2.12-230717 | Gold tokenization | — | — | 93.99 | 88.74 | 79.24 | 69.78 | 78.28 | 70.79 | 65.17 | 39.63 | 40.04 |
241
- | old_french-srcmf-ud-2.12-230717 | Raw text | 99.70 | 100.00 | 96.74 | 96.58 | 97.76 | 95.78 | 99.66 | 90.92 | 87.17 | 80.65 | 84.10 |
242
- | old_french-srcmf-ud-2.12-230717 | Gold tokenization | — | — | 97.06 | 96.91 | 98.07 | 96.08 | 99.96 | 91.34 | 87.62 | 81.11 | 84.56 |
243
- | persian-perdt-ud-2.12-230717 | Raw text | 99.66 | 99.83 | 97.51 | 97.39 | 97.64 | 95.63 | 98.91 | 93.56 | 91.32 | 86.30 | 88.68 |
244
- | persian-perdt-ud-2.12-230717 | Gold tokenization | — | — | 97.81 | 97.68 | 97.94 | 95.92 | 99.23 | 94.08 | 91.84 | 86.86 | 89.27 |
245
- | persian-seraji-ud-2.12-230717 | Raw text | 99.65 | 98.75 | 97.89 | 97.91 | 97.90 | 97.44 | 98.26 | 91.78 | 88.92 | 84.47 | 84.56 |
246
- | persian-seraji-ud-2.12-230717 | Gold tokenization | — | — | 98.22 | 98.23 | 98.22 | 97.74 | 98.54 | 92.47 | 89.62 | 85.12 | 85.22 |
247
- | polish-pdb-ud-2.12-230717 | Raw text | 99.85 | 97.33 | 98.86 | 95.76 | 95.89 | 95.08 | 98.08 | 94.21 | 92.16 | 85.14 | 88.25 |
248
- | polish-pdb-ud-2.12-230717 | Gold tokenization | — | — | 99.02 | 95.92 | 96.04 | 95.22 | 98.21 | 94.72 | 92.67 | 85.55 | 88.68 |
249
- | polish-lfg-ud-2.12-230717 | Raw text | 99.85 | 99.65 | 98.97 | 96.08 | 96.49 | 95.15 | 98.24 | 96.78 | 95.40 | 89.61 | 92.26 |
250
- | polish-lfg-ud-2.12-230717 | Gold tokenization | — | — | 99.13 | 96.26 | 96.67 | 95.32 | 98.38 | 97.19 | 95.81 | 90.02 | 92.60 |
251
- | pomak-philotis-ud-2.12-230717 | Raw text | 99.98 | 94.49 | 98.80 | — | 95.54 | 95.26 | 96.71 | 88.17 | 83.04 | 70.60 | 73.82 |
252
- | pomak-philotis-ud-2.12-230717 | Gold tokenization | — | — | 98.82 | — | 95.54 | 95.26 | 96.73 | 88.63 | 83.54 | 71.09 | 74.23 |
253
- | portuguese-bosque-ud-2.12-230717 | Raw text | 99.68 | 89.73 | 97.88 | — | 96.86 | 95.87 | 98.27 | 92.13 | 89.83 | 80.75 | 84.19 |
254
- | portuguese-bosque-ud-2.12-230717 | Gold tokenization | — | — | 98.16 | — | 97.11 | 96.11 | 98.57 | 93.28 | 90.94 | 81.78 | 85.38 |
255
- | portuguese-cintil-ud-2.12-230717 | Raw text | 99.41 | 78.66 | 97.42 | 96.01 | 95.29 | 93.21 | 97.66 | 85.13 | 81.88 | 71.77 | 75.51 |
256
- | portuguese-cintil-ud-2.12-230717 | Gold tokenization | — | — | 98.00 | 96.61 | 95.91 | 93.80 | 98.23 | 87.54 | 84.20 | 74.06 | 77.83 |
257
- | portuguese-petrogold-ud-2.12-230717 | Raw text | 99.59 | 93.11 | 98.75 | — | 98.70 | 98.20 | 99.09 | 94.69 | 93.57 | 88.77 | 90.11 |
258
- | portuguese-petrogold-ud-2.12-230717 | Gold tokenization | — | — | 99.05 | — | 99.00 | 98.46 | 99.51 | 95.62 | 94.42 | 89.68 | 91.18 |
259
- | romanian-rrt-ud-2.12-230717 | Raw text | 99.70 | 95.50 | 97.88 | 97.14 | 97.39 | 96.91 | 98.00 | 91.92 | 88.46 | 81.93 | 83.37 |
260
- | romanian-rrt-ud-2.12-230717 | Gold tokenization | — | — | 98.15 | 97.40 | 97.65 | 97.16 | 98.25 | 92.77 | 89.25 | 82.56 | 83.97 |
261
- | romanian-nonstandard-ud-2.12-230717 | Raw text | 98.83 | 96.77 | 96.12 | 91.86 | 90.52 | 89.16 | 94.82 | 88.67 | 84.67 | 68.20 | 76.17 |
262
- | romanian-nonstandard-ud-2.12-230717 | Gold tokenization | — | — | 97.25 | 92.87 | 91.51 | 90.13 | 95.88 | 90.46 | 86.41 | 69.79 | 77.51 |
263
- | romanian-simonero-ud-2.12-230717 | Raw text | 99.84 | 100.00 | 98.41 | 97.97 | 97.51 | 97.20 | 98.89 | 93.95 | 92.03 | 85.30 | 88.19 |
264
- | romanian-simonero-ud-2.12-230717 | Gold tokenization | — | — | 98.56 | 98.12 | 97.66 | 97.34 | 99.04 | 94.29 | 92.35 | 85.57 | 88.47 |
265
- | russian-syntagrus-ud-2.12-230717 | Raw text | 99.67 | 98.31 | 98.50 | — | 94.02 | 93.76 | 98.19 | 93.80 | 91.66 | 82.80 | 88.87 |
266
- | russian-syntagrus-ud-2.12-230717 | Gold tokenization | — | — | 98.83 | — | 94.33 | 94.07 | 98.48 | 94.51 | 92.33 | 83.33 | 89.40 |
267
- | russian-gsd-ud-2.12-230717 | Raw text | 99.50 | 96.49 | 98.05 | 97.56 | 94.57 | 93.51 | 96.87 | 91.64 | 88.70 | 80.95 | 84.53 |
268
- | russian-gsd-ud-2.12-230717 | Gold tokenization | — | — | 98.50 | 97.97 | 95.01 | 93.90 | 97.25 | 92.83 | 89.81 | 81.85 | 85.46 |
269
- | russian-taiga-ud-2.12-230717 | Raw text | 98.07 | 86.01 | 95.59 | — | 93.02 | 92.05 | 94.62 | 82.89 | 79.47 | 70.47 | 73.61 |
270
- | russian-taiga-ud-2.12-230717 | Gold tokenization | — | — | 97.25 | — | 94.80 | 93.67 | 96.34 | 85.53 | 81.91 | 72.70 | 76.02 |
271
- | sanskrit-vedic-ud-2.12-230717 | Raw text | 100.00 | 27.18 | 89.20 | — | 81.19 | 76.40 | 87.11 | 61.05 | 50.02 | 41.42 | 44.77 |
272
- | sanskrit-vedic-ud-2.12-230717 | Gold tokenization | — | — | 90.07 | — | 82.70 | 78.17 | 87.40 | 73.69 | 61.55 | 51.56 | 54.91 |
273
- | scottish_gaelic-arcosg-ud-2.12-230717 | Raw text | 97.43 | 61.26 | 93.66 | 89.50 | 91.07 | 88.34 | 94.92 | 80.79 | 76.33 | 64.78 | 69.63 |
274
- | scottish_gaelic-arcosg-ud-2.12-230717 | Gold tokenization | — | — | 96.40 | 92.49 | 94.04 | 91.41 | 97.47 | 87.25 | 82.84 | 71.75 | 76.18 |
275
- | serbian-set-ud-2.12-230717 | Raw text | 99.99 | 93.00 | 99.03 | 95.94 | 96.13 | 95.71 | 97.82 | 93.48 | 90.99 | 83.45 | 86.89 |
276
- | serbian-set-ud-2.12-230717 | Gold tokenization | — | — | 99.05 | 95.95 | 96.16 | 95.74 | 97.83 | 94.18 | 91.65 | 84.17 | 87.56 |
277
- | slovak-snk-ud-2.12-230717 | Raw text | 100.00 | 81.69 | 97.68 | 90.26 | 93.35 | 89.42 | 96.51 | 91.48 | 89.73 | 80.19 | 84.62 |
278
- | slovak-snk-ud-2.12-230717 | Gold tokenization | — | — | 97.83 | 90.34 | 93.44 | 89.56 | 96.54 | 93.88 | 92.00 | 82.42 | 86.89 |
279
- | slovenian-ssj-ud-2.12-230717 | Raw text | 99.94 | 98.95 | 98.96 | 97.09 | 97.26 | 96.78 | 98.57 | 94.23 | 92.86 | 87.37 | 89.22 |
280
- | slovenian-ssj-ud-2.12-230717 | Gold tokenization | — | — | 99.02 | 97.15 | 97.33 | 96.84 | 98.61 | 94.40 | 93.02 | 87.52 | 89.34 |
281
- | slovenian-sst-ud-2.12-230717 | Raw text | 99.97 | 24.74 | 95.82 | 93.37 | 93.58 | 91.64 | 97.69 | 66.76 | 61.98 | 52.04 | 55.84 |
282
- | slovenian-sst-ud-2.12-230717 | Gold tokenization | — | — | 96.10 | 93.49 | 93.79 | 91.91 | 97.73 | 78.52 | 73.20 | 63.83 | 68.34 |
283
- | spanish-ancora-ud-2.12-230717 | Raw text | 99.95 | 98.78 | 99.06 | 96.12 | 98.76 | 95.71 | 99.39 | 93.68 | 91.92 | 86.79 | 88.29 |
284
- | spanish-ancora-ud-2.12-230717 | Gold tokenization | — | — | 99.11 | 96.16 | 98.81 | 95.75 | 99.43 | 93.87 | 92.10 | 86.95 | 88.45 |
285
- | spanish-gsd-ud-2.12-230717 | Raw text | 99.72 | 94.90 | 97.10 | — | 96.74 | 95.07 | 98.58 | 92.51 | 90.28 | 78.76 | 84.27 |
286
- | spanish-gsd-ud-2.12-230717 | Gold tokenization | — | — | 97.36 | — | 97.01 | 95.32 | 98.83 | 93.38 | 91.10 | 79.58 | 85.17 |
287
- | swedish-talbanken-ud-2.12-230717 | Raw text | 99.84 | 96.53 | 98.37 | 97.23 | 97.31 | 96.43 | 98.17 | 92.08 | 89.72 | 83.69 | 85.90 |
288
- | swedish-talbanken-ud-2.12-230717 | Gold tokenization | — | — | 98.53 | 97.42 | 97.49 | 96.61 | 98.33 | 92.53 | 90.15 | 84.20 | 86.44 |
289
- | swedish-lines-ud-2.12-230717 | Raw text | 99.96 | 88.00 | 97.61 | 95.49 | 90.93 | 88.18 | 97.82 | 90.48 | 87.14 | 71.66 | 81.94 |
290
- | swedish-lines-ud-2.12-230717 | Gold tokenization | — | — | 97.71 | 95.50 | 90.96 | 88.23 | 97.86 | 91.19 | 87.78 | 72.25 | 82.63 |
291
- | tamil-ttb-ud-2.12-230717 | Raw text | 94.26 | 97.52 | 84.29 | 82.92 | 84.09 | 77.76 | 88.79 | 70.63 | 61.98 | 50.53 | 54.69 |
292
- | tamil-ttb-ud-2.12-230717 | Gold tokenization | — | — | 89.14 | 87.13 | 89.19 | 81.80 | 93.87 | 78.38 | 68.88 | 56.48 | 60.89 |
293
- | telugu-mtg-ud-2.12-230717 | Raw text | 99.58 | 96.62 | 92.94 | 92.94 | 98.61 | 92.94 | — | 90.72 | 84.07 | 76.19 | 80.19 |
294
- | telugu-mtg-ud-2.12-230717 | Gold tokenization | — | — | 93.48 | 93.48 | 99.03 | 93.48 | — | 91.68 | 85.02 | 77.22 | 81.03 |
295
- | turkish-boun-ud-2.12-230717 | Raw text | 96.57 | 86.25 | 90.03 | 86.05 | 81.12 | 71.69 | 90.47 | 73.32 | 67.11 | 49.09 | 60.77 |
296
- | turkish-boun-ud-2.12-230717 | Gold tokenization | — | — | 92.97 | 88.91 | 83.07 | 73.35 | 93.52 | 80.79 | 73.91 | 52.78 | 66.50 |
297
- | turkish-atis-ud-2.12-230717 | Raw text | 100.00 | 80.20 | 99.02 | — | 98.57 | 98.40 | 99.11 | 89.03 | 87.24 | 84.91 | 85.71 |
298
- | turkish-atis-ud-2.12-230717 | Gold tokenization | — | — | 99.04 | — | 98.57 | 98.42 | 99.11 | 90.96 | 89.09 | 86.83 | 87.69 |
299
- | turkish-framenet-ud-2.12-230717 | Raw text | 100.00 | 100.00 | 96.52 | — | 94.75 | 93.87 | 96.39 | 93.73 | 84.80 | 74.12 | 77.96 |
300
- | turkish-framenet-ud-2.12-230717 | Gold tokenization | — | — | 96.52 | — | 94.75 | 93.87 | 96.39 | 93.73 | 84.80 | 74.12 | 77.96 |
301
- | turkish-imst-ud-2.12-230717 | Raw text | 97.94 | 97.70 | 93.70 | 93.46 | 90.63 | 88.13 | 94.46 | 75.22 | 66.28 | 55.69 | 60.80 |
302
- | turkish-imst-ud-2.12-230717 | Gold tokenization | — | — | 95.46 | 95.27 | 92.41 | 89.75 | 96.32 | 78.94 | 69.42 | 57.62 | 62.96 |
303
- | turkish-kenet-ud-2.12-230717 | Raw text | 100.00 | 98.12 | 93.80 | — | 92.10 | 90.85 | 93.50 | 83.94 | 71.51 | 62.32 | 65.35 |
304
- | turkish-kenet-ud-2.12-230717 | Gold tokenization | — | — | 93.83 | — | 92.12 | 90.89 | 93.51 | 84.10 | 71.63 | 62.46 | 65.49 |
305
- | turkish-penn-ud-2.12-230717 | Raw text | 99.34 | 80.59 | 95.50 | — | 94.48 | 93.29 | 94.14 | 84.40 | 71.73 | 62.08 | 64.36 |
306
- | turkish-penn-ud-2.12-230717 | Gold tokenization | — | — | 96.14 | — | 95.12 | 93.94 | 94.71 | 86.84 | 73.89 | 63.46 | 65.77 |
307
- | turkish-tourism-ud-2.12-230717 | Raw text | 99.96 | 99.86 | 98.92 | — | 94.98 | 94.67 | 98.27 | 97.04 | 91.43 | 81.58 | 87.09 |
308
- | turkish-tourism-ud-2.12-230717 | Gold tokenization | — | — | 98.96 | — | 95.02 | 94.72 | 98.31 | 97.10 | 91.50 | 81.66 | 87.18 |
309
- | turkish_german-sagt-ud-2.12-230717 | Raw text | 98.91 | 99.44 | 90.21 | — | 80.24 | 75.45 | 90.80 | 71.42 | 61.22 | 41.16 | 50.92 |
310
- | turkish_german-sagt-ud-2.12-230717 | Gold tokenization | — | — | 91.09 | — | 80.82 | 75.93 | 91.49 | 72.76 | 62.20 | 41.63 | 51.55 |
311
- | ukrainian-iu-ud-2.12-230717 | Raw text | 99.81 | 96.23 | 97.84 | 94.28 | 94.25 | 93.16 | 97.47 | 90.37 | 87.94 | 78.30 | 82.74 |
312
- | ukrainian-iu-ud-2.12-230717 | Gold tokenization | — | — | 98.03 | 94.44 | 94.39 | 93.31 | 97.67 | 90.97 | 88.52 | 78.70 | 83.18 |
313
- | urdu-udtb-ud-2.12-230717 | Raw text | 100.00 | 98.31 | 94.09 | 92.20 | 82.76 | 78.43 | 97.41 | 88.02 | 82.68 | 57.25 | 74.71 |
314
- | urdu-udtb-ud-2.12-230717 | Gold tokenization | — | — | 94.06 | 92.19 | 82.76 | 78.41 | 97.41 | 88.13 | 82.81 | 57.30 | 74.88 |
315
- | uyghur-udt-ud-2.12-230717 | Raw text | 99.54 | 81.87 | 89.77 | 91.72 | 88.23 | 80.82 | 94.71 | 75.32 | 64.44 | 50.04 | 57.14 |
316
- | uyghur-udt-ud-2.12-230717 | Gold tokenization | — | — | 90.23 | 92.21 | 88.65 | 81.27 | 95.22 | 77.05 | 66.02 | 50.95 | 58.33 |
317
- | vietnamese-vtb-ud-2.12-230717 | Raw text | 86.06 | 93.73 | 78.61 | 77.61 | — | 77.50 | 85.76 | 56.86 | 50.02 | 41.40 | 45.54 |
318
- | vietnamese-vtb-ud-2.12-230717 | Gold tokenization | — | — | 90.02 | 88.88 | — | 88.73 | 99.50 | 76.31 | 65.90 | 55.36 | 61.24 |
319
- | welsh-ccg-ud-2.12-230717 | Raw text | 99.46 | 97.68 | 95.27 | 94.28 | 89.57 | 87.25 | 94.43 | 86.73 | 80.81 | 63.09 | 69.84 |
320
- | welsh-ccg-ud-2.12-230717 | Gold tokenization | — | — | 95.74 | 94.73 | 90.03 | 87.66 | 94.94 | 87.83 | 81.85 | 64.04 | 70.94 |
321
- | western_armenian-armtdp-ud-2.12-230717 | Raw text | 99.89 | 98.68 | 96.67 | — | 92.31 | 91.63 | 97.14 | 89.26 | 84.68 | 69.80 | 76.24 |
322
- | western_armenian-armtdp-ud-2.12-230717 | Gold tokenization | — | — | 96.75 | — | 92.40 | 91.71 | 97.23 | 89.51 | 84.91 | 69.99 | 76.44 |
323
- | wolof-wtb-ud-2.12-230717 | Raw text | 99.23 | 91.95 | 94.16 | 94.17 | 93.56 | 91.48 | 95.18 | 83.75 | 78.61 | 66.55 | 69.91 |
324
- | wolof-wtb-ud-2.12-230717 | Gold tokenization | — | — | 95.11 | 95.08 | 94.34 | 92.33 | 95.88 | 85.90 | 80.57 | 68.67 | 71.71 |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
udpipe2/docs/models_ud26.md DELETED
@@ -1,257 +0,0 @@
1
- ## Universal Dependencies 2.6 Models #universal_dependencies_26_models
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-
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- Universal Dependencies 2.6 Models are distributed under the
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- [CC BY-NC-SA](https://creativecommons.org/licenses/by-nc-sa/4.0/) licence.
5
- The models are based solely on [Universal Dependencies
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- 2.6](https://hdl.handle.net/11234/1-3226) treebanks, and additionally
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- use [multilingual BERT](https://github.com/google-research/bert/blob/master/multilingual.md).
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-
9
- The models require [UDPipe 2](https://ufal.mff.cuni.cz/udpipe/2).
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-
11
- ### Download
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-
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- The latest version 200831 of the Universal Dependencies 2.6 models
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- can be downloaded from [LINDAT/CLARIN repository](https://hdl.handle.net/11234/1-4798).
15
-
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- The models are also available in the [REST service](https://lindat.mff.cuni.cz/services/udpipe/).
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-
18
- ### Acknowledgements #universal_dependencies_26_models_acknowledgements
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-
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- This work has been supported by the Ministry of Education, Youth and Sports of
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- the Czech Republic, Project No. LM2018101 LINDAT/CLARIAH-CZ.
22
-
23
- The models were trained on [Universal Dependencies 2.6](https://hdl.handle.net/11234/1-3226) treebanks.
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-
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- For the UD treebanks which do not contain original plain text version,
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- raw text is used to train the tokenizer instead. The plain texts
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- were taken from the [W2C -- Web to Corpus](https://hdl.handle.net/11858/00-097C-0000-0022-6133-9).
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-
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- Finally, [multilingual BERT](https://github.com/google-research/bert/blob/master/multilingual.md)
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- is used to provide contextualized word embeddings.
31
-
32
- ### Publications
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-
34
- - Milan Straka, Jana Straková, Jan Hajič (2019): [Evaluating Contextualized Embeddings on 54 Languages in POS Tagging, Lemmatization and Dependency Parsing](https://arxiv.org/abs/1908.07448). In: ArXiv.org Computing Research Repository, ISSN 2331-8422, 1904.02099
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- - Milan Straka (2018): [UDPipe 2.0 Prototype at CoNLL 2018 UD Shared Task](https://www.aclweb.org/anthology/K18-2020/). In: Proceedings of CoNLL 2018: The SIGNLL Conference on Computational Natural Language Learning, pp. 197-207, Association for Computational Linguistics, Stroudsburg, PA, USA, ISBN 978-1-948087-72-8
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-
37
- ### Model Description
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-
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- The Universal Dependencies 2.6 models contain 99 models of 63 languages, each consisting of
40
- a tokenizer, tagger, lemmatizer and dependency parser, all trained using
41
- the UD data. We used the original train-dev-test split, but for treebanks with
42
- only train and no dev data we used last 10% of the train data as dev data.
43
- We produce models only for treebanks with at least 1000 training words.
44
-
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- The tokenizer is trained using the `SpaceAfter=No` features. If the features
46
- are not present in the data, they can be filled in using raw text in the
47
- language in question.
48
-
49
- The tagger, lemmatizer and parser are trained using gold UD data.
50
-
51
- ### Model Performance
52
-
53
- We present the tokenizer, tagger, lemmatizer and parser performance, measured on
54
- the testing portion of the data, evaluated both on the raw text and using the
55
- gold tokenization. The results are F1 scores measured by the `conll18_ud_eval.py`
56
- script.
57
-
58
- | Model | Mode | Words | Sents | UPOS | XPOS | UFeats | AllTags | Lemma | UAS | LAS | MLAS | BLEX |
59
- |:------------------------|:-------------|-------:|-------:|------:|------:|--------:|--------:|-------:|------:|------:|------:|------:|
60
- | afrikaans-afribooms-ud-2.6-200830 | Raw text | 99.82 | 98.25 | 98.55 | 95.42 | 98.27 | 95.33 | 97.52 | 90.34 | 87.93 | 80.33 | 79.91 |
61
- | afrikaans-afribooms-ud-2.6-200830 | Gold tokenization | — | — | 98.70 | 95.56 | 98.41 | 95.48 | 97.61 | 90.80 | 88.40 | 80.78 | 80.31 |
62
- | ancient_greek-perseus-ud-2.6-200830 | Raw text | 99.97 | 98.85 | 93.20 | 86.01 | 91.59 | 85.27 | 86.81 | 79.57 | 73.90 | 54.80 | 55.63 |
63
- | ancient_greek-perseus-ud-2.6-200830 | Gold tokenization | — | — | 93.24 | 86.03 | 91.62 | 85.30 | 86.84 | 79.74 | 74.06 | 54.92 | 55.72 |
64
- | ancient_greek-proiel-ud-2.6-200830 | Raw text | 100.00 | 48.02 | 97.73 | 98.04 | 92.36 | 91.01 | 94.71 | 79.98 | 75.99 | 60.15 | 65.88 |
65
- | ancient_greek-proiel-ud-2.6-200830 | Gold tokenization | — | — | 97.91 | 98.18 | 92.59 | 91.30 | 94.76 | 85.95 | 81.90 | 66.72 | 71.84 |
66
- | arabic-padt-ud-2.6-200830 | Raw text | 94.58 | 82.09 | 91.68 | 88.96 | 89.14 | 88.65 | 90.36 | 78.86 | 74.85 | 66.06 | 68.12 |
67
- | arabic-padt-ud-2.6-200830 | Gold tokenization | — | — | 96.87 | 94.20 | 94.36 | 93.82 | 95.23 | 87.60 | 83.14 | 74.51 | 76.09 |
68
- | armenian-armtdp-ud-2.6-200830 | Raw text | 99.34 | 97.85 | 95.64 | — | 90.30 | 88.94 | 94.45 | 85.07 | 79.97 | 66.54 | 71.61 |
69
- | armenian-armtdp-ud-2.6-200830 | Gold tokenization | — | — | 96.11 | — | 90.90 | 89.37 | 95.04 | 86.31 | 81.18 | 67.00 | 72.22 |
70
- | basque-bdt-ud-2.6-200830 | Raw text | 99.94 | 99.83 | 96.44 | — | 93.60 | 91.69 | 96.40 | 87.24 | 84.15 | 74.97 | 79.94 |
71
- | basque-bdt-ud-2.6-200830 | Gold tokenization | — | — | 96.48 | — | 93.64 | 91.72 | 96.43 | 87.30 | 84.21 | 75.00 | 79.96 |
72
- | belarusian-hse-ud-2.6-200830 | Raw text | 99.84 | 78.70 | 96.14 | 31.78 | 82.07 | 26.98 | 81.48 | 75.81 | 71.05 | 49.78 | 50.93 |
73
- | belarusian-hse-ud-2.6-200830 | Gold tokenization | — | — | 96.39 | 31.85 | 82.19 | 27.08 | 81.53 | 80.18 | 75.18 | 52.92 | 53.60 |
74
- | bulgarian-btb-ud-2.6-200830 | Raw text | 99.91 | 94.17 | 99.15 | 97.19 | 97.95 | 96.84 | 97.97 | 94.35 | 91.61 | 85.92 | 86.43 |
75
- | bulgarian-btb-ud-2.6-200830 | Gold tokenization | — | — | 99.27 | 97.30 | 98.05 | 96.95 | 98.07 | 95.17 | 92.41 | 86.62 | 87.17 |
76
- | catalan-ancora-ud-2.6-200830 | Raw text | 99.98 | 99.43 | 99.05 | 98.99 | 98.63 | 98.14 | 99.31 | 94.53 | 92.86 | 87.63 | 89.24 |
77
- | catalan-ancora-ud-2.6-200830 | Gold tokenization | — | — | 99.09 | 99.03 | 98.67 | 98.18 | 99.34 | 94.60 | 92.95 | 87.73 | 89.35 |
78
- | chinese-gsdsimp-ud-2.6-200830 | Raw text | 90.29 | 99.10 | 87.32 | 87.20 | 89.73 | 86.54 | 90.29 | 72.68 | 70.32 | 63.38 | 66.94 |
79
- | chinese-gsdsimp-ud-2.6-200830 | Gold tokenization | — | — | 96.32 | 96.15 | 99.43 | 95.50 | 99.99 | 86.89 | 83.93 | 78.52 | 82.60 |
80
- | chinese-gsd-ud-2.6-200830 | Raw text | 90.27 | 99.10 | 87.27 | 87.18 | 89.74 | 86.50 | 90.27 | 72.99 | 70.50 | 63.83 | 67.21 |
81
- | chinese-gsd-ud-2.6-200830 | Gold tokenization | — | — | 96.30 | 96.16 | 99.42 | 95.45 | 99.99 | 87.30 | 84.22 | 78.63 | 82.84 |
82
- | classical_chinese-kyoto-ud-2.6-200830 | Raw text | 99.46 | 46.22 | 90.91 | 90.91 | 93.43 | 88.00 | 99.42 | 72.75 | 67.18 | 63.67 | 66.02 |
83
- | classical_chinese-kyoto-ud-2.6-200830 | Gold tokenization | — | — | 93.55 | 93.24 | 95.01 | 90.86 | 99.96 | 85.49 | 80.20 | 76.42 | 79.25 |
84
- | coptic-scriptorium-ud-2.6-200830 | Raw text | 71.91 | 35.97 | 69.61 | 68.00 | 63.06 | 60.16 | 70.51 | 47.75 | 45.89 | 25.42 | 35.81 |
85
- | coptic-scriptorium-ud-2.6-200830 | Gold tokenization | — | — | 96.15 | 92.53 | 87.75 | 81.98 | 96.70 | 89.14 | 85.79 | 57.57 | 76.42 |
86
- | croatian-set-ud-2.6-200830 | Raw text | 99.95 | 94.41 | 98.18 | 95.91 | 96.40 | 95.27 | 97.58 | 92.20 | 88.40 | 80.16 | 83.07 |
87
- | croatian-set-ud-2.6-200830 | Gold tokenization | — | — | 98.23 | 96.00 | 96.52 | 95.38 | 97.64 | 92.72 | 88.89 | 80.66 | 83.53 |
88
- | czech-pdt-ud-2.6-200830 | Raw text | 99.93 | 93.35 | 99.23 | 97.61 | 97.59 | 97.13 | 99.09 | 93.81 | 92.03 | 87.79 | 89.88 |
89
- | czech-pdt-ud-2.6-200830 | Gold tokenization | — | — | 99.30 | 97.71 | 97.70 | 97.24 | 99.17 | 94.60 | 92.81 | 88.45 | 90.57 |
90
- | czech-cac-ud-2.6-200830 | Raw text | 99.98 | 99.68 | 99.52 | 97.33 | 97.05 | 96.64 | 98.93 | 94.31 | 92.48 | 87.56 | 89.76 |
91
- | czech-cac-ud-2.6-200830 | Gold tokenization | — | — | 99.54 | 97.36 | 97.07 | 96.67 | 98.95 | 94.37 | 92.54 | 87.63 | 89.83 |
92
- | czech-fictree-ud-2.6-200830 | Raw text | 99.99 | 98.95 | 98.68 | 95.80 | 96.79 | 95.38 | 99.20 | 94.83 | 92.66 | 85.35 | 89.58 |
93
- | czech-fictree-ud-2.6-200830 | Gold tokenization | — | — | 98.69 | 95.82 | 96.80 | 95.40 | 99.21 | 94.92 | 92.74 | 85.47 | 89.69 |
94
- | czech-cltt-ud-2.6-200830 | Raw text | 99.65 | 97.40 | 99.21 | 95.00 | 94.98 | 94.76 | 99.06 | 91.37 | 89.67 | 82.08 | 86.96 |
95
- | czech-cltt-ud-2.6-200830 | Gold tokenization | — | — | 99.49 | 95.19 | 95.16 | 94.95 | 99.30 | 91.91 | 90.21 | 82.25 | 87.31 |
96
- | danish-ddt-ud-2.6-200830 | Raw text | 99.81 | 89.78 | 98.01 | — | 97.52 | 96.72 | 97.31 | 88.56 | 86.46 | 79.62 | 81.12 |
97
- | danish-ddt-ud-2.6-200830 | Gold tokenization | — | — | 98.26 | — | 97.73 | 96.99 | 97.53 | 89.82 | 87.67 | 80.73 | 82.27 |
98
- | dutch-alpino-ud-2.6-200830 | Raw text | 99.83 | 88.59 | 97.41 | 95.98 | 97.02 | 95.36 | 97.32 | 92.79 | 90.38 | 81.53 | 83.18 |
99
- | dutch-alpino-ud-2.6-200830 | Gold tokenization | — | — | 97.57 | 96.13 | 97.18 | 95.53 | 97.46 | 93.93 | 91.53 | 82.72 | 84.42 |
100
- | dutch-lassysmall-ud-2.6-200830 | Raw text | 99.83 | 75.40 | 96.58 | 95.42 | 96.41 | 94.73 | 97.21 | 90.36 | 87.66 | 78.84 | 80.17 |
101
- | dutch-lassysmall-ud-2.6-200830 | Gold tokenization | — | — | 96.79 | 96.05 | 96.97 | 95.40 | 97.33 | 94.26 | 91.24 | 83.56 | 84.84 |
102
- | english-ewt-ud-2.6-200830 | Raw text | 98.95 | 86.60 | 96.36 | 96.06 | 96.56 | 94.88 | 97.64 | 89.55 | 87.43 | 80.50 | 83.29 |
103
- | english-ewt-ud-2.6-200830 | Gold tokenization | — | — | 97.29 | 97.03 | 97.57 | 95.84 | 98.57 | 92.24 | 90.05 | 83.33 | 86.07 |
104
- | english-gum-ud-2.6-200830 | Raw text | 99.81 | 83.66 | 96.79 | 96.76 | 97.55 | 95.88 | 97.35 | 90.02 | 87.52 | 79.41 | 80.43 |
105
- | english-gum-ud-2.6-200830 | Gold tokenization | — | — | 96.99 | 96.93 | 97.75 | 96.09 | 97.56 | 91.93 | 89.36 | 81.20 | 82.25 |
106
- | english-lines-ud-2.6-200830 | Raw text | 99.92 | 87.45 | 97.60 | 95.86 | 96.88 | 93.39 | 98.34 | 89.36 | 86.45 | 79.35 | 82.87 |
107
- | english-lines-ud-2.6-200830 | Gold tokenization | — | — | 97.67 | 95.90 | 96.92 | 93.41 | 98.41 | 90.26 | 87.36 | 80.24 | 83.79 |
108
- | english-partut-ud-2.6-200830 | Raw text | 99.72 | 100.00 | 97.37 | 97.08 | 96.29 | 95.38 | 98.23 | 94.12 | 92.09 | 83.04 | 87.20 |
109
- | english-partut-ud-2.6-200830 | Gold tokenization | — | — | 97.62 | 97.33 | 96.54 | 95.63 | 98.50 | 94.40 | 92.37 | 83.44 | 87.48 |
110
- | estonian-edt-ud-2.6-200830 | Raw text | 99.96 | 91.56 | 97.65 | 98.25 | 96.44 | 95.19 | 95.34 | 88.75 | 86.18 | 80.12 | 79.65 |
111
- | estonian-edt-ud-2.6-200830 | Gold tokenization | — | — | 97.75 | 98.29 | 96.48 | 95.28 | 95.40 | 89.66 | 87.06 | 80.93 | 80.44 |
112
- | estonian-ewt-ud-2.6-200830 | Raw text | 98.96 | 70.09 | 95.00 | 96.30 | 93.74 | 91.31 | 93.81 | 81.07 | 77.55 | 69.14 | 70.69 |
113
- | estonian-ewt-ud-2.6-200830 | Gold tokenization | — | — | 96.22 | 97.37 | 94.65 | 92.37 | 94.83 | 86.37 | 82.55 | 73.03 | 74.39 |
114
- | finnish-tdt-ud-2.6-200830 | Raw text | 99.70 | 88.64 | 97.63 | 98.25 | 96.05 | 95.11 | 92.06 | 90.11 | 88.10 | 82.04 | 77.91 |
115
- | finnish-tdt-ud-2.6-200830 | Gold tokenization | — | — | 97.97 | 98.56 | 96.37 | 95.48 | 92.38 | 91.69 | 89.63 | 83.30 | 79.18 |
116
- | finnish-ftb-ud-2.6-200830 | Raw text | 99.91 | 86.84 | 96.52 | 95.08 | 96.72 | 93.82 | 95.73 | 89.93 | 87.32 | 80.13 | 80.74 |
117
- | finnish-ftb-ud-2.6-200830 | Gold tokenization | — | — | 96.85 | 95.31 | 96.87 | 94.16 | 95.83 | 91.99 | 89.34 | 82.64 | 83.05 |
118
- | french-gsd-ud-2.6-200830 | Raw text | 98.87 | 94.67 | 97.23 | 98.86 | 96.65 | 96.00 | 97.69 | 92.77 | 90.82 | 83.14 | 86.08 |
119
- | french-gsd-ud-2.6-200830 | Gold tokenization | — | — | 98.29 | 99.99 | 97.63 | 96.94 | 98.80 | 94.46 | 92.63 | 84.72 | 87.21 |
120
- | french-sequoia-ud-2.6-200830 | Raw text | 99.09 | 87.50 | 98.33 | — | 97.25 | 96.79 | 98.16 | 93.90 | 92.45 | 86.54 | 89.25 |
121
- | french-sequoia-ud-2.6-200830 | Gold tokenization | — | — | 99.32 | — | 98.19 | 97.78 | 99.09 | 95.80 | 94.43 | 88.78 | 90.78 |
122
- | french-partut-ud-2.6-200830 | Raw text | 99.42 | 100.00 | 97.28 | 96.93 | 94.17 | 93.63 | 95.59 | 94.71 | 92.71 | 80.18 | 83.34 |
123
- | french-partut-ud-2.6-200830 | Gold tokenization | — | — | 97.89 | 97.54 | 94.74 | 94.20 | 96.20 | 95.47 | 93.62 | 81.20 | 84.28 |
124
- | french-spoken-ud-2.6-200830 | Raw text | 99.06 | 21.15 | 96.49 | 96.44 | — | 93.98 | 97.48 | 79.23 | 74.91 | 64.48 | 66.67 |
125
- | french-spoken-ud-2.6-200830 | Gold tokenization | — | — | 97.63 | 97.31 | — | 95.00 | 98.28 | 87.27 | 82.51 | 74.23 | 75.56 |
126
- | galician-ctg-ud-2.6-200830 | Raw text | 99.22 | 97.22 | 97.30 | 97.07 | 99.05 | 96.71 | 98.07 | 85.45 | 83.07 | 72.03 | 76.75 |
127
- | galician-ctg-ud-2.6-200830 | Gold tokenization | — | — | 98.04 | 97.79 | 99.83 | 97.43 | 98.82 | 87.22 | 84.73 | 74.05 | 78.78 |
128
- | galician-treegal-ud-2.6-200830 | Raw text | 98.74 | 87.99 | 95.99 | 93.58 | 94.72 | 92.63 | 96.71 | 83.26 | 79.23 | 67.54 | 71.73 |
129
- | galician-treegal-ud-2.6-200830 | Gold tokenization | — | — | 97.23 | 94.65 | 95.76 | 93.73 | 97.89 | 86.57 | 82.30 | 71.04 | 75.71 |
130
- | german-hdt-ud-2.6-200830 | Raw text | 99.91 | 92.34 | 98.51 | 98.45 | 94.09 | 93.69 | 97.23 | 96.88 | 95.96 | 84.87 | 90.41 |
131
- | german-hdt-ud-2.6-200830 | Gold tokenization | — | — | 98.62 | 98.57 | 94.21 | 93.81 | 97.32 | 97.57 | 96.67 | 85.53 | 91.10 |
132
- | german-gsd-ud-2.6-200830 | Raw text | 99.58 | 80.90 | 94.39 | 97.51 | 91.14 | 85.97 | 96.58 | 87.06 | 82.93 | 62.33 | 74.97 |
133
- | german-gsd-ud-2.6-200830 | Gold tokenization | — | — | 94.73 | 97.96 | 91.65 | 86.51 | 96.95 | 89.36 | 85.31 | 64.33 | 77.26 |
134
- | gothic-proiel-ud-2.6-200830 | Raw text | 100.00 | 31.12 | 96.39 | 96.90 | 90.18 | 88.05 | 94.70 | 74.10 | 68.48 | 55.16 | 62.26 |
135
- | gothic-proiel-ud-2.6-200830 | Gold tokenization | — | — | 96.81 | 97.26 | 91.12 | 89.28 | 94.77 | 83.73 | 77.93 | 65.37 | 70.85 |
136
- | greek-gdt-ud-2.6-200830 | Raw text | 99.87 | 90.19 | 97.99 | 98.00 | 95.57 | 94.91 | 95.53 | 93.00 | 91.16 | 81.28 | 80.73 |
137
- | greek-gdt-ud-2.6-200830 | Gold tokenization | — | — | 98.14 | 98.14 | 95.69 | 95.02 | 95.61 | 93.82 | 91.95 | 82.03 | 81.53 |
138
- | hebrew-htb-ud-2.6-200830 | Raw text | 85.04 | 99.39 | 82.79 | 82.76 | 81.31 | 80.57 | 82.97 | 69.85 | 67.39 | 54.79 | 59.16 |
139
- | hebrew-htb-ud-2.6-200830 | Gold tokenization | — | — | 97.48 | 97.48 | 96.03 | 95.36 | 97.23 | 91.83 | 89.25 | 78.52 | 81.02 |
140
- | hindi-hdtb-ud-2.6-200830 | Raw text | 100.00 | 98.90 | 97.64 | 97.29 | 94.18 | 92.32 | 98.78 | 95.32 | 92.37 | 79.24 | 87.69 |
141
- | hindi-hdtb-ud-2.6-200830 | Gold tokenization | — | — | 97.65 | 97.29 | 94.21 | 92.35 | 98.78 | 95.44 | 92.49 | 79.41 | 87.84 |
142
- | hungarian-szeged-ud-2.6-200830 | Raw text | 99.85 | 95.89 | 96.77 | — | 94.32 | 93.51 | 94.97 | 87.78 | 84.24 | 74.80 | 77.84 |
143
- | hungarian-szeged-ud-2.6-200830 | Gold tokenization | — | — | 96.87 | — | 94.45 | 93.61 | 95.09 | 88.28 | 84.73 | 75.27 | 78.26 |
144
- | indonesian-gsd-ud-2.6-200830 | Raw text | 100.00 | 94.13 | 93.89 | 94.28 | 95.55 | 89.00 | 99.61 | 86.07 | 79.97 | 69.25 | 77.74 |
145
- | indonesian-gsd-ud-2.6-200830 | Gold tokenization | — | — | 93.90 | 94.26 | 95.52 | 88.98 | 99.61 | 86.32 | 80.18 | 69.51 | 78.00 |
146
- | irish-idt-ud-2.6-200830 | Raw text | 99.71 | 97.36 | 94.35 | 94.30 | 73.43 | 70.38 | 93.18 | 84.47 | 77.88 | 40.78 | 65.74 |
147
- | irish-idt-ud-2.6-200830 | Gold tokenization | — | — | 94.59 | 94.60 | 73.65 | 70.63 | 93.41 | 84.98 | 78.30 | 40.94 | 65.87 |
148
- | italian-isdt-ud-2.6-200830 | Raw text | 99.84 | 98.76 | 98.52 | 98.44 | 98.23 | 97.66 | 98.65 | 94.77 | 93.12 | 86.91 | 87.85 |
149
- | italian-isdt-ud-2.6-200830 | Gold tokenization | — | — | 98.68 | 98.60 | 98.38 | 97.81 | 98.81 | 95.07 | 93.44 | 87.20 | 88.19 |
150
- | italian-partut-ud-2.6-200830 | Raw text | 99.73 | 100.00 | 98.41 | 98.52 | 98.27 | 97.77 | 98.74 | 96.07 | 93.90 | 87.45 | 88.95 |
151
- | italian-partut-ud-2.6-200830 | Gold tokenization | — | — | 98.54 | 98.65 | 98.38 | 97.88 | 98.93 | 96.18 | 93.98 | 87.48 | 89.15 |
152
- | italian-postwita-ud-2.6-200830 | Raw text | 99.47 | 30.49 | 96.53 | 96.28 | 96.43 | 94.89 | 96.76 | 80.97 | 76.94 | 65.79 | 67.44 |
153
- | italian-postwita-ud-2.6-200830 | Gold tokenization | — | — | 97.06 | 96.79 | 96.89 | 95.41 | 97.18 | 88.04 | 83.76 | 75.23 | 76.98 |
154
- | italian-twittiro-ud-2.6-200830 | Raw text | 99.06 | 36.80 | 95.99 | 95.86 | 95.22 | 93.37 | 94.68 | 81.69 | 77.38 | 64.34 | 65.32 |
155
- | italian-twittiro-ud-2.6-200830 | Gold tokenization | — | — | 97.01 | 96.77 | 96.14 | 94.42 | 95.50 | 87.84 | 83.43 | 71.64 | 72.68 |
156
- | italian-vit-ud-2.6-200830 | Raw text | 99.69 | 94.69 | 97.86 | 97.07 | 97.38 | 95.76 | 98.64 | 92.03 | 89.20 | 80.39 | 83.83 |
157
- | italian-vit-ud-2.6-200830 | Gold tokenization | — | — | 98.16 | 97.49 | 97.66 | 96.16 | 98.92 | 92.77 | 89.91 | 81.15 | 84.53 |
158
- | japanese-gsd-ud-2.6-200830 | Raw text | 95.34 | 94.61 | 93.67 | 93.56 | 95.32 | 92.74 | 95.02 | 85.11 | 84.01 | 76.23 | 77.83 |
159
- | japanese-gsd-ud-2.6-200830 | Gold tokenization | — | — | 98.03 | 97.71 | 99.99 | 96.83 | 99.61 | 94.73 | 93.41 | 87.64 | 89.28 |
160
- | korean-kaist-ud-2.6-200830 | Raw text | 99.95 | 100.00 | 95.89 | 87.82 | — | 87.62 | 94.23 | 89.41 | 87.58 | 82.32 | 80.34 |
161
- | korean-kaist-ud-2.6-200830 | Gold tokenization | — | — | 95.94 | 87.85 | — | 87.66 | 94.27 | 89.51 | 87.67 | 82.42 | 80.42 |
162
- | korean-gsd-ud-2.6-200830 | Raw text | 99.87 | 93.93 | 96.61 | 90.19 | 99.69 | 88.03 | 93.51 | 88.68 | 85.04 | 80.93 | 77.36 |
163
- | korean-gsd-ud-2.6-200830 | Gold tokenization | — | — | 96.74 | 90.32 | 99.82 | 88.16 | 93.64 | 89.50 | 85.84 | 81.76 | 78.14 |
164
- | latin-ittb-ud-2.6-200830 | Raw text | 99.99 | 92.44 | 98.54 | 96.35 | 96.92 | 95.12 | 98.94 | 90.31 | 88.16 | 82.19 | 85.37 |
165
- | latin-ittb-ud-2.6-200830 | Gold tokenization | — | — | 98.52 | 96.37 | 96.92 | 95.11 | 98.93 | 91.24 | 89.07 | 82.62 | 85.88 |
166
- | latin-llct-ud-2.6-200830 | Raw text | 100.00 | 99.49 | 99.60 | 97.13 | 97.11 | 96.63 | 97.68 | 95.48 | 94.35 | 89.31 | 90.44 |
167
- | latin-llct-ud-2.6-200830 | Gold tokenization | — | — | 99.60 | 97.14 | 97.11 | 96.63 | 97.68 | 95.54 | 94.40 | 89.40 | 90.53 |
168
- | latin-proiel-ud-2.6-200830 | Raw text | 99.87 | 36.81 | 96.67 | 96.81 | 90.71 | 89.59 | 96.16 | 74.44 | 69.97 | 57.51 | 64.96 |
169
- | latin-proiel-ud-2.6-200830 | Gold tokenization | — | — | 97.07 | 97.16 | 91.53 | 90.52 | 96.42 | 83.78 | 79.04 | 67.58 | 73.88 |
170
- | latin-perseus-ud-2.6-200830 | Raw text | 100.00 | 98.46 | 91.65 | 81.18 | 86.33 | 78.75 | 88.05 | 78.09 | 68.97 | 52.82 | 56.03 |
171
- | latin-perseus-ud-2.6-200830 | Gold tokenization | — | — | 91.64 | 81.17 | 86.33 | 78.74 | 88.04 | 78.21 | 69.07 | 52.84 | 55.99 |
172
- | latvian-lvtb-ud-2.6-200830 | Raw text | 99.32 | 98.74 | 96.28 | 89.64 | 93.79 | 88.84 | 95.81 | 88.31 | 85.26 | 75.23 | 79.56 |
173
- | latvian-lvtb-ud-2.6-200830 | Gold tokenization | — | — | 96.92 | 90.24 | 94.40 | 89.43 | 96.45 | 89.33 | 86.23 | 76.29 | 80.60 |
174
- | lithuanian-alksnis-ud-2.6-200830 | Raw text | 99.91 | 87.87 | 95.97 | 90.37 | 91.07 | 89.41 | 93.61 | 82.54 | 78.70 | 67.95 | 71.30 |
175
- | lithuanian-alksnis-ud-2.6-200830 | Gold tokenization | — | — | 96.04 | 90.40 | 91.18 | 89.49 | 93.70 | 83.93 | 80.08 | 69.02 | 72.43 |
176
- | lithuanian-hse-ud-2.6-200830 | Raw text | 97.30 | 97.30 | 89.66 | 89.28 | 81.45 | 77.07 | 87.98 | 70.92 | 62.53 | 44.26 | 53.76 |
177
- | lithuanian-hse-ud-2.6-200830 | Gold tokenization | — | — | 91.23 | 91.32 | 83.21 | 78.40 | 90.28 | 73.77 | 64.53 | 45.25 | 54.68 |
178
- | maltese-mudt-ud-2.6-200830 | Raw text | 99.84 | 86.29 | 95.77 | 95.66 | — | 95.30 | — | 84.76 | 79.76 | 68.39 | 72.24 |
179
- | maltese-mudt-ud-2.6-200830 | Gold tokenization | — | — | 95.88 | 95.77 | — | 95.40 | — | 85.46 | 80.38 | 68.69 | 72.66 |
180
- | marathi-ufal-ud-2.6-200830 | Raw text | 90.25 | 92.63 | 78.50 | — | 65.25 | 61.50 | 80.00 | 61.25 | 53.50 | 31.73 | 40.92 |
181
- | marathi-ufal-ud-2.6-200830 | Gold tokenization | — | — | 84.22 | — | 68.69 | 63.83 | 80.10 | 70.39 | 60.92 | 31.95 | 42.32 |
182
- | naija-nsc-ud-2.6-200830 | Raw text | 100.00 | 99.56 | 98.14 | — | 99.16 | 97.77 | 99.27 | 92.46 | 89.81 | 84.18 | 86.20 |
183
- | naija-nsc-ud-2.6-200830 | Gold tokenization | — | — | 98.14 | — | 99.16 | 97.77 | 99.27 | 92.50 | 89.84 | 84.25 | 86.26 |
184
- | north_sami-giella-ud-2.6-200830 | Raw text | 99.87 | 98.79 | 92.35 | 93.57 | 89.40 | 85.61 | 86.85 | 76.66 | 71.84 | 60.71 | 58.95 |
185
- | north_sami-giella-ud-2.6-200830 | Gold tokenization | — | — | 92.47 | 93.70 | 89.56 | 85.75 | 86.96 | 76.97 | 72.16 | 60.95 | 59.19 |
186
- | norwegian-bokmaal-ud-2.6-200830 | Raw text | 99.83 | 95.63 | 98.37 | — | 97.52 | 96.86 | 98.55 | 93.74 | 92.26 | 87.03 | 88.76 |
187
- | norwegian-bokmaal-ud-2.6-200830 | Gold tokenization | — | — | 98.57 | — | 97.71 | 97.05 | 98.75 | 94.48 | 93.00 | 87.67 | 89.43 |
188
- | norwegian-nynorsk-ud-2.6-200830 | Raw text | 99.91 | 94.11 | 98.36 | — | 97.38 | 96.67 | 98.37 | 93.86 | 92.11 | 86.07 | 88.11 |
189
- | norwegian-nynorsk-ud-2.6-200830 | Gold tokenization | — | — | 98.50 | — | 97.51 | 96.80 | 98.50 | 94.66 | 92.93 | 86.95 | 89.01 |
190
- | norwegian-nynorsklia-ud-2.6-200830 | Raw text | 99.91 | 99.53 | 96.45 | — | 95.71 | 93.62 | 98.05 | 80.90 | 76.53 | 65.74 | 69.55 |
191
- | norwegian-nynorsklia-ud-2.6-200830 | Gold tokenization | — | — | 96.55 | — | 95.79 | 93.72 | 98.14 | 81.15 | 76.76 | 65.94 | 69.80 |
192
- | old_church_slavonic-proiel-ud-2.6-200830 | Raw text | 100.00 | 41.43 | 96.58 | 96.83 | 90.44 | 89.17 | 93.19 | 77.42 | 73.57 | 63.51 | 68.53 |
193
- | old_church_slavonic-proiel-ud-2.6-200830 | Gold tokenization | — | — | 96.89 | 97.09 | 91.22 | 89.97 | 93.20 | 87.95 | 83.81 | 73.92 | 77.26 |
194
- | old_french-srcmf-ud-2.6-200830 | Raw text | 99.93 | 100.00 | 96.40 | 96.27 | 97.80 | 95.58 | — | 92.28 | 87.74 | 81.08 | 84.17 |
195
- | old_french-srcmf-ud-2.6-200830 | Gold tokenization | — | — | 96.47 | 96.33 | 97.86 | 95.64 | — | 92.36 | 87.81 | 81.17 | 84.26 |
196
- | old_russian-torot-ud-2.6-200830 | Raw text | 100.00 | 29.60 | 94.33 | 94.39 | 87.51 | 85.16 | 85.82 | 70.66 | 65.18 | 51.26 | 53.18 |
197
- | old_russian-torot-ud-2.6-200830 | Gold tokenization | — | — | 94.93 | 94.99 | 88.44 | 86.35 | 85.77 | 83.15 | 77.17 | 63.78 | 62.66 |
198
- | old_russian-rnc-ud-2.6-200830 | Raw text | 98.15 | 85.46 | 91.80 | 87.74 | 75.83 | 66.63 | 74.94 | 63.08 | 57.53 | 33.85 | 35.04 |
199
- | old_russian-rnc-ud-2.6-200830 | Gold tokenization | — | — | 93.34 | 89.43 | 77.09 | 67.76 | 76.13 | 66.86 | 60.73 | 36.05 | 37.07 |
200
- | persian-seraji-ud-2.6-200830 | Raw text | 99.65 | 98.75 | 97.69 | 97.66 | 97.75 | 97.29 | 96.67 | 91.09 | 88.15 | 83.43 | 82.26 |
201
- | persian-seraji-ud-2.6-200830 | Gold tokenization | — | — | 97.98 | 97.97 | 98.07 | 97.60 | 96.94 | 91.74 | 88.76 | 84.00 | 82.82 |
202
- | polish-pdb-ud-2.6-200830 | Raw text | 99.85 | 97.33 | 98.88 | 95.73 | 95.84 | 95.03 | 98.05 | 94.02 | 92.01 | 84.93 | 88.08 |
203
- | polish-pdb-ud-2.6-200830 | Gold tokenization | — | — | 99.04 | 95.88 | 95.99 | 95.18 | 98.19 | 94.51 | 92.50 | 85.36 | 88.52 |
204
- | polish-lfg-ud-2.6-200830 | Raw text | 99.85 | 99.65 | 98.92 | 95.99 | 96.51 | 95.06 | 98.27 | 96.89 | 95.52 | 89.73 | 92.45 |
205
- | polish-lfg-ud-2.6-200830 | Gold tokenization | — | — | 99.09 | 96.18 | 96.70 | 95.25 | 98.41 | 97.29 | 95.91 | 90.12 | 92.77 |
206
- | portuguese-gsd-ud-2.6-200830 | Raw text | 99.84 | 97.50 | 98.53 | 98.52 | 99.71 | 98.43 | 99.33 | 94.57 | 93.47 | 88.69 | 90.02 |
207
- | portuguese-gsd-ud-2.6-200830 | Gold tokenization | — | — | 98.69 | 98.69 | 99.87 | 98.59 | 99.49 | 94.94 | 93.82 | 89.11 | 90.36 |
208
- | portuguese-bosque-ud-2.6-200830 | Raw text | 99.55 | 90.64 | 97.19 | — | 96.17 | 94.79 | 97.98 | 92.32 | 89.72 | 79.29 | 84.22 |
209
- | portuguese-bosque-ud-2.6-200830 | Gold tokenization | — | — | 97.60 | — | 96.49 | 95.11 | 98.42 | 93.53 | 90.80 | 80.42 | 85.51 |
210
- | romanian-rrt-ud-2.6-200830 | Raw text | 99.69 | 95.28 | 97.79 | 97.18 | 97.32 | 96.81 | 98.20 | 91.83 | 87.56 | 80.00 | 82.17 |
211
- | romanian-rrt-ud-2.6-200830 | Gold tokenization | — | — | 98.08 | 97.44 | 97.60 | 97.08 | 98.49 | 92.74 | 88.38 | 80.82 | 82.88 |
212
- | romanian-nonstandard-ud-2.6-200830 | Raw text | 98.35 | 96.73 | 95.61 | 91.38 | 90.03 | 88.67 | 94.23 | 88.89 | 84.47 | 67.59 | 75.81 |
213
- | romanian-nonstandard-ud-2.6-200830 | Gold tokenization | — | — | 97.21 | 92.90 | 91.53 | 90.13 | 95.74 | 91.00 | 86.49 | 69.53 | 77.28 |
214
- | russian-syntagrus-ud-2.6-200830 | Raw text | 99.60 | 98.80 | 98.86 | — | 97.60 | 97.38 | 98.33 | 94.22 | 92.97 | 89.27 | 90.35 |
215
- | russian-syntagrus-ud-2.6-200830 | Gold tokenization | — | — | 99.27 | — | 97.98 | 97.76 | 98.68 | 94.99 | 93.72 | 89.90 | 90.95 |
216
- | russian-gsd-ud-2.6-200830 | Raw text | 99.50 | 96.22 | 98.03 | 97.51 | 94.76 | 93.60 | 96.89 | 91.66 | 88.38 | 80.67 | 84.18 |
217
- | russian-gsd-ud-2.6-200830 | Gold tokenization | — | — | 98.49 | 97.98 | 95.17 | 93.97 | 97.27 | 92.77 | 89.43 | 81.44 | 85.05 |
218
- | russian-taiga-ud-2.6-200830 | Raw text | 97.16 | 82.69 | 94.13 | 95.72 | 90.01 | 87.50 | 93.05 | 81.17 | 76.99 | 65.28 | 69.94 |
219
- | russian-taiga-ud-2.6-200830 | Gold tokenization | — | — | 96.47 | 98.56 | 92.72 | 89.87 | 95.68 | 85.57 | 80.81 | 68.93 | 73.90 |
220
- | sanskrit-vedic-ud-2.6-200830 | Raw text | 100.00 | 27.18 | 89.50 | — | 81.72 | 77.12 | 87.11 | 60.79 | 49.75 | 41.65 | 44.67 |
221
- | sanskrit-vedic-ud-2.6-200830 | Gold tokenization | — | — | 90.01 | — | 83.11 | 78.58 | 87.24 | 73.34 | 61.55 | 51.87 | 54.91 |
222
- | scottish_gaelic-arcosg-ud-2.6-200830 | Raw text | 99.58 | 55.57 | 93.63 | 87.07 | 89.78 | 85.43 | 95.41 | 77.66 | 71.86 | 55.15 | 60.51 |
223
- | scottish_gaelic-arcosg-ud-2.6-200830 | Gold tokenization | — | — | 94.26 | 87.84 | 90.23 | 86.30 | 95.85 | 83.77 | 77.61 | 62.05 | 68.26 |
224
- | serbian-set-ud-2.6-200830 | Raw text | 99.99 | 93.00 | 98.98 | 95.75 | 95.92 | 95.35 | 97.82 | 93.66 | 91.18 | 83.18 | 86.80 |
225
- | serbian-set-ud-2.6-200830 | Gold tokenization | — | — | 99.01 | 95.78 | 95.94 | 95.39 | 97.83 | 94.33 | 91.82 | 83.84 | 87.45 |
226
- | slovak-snk-ud-2.6-200830 | Raw text | 100.00 | 85.28 | 97.19 | 87.79 | 92.66 | 86.71 | 96.52 | 91.71 | 89.60 | 78.75 | 84.54 |
227
- | slovak-snk-ud-2.6-200830 | Gold tokenization | — | — | 97.30 | 88.06 | 92.84 | 86.98 | 96.60 | 93.68 | 91.57 | 80.55 | 86.59 |
228
- | slovenian-ssj-ud-2.6-200830 | Raw text | 97.99 | 67.98 | 96.93 | 94.35 | 94.56 | 93.95 | 96.59 | 88.09 | 86.65 | 80.90 | 83.58 |
229
- | slovenian-ssj-ud-2.6-200830 | Gold tokenization | — | — | 98.86 | 96.44 | 96.69 | 96.01 | 98.54 | 94.41 | 92.96 | 86.68 | 89.30 |
230
- | slovenian-sst-ud-2.6-200830 | Raw text | 99.85 | 23.14 | 94.70 | 92.70 | 92.52 | 89.74 | 97.14 | 64.23 | 59.57 | 49.25 | 52.95 |
231
- | slovenian-sst-ud-2.6-200830 | Gold tokenization | — | — | 95.71 | 93.11 | 92.94 | 90.90 | 97.46 | 77.81 | 72.24 | 62.71 | 67.18 |
232
- | spanish-ancora-ud-2.6-200830 | Raw text | 99.95 | 98.32 | 99.09 | 99.02 | 98.87 | 98.33 | 99.36 | 93.62 | 91.78 | 86.82 | 88.06 |
233
- | spanish-ancora-ud-2.6-200830 | Gold tokenization | — | — | 99.14 | 99.06 | 98.91 | 98.37 | 99.40 | 93.83 | 91.97 | 87.01 | 88.24 |
234
- | spanish-gsd-ud-2.6-200830 | Raw text | 99.76 | 94.54 | 97.17 | — | 97.05 | 95.32 | 98.80 | 92.00 | 89.70 | 79.23 | 84.49 |
235
- | spanish-gsd-ud-2.6-200830 | Gold tokenization | — | — | 97.40 | — | 97.27 | 95.54 | 99.02 | 92.73 | 90.38 | 79.93 | 85.13 |
236
- | swedish-talbanken-ud-2.6-200830 | Raw text | 99.89 | 96.13 | 98.41 | 97.26 | 97.33 | 96.46 | 98.19 | 91.99 | 89.68 | 83.63 | 85.82 |
237
- | swedish-talbanken-ud-2.6-200830 | Gold tokenization | — | — | 98.51 | 97.38 | 97.44 | 96.57 | 98.30 | 92.46 | 90.14 | 84.12 | 86.33 |
238
- | swedish-lines-ud-2.6-200830 | Raw text | 99.96 | 87.20 | 97.71 | 95.47 | 90.89 | 88.10 | 97.76 | 89.14 | 85.80 | 71.44 | 81.67 |
239
- | swedish-lines-ud-2.6-200830 | Gold tokenization | — | — | 97.75 | 95.48 | 90.91 | 88.09 | 97.79 | 89.91 | 86.52 | 72.13 | 82.48 |
240
- | tamil-ttb-ud-2.6-200830 | Raw text | 94.51 | 97.52 | 88.39 | 82.92 | 85.30 | 82.11 | 89.15 | 70.28 | 64.91 | 54.93 | 58.46 |
241
- | tamil-ttb-ud-2.6-200830 | Gold tokenization | — | — | 93.36 | 87.28 | 90.10 | 86.22 | 93.97 | 78.03 | 71.79 | 61.09 | 64.80 |
242
- | telugu-mtg-ud-2.6-200830 | Raw text | 99.58 | 96.62 | 93.63 | 93.63 | 98.48 | 93.63 | — | 90.17 | 83.52 | 76.00 | 79.62 |
243
- | telugu-mtg-ud-2.6-200830 | Gold tokenization | — | — | 94.04 | 94.04 | 98.89 | 94.04 | — | 91.12 | 84.47 | 76.84 | 80.46 |
244
- | turkish-imst-ud-2.6-200830 | Raw text | 98.30 | 96.97 | 94.48 | 93.69 | 92.06 | 89.95 | 94.41 | 72.63 | 66.80 | 58.31 | 61.57 |
245
- | turkish-imst-ud-2.6-200830 | Gold tokenization | — | — | 96.10 | 95.32 | 93.66 | 91.50 | 96.00 | 76.10 | 69.93 | 60.33 | 63.83 |
246
- | ukrainian-iu-ud-2.6-200830 | Raw text | 99.81 | 96.61 | 97.89 | 94.22 | 94.18 | 93.13 | 97.39 | 90.59 | 88.24 | 78.76 | 83.19 |
247
- | ukrainian-iu-ud-2.6-200830 | Gold tokenization | — | — | 98.10 | 94.42 | 94.34 | 93.30 | 97.56 | 91.11 | 88.75 | 79.11 | 83.59 |
248
- | urdu-udtb-ud-2.6-200830 | Raw text | 100.00 | 98.31 | 94.10 | 92.27 | 82.89 | 78.41 | 97.38 | 88.27 | 82.63 | 56.79 | 74.77 |
249
- | urdu-udtb-ud-2.6-200830 | Gold tokenization | — | — | 94.08 | 92.26 | 82.92 | 78.43 | 97.39 | 88.37 | 82.74 | 56.90 | 74.92 |
250
- | uyghur-udt-ud-2.6-200830 | Raw text | 99.54 | 81.81 | 89.24 | 91.70 | 88.47 | 80.04 | 94.76 | 76.58 | 64.72 | 46.67 | 55.08 |
251
- | uyghur-udt-ud-2.6-200830 | Gold tokenization | — | — | 89.67 | 92.21 | 88.92 | 80.47 | 95.27 | 78.39 | 66.27 | 47.53 | 56.23 |
252
- | vietnamese-vtb-ud-2.6-200830 | Raw text | 85.37 | 93.46 | 78.19 | 76.69 | 85.11 | 76.53 | 85.15 | 52.80 | 47.90 | 41.56 | 44.31 |
253
- | vietnamese-vtb-ud-2.6-200830 | Gold tokenization | — | — | 90.56 | 88.69 | 99.72 | 88.47 | 99.58 | 72.63 | 65.26 | 58.85 | 62.42 |
254
- | welsh-ccg-ud-2.6-200830 | Raw text | 99.42 | 96.28 | 94.02 | 92.96 | 89.04 | 86.39 | 92.88 | 85.79 | 79.16 | 60.98 | 66.81 |
255
- | welsh-ccg-ud-2.6-200830 | Gold tokenization | — | — | 94.54 | 93.51 | 89.52 | 86.83 | 93.46 | 87.04 | 80.35 | 62.14 | 68.05 |
256
- | wolof-wtb-ud-2.6-200830 | Raw text | 99.23 | 91.95 | 94.25 | 94.12 | 93.37 | 91.19 | 95.22 | 83.79 | 78.59 | 66.50 | 70.09 |
257
- | wolof-wtb-ud-2.6-200830 | Gold tokenization | — | — | 95.19 | 95.03 | 94.22 | 92.10 | 95.97 | 85.98 | 80.75 | 68.61 | 72.08 |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
udpipe2/docs/scripts/html DELETED
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1
- #!/bin/sh
2
-
3
- cat <<EOF
4
- <!DOCTYPE html>
5
- <html>
6
- <head>
7
- <meta charset="utf-8">
8
- </head>
9
- <body>
10
- EOF
11
-
12
- cat
13
-
14
- cat <<EOF
15
- </body>
16
- </html>
17
- EOF
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
udpipe2/docs/scripts/markdown-it.min.js DELETED
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udpipe2/docs/scripts/md DELETED
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1
- #!/usr/bin/env nodejs
2
- 'use strict';
3
-
4
- var fs = require('fs');
5
-
6
- var args = process.argv.slice(2);
7
-
8
- // Initialize markdown-it and plugins
9
- var md = require('./markdown-it.min.js')({
10
- html: true,
11
- xhtmlOut: false,
12
- breaks: false,
13
- linkify: true,
14
- typographer: false
15
- });
16
- md.renderer.rules.table_open = function () { return '<table class="table table-condensed table-bordered table-striped">\n'; };
17
-
18
- // Main callback
19
- function process_data(err, data) {
20
- if (err) {
21
- console.error(err.stack);
22
- process.exit(1);
23
- }
24
-
25
- var output;
26
- try {
27
- output = md.render(data);
28
- } catch (err) {
29
- console.error(err.stack);
30
- process.exit(1);
31
- }
32
-
33
- if (args.length >= 2) {
34
- fs.writeFileSync(args[1], output);
35
- } else {
36
- process.stdout.write(output);
37
- }
38
- }
39
-
40
- // Load and process data
41
- if (args.length >= 1) {
42
- fs.readFile(args[0], 'utf-8', process_data);
43
- } else {
44
- var chunks = [];
45
- process.stdin.on('data', function (chunk) { chunks.push(chunk); });
46
- process.stdin.on('end', function () { process_data(null, Buffer.concat(chunks).toString('utf-8')); });
47
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
udpipe2/docs/scripts/preprocess DELETED
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- #!/bin/sh
2
-
3
- perl -ple '$_ = "<h${\(length $1)} id=\"$3\">$2</h${\(length $1)}>" if /^(#+)\s*(.*?)\s*#(\S+)$/'
 
 
 
 
udpipe2/docs/udpipe_2.md DELETED
@@ -1,58 +0,0 @@
1
- # UDPipe 2
2
-
3
- UDPipe 2 is a Python prototype, capable of performing tagging, lemmatization and
4
- syntactic analysis of CoNLL-U input. It took part in several competitions,
5
- reaching excellent results in all of them:
6
- - one of the winners of the [CoNLL 2018 Shared Task](https://www.aclweb.org/anthology/K18-2001/)
7
- - one of the winners of the [SIGMORPHON 2019 Shared Task 2](https://www.aclweb.org/anthology/W19-4226/)
8
- - the winner of [EvaLatin 2020](https://www.aclweb.org/anthology/2020.lt4hala-1.16/)
9
-
10
- Compared to UDPipe 1, it is Python-only, it does not perform tokenization, and
11
- the models require more computation power.
12
-
13
- ## REST Service
14
-
15
- The UDPipe 2 models are currently available from the
16
- [LINDAT UDPipe REST Service](https://lindat.mff.cuni.cz/services/udpipe/).
17
- Apart from the web interface, you can use the
18
- [udpipe2_client.py](https://github.com/ufal/udpipe/blob/udpipe-2/udpipe2_client.py)
19
- script to process your files through the service.
20
-
21
- ## Getting UDPipe 2
22
-
23
- You can get UDPipe 2 sources from the
24
- [udpipe-2 branch of the UDPipe repository](https://github.com/ufal/udpipe/tree/udpipe-2).
25
- The sources can be used to both train a new model and to run a local REST server
26
- for inference.
27
-
28
- ## Models
29
-
30
- The available models are described [on a separate page](/udpipe/2/models).
31
-
32
- <h2 id="udpipe2_acknowledgements">Acknowledgements</h2>
33
-
34
- This work has been supported by the Ministry of Education, Youth and Sports of
35
- the Czech Republic, Project No. LM2018101 LINDAT/CLARIAH-CZ.
36
-
37
- ## Publications
38
-
39
- - Milan Straka (2018): [UDPipe 2.0 Prototype at CoNLL 2018 UD Shared Task](https://www.aclweb.org/anthology/K18-2020/). In: Proceedings of CoNLL 2018: The SIGNLL Conference on Computational Natural Language Learning, pp. 197-207, Association for Computational Linguistics, Stroudsburg, PA, USA, ISBN 978-1-948087-72-8
40
- - Milan Straka, Jana Straková, Jan Hajič (2019): [UDPipe at SIGMORPHON 2019: Contextualized Embeddings, Regularization with Morphological Categories, Corpora Merging](https://www.aclweb.org/anthology/W19-4212/). In: Proceedings of the 16th SIGMORPHON Workshop on Computational Research in Phonetics, Phonology, and Morphology, pp. 95-103, Association for Computational Linguistics, Stroudsburg, PA, USA, ISBN 978-1-950737-36-9
41
- - Milan Straka, Jana Straková, Jan Hajič (2019): [Evaluating Contextualized Embeddings on 54 Languages in POS Tagging, Lemmatization and Dependency Parsing](https://arxiv.org/abs/1908.07448). In: ArXiv.org Computing Research Repository, ISSN 2331-8422, 1904.02099
42
-
43
- ## Bibtex for Referencing
44
-
45
- ```
46
- @InProceedings{straka-2018-udpipe,
47
- title = "{UDP}ipe 2.0 Prototype at {C}o{NLL} 2018 {UD} Shared Task",
48
- author = "Straka, Milan",
49
- booktitle = "Proceedings of the {C}o{NLL} 2018 Shared Task: Multilingual Parsing from Raw Text to Universal Dependencies",
50
- month = oct,
51
- year = "2018",
52
- address = "Brussels, Belgium",
53
- publisher = "Association for Computational Linguistics",
54
- url = "https://www.aclweb.org/anthology/K18-2020",
55
- doi = "10.18653/v1/K18-2020",
56
- pages = "197--207",
57
- }
58
- ```
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
udpipe2/models-2.10/.gitignore DELETED
@@ -1 +0,0 @@
1
- /*-220711.model
 
 
udpipe2/models-2.10/EVALUATION-logs.txt DELETED
@@ -1,124 +0,0 @@
1
- af_afribooms UPOS: 98.77, XPOS: 95.63, UFeats: 98.31, AllTags: 95.51, Lemmas: 97.53, UAS: 90.72, LAS: 87.80, CLAS: 82.75, MLAS: 79.21, BLEX: 78.99
2
- ar_padt UPOS: 97.02, XPOS: 94.38, UFeats: 94.53, AllTags: 94.07, Lemmas: 95.31, UAS: 88.13, LAS: 83.51, CLAS: 80.41, MLAS: 74.57, BLEX: 76.16
3
- be_hse UPOS: 98.81, XPOS: 96.74, UFeats: 94.94, AllTags: 92.87, Lemmas: 93.86, UAS: 89.55, LAS: 87.39, CLAS: 84.54, MLAS: 78.23, BLEX: 78.12
4
- bg_btb UPOS: 99.29, XPOS: 97.30, UFeats: 98.06, AllTags: 96.95, Lemmas: 98.09, UAS: 95.24, LAS: 92.44, CLAS: 89.62, MLAS: 86.49, BLEX: 87.03
5
- ca_ancora UPOS: 99.14, XPOS: 97.32, UFeats: 98.79, AllTags: 97.07, Lemmas: 99.46, UAS: 95.02, LAS: 93.31, CLAS: 89.78, MLAS: 87.69, BLEX: 89.13
6
- cop_scriptorium UPOS: 96.94, XPOS: 96.78, UFeats: 97.51, AllTags: 95.50, Lemmas: 97.01, UAS: 90.48, LAS: 87.70, CLAS: 81.89, MLAS: 76.04, BLEX: 79.55
7
- cs_cac UPOS: 99.73, XPOS: 98.58, UFeats: 98.38, AllTags: 98.13, Lemmas: 99.19, UAS: 96.09, LAS: 94.73, CLAS: 93.70, MLAS: 91.09, BLEX: 92.67
8
- cs_cltt UPOS: 99.47, XPOS: 95.47, UFeats: 95.59, AllTags: 95.15, Lemmas: 99.47, UAS: 91.28, LAS: 89.73, CLAS: 87.29, MLAS: 81.76, BLEX: 86.82
9
- cs_fictree UPOS: 99.18, XPOS: 97.08, UFeats: 97.83, AllTags: 96.87, Lemmas: 99.36, UAS: 96.46, LAS: 94.97, CLAS: 93.80, MLAS: 89.69, BLEX: 92.92
10
- cs_pdt UPOS: 99.45, XPOS: 98.47, UFeats: 98.40, AllTags: 98.08, Lemmas: 99.28, UAS: 95.64, LAS: 94.23, CLAS: 93.35, MLAS: 90.86, BLEX: 92.50
11
- cu_proiel UPOS: 97.08, XPOS: 97.28, UFeats: 91.05, AllTags: 89.88, Lemmas: 93.14, UAS: 88.30, LAS: 84.19, CLAS: 82.97, MLAS: 73.96, BLEX: 77.40
12
- cy_ccg UPOS: 95.84, XPOS: 94.87, UFeats: 90.27, AllTags: 88.01, Lemmas: 94.44, UAS: 87.85, LAS: 81.82, CLAS: 76.78, MLAS: 64.29, BLEX: 70.19
13
- da_ddt UPOS: 98.16, XPOS: 100.00, UFeats: 97.55, AllTags: 96.77, Lemmas: 97.45, UAS: 89.46, LAS: 87.42, CLAS: 85.26, MLAS: 80.41, BLEX: 82.17
14
- de_gsd UPOS: 95.94, XPOS: 97.87, UFeats: 90.62, AllTags: 87.59, Lemmas: 96.96, UAS: 89.28, LAS: 85.04, CLAS: 80.96, MLAS: 65.30, BLEX: 76.75
15
- de_hdt UPOS: 98.62, XPOS: 98.58, UFeats: 94.22, AllTags: 93.83, Lemmas: 97.26, UAS: 97.63, LAS: 96.75, CLAS: 94.81, MLAS: 85.45, BLEX: 91.08
16
- el_gdt UPOS: 98.23, XPOS: 98.24, UFeats: 95.83, AllTags: 95.15, Lemmas: 95.70, UAS: 93.85, LAS: 92.04, CLAS: 88.57, MLAS: 82.21, BLEX: 81.75
17
- en_atis UPOS: 98.97, XPOS: 100.00, UFeats: 98.56, AllTags: 98.13, Lemmas: 99.94, UAS: 95.88, LAS: 94.26, CLAS: 92.50, MLAS: 89.80, BLEX: 92.40
18
- en_ewt UPOS: 97.35, XPOS: 97.06, UFeats: 97.51, AllTags: 95.71, Lemmas: 98.07, UAS: 92.62, LAS: 90.57, CLAS: 88.15, MLAS: 84.02, BLEX: 85.98
19
- en_gum UPOS: 98.27, XPOS: 98.26, UFeats: 98.21, AllTags: 97.23, Lemmas: 99.09, UAS: 93.17, LAS: 91.19, CLAS: 88.17, MLAS: 85.40, BLEX: 87.04
20
- en_lines UPOS: 97.79, XPOS: 96.84, UFeats: 97.07, AllTags: 94.48, Lemmas: 98.47, UAS: 92.09, LAS: 89.17, CLAS: 86.34, MLAS: 81.03, BLEX: 84.34
21
- en_partut UPOS: 97.48, XPOS: 97.36, UFeats: 96.57, AllTags: 95.51, Lemmas: 98.42, UAS: 94.48, LAS: 92.46, CLAS: 89.24, MLAS: 83.68, BLEX: 87.62
22
- es_ancora UPOS: 99.11, XPOS: 96.07, UFeats: 98.80, AllTags: 95.62, Lemmas: 99.42, UAS: 93.88, LAS: 91.97, CLAS: 88.73, MLAS: 86.57, BLEX: 88.04
23
- es_gsd UPOS: 97.39, XPOS: 100.00, UFeats: 97.20, AllTags: 95.53, Lemmas: 98.97, UAS: 92.65, LAS: 90.32, CLAS: 86.46, MLAS: 79.43, BLEX: 85.05
24
- et_edt UPOS: 97.81, XPOS: 98.36, UFeats: 96.36, AllTags: 95.17, Lemmas: 95.43, UAS: 89.71, LAS: 87.03, CLAS: 85.53, MLAS: 80.74, BLEX: 80.37
25
- et_ewt UPOS: 96.65, XPOS: 97.43, UFeats: 95.17, AllTags: 93.07, Lemmas: 94.97, UAS: 86.76, LAS: 83.24, CLAS: 80.95, MLAS: 74.74, BLEX: 75.57
26
- eu_bdt UPOS: 96.30, XPOS: 100.00, UFeats: 93.50, AllTags: 91.48, Lemmas: 96.39, UAS: 87.48, LAS: 84.36, CLAS: 83.23, MLAS: 74.75, BLEX: 79.86
27
- fa_perdt UPOS: 97.78, XPOS: 97.65, UFeats: 97.91, AllTags: 95.88, Lemmas: 99.19, UAS: 94.18, LAS: 91.95, CLAS: 90.15, MLAS: 86.72, BLEX: 89.23
28
- fa_seraji UPOS: 98.24, XPOS: 98.29, UFeats: 98.29, AllTags: 97.77, Lemmas: 96.80, UAS: 92.36, LAS: 89.48, CLAS: 86.84, MLAS: 84.78, BLEX: 83.40
29
- fi_ftb UPOS: 97.00, XPOS: 95.36, UFeats: 96.91, AllTags: 94.28, Lemmas: 95.67, UAS: 91.91, LAS: 89.22, CLAS: 86.82, MLAS: 82.47, BLEX: 82.83
30
- fi_tdt UPOS: 97.92, XPOS: 98.49, UFeats: 96.30, AllTags: 95.41, Lemmas: 92.45, UAS: 91.51, LAS: 89.46, CLAS: 87.88, MLAS: 83.17, BLEX: 79.15
31
- fo_farpahc UPOS: 97.63, XPOS: 93.28, UFeats: 94.72, AllTags: 92.70, Lemmas: 100.00, UAS: 86.82, LAS: 83.10, CLAS: 76.51, MLAS: 69.17, BLEX: 76.51
32
- fr_gsd UPOS: 98.44, XPOS: 100.00, UFeats: 98.47, AllTags: 97.71, Lemmas: 98.75, UAS: 94.55, LAS: 92.71, CLAS: 89.22, MLAS: 86.34, BLEX: 87.59
33
- fr_parisstories UPOS: 96.81, XPOS: 100.00, UFeats: 94.89, AllTags: 92.68, Lemmas: 97.98, UAS: 81.66, LAS: 76.48, CLAS: 70.99, MLAS: 62.48, BLEX: 69.32
34
- fr_partut UPOS: 97.89, XPOS: 97.35, UFeats: 95.27, AllTags: 94.51, Lemmas: 97.89, UAS: 95.62, LAS: 93.85, CLAS: 90.63, MLAS: 82.18, BLEX: 87.24
35
- fr_rhapsodie UPOS: 98.00, XPOS: 98.13, UFeats: 96.88, AllTags: 93.95, Lemmas: 98.99, UAS: 89.90, LAS: 86.09, CLAS: 81.29, MLAS: 75.88, BLEX: 80.35
36
- fr_sequoia UPOS: 99.24, XPOS: 100.00, UFeats: 97.95, AllTags: 97.54, Lemmas: 99.13, UAS: 95.43, LAS: 94.11, CLAS: 91.57, MLAS: 88.00, BLEX: 90.34
37
- fro_srcmf UPOS: 96.99, XPOS: 96.82, UFeats: 98.01, AllTags: 96.01, Lemmas: 99.95, UAS: 91.58, LAS: 87.82, CLAS: 84.91, MLAS: 81.15, BLEX: 84.85
38
- ga_idt UPOS: 95.89, XPOS: 95.07, UFeats: 90.62, AllTags: 87.43, Lemmas: 95.54, UAS: 87.28, LAS: 81.64, CLAS: 76.56, MLAS: 64.55, BLEX: 71.85
39
- gd_arcosg UPOS: 96.62, XPOS: 92.24, UFeats: 94.09, AllTags: 91.39, Lemmas: 97.59, UAS: 87.34, LAS: 81.66, CLAS: 77.44, MLAS: 69.22, BLEX: 75.23
40
- gl_ctg UPOS: 98.01, XPOS: 97.78, UFeats: 99.84, AllTags: 97.41, Lemmas: 98.79, UAS: 87.31, LAS: 84.80, CLAS: 80.10, MLAS: 74.04, BLEX: 78.88
41
- gl_treegal UPOS: 97.19, XPOS: 94.83, UFeats: 95.91, AllTags: 93.86, Lemmas: 97.86, UAS: 86.75, LAS: 82.40, CLAS: 77.86, MLAS: 71.24, BLEX: 75.54
42
- got_proiel UPOS: 96.97, XPOS: 97.42, UFeats: 90.97, AllTags: 89.31, Lemmas: 94.71, UAS: 84.11, LAS: 78.29, CLAS: 75.45, MLAS: 65.70, BLEX: 71.10
43
- grc_perseus UPOS: 92.88, XPOS: 85.60, UFeats: 91.47, AllTags: 84.90, Lemmas: 86.70, UAS: 80.32, LAS: 74.53, CLAS: 68.75, MLAS: 54.71, BLEX: 55.87
44
- grc_proiel UPOS: 97.87, XPOS: 98.14, UFeats: 92.48, AllTags: 91.22, Lemmas: 94.73, UAS: 86.05, LAS: 82.14, CLAS: 77.52, MLAS: 66.97, BLEX: 71.90
45
- hbo_ptnk UPOS: 68.02, XPOS: 67.97, UFeats: 67.11, AllTags: 56.05, Lemmas: 53.36, UAS: 63.32, LAS: 51.61, CLAS: 43.47, MLAS: 28.00, BLEX: 24.34
46
- he_htb UPOS: 97.44, XPOS: 97.42, UFeats: 95.76, AllTags: 95.03, Lemmas: 97.34, UAS: 92.71, LAS: 90.24, CLAS: 85.28, MLAS: 78.74, BLEX: 81.80
47
- he_iahltwiki UPOS: 97.09, XPOS: 97.10, UFeats: 91.58, AllTags: 90.40, Lemmas: 98.24, UAS: 93.88, LAS: 91.45, CLAS: 87.75, MLAS: 74.25, BLEX: 85.44
48
- hi_hdtb UPOS: 97.58, XPOS: 97.14, UFeats: 94.19, AllTags: 92.25, Lemmas: 98.92, UAS: 95.42, LAS: 92.44, CLAS: 89.10, MLAS: 79.35, BLEX: 87.81
49
- hr_set UPOS: 98.54, XPOS: 95.80, UFeats: 96.31, AllTags: 95.54, Lemmas: 97.68, UAS: 92.67, LAS: 89.75, CLAS: 87.55, MLAS: 81.90, BLEX: 84.69
50
- hu_szeged UPOS: 96.79, XPOS: 100.00, UFeats: 94.35, AllTags: 93.56, Lemmas: 95.04, UAS: 89.30, LAS: 85.53, CLAS: 84.34, MLAS: 75.39, BLEX: 78.45
51
- hy_armtdp UPOS: 96.63, XPOS: 100.00, UFeats: 92.05, AllTags: 90.61, Lemmas: 95.70, UAS: 88.50, LAS: 83.81, CLAS: 79.54, MLAS: 70.02, BLEX: 75.42
52
- hy_bsut UPOS: 97.53, XPOS: 100.00, UFeats: 92.25, AllTags: 91.44, Lemmas: 96.82, UAS: 90.55, LAS: 86.28, CLAS: 82.61, MLAS: 71.68, BLEX: 79.32
53
- hyw_armtdp UPOS: 96.90, XPOS: 100.00, UFeats: 92.66, AllTags: 91.86, Lemmas: 97.22, UAS: 89.64, LAS: 84.88, CLAS: 79.34, MLAS: 70.04, BLEX: 76.22
54
- id_csui UPOS: 96.56, XPOS: 96.72, UFeats: 97.43, AllTags: 95.97, Lemmas: 98.87, UAS: 87.76, LAS: 83.27, CLAS: 80.93, MLAS: 77.55, BLEX: 79.90
55
- id_gsd UPOS: 94.66, XPOS: 94.26, UFeats: 96.00, AllTags: 89.13, Lemmas: 98.53, UAS: 88.56, LAS: 82.41, CLAS: 79.03, MLAS: 73.15, BLEX: 77.87
56
- is_icepahc UPOS: 97.08, XPOS: 93.45, UFeats: 91.47, AllTags: 86.61, Lemmas: 96.15, UAS: 87.77, LAS: 83.87, CLAS: 78.62, MLAS: 66.49, BLEX: 74.83
57
- is_modern UPOS: 99.14, XPOS: 98.21, UFeats: 98.45, AllTags: 97.95, Lemmas: 98.98, UAS: 94.50, LAS: 93.26, CLAS: 91.23, MLAS: 89.41, BLEX: 90.16
58
- it_isdt UPOS: 98.72, XPOS: 98.65, UFeats: 98.42, AllTags: 97.83, Lemmas: 98.95, UAS: 94.96, LAS: 93.34, CLAS: 89.84, MLAS: 86.95, BLEX: 88.38
59
- it_markit UPOS: 97.15, XPOS: 97.40, UFeats: 94.09, AllTags: 92.34, Lemmas: 88.54, UAS: 89.14, LAS: 85.26, CLAS: 81.14, MLAS: 70.49, BLEX: 78.46
60
- it_partut UPOS: 98.54, XPOS: 98.57, UFeats: 98.49, AllTags: 97.69, Lemmas: 98.93, UAS: 96.26, LAS: 94.15, CLAS: 90.51, MLAS: 87.68, BLEX: 89.07
61
- it_postwita UPOS: 97.04, XPOS: 96.83, UFeats: 96.80, AllTags: 95.29, Lemmas: 97.31, UAS: 88.36, LAS: 84.20, CLAS: 79.86, MLAS: 75.33, BLEX: 77.34
62
- it_twittiro UPOS: 96.91, XPOS: 96.61, UFeats: 95.93, AllTags: 94.09, Lemmas: 95.19, UAS: 88.07, LAS: 83.53, CLAS: 78.14, MLAS: 71.77, BLEX: 72.69
63
- it_vit UPOS: 98.36, XPOS: 97.71, UFeats: 97.85, AllTags: 96.52, Lemmas: 99.10, UAS: 92.88, LAS: 89.97, CLAS: 85.60, MLAS: 81.89, BLEX: 84.63
64
- ja_gsd UPOS: 98.55, XPOS: 97.50, UFeats: 99.99, AllTags: 97.13, Lemmas: 98.47, UAS: 94.73, LAS: 93.75, CLAS: 90.40, MLAS: 88.50, BLEX: 88.34
65
- ja_gsdluw UPOS: 98.36, XPOS: 98.05, UFeats: 100.00, AllTags: 97.93, Lemmas: 97.89, UAS: 95.23, LAS: 94.18, CLAS: 88.82, MLAS: 86.38, BLEX: 85.19
66
- ko_gsd UPOS: 96.73, XPOS: 90.43, UFeats: 99.82, AllTags: 88.19, Lemmas: 93.69, UAS: 89.32, LAS: 85.66, CLAS: 83.79, MLAS: 81.52, BLEX: 77.99
67
- ko_kaist UPOS: 95.88, XPOS: 87.74, UFeats: 100.00, AllTags: 87.56, Lemmas: 94.17, UAS: 89.34, LAS: 87.48, CLAS: 85.38, MLAS: 82.15, BLEX: 80.14
68
- la_perseus UPOS: 91.85, XPOS: 80.66, UFeats: 86.20, AllTags: 78.48, Lemmas: 88.15, UAS: 78.13, LAS: 68.71, CLAS: 64.31, MLAS: 52.28, BLEX: 55.56
69
- la_udante UPOS: 90.82, XPOS: 75.70, UFeats: 81.53, AllTags: 71.65, Lemmas: 87.44, UAS: 75.47, LAS: 67.94, CLAS: 59.71, MLAS: 43.88, BLEX: 50.47
70
- la_ittb UPOS: 98.92, XPOS: 96.57, UFeats: 96.79, AllTags: 95.18, Lemmas: 99.18, UAS: 91.51, LAS: 89.51, CLAS: 87.10, MLAS: 82.60, BLEX: 86.59
71
- la_llct UPOS: 99.68, XPOS: 97.15, UFeats: 97.25, AllTags: 96.89, Lemmas: 97.78, UAS: 95.55, LAS: 94.57, CLAS: 93.62, MLAS: 89.80, BLEX: 90.98
72
- la_proiel UPOS: 97.12, XPOS: 97.32, UFeats: 91.24, AllTags: 90.24, Lemmas: 96.44, UAS: 83.20, LAS: 78.50, CLAS: 75.46, MLAS: 66.31, BLEX: 73.00
73
- lt_alksnis UPOS: 96.04, XPOS: 90.52, UFeats: 91.23, AllTags: 89.61, Lemmas: 93.69, UAS: 83.70, LAS: 79.89, CLAS: 77.74, MLAS: 68.90, BLEX: 72.37
74
- lt_hse UPOS: 91.23, XPOS: 92.36, UFeats: 85.28, AllTags: 80.09, Lemmas: 90.57, UAS: 73.96, LAS: 64.53, CLAS: 62.53, MLAS: 47.54, BLEX: 56.10
75
- lv_lvtb UPOS: 97.14, XPOS: 90.44, UFeats: 94.49, AllTags: 89.64, Lemmas: 96.55, UAS: 89.84, LAS: 86.82, CLAS: 84.71, MLAS: 77.05, BLEX: 81.31
76
- lzh_kyoto UPOS: 92.31, XPOS: 90.88, UFeats: 93.87, AllTags: 88.08, Lemmas: 99.47, UAS: 83.15, LAS: 77.63, CLAS: 76.82, MLAS: 73.05, BLEX: 76.42
77
- mr_ufal UPOS: 82.52, XPOS: 100.00, UFeats: 68.20, AllTags: 62.86, Lemmas: 80.83, UAS: 68.93, LAS: 58.50, CLAS: 51.45, MLAS: 29.46, BLEX: 38.17
78
- mt_mudt UPOS: 95.95, XPOS: 95.92, UFeats: 100.00, AllTags: 95.48, Lemmas: 100.00, UAS: 85.65, LAS: 80.69, CLAS: 73.31, MLAS: 69.38, BLEX: 73.31
79
- nl_alpino UPOS: 97.97, XPOS: 96.87, UFeats: 97.89, AllTags: 96.39, Lemmas: 95.26, UAS: 94.01, LAS: 91.64, CLAS: 87.74, MLAS: 84.12, BLEX: 80.85
80
- nl_lassysmall UPOS: 97.26, XPOS: 96.43, UFeats: 97.31, AllTags: 95.79, Lemmas: 95.97, UAS: 94.51, LAS: 91.66, CLAS: 88.45, MLAS: 84.41, BLEX: 83.08
81
- no_bokmaal UPOS: 98.61, XPOS: 100.00, UFeats: 97.69, AllTags: 97.07, Lemmas: 98.82, UAS: 94.40, LAS: 92.92, CLAS: 90.96, MLAS: 87.60, BLEX: 89.44
82
- no_nynorsk UPOS: 98.41, XPOS: 100.00, UFeats: 97.49, AllTags: 96.71, Lemmas: 98.53, UAS: 94.63, LAS: 92.93, CLAS: 91.06, MLAS: 86.89, BLEX: 89.20
83
- no_nynorsklia UPOS: 96.72, XPOS: 100.00, UFeats: 95.80, AllTags: 93.84, Lemmas: 98.14, UAS: 81.41, LAS: 76.83, CLAS: 71.80, MLAS: 66.22, BLEX: 69.89
84
- orv_birchbark UPOS: 89.37, XPOS: 99.37, UFeats: 76.61, AllTags: 72.61, Lemmas: 66.04, UAS: 76.32, LAS: 69.00, CLAS: 62.28, MLAS: 41.54, BLEX: 33.60
85
- orv_rnc UPOS: 93.29, XPOS: 88.93, UFeats: 78.51, AllTags: 68.69, Lemmas: 76.77, UAS: 67.15, LAS: 61.10, CLAS: 55.87, MLAS: 37.11, BLEX: 37.26
86
- orv_torot UPOS: 95.06, XPOS: 95.30, UFeats: 88.54, AllTags: 86.56, Lemmas: 85.96, UAS: 83.29, LAS: 77.23, CLAS: 74.03, MLAS: 64.03, BLEX: 62.93
87
- pcm_nsc UPOS: 98.08, XPOS: 100.00, UFeats: 99.00, AllTags: 97.57, Lemmas: 99.38, UAS: 93.74, LAS: 91.07, CLAS: 90.15, MLAS: 88.21, BLEX: 89.67
88
- pl_lfg UPOS: 99.17, XPOS: 96.25, UFeats: 96.75, AllTags: 95.32, Lemmas: 98.38, UAS: 97.25, LAS: 95.90, CLAS: 94.64, MLAS: 90.19, BLEX: 92.68
89
- pl_pdb UPOS: 99.05, XPOS: 96.03, UFeats: 96.23, AllTags: 95.38, Lemmas: 98.23, UAS: 94.73, LAS: 92.70, CLAS: 90.86, MLAS: 85.82, BLEX: 88.80
90
- pt_bosque UPOS: 98.22, XPOS: 100.00, UFeats: 97.23, AllTags: 96.27, Lemmas: 98.66, UAS: 93.50, LAS: 91.16, CLAS: 87.67, MLAS: 82.44, BLEX: 85.87
91
- pt_gsd UPOS: 98.65, XPOS: 98.64, UFeats: 99.89, AllTags: 98.55, Lemmas: 99.40, UAS: 94.90, LAS: 93.81, CLAS: 90.98, MLAS: 89.23, BLEX: 90.36
92
- qpm_philotis UPOS: 98.90, XPOS: 100.00, UFeats: 95.67, AllTags: 95.32, Lemmas: 96.69, UAS: 88.68, LAS: 83.75, CLAS: 78.35, MLAS: 71.48, BLEX: 74.42
93
- qtd_sagt UPOS: 91.09, XPOS: 100.00, UFeats: 80.84, AllTags: 76.02, Lemmas: 91.52, UAS: 72.70, LAS: 62.06, CLAS: 56.88, MLAS: 41.62, BLEX: 51.71
94
- ro_nonstandard UPOS: 97.30, XPOS: 92.86, UFeats: 91.51, AllTags: 90.08, Lemmas: 95.99, UAS: 90.58, LAS: 86.50, CLAS: 82.00, MLAS: 69.63, BLEX: 77.69
95
- ro_rrt UPOS: 98.19, XPOS: 97.45, UFeats: 97.67, AllTags: 97.21, Lemmas: 98.22, UAS: 92.72, LAS: 89.13, CLAS: 85.64, MLAS: 82.13, BLEX: 83.69
96
- ro_simonero UPOS: 98.60, XPOS: 98.12, UFeats: 97.70, AllTags: 97.37, Lemmas: 99.07, UAS: 94.41, LAS: 92.44, CLAS: 89.67, MLAS: 85.72, BLEX: 88.60
97
- ru_gsd UPOS: 98.58, XPOS: 97.98, UFeats: 95.15, AllTags: 93.97, Lemmas: 97.43, UAS: 92.67, LAS: 89.69, CLAS: 88.71, MLAS: 81.94, BLEX: 85.64
98
- ru_syntagrus UPOS: 98.79, XPOS: 100.00, UFeats: 94.30, AllTags: 94.00, Lemmas: 98.46, UAS: 94.56, LAS: 92.40, CLAS: 91.22, MLAS: 83.25, BLEX: 89.44
99
- ru_taiga UPOS: 97.34, XPOS: 100.00, UFeats: 94.89, AllTags: 93.63, Lemmas: 96.37, UAS: 85.64, LAS: 81.92, CLAS: 79.70, MLAS: 72.73, BLEX: 76.10
100
- sa_vedic UPOS: 89.97, XPOS: 100.00, UFeats: 83.05, AllTags: 78.27, Lemmas: 87.33, UAS: 73.74, LAS: 62.01, CLAS: 61.49, MLAS: 51.98, BLEX: 55.41
101
- sk_snk UPOS: 97.88, XPOS: 90.55, UFeats: 93.69, AllTags: 89.78, Lemmas: 96.50, UAS: 93.89, LAS: 92.05, CLAS: 90.98, MLAS: 82.79, BLEX: 86.92
102
- sl_ssj UPOS: 99.03, XPOS: 97.02, UFeats: 97.24, AllTags: 96.69, Lemmas: 98.63, UAS: 94.15, LAS: 92.76, CLAS: 90.59, MLAS: 86.97, BLEX: 89.02
103
- sl_sst UPOS: 95.62, XPOS: 93.09, UFeats: 92.91, AllTags: 90.82, Lemmas: 97.55, UAS: 78.41, LAS: 73.09, CLAS: 69.96, MLAS: 63.33, BLEX: 68.33
104
- sme_giella UPOS: 91.92, XPOS: 93.67, UFeats: 89.46, AllTags: 85.43, Lemmas: 87.13, UAS: 75.48, LAS: 70.77, CLAS: 68.68, MLAS: 60.05, BLEX: 58.58
105
- sr_set UPOS: 99.13, XPOS: 96.01, UFeats: 96.20, AllTags: 95.74, Lemmas: 97.78, UAS: 94.26, LAS: 91.80, CLAS: 90.34, MLAS: 84.30, BLEX: 87.60
106
- sv_lines UPOS: 97.73, XPOS: 95.52, UFeats: 90.87, AllTags: 88.13, Lemmas: 97.76, UAS: 91.44, LAS: 88.20, CLAS: 85.49, MLAS: 72.49, BLEX: 82.96
107
- sv_talbanken UPOS: 98.61, XPOS: 97.52, UFeats: 97.48, AllTags: 96.70, Lemmas: 98.32, UAS: 92.68, LAS: 90.31, CLAS: 88.54, MLAS: 84.43, BLEX: 86.55
108
- ta_ttb UPOS: 89.29, XPOS: 87.78, UFeats: 89.94, AllTags: 82.65, Lemmas: 94.42, UAS: 78.13, LAS: 68.78, CLAS: 65.74, MLAS: 56.80, BLEX: 61.48
109
- te_mtg UPOS: 94.04, XPOS: 94.17, UFeats: 99.03, AllTags: 93.90, Lemmas: 100.00, UAS: 91.68, LAS: 85.58, CLAS: 81.98, MLAS: 77.98, BLEX: 81.98
110
- tr_atis UPOS: 99.02, XPOS: 100.00, UFeats: 98.52, AllTags: 98.32, Lemmas: 99.13, UAS: 91.13, LAS: 89.32, CLAS: 88.73, MLAS: 87.00, BLEX: 87.95
111
- tr_boun UPOS: 92.53, XPOS: 93.47, UFeats: 92.77, AllTags: 87.21, Lemmas: 94.26, UAS: 81.07, LAS: 74.73, CLAS: 72.30, MLAS: 61.25, BLEX: 66.92
112
- tr_framenet UPOS: 96.86, XPOS: 100.00, UFeats: 94.82, AllTags: 94.07, Lemmas: 96.66, UAS: 93.39, LAS: 84.25, CLAS: 81.02, MLAS: 73.89, BLEX: 77.64
113
- tr_imst UPOS: 95.94, XPOS: 95.49, UFeats: 92.38, AllTags: 89.91, Lemmas: 96.13, UAS: 78.07, LAS: 72.09, CLAS: 68.54, MLAS: 60.22, BLEX: 65.33
114
- tr_kenet UPOS: 93.72, XPOS: 100.00, UFeats: 92.12, AllTags: 90.71, Lemmas: 93.33, UAS: 84.07, LAS: 71.29, CLAS: 70.60, MLAS: 61.80, BLEX: 64.89
115
- tr_penn UPOS: 96.30, XPOS: 100.00, UFeats: 95.08, AllTags: 93.88, Lemmas: 95.01, UAS: 86.76, LAS: 73.92, CLAS: 70.55, MLAS: 63.59, BLEX: 66.03
116
- tr_tourism UPOS: 98.85, XPOS: 100.00, UFeats: 95.12, AllTags: 94.72, Lemmas: 98.40, UAS: 97.25, LAS: 91.58, CLAS: 89.07, MLAS: 82.03, BLEX: 87.45
117
- ug_udt UPOS: 89.71, XPOS: 92.31, UFeats: 88.64, AllTags: 80.51, Lemmas: 95.14, UAS: 78.38, LAS: 66.50, CLAS: 60.23, MLAS: 47.83, BLEX: 56.57
118
- uk_iu UPOS: 98.08, XPOS: 94.54, UFeats: 94.35, AllTags: 93.26, Lemmas: 97.53, UAS: 91.12, LAS: 88.72, CLAS: 86.01, MLAS: 79.14, BLEX: 83.36
119
- ur_udtb UPOS: 93.93, XPOS: 92.17, UFeats: 82.92, AllTags: 78.42, Lemmas: 97.41, UAS: 88.23, LAS: 82.57, CLAS: 77.05, MLAS: 56.64, BLEX: 74.76
120
- vi_vtb UPOS: 90.36, XPOS: 88.56, UFeats: 99.74, AllTags: 88.33, Lemmas: 99.59, UAS: 72.88, LAS: 65.41, CLAS: 62.99, MLAS: 58.76, BLEX: 62.51
121
- wo_wtb UPOS: 95.17, XPOS: 95.07, UFeats: 94.28, AllTags: 92.24, Lemmas: 95.96, UAS: 86.28, LAS: 80.76, CLAS: 75.46, MLAS: 68.69, BLEX: 72.07
122
- zh_gsd UPOS: 96.21, XPOS: 96.08, UFeats: 99.40, AllTags: 95.34, Lemmas: 99.99, UAS: 87.15, LAS: 83.95, CLAS: 82.60, MLAS: 78.42, BLEX: 82.59
123
- zh_gsdsimp UPOS: 96.15, XPOS: 96.04, UFeats: 99.45, AllTags: 95.30, Lemmas: 99.99, UAS: 87.28, LAS: 84.07, CLAS: 82.65, MLAS: 78.56, BLEX: 82.64
124
- ************ ***** 96.49, XPOS: 96.10, UFeats: 94.35, AllTags: 91.83, Lemmas: 95.84, UAS: 88.77, LAS: 84.76, CLAS: 81.51, MLAS: 74.47, BLEX: 77.84
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
udpipe2/models-2.10/EVALUATION-server.txt DELETED
@@ -1,246 +0,0 @@
1
- afrikaans-afribooms-ud-2.10-220711 raw_text Tokens:99.78 Sentences:98.59 Words:99.78 UPOS:98.58 XPOS:95.46 UFeats:98.13 AllTags:95.33 Lemmas:97.43 UAS:90.10 LAS:87.23 CLAS:82.16 MLAS:78.64 BLEX:78.59
2
- afrikaans-afribooms-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:98.77 XPOS:95.62 UFeats:98.31 AllTags:95.50 Lemmas:97.53 UAS:90.72 LAS:87.80 CLAS:82.75 MLAS:79.23 BLEX:78.99
3
- ancient_greek-perseus-ud-2.10-220711 raw_text Tokens:99.97 Sentences:98.85 Words:99.97 UPOS:92.83 XPOS:85.55 UFeats:91.45 AllTags:84.87 Lemmas:86.68 UAS:80.13 LAS:74.36 CLAS:68.58 MLAS:54.62 BLEX:55.72
4
- ancient_greek-perseus-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:92.88 XPOS:85.60 UFeats:91.47 AllTags:84.90 Lemmas:86.70 UAS:80.32 LAS:74.53 CLAS:68.75 MLAS:54.73 BLEX:55.87
5
- ancient_greek-proiel-ud-2.10-220711 raw_text Tokens:100.00 Sentences:48.02 Words:100.00 UPOS:97.77 XPOS:98.05 UFeats:92.35 AllTags:91.05 Lemmas:94.71 UAS:79.82 LAS:76.06 CLAS:70.68 MLAS:60.08 BLEX:65.75
6
- ancient_greek-proiel-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:97.87 XPOS:98.14 UFeats:92.49 AllTags:91.26 Lemmas:94.73 UAS:86.05 LAS:82.14 CLAS:77.52 MLAS:67.03 BLEX:71.90
7
- ancient_hebrew-ptnk-ud-2.10-220711 raw_text Tokens:100.00 Sentences:98.06 Words:68.76 UPOS:56.80 XPOS:56.94 UFeats:55.13 AllTags:50.80 Lemmas:49.88 UAS:38.73 LAS:34.67 CLAS:24.33 MLAS:18.47 BLEX:17.69
8
- ancient_hebrew-ptnk-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:68.03 XPOS:67.97 UFeats:66.97 AllTags:56.15 Lemmas:53.35 UAS:63.31 LAS:51.61 CLAS:43.47 MLAS:28.08 BLEX:24.34
9
- arabic-padt-ud-2.10-220711 raw_text Tokens:99.98 Sentences:82.09 Words:94.58 UPOS:91.72 XPOS:89.01 UFeats:89.14 AllTags:88.69 Lemmas:90.41 UAS:78.63 LAS:74.54 CLAS:71.29 MLAS:65.84 BLEX:67.88
10
- arabic-padt-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:97.02 XPOS:94.38 UFeats:94.53 AllTags:94.08 Lemmas:95.31 UAS:88.11 LAS:83.49 CLAS:80.38 MLAS:74.57 BLEX:76.13
11
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12
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udpipe2/models-2.10/eval_all.sh DELETED
@@ -1,13 +0,0 @@
1
- #!/bin/sh
2
-
3
- sh models_list.sh | while read names path treebank ack; do
4
- model=${names%%:*}
5
- for mode in "raw_text" "gold_tok"; do
6
- conllu=../ud-2.10/$treebank/$treebank-ud-test.conllu
7
- case $mode in
8
- raw_text) txt=${conllu%.conllu}.txt;;
9
- *) txt=;
10
- esac
11
- echo $model $mode $(bash ../scripts/eval_via_server.sh $model $conllu "$txt" | tail -n+3 | awk 'BEGIN{ORS=" "}{print $1 ":" $7}')
12
- done
13
- done
 
 
 
 
 
 
 
 
 
 
 
 
 
 
udpipe2/models-2.10/eval_has_feature.sh DELETED
@@ -1,14 +0,0 @@
1
- #!/bin/sh
2
-
3
- for d in ../ud-2.10/*/; do
4
- case $d in
5
- *_all/) continue;;
6
- esac
7
-
8
- has_xpos=$(grep -P "^\d+\t" $d$(basename ${d%/})-ud-test.conllu | cut -f5 | uniq | wc -l | perl -ple '$_=$_ > 1 ? 1 : 0')
9
- has_feats=$(grep -P "^\d+\t" $d$(basename ${d%/})-ud-test.conllu | cut -f6 | uniq | wc -l | perl -ple '$_=$_ > 1 ? 1 : 0')
10
- has_lemmas=$(grep -P "^\d+\t" $d$(basename ${d%/})-ud-test.conllu | cut -f3 | uniq | wc -l | perl -ple '$_=$_ > 1 ? 1 : 0')
11
- [ $has_xpos = 0 ] && echo $d: no XPOS
12
- [ $has_feats = 0 ] && echo $d: no UFeats
13
- [ $has_lemmas = 0 ] && echo $d: no Lemmas
14
- done
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
udpipe2/models-2.10/models_copy.sh DELETED
@@ -1,22 +0,0 @@
1
- #!/bin/sh
2
-
3
- [ $# -ge 2 ] || { echo Usage $0 datadir date >&2; exit 1; }
4
- data="$1"; shift
5
- date="$1"; shift
6
-
7
- for treebank in $(cut -f1 ../$data/langs_sizes); do
8
- case $treebank in *_all) continue; esac
9
-
10
- lang=${treebank%%_*}
11
- if [ -d ../$data/${lang}_all ] && ! grep -q "^$treebank\$" models_non_shared.txt; then
12
- rsync -av -m --delete --exclude *.v2 --exclude training.log ../models/$data-${lang}_all/ ${lang}_all-$data-$date.model
13
- ln -fsn ${lang}_all-$data-$date.model $treebank-$data-$date.model
14
- else
15
- rsync -av -m --delete --exclude *.v2 --exclude training.log ../models/$data-$treebank/ $treebank-$data-$date.model
16
- fi
17
- done
18
-
19
- for treebank in $(cut -f1 ../$data/langs_sizes); do
20
- case $treebank in *_all) continue; esac
21
- cp ~/repos/udpipe/training/models-ud-2.10-tokenizer-chosen/$treebank/$treebank.model $treebank-$data-$date.model/$treebank.tokenizer
22
- done
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
udpipe2/models-2.10/models_list.sh DELETED
@@ -1,129 +0,0 @@
1
- #!/bin/sh
2
-
3
- ack='https://ufal.mff.cuni.cz/udpipe/2/models#universal_dependencies_210_models'
4
-
5
- cat <<EOF
6
- afrikaans-afribooms-ud-2.10-220711:af_afribooms-ud-2.10-220711:af:afr models-2.10/af_afribooms-ud-2.10-220711.model af_afribooms $ack
7
- ancient_greek-perseus-ud-2.10-220711:grc_perseus-ud-2.10-220711:grc models-2.10/grc_all-ud-2.10-220711.model grc_perseus $ack
8
- ancient_greek-proiel-ud-2.10-220711:grc_proiel-ud-2.10-220711 models-2.10/grc_all-ud-2.10-220711.model grc_proiel $ack
9
- ancient_hebrew-ptnk-ud-2.10-220711:hbo_ptnk-ud-2.10-220711:hbo models-2.10/hbo_ptnk-ud-2.10-220711.model hbo_ptnk $ack
10
- arabic-padt-ud-2.10-220711:ar_padt-ud-2.10-220711:ar:ara models-2.10/ar_padt-ud-2.10-220711.model ar_padt $ack
11
- armenian-armtdp-ud-2.10-220711:hy_armtdp-ud-2.10-220711:hy:hye:arm models-2.10/hy_all-ud-2.10-220711.model hy_armtdp $ack
12
- armenian-bsut-ud-2.10-220711:hy_bsut-ud-2.10-220711 models-2.10/hy_all-ud-2.10-220711.model hy_bsut $ack
13
- basque-bdt-ud-2.10-220711:eu_bdt-ud-2.10-220711:eu:eus models-2.10/eu_bdt-ud-2.10-220711.model eu_bdt $ack
14
- belarusian-hse-ud-2.10-220711:be_hse-ud-2.10-220711:be:bel models-2.10/be_hse-ud-2.10-220711.model be_hse $ack
15
- bulgarian-btb-ud-2.10-220711:bg_btb-ud-2.10-220711:bg:bul models-2.10/bg_btb-ud-2.10-220711.model bg_btb $ack
16
- catalan-ancora-ud-2.10-220711:ca_ancora-ud-2.10-220711:ca:cat models-2.10/ca_ancora-ud-2.10-220711.model ca_ancora $ack
17
- chinese-gsdsimp-ud-2.10-220711:zh_gsdsimp-ud-2.10-220711:zh:zho:chi models-2.10/zh_all-ud-2.10-220711.model zh_gsdsimp $ack
18
- chinese-gsd-ud-2.10-220711:zh_gsd-ud-2.10-220711 models-2.10/zh_all-ud-2.10-220711.model zh_gsd $ack
19
- classical_chinese-kyoto-ud-2.10-220711:lzh_kyoto-ud-2.10-220711:lzh models-2.10/lzh_kyoto-ud-2.10-220711.model lzh_kyoto $ack
20
- coptic-scriptorium-ud-2.10-220711:cop_scriptorium-ud-2.10-220711:cop models-2.10/cop_scriptorium-ud-2.10-220711.model cop_scriptorium $ack
21
- croatian-set-ud-2.10-220711:hr_set-ud-2.10-220711:hr:hrv models-2.10/hr_set-ud-2.10-220711.model hr_set $ack
22
- czech-pdt-ud-2.10-220711:cs_pdt-ud-2.10-220711:cs:ces:cze models-2.10/cs_all-ud-2.10-220711.model cs_pdt $ack
23
- czech-cac-ud-2.10-220711:cs_cac-ud-2.10-220711 models-2.10/cs_all-ud-2.10-220711.model cs_cac $ack
24
- czech-cltt-ud-2.10-220711:cs_cltt-ud-2.10-220711 models-2.10/cs_all-ud-2.10-220711.model cs_cltt $ack
25
- czech-fictree-ud-2.10-220711:cs_fictree-ud-2.10-220711 models-2.10/cs_all-ud-2.10-220711.model cs_fictree $ack
26
- danish-ddt-ud-2.10-220711:da_ddt-ud-2.10-220711:da:dan models-2.10/da_ddt-ud-2.10-220711.model da_ddt $ack
27
- dutch-alpino-ud-2.10-220711:nl_alpino-ud-2.10-220711:nl:nld:dut models-2.10/nl_all-ud-2.10-220711.model nl_alpino $ack
28
- dutch-lassysmall-ud-2.10-220711:nl_lassysmall-ud-2.10-220711 models-2.10/nl_all-ud-2.10-220711.model nl_lassysmall $ack
29
- english-ewt-ud-2.10-220711:en_ewt-ud-2.10-220711:en:eng models-2.10/en_all-ud-2.10-220711.model en_ewt $ack
30
- english-atis-ud-2.10-220711:en_atis-ud-2.10-220711 models-2.10/en_all-ud-2.10-220711.model en_atis $ack
31
- english-gum-ud-2.10-220711:en_gum-ud-2.10-220711 models-2.10/en_all-ud-2.10-220711.model en_gum $ack
32
- english-lines-ud-2.10-220711:en_lines-ud-2.10-220711 models-2.10/en_all-ud-2.10-220711.model en_lines $ack
33
- english-partut-ud-2.10-220711:en_partut-ud-2.10-220711 models-2.10/en_all-ud-2.10-220711.model en_partut $ack
34
- estonian-edt-ud-2.10-220711:et_edt-ud-2.10-220711:et:est models-2.10/et_all-ud-2.10-220711.model et_edt $ack
35
- estonian-ewt-ud-2.10-220711:et_ewt-ud-2.10-220711 models-2.10/et_all-ud-2.10-220711.model et_ewt $ack
36
- faroese-farpahc-ud-2.10-220711:fo_farpahc-ud-2.10-220711:fo:fao models-2.10/fo_farpahc-ud-2.10-220711.model fo_farpahc $ack
37
- finnish-tdt-ud-2.10-220711:fi_tdt-ud-2.10-220711:fi:fin models-2.10/fi_all-ud-2.10-220711.model fi_tdt $ack
38
- finnish-ftb-ud-2.10-220711:fi_ftb-ud-2.10-220711 models-2.10/fi_all-ud-2.10-220711.model fi_ftb $ack
39
- french-gsd-ud-2.10-220711:fr_gsd-ud-2.10-220711:fr:fra:fre models-2.10/fr_all-ud-2.10-220711.model fr_gsd $ack
40
- french-parisstories-ud-2.10-220711:fr_parisstories-ud-2.10-220711 models-2.10/fr_all-ud-2.10-220711.model fr_parisstories $ack
41
- french-partut-ud-2.10-220711:fr_partut-ud-2.10-220711 models-2.10/fr_all-ud-2.10-220711.model fr_partut $ack
42
- french-rhapsodie-ud-2.10-220711:fr_rhapsodie-ud-2.10-220711 models-2.10/fr_all-ud-2.10-220711.model fr_rhapsodie $ack
43
- french-sequoia-ud-2.10-220711:fr_sequoia-ud-2.10-220711 models-2.10/fr_all-ud-2.10-220711.model fr_sequoia $ack
44
- galician-ctg-ud-2.10-220711:gl_ctg-ud-2.10-220711:gl:glg models-2.10/gl_all-ud-2.10-220711.model gl_ctg $ack
45
- galician-treegal-ud-2.10-220711:gl_treegal-ud-2.10-220711 models-2.10/gl_all-ud-2.10-220711.model gl_treegal $ack
46
- german-hdt-ud-2.10-220711:de_hdt-ud-2.10-220711:de:deu:ger models-2.10/de_hdt-ud-2.10-220711.model de_hdt $ack
47
- german-gsd-ud-2.10-220711:de_gsd-ud-2.10-220711 models-2.10/de_gsd-ud-2.10-220711.model de_gsd $ack
48
- gothic-proiel-ud-2.10-220711:got_proiel-ud-2.10-220711:got models-2.10/got_proiel-ud-2.10-220711.model got_proiel $ack
49
- greek-gdt-ud-2.10-220711:el_gdt-ud-2.10-220711:el:ell:gre models-2.10/el_gdt-ud-2.10-220711.model el_gdt $ack
50
- hebrew-htb-ud-2.10-220711:he_htb-ud-2.10-220711:he:heb models-2.10/he_all-ud-2.10-220711.model he_htb $ack
51
- hebrew-iahltwiki-ud-2.10-220711:he_iahltwiki-ud-2.10-220711 models-2.10/he_all-ud-2.10-220711.model he_iahltwiki $ack
52
- hindi-hdtb-ud-2.10-220711:hi_hdtb-ud-2.10-220711:hi:hin models-2.10/hi_hdtb-ud-2.10-220711.model hi_hdtb $ack
53
- hungarian-szeged-ud-2.10-220711:hu_szeged-ud-2.10-220711:hu:hun models-2.10/hu_szeged-ud-2.10-220711.model hu_szeged $ack
54
- icelandic-icepahc-ud-2.10-220711:is_icepahc-ud-2.10-220711:is:ice:isl models-2.10/is_all-ud-2.10-220711.model is_icepahc $ack
55
- icelandic-modern-ud-2.10-220711:is_modern-ud-2.10-220711 models-2.10/is_modern-ud-2.10-220711.model is_modern $ack
56
- indonesian-gsd-ud-2.10-220711:id_gsd-ud-2.10-220711:id:ind models-2.10/id_all-ud-2.10-220711.model id_gsd $ack
57
- indonesian-csui-ud-2.10-220711:id_csui-ud-2.10-220711 models-2.10/id_all-ud-2.10-220711.model id_csui $ack
58
- irish-idt-ud-2.10-220711:ga_idt-ud-2.10-220711:ga:gle models-2.10/ga_idt-ud-2.10-220711.model ga_idt $ack
59
- italian-isdt-ud-2.10-220711:it_isdt-ud-2.10-220711:it:ita models-2.10/it_all-ud-2.10-220711.model it_isdt $ack
60
- italian-markit-ud-2.10-220711:it_markit-ud-2.10-220711 models-2.10/it_all-ud-2.10-220711.model it_markit $ack
61
- italian-partut-ud-2.10-220711:it_partut-ud-2.10-220711 models-2.10/it_all-ud-2.10-220711.model it_partut $ack
62
- italian-postwita-ud-2.10-220711:it_postwita-ud-2.10-220711 models-2.10/it_all-ud-2.10-220711.model it_postwita $ack
63
- italian-twittiro-ud-2.10-220711:it_twittiro-ud-2.10-220711 models-2.10/it_all-ud-2.10-220711.model it_twittiro $ack
64
- italian-vit-ud-2.10-220711:it_vit-ud-2.10-220711 models-2.10/it_all-ud-2.10-220711.model it_vit $ack
65
- japanese-gsd-ud-2.10-220711:ja_gsd-ud-2.10-220711:ja:jpn models-2.10/ja_all-ud-2.10-220711.model ja_gsd $ack
66
- japanese-gsdluw-ud-2.10-220711:ja_gsdluw-ud-2.10-220711 models-2.10/ja_all-ud-2.10-220711.model ja_gsdluw $ack
67
- korean-kaist-ud-2.10-220711:ko_kaist-ud-2.10-220711:ko:kor models-2.10/ko_all-ud-2.10-220711.model ko_kaist $ack
68
- korean-gsd-ud-2.10-220711:ko_gsd-ud-2.10-220711 models-2.10/ko_all-ud-2.10-220711.model ko_gsd $ack
69
- latin-ittb-ud-2.10-220711:la_ittb-ud-2.10-220711:la:lat models-2.10/la_ittb-ud-2.10-220711.model la_ittb $ack
70
- latin-llct-ud-2.10-220711:la_llct-ud-2.10-220711 models-2.10/la_llct-ud-2.10-220711.model la_llct $ack
71
- latin-perseus-ud-2.10-220711:la_perseus-ud-2.10-220711 models-2.10/la_all-ud-2.10-220711.model la_perseus $ack
72
- latin-proiel-ud-2.10-220711:la_proiel-ud-2.10-220711 models-2.10/la_proiel-ud-2.10-220711.model la_proiel $ack
73
- latin-udante-ud-2.10-220711:la_udante-ud-2.10-220711 models-2.10/la_all-ud-2.10-220711.model la_udante $ack
74
- latvian-lvtb-ud-2.10-220711:lv_lvtb-ud-2.10-220711:lv:lav models-2.10/lv_lvtb-ud-2.10-220711.model lv_lvtb $ack
75
- lithuanian-alksnis-ud-2.10-220711:lt_alksnis-ud-2.10-220711:lt:lit models-2.10/lt_all-ud-2.10-220711.model lt_alksnis $ack
76
- lithuanian-hse-ud-2.10-220711:lt_hse-ud-2.10-220711 models-2.10/lt_all-ud-2.10-220711.model lt_hse $ack
77
- maltese-mudt-ud-2.10-220711:mt_mudt-ud-2.10-220711:mt:mlt models-2.10/mt_mudt-ud-2.10-220711.model mt_mudt $ack
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- marathi-ufal-ud-2.10-220711:mr_ufal-ud-2.10-220711:mr:mar models-2.10/mr_ufal-ud-2.10-220711.model mr_ufal $ack
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- norwegian-bokmaal-ud-2.10-220711:no_bokmaal-ud-2.10-220711:nb:nob models-2.10/no_all-ud-2.10-220711.model no_bokmaal $ack
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- norwegian-nynorsk-ud-2.10-220711:no_nynorsk-ud-2.10-220711:nn:nno models-2.10/no_all-ud-2.10-220711.model no_nynorsk $ack
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- norwegian-nynorsklia-ud-2.10-220711:no_nynorsklia-ud-2.10-220711 models-2.10/no_all-ud-2.10-220711.model no_nynorsklia $ack
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85
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86
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- old_russian-rnc-ud-2.10-220711:orv_rnc-ud-2.10-220711 models-2.10/orv_all-ud-2.10-220711.model orv_rnc $ack
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89
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90
- persian-seraji-ud-2.10-220711:fa_seraji-ud-2.10-220711 models-2.10/fa_all-ud-2.10-220711.model fa_seraji $ack
91
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92
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93
- pomak-philotis-ud-2.10-220711:qpm_philotis-ud-2.10-220711:qpm models-2.10/qpm_philotis-ud-2.10-220711.model qpm_philotis $ack
94
- portuguese-gsd-ud-2.10-220711:pt_gsd-ud-2.10-220711:pt:por models-2.10/pt_all-ud-2.10-220711.model pt_gsd $ack
95
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96
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97
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98
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100
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101
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102
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104
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105
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106
- slovenian-ssj-ud-2.10-220711:sl_ssj-ud-2.10-220711:sl:slv models-2.10/sl_all-ud-2.10-220711.model sl_ssj $ack
107
- slovenian-sst-ud-2.10-220711:sl_sst-ud-2.10-220711 models-2.10/sl_all-ud-2.10-220711.model sl_sst $ack
108
- spanish-ancora-ud-2.10-220711:es_ancora-ud-2.10-220711:es:spa models-2.10/es_all-ud-2.10-220711.model es_ancora $ack
109
- spanish-gsd-ud-2.10-220711:es_gsd-ud-2.10-220711 models-2.10/es_all-ud-2.10-220711.model es_gsd $ack
110
- swedish-talbanken-ud-2.10-220711:sv_talbanken-ud-2.10-220711:sv:swe models-2.10/sv_all-ud-2.10-220711.model sv_talbanken $ack
111
- swedish-lines-ud-2.10-220711:sv_lines-ud-2.10-220711 models-2.10/sv_all-ud-2.10-220711.model sv_lines $ack
112
- tamil-ttb-ud-2.10-220711:ta_ttb-ud-2.10-220711:ta:tam models-2.10/ta_ttb-ud-2.10-220711.model ta_ttb $ack
113
- telugu-mtg-ud-2.10-220711:te_mtg-ud-2.10-220711:te:tel models-2.10/te_mtg-ud-2.10-220711.model te_mtg $ack
114
- turkish-boun-ud-2.10-220711:tr_boun-ud-2.10-220711:tr:tur models-2.10/tr_all-ud-2.10-220711.model tr_boun $ack
115
- turkish-atis-ud-2.10-220711:tr_atis-ud-2.10-220711 models-2.10/tr_all-ud-2.10-220711.model tr_atis $ack
116
- turkish-framenet-ud-2.10-220711:tr_framenet-ud-2.10-220711 models-2.10/tr_all-ud-2.10-220711.model tr_framenet $ack
117
- turkish-imst-ud-2.10-220711:tr_imst-ud-2.10-220711 models-2.10/tr_all-ud-2.10-220711.model tr_imst $ack
118
- turkish-kenet-ud-2.10-220711:tr_kenet-ud-2.10-220711 models-2.10/tr_all-ud-2.10-220711.model tr_kenet $ack
119
- turkish-penn-ud-2.10-220711:tr_penn-ud-2.10-220711 models-2.10/tr_all-ud-2.10-220711.model tr_penn $ack
120
- turkish-tourism-ud-2.10-220711:tr_tourism-ud-2.10-220711 models-2.10/tr_all-ud-2.10-220711.model tr_tourism $ack
121
- turkish_german-sagt-ud-2.10-220711:qtd_sagt-ud-2.10-220711:qtd models-2.10/qtd_sagt-ud-2.10-220711.model qtd_sagt $ack
122
- ukrainian-iu-ud-2.10-220711:uk_iu-ud-2.10-220711:uk:ukr models-2.10/uk_iu-ud-2.10-220711.model uk_iu $ack
123
- urdu-udtb-ud-2.10-220711:ur_udtb-ud-2.10-220711:ur:urd models-2.10/ur_udtb-ud-2.10-220711.model ur_udtb $ack
124
- uyghur-udt-ud-2.10-220711:ug_udt-ud-2.10-220711:ug:uig models-2.10/ug_udt-ud-2.10-220711.model ug_udt $ack
125
- vietnamese-vtb-ud-2.10-220711:vi_vtb-ud-2.10-220711:vi:vie models-2.10/vi_vtb-ud-2.10-220711.model vi_vtb $ack
126
- welsh-ccg-ud-2.10-220711:cy_ccg-ud-2.10-220711:cy:wel:cym models-2.10/cy_ccg-ud-2.10-220711.model cy_ccg $ack
127
- western_armenian-armtdp-ud-2.10-220711:hyw_armtdp-ud-2.10-220711:hyw models-2.10/hyw_armtdp-ud-2.10-220711.model hyw_armtdp $ack
128
- wolof-wtb-ud-2.10-220711:wo_wtb-ud-2.10-220711:wo:wol:wof models-2.10/wo_wtb-ud-2.10-220711.model wo_wtb $ack
129
- EOF
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
udpipe2/models-2.10/models_non_shared.txt DELETED
@@ -1,6 +0,0 @@
1
- de_gsd
2
- de_hdt
3
- is_modern
4
- la_ittb
5
- la_llct
6
- la_proiel
 
 
 
 
 
 
 
udpipe2/models-2.12/.gitignore DELETED
@@ -1 +0,0 @@
1
- /*-230717.model
 
 
udpipe2/models-2.12/EVALUATION-logs.txt DELETED
@@ -1,132 +0,0 @@
1
- af_afribooms UPOS: 98.71, XPOS: 95.85, UFeats: 98.42, AllTags: 95.65, Lemmas: 98.33, UAS: 90.58, LAS: 87.63, CLAS: 82.32, MLAS: 79.08, BLEX: 79.85
2
- ar_padt UPOS: 96.96, XPOS: 94.34, UFeats: 94.51, AllTags: 94.01, Lemmas: 95.20, UAS: 88.25, LAS: 83.66, CLAS: 80.68, MLAS: 74.75, BLEX: 76.33
3
- be_hse UPOS: 98.81, XPOS: 98.16, UFeats: 95.09, AllTags: 94.12, Lemmas: 93.82, UAS: 89.79, LAS: 87.60, CLAS: 84.91, MLAS: 78.79, BLEX: 78.41
4
- bg_btb UPOS: 99.33, XPOS: 97.37, UFeats: 98.05, AllTags: 96.98, Lemmas: 98.09, UAS: 95.23, LAS: 92.49, CLAS: 89.85, MLAS: 86.59, BLEX: 87.35
5
- ca_ancora UPOS: 99.17, XPOS: 97.36, UFeats: 98.79, AllTags: 97.08, Lemmas: 99.46, UAS: 95.07, LAS: 93.59, CLAS: 90.37, MLAS: 88.25, BLEX: 89.70
6
- cop_scriptorium UPOS: 97.05, XPOS: 96.91, UFeats: 97.83, AllTags: 95.88, Lemmas: 97.41, UAS: 90.46, LAS: 87.70, CLAS: 81.75, MLAS: 76.37, BLEX: 79.79
7
- cs_cac UPOS: 99.70, XPOS: 98.26, UFeats: 98.03, AllTags: 97.73, Lemmas: 99.31, UAS: 96.20, LAS: 94.95, CLAS: 93.97, MLAS: 90.82, BLEX: 93.13
8
- cs_cltt UPOS: 99.40, XPOS: 94.18, UFeats: 94.49, AllTags: 94.07, Lemmas: 99.03, UAS: 93.17, LAS: 91.20, CLAS: 89.45, MLAS: 82.91, BLEX: 88.87
9
- cs_fictree UPOS: 99.16, XPOS: 97.07, UFeats: 97.91, AllTags: 96.85, Lemmas: 99.30, UAS: 96.23, LAS: 94.72, CLAS: 93.51, MLAS: 89.52, BLEX: 92.50
10
- cs_pdt UPOS: 99.38, XPOS: 98.55, UFeats: 98.87, AllTags: 98.33, Lemmas: 99.46, UAS: 95.81, LAS: 94.43, CLAS: 93.61, MLAS: 91.39, BLEX: 92.97
11
- cu_proiel UPOS: 96.66, XPOS: 96.98, UFeats: 90.38, AllTags: 88.92, Lemmas: 90.20, UAS: 85.04, LAS: 80.53, CLAS: 77.29, MLAS: 68.54, BLEX: 69.15
12
- cy_ccg UPOS: 95.74, XPOS: 94.73, UFeats: 89.99, AllTags: 87.61, Lemmas: 94.94, UAS: 87.82, LAS: 81.85, CLAS: 76.95, MLAS: 63.97, BLEX: 70.94
13
- da_ddt UPOS: 98.17, XPOS: 100.00, UFeats: 97.58, AllTags: 96.81, Lemmas: 97.52, UAS: 89.82, LAS: 87.64, CLAS: 85.10, MLAS: 80.16, BLEX: 82.15
14
- de_gsd UPOS: 96.47, XPOS: 97.80, UFeats: 91.23, AllTags: 88.62, Lemmas: 97.18, UAS: 88.79, LAS: 84.99, CLAS: 81.12, MLAS: 66.97, BLEX: 77.23
15
- de_hdt UPOS: 98.66, XPOS: 98.59, UFeats: 94.34, AllTags: 93.94, Lemmas: 97.79, UAS: 97.60, LAS: 96.71, CLAS: 94.76, MLAS: 85.54, BLEX: 91.20
16
- el_gdt UPOS: 98.32, XPOS: 98.34, UFeats: 95.86, AllTags: 95.19, Lemmas: 96.17, UAS: 93.81, LAS: 91.92, CLAS: 88.45, MLAS: 82.25, BLEX: 82.40
17
- el_gud UPOS: 97.11, XPOS: 96.32, UFeats: 94.32, AllTags: 90.64, Lemmas: 95.83, UAS: 93.59, LAS: 90.68, CLAS: 87.20, MLAS: 76.42, BLEX: 80.89
18
- en_atis UPOS: 99.07, XPOS: 100.00, UFeats: 98.66, AllTags: 98.21, Lemmas: 99.64, UAS: 96.17, LAS: 94.59, CLAS: 92.80, MLAS: 90.22, BLEX: 92.42
19
- en_eslspok UPOS: 98.68, XPOS: 98.68, UFeats: 100.00, AllTags: 98.19, Lemmas: 100.00, UAS: 96.20, LAS: 94.79, CLAS: 93.74, MLAS: 91.98, BLEX: 93.74
20
- en_ewt UPOS: 97.50, XPOS: 97.17, UFeats: 97.55, AllTags: 95.83, Lemmas: 98.08, UAS: 93.03, LAS: 91.04, CLAS: 88.81, MLAS: 84.68, BLEX: 86.63
21
- en_gum UPOS: 98.34, XPOS: 98.39, UFeats: 98.27, AllTags: 97.35, Lemmas: 99.15, UAS: 93.72, LAS: 91.79, CLAS: 88.89, MLAS: 86.08, BLEX: 87.79
22
- en_lines UPOS: 97.78, XPOS: 96.95, UFeats: 97.12, AllTags: 94.58, Lemmas: 98.39, UAS: 92.18, LAS: 89.38, CLAS: 86.67, MLAS: 81.35, BLEX: 84.50
23
- en_partut UPOS: 97.68, XPOS: 97.54, UFeats: 96.68, AllTags: 95.69, Lemmas: 98.44, UAS: 94.42, LAS: 92.52, CLAS: 89.21, MLAS: 83.71, BLEX: 87.64
24
- es_ancora UPOS: 99.11, XPOS: 96.16, UFeats: 98.82, AllTags: 95.74, Lemmas: 99.43, UAS: 93.87, LAS: 92.10, CLAS: 89.06, MLAS: 86.95, BLEX: 88.45
25
- es_gsd UPOS: 97.36, XPOS: 100.00, UFeats: 96.99, AllTags: 95.29, Lemmas: 98.83, UAS: 93.37, LAS: 91.09, CLAS: 86.81, MLAS: 79.53, BLEX: 85.15
26
- et_edt UPOS: 97.79, XPOS: 98.26, UFeats: 96.51, AllTags: 95.36, Lemmas: 95.52, UAS: 89.43, LAS: 86.82, CLAS: 85.37, MLAS: 80.79, BLEX: 80.33
27
- et_ewt UPOS: 96.22, XPOS: 97.46, UFeats: 95.32, AllTags: 93.05, Lemmas: 95.00, UAS: 87.27, LAS: 83.70, CLAS: 81.52, MLAS: 74.90, BLEX: 76.19
28
- eu_bdt UPOS: 96.39, XPOS: 100.00, UFeats: 93.39, AllTags: 91.45, Lemmas: 96.41, UAS: 87.88, LAS: 84.86, CLAS: 82.65, MLAS: 74.93, BLEX: 79.52
29
- fa_perdt UPOS: 97.81, XPOS: 97.68, UFeats: 97.94, AllTags: 95.91, Lemmas: 99.23, UAS: 94.08, LAS: 91.84, CLAS: 90.16, MLAS: 86.86, BLEX: 89.27
30
- fa_seraji UPOS: 98.22, XPOS: 98.23, UFeats: 98.27, AllTags: 97.73, Lemmas: 98.54, UAS: 92.47, LAS: 89.62, CLAS: 87.07, MLAS: 85.08, BLEX: 85.22
31
- fi_ftb UPOS: 97.08, XPOS: 95.29, UFeats: 96.88, AllTags: 94.32, Lemmas: 95.90, UAS: 92.40, LAS: 89.53, CLAS: 87.13, MLAS: 82.67, BLEX: 83.28
32
- fi_tdt UPOS: 98.00, XPOS: 98.59, UFeats: 96.37, AllTags: 95.51, Lemmas: 92.39, UAS: 91.72, LAS: 89.75, CLAS: 88.09, MLAS: 83.41, BLEX: 79.26
33
- fo_farpahc UPOS: 97.67, XPOS: 93.17, UFeats: 94.50, AllTags: 92.50, Lemmas: 100.00, UAS: 86.95, LAS: 83.19, CLAS: 76.49, MLAS: 69.13, BLEX: 76.49
34
- fr_gsd UPOS: 98.48, XPOS: 100.00, UFeats: 98.29, AllTags: 97.61, Lemmas: 98.85, UAS: 94.95, LAS: 93.12, CLAS: 89.72, MLAS: 86.56, BLEX: 88.24
35
- fr_parisstories UPOS: 97.48, XPOS: 100.00, UFeats: 93.30, AllTags: 91.45, Lemmas: 98.26, UAS: 81.17, LAS: 77.85, CLAS: 74.25, MLAS: 63.20, BLEX: 72.63
36
- fr_partut UPOS: 98.12, XPOS: 97.62, UFeats: 95.89, AllTags: 95.12, Lemmas: 98.50, UAS: 95.35, LAS: 93.89, CLAS: 90.83, MLAS: 83.73, BLEX: 88.49
37
- fr_rhapsodie UPOS: 98.19, XPOS: 98.11, UFeats: 97.03, AllTags: 94.14, Lemmas: 99.00, UAS: 89.32, LAS: 86.13, CLAS: 81.87, MLAS: 76.47, BLEX: 80.94
38
- fr_sequoia UPOS: 99.25, XPOS: 100.00, UFeats: 98.02, AllTags: 97.63, Lemmas: 99.14, UAS: 95.64, LAS: 94.38, CLAS: 91.74, MLAS: 88.24, BLEX: 90.55
39
- fro_srcmf UPOS: 97.06, XPOS: 96.91, UFeats: 98.03, AllTags: 96.04, Lemmas: 99.96, UAS: 91.34, LAS: 87.62, CLAS: 84.61, MLAS: 81.04, BLEX: 84.56
40
- ga_idt UPOS: 96.13, XPOS: 95.08, UFeats: 90.98, AllTags: 87.81, Lemmas: 95.97, UAS: 86.76, LAS: 81.20, CLAS: 75.91, MLAS: 64.51, BLEX: 71.55
41
- ga_twittirish UPOS: 91.80, XPOS: 100.00, UFeats: 100.00, AllTags: 91.80, Lemmas: 89.57, UAS: 85.75, LAS: 79.31, CLAS: 74.36, MLAS: 66.72, BLEX: 64.15
42
- gd_arcosg UPOS: 96.41, XPOS: 92.49, UFeats: 94.09, AllTags: 91.39, Lemmas: 97.47, UAS: 87.24, LAS: 82.83, CLAS: 78.54, MLAS: 71.68, BLEX: 76.16
43
- gl_ctg UPOS: 97.97, XPOS: 97.79, UFeats: 99.83, AllTags: 97.35, Lemmas: 98.86, UAS: 86.86, LAS: 84.31, CLAS: 78.69, MLAS: 73.03, BLEX: 77.52
44
- gl_treegal UPOS: 97.19, XPOS: 94.72, UFeats: 95.86, AllTags: 93.84, Lemmas: 97.90, UAS: 86.97, LAS: 82.77, CLAS: 78.24, MLAS: 71.37, BLEX: 75.88
45
- got_proiel UPOS: 96.85, XPOS: 97.22, UFeats: 91.08, AllTags: 89.22, Lemmas: 94.78, UAS: 86.67, LAS: 80.82, CLAS: 76.89, MLAS: 68.60, BLEX: 72.63
46
- grc_perseus UPOS: 93.02, XPOS: 85.78, UFeats: 91.47, AllTags: 84.92, Lemmas: 86.74, UAS: 80.30, LAS: 74.71, CLAS: 68.87, MLAS: 54.56, BLEX: 55.87
47
- grc_proiel UPOS: 97.87, XPOS: 98.14, UFeats: 92.58, AllTags: 91.26, Lemmas: 94.82, UAS: 86.59, LAS: 82.72, CLAS: 77.57, MLAS: 68.28, BLEX: 72.13
48
- gv_cadhan UPOS: 96.77, XPOS: 100.00, UFeats: 98.43, AllTags: 95.93, Lemmas: 95.98, UAS: 92.47, LAS: 89.13, CLAS: 86.18, MLAS: 83.16, BLEX: 82.07
49
- hbo_ptnk UPOS: 96.70, XPOS: 96.86, UFeats: 90.41, AllTags: 89.22, Lemmas: 96.60, UAS: 91.29, LAS: 87.61, CLAS: 80.33, MLAS: 68.26, BLEX: 76.48
50
- he_htb UPOS: 97.64, XPOS: 97.62, UFeats: 95.84, AllTags: 95.28, Lemmas: 97.36, UAS: 92.46, LAS: 89.95, CLAS: 85.38, MLAS: 79.31, BLEX: 82.14
51
- he_iahltwiki UPOS: 97.09, XPOS: 97.09, UFeats: 92.19, AllTags: 91.10, Lemmas: 98.29, UAS: 93.66, LAS: 91.26, CLAS: 87.71, MLAS: 75.14, BLEX: 85.53
52
- hi_hdtb UPOS: 97.74, XPOS: 97.34, UFeats: 94.25, AllTags: 92.40, Lemmas: 98.94, UAS: 95.43, LAS: 92.55, CLAS: 89.29, MLAS: 79.76, BLEX: 87.93
53
- hr_set UPOS: 98.57, XPOS: 95.90, UFeats: 96.39, AllTags: 95.61, Lemmas: 97.84, UAS: 92.90, LAS: 90.06, CLAS: 87.88, MLAS: 82.29, BLEX: 85.21
54
- hu_szeged UPOS: 96.77, XPOS: 100.00, UFeats: 94.31, AllTags: 93.50, Lemmas: 95.01, UAS: 88.99, LAS: 85.30, CLAS: 84.24, MLAS: 75.15, BLEX: 78.65
55
- hy_armtdp UPOS: 96.86, XPOS: 100.00, UFeats: 91.84, AllTags: 90.60, Lemmas: 95.52, UAS: 88.21, LAS: 83.30, CLAS: 78.95, MLAS: 69.21, BLEX: 74.57
56
- hy_bsut UPOS: 97.60, XPOS: 100.00, UFeats: 92.14, AllTags: 91.35, Lemmas: 96.99, UAS: 90.62, LAS: 86.38, CLAS: 82.63, MLAS: 71.59, BLEX: 79.57
57
- hyw_armtdp UPOS: 96.75, XPOS: 100.00, UFeats: 92.41, AllTags: 91.61, Lemmas: 97.22, UAS: 89.52, LAS: 84.91, CLAS: 79.49, MLAS: 69.94, BLEX: 76.44
58
- id_csui UPOS: 96.34, XPOS: 96.58, UFeats: 97.17, AllTags: 95.74, Lemmas: 98.74, UAS: 87.26, LAS: 82.71, CLAS: 80.31, MLAS: 77.07, BLEX: 79.20
59
- id_gsd UPOS: 94.79, XPOS: 94.40, UFeats: 96.18, AllTags: 89.37, Lemmas: 98.52, UAS: 88.41, LAS: 82.43, CLAS: 78.99, MLAS: 73.13, BLEX: 77.77
60
- is_gc UPOS: 95.06, XPOS: 82.72, UFeats: 85.52, AllTags: 80.35, Lemmas: 91.81, UAS: 84.15, LAS: 79.67, CLAS: 75.53, MLAS: 59.23, BLEX: 69.52
61
- is_icepahc UPOS: 97.08, XPOS: 93.55, UFeats: 92.17, AllTags: 87.35, Lemmas: 96.39, UAS: 87.85, LAS: 83.95, CLAS: 78.62, MLAS: 67.41, BLEX: 75.13
62
- is_modern UPOS: 98.15, XPOS: 95.92, UFeats: 88.93, AllTags: 86.07, Lemmas: 97.46, UAS: 87.03, LAS: 84.16, CLAS: 79.22, MLAS: 65.30, BLEX: 76.45
63
- it_isdt UPOS: 98.71, XPOS: 98.64, UFeats: 98.39, AllTags: 97.89, Lemmas: 98.95, UAS: 95.15, LAS: 93.48, CLAS: 89.96, MLAS: 87.21, BLEX: 88.56
64
- it_markit UPOS: 97.35, XPOS: 97.52, UFeats: 94.39, AllTags: 92.88, Lemmas: 88.50, UAS: 89.40, LAS: 85.52, CLAS: 81.49, MLAS: 71.27, BLEX: 78.67
65
- it_parlamint UPOS: 99.17, XPOS: 98.52, UFeats: 98.50, AllTags: 97.58, Lemmas: 99.16, UAS: 93.41, LAS: 91.44, CLAS: 88.90, MLAS: 85.78, BLEX: 87.58
66
- it_partut UPOS: 98.52, XPOS: 98.52, UFeats: 98.30, AllTags: 97.72, Lemmas: 98.82, UAS: 96.18, LAS: 94.09, CLAS: 90.30, MLAS: 87.68, BLEX: 88.80
67
- it_postwita UPOS: 97.17, XPOS: 96.95, UFeats: 96.92, AllTags: 95.44, Lemmas: 97.25, UAS: 87.96, LAS: 83.79, CLAS: 79.50, MLAS: 75.19, BLEX: 76.95
68
- it_twittiro UPOS: 96.84, XPOS: 96.57, UFeats: 95.87, AllTags: 94.15, Lemmas: 95.43, UAS: 88.34, LAS: 83.43, CLAS: 77.75, MLAS: 71.82, BLEX: 72.62
69
- it_vit UPOS: 98.35, XPOS: 97.65, UFeats: 97.87, AllTags: 96.50, Lemmas: 99.10, UAS: 92.95, LAS: 90.12, CLAS: 85.85, MLAS: 81.99, BLEX: 84.81
70
- ja_gsd UPOS: 98.59, XPOS: 97.52, UFeats: 99.99, AllTags: 97.20, Lemmas: 98.47, UAS: 94.93, LAS: 93.94, CLAS: 90.54, MLAS: 88.80, BLEX: 88.47
71
- ja_gsdluw UPOS: 98.36, XPOS: 98.01, UFeats: 100.00, AllTags: 97.90, Lemmas: 97.78, UAS: 95.16, LAS: 94.19, CLAS: 88.69, MLAS: 86.28, BLEX: 84.89
72
- ko_gsd UPOS: 96.72, XPOS: 90.24, UFeats: 99.79, AllTags: 88.12, Lemmas: 93.74, UAS: 88.70, LAS: 84.76, CLAS: 83.31, MLAS: 81.49, BLEX: 77.59
73
- ko_kaist UPOS: 96.19, XPOS: 87.78, UFeats: 100.00, AllTags: 87.58, Lemmas: 94.18, UAS: 88.85, LAS: 86.92, CLAS: 85.39, MLAS: 82.77, BLEX: 80.36
74
- la_perseus UPOS: 92.95, XPOS: 81.14, UFeats: 84.59, AllTags: 77.45, Lemmas: 88.88, UAS: 79.08, LAS: 71.91, CLAS: 67.59, MLAS: 53.46, BLEX: 59.28
75
- la_udante UPOS: 91.18, XPOS: 75.58, UFeats: 84.40, AllTags: 72.23, Lemmas: 87.20, UAS: 75.94, LAS: 68.64, CLAS: 60.84, MLAS: 47.62, BLEX: 51.39
76
- la_ittb UPOS: 99.03, XPOS: 96.66, UFeats: 97.10, AllTags: 95.62, Lemmas: 99.18, UAS: 91.27, LAS: 89.34, CLAS: 87.08, MLAS: 83.10, BLEX: 86.53
77
- la_llct UPOS: 99.75, XPOS: 97.14, UFeats: 97.15, AllTags: 96.87, Lemmas: 97.77, UAS: 95.40, LAS: 94.39, CLAS: 93.16, MLAS: 89.09, BLEX: 90.40
78
- la_proiel UPOS: 97.02, XPOS: 97.12, UFeats: 91.43, AllTags: 90.26, Lemmas: 96.42, UAS: 83.88, LAS: 79.54, CLAS: 75.94, MLAS: 67.84, BLEX: 73.35
79
- lt_alksnis UPOS: 96.08, XPOS: 90.44, UFeats: 91.25, AllTags: 89.62, Lemmas: 93.56, UAS: 83.94, LAS: 80.08, CLAS: 77.80, MLAS: 68.85, BLEX: 72.05
80
- lt_hse UPOS: 91.32, XPOS: 91.42, UFeats: 83.58, AllTags: 80.00, Lemmas: 90.75, UAS: 75.00, LAS: 65.00, CLAS: 62.39, MLAS: 45.87, BLEX: 55.84
81
- lv_lvtb UPOS: 97.43, XPOS: 91.56, UFeats: 95.46, AllTags: 90.76, Lemmas: 97.21, UAS: 89.96, LAS: 86.95, CLAS: 84.82, MLAS: 78.68, BLEX: 82.17
82
- lzh_kyoto UPOS: 93.43, XPOS: 92.14, UFeats: 94.62, AllTags: 89.81, Lemmas: 99.52, UAS: 84.71, LAS: 79.40, CLAS: 78.60, MLAS: 75.49, BLEX: 78.24
83
- mr_ufal UPOS: 87.14, XPOS: 100.00, UFeats: 76.94, AllTags: 73.06, Lemmas: 87.86, UAS: 73.79, LAS: 65.29, CLAS: 60.04, MLAS: 41.82, BLEX: 50.10
84
- mt_mudt UPOS: 95.87, XPOS: 95.92, UFeats: 100.00, AllTags: 95.46, Lemmas: 100.00, UAS: 85.70, LAS: 80.81, CLAS: 73.43, MLAS: 69.28, BLEX: 73.43
85
- myv_jr UPOS: 88.66, XPOS: 88.07, UFeats: 79.63, AllTags: 73.96, Lemmas: 85.52, UAS: 74.08, LAS: 64.24, CLAS: 59.26, MLAS: 41.84, BLEX: 48.91
86
- nl_alpino UPOS: 98.02, XPOS: 96.82, UFeats: 97.86, AllTags: 96.44, Lemmas: 95.16, UAS: 94.31, LAS: 91.90, CLAS: 88.12, MLAS: 84.95, BLEX: 81.32
87
- nl_lassysmall UPOS: 97.67, XPOS: 96.85, UFeats: 97.51, AllTags: 96.28, Lemmas: 96.51, UAS: 94.63, LAS: 91.91, CLAS: 88.89, MLAS: 85.20, BLEX: 84.07
88
- no_bokmaal UPOS: 98.58, XPOS: 99.14, UFeats: 97.65, AllTags: 97.00, Lemmas: 98.78, UAS: 94.54, LAS: 93.28, CLAS: 90.97, MLAS: 87.51, BLEX: 89.41
89
- no_nynorsk UPOS: 98.62, XPOS: 99.27, UFeats: 97.52, AllTags: 96.75, Lemmas: 98.60, UAS: 94.57, LAS: 93.17, CLAS: 90.88, MLAS: 86.78, BLEX: 89.06
90
- orv_birchbark UPOS: 89.13, XPOS: 99.38, UFeats: 76.83, AllTags: 72.72, Lemmas: 65.59, UAS: 76.41, LAS: 69.17, CLAS: 62.05, MLAS: 41.08, BLEX: 32.88
91
- orv_rnc UPOS: 93.99, XPOS: 88.74, UFeats: 79.27, AllTags: 69.59, Lemmas: 78.28, UAS: 70.79, LAS: 65.17, CLAS: 59.00, MLAS: 39.54, BLEX: 40.04
92
- orv_torot UPOS: 95.89, XPOS: 95.94, UFeats: 90.72, AllTags: 88.65, Lemmas: 88.13, UAS: 85.28, LAS: 80.39, CLAS: 76.37, MLAS: 67.96, BLEX: 65.95
93
- pcm_nsc UPOS: 98.08, XPOS: 100.00, UFeats: 98.96, AllTags: 97.55, Lemmas: 99.39, UAS: 93.10, LAS: 90.53, CLAS: 89.50, MLAS: 87.53, BLEX: 89.03
94
- pl_lfg UPOS: 99.13, XPOS: 96.26, UFeats: 96.67, AllTags: 95.29, Lemmas: 98.38, UAS: 97.19, LAS: 95.81, CLAS: 94.53, MLAS: 89.98, BLEX: 92.60
95
- pl_pdb UPOS: 99.02, XPOS: 95.92, UFeats: 96.02, AllTags: 95.20, Lemmas: 98.21, UAS: 94.73, LAS: 92.67, CLAS: 90.75, MLAS: 85.51, BLEX: 88.69
96
- pt_bosque UPOS: 98.17, XPOS: 100.00, UFeats: 97.10, AllTags: 96.08, Lemmas: 98.57, UAS: 93.28, LAS: 90.94, CLAS: 87.26, MLAS: 81.74, BLEX: 85.38
97
- pt_cintil UPOS: 98.00, XPOS: 96.61, UFeats: 95.90, AllTags: 93.79, Lemmas: 98.23, UAS: 87.54, LAS: 84.19, CLAS: 79.97, MLAS: 74.04, BLEX: 77.83
98
- pt_petrogold UPOS: 99.05, XPOS: 100.00, UFeats: 99.00, AllTags: 98.45, Lemmas: 99.51, UAS: 95.63, LAS: 94.42, CLAS: 91.75, MLAS: 89.67, BLEX: 91.19
99
- qaf_arabizi UPOS: 86.69, XPOS: 78.89, UFeats: 90.87, AllTags: 77.88, Lemmas: 54.66, UAS: 76.32, LAS: 65.86, CLAS: 59.64, MLAS: 47.72, BLEX: 31.57
100
- qpm_philotis UPOS: 98.82, XPOS: 100.00, UFeats: 95.60, AllTags: 95.25, Lemmas: 96.73, UAS: 88.62, LAS: 83.53, CLAS: 77.99, MLAS: 71.09, BLEX: 74.23
101
- qtd_sagt UPOS: 91.09, XPOS: 100.00, UFeats: 80.82, AllTags: 75.90, Lemmas: 91.49, UAS: 72.74, LAS: 62.19, CLAS: 57.05, MLAS: 41.59, BLEX: 51.55
102
- ro_nonstandard UPOS: 97.25, XPOS: 92.87, UFeats: 91.54, AllTags: 90.12, Lemmas: 95.88, UAS: 90.46, LAS: 86.41, CLAS: 81.84, MLAS: 69.76, BLEX: 77.51
103
- ro_rrt UPOS: 98.15, XPOS: 97.40, UFeats: 97.64, AllTags: 97.15, Lemmas: 98.25, UAS: 92.76, LAS: 89.24, CLAS: 85.76, MLAS: 82.46, BLEX: 83.96
104
- ro_simonero UPOS: 98.56, XPOS: 98.12, UFeats: 97.67, AllTags: 97.33, Lemmas: 99.04, UAS: 94.29, LAS: 92.35, CLAS: 89.53, MLAS: 85.53, BLEX: 88.47
105
- ru_gsd UPOS: 98.50, XPOS: 97.97, UFeats: 95.03, AllTags: 93.88, Lemmas: 97.25, UAS: 92.83, LAS: 89.80, CLAS: 88.70, MLAS: 81.81, BLEX: 85.44
106
- ru_syntagrus UPOS: 98.83, XPOS: 100.00, UFeats: 94.34, AllTags: 94.04, Lemmas: 98.48, UAS: 94.51, LAS: 92.33, CLAS: 91.16, MLAS: 83.29, BLEX: 89.40
107
- ru_taiga UPOS: 97.25, XPOS: 100.00, UFeats: 94.81, AllTags: 93.60, Lemmas: 96.34, UAS: 85.53, LAS: 81.91, CLAS: 79.59, MLAS: 72.61, BLEX: 76.02
108
- sa_vedic UPOS: 90.06, XPOS: 100.00, UFeats: 82.74, AllTags: 78.14, Lemmas: 87.40, UAS: 73.69, LAS: 61.55, CLAS: 61.00, MLAS: 51.53, BLEX: 54.91
109
- sk_snk UPOS: 97.83, XPOS: 90.33, UFeats: 93.51, AllTags: 89.53, Lemmas: 96.54, UAS: 93.88, LAS: 91.98, CLAS: 91.00, MLAS: 82.34, BLEX: 86.87
110
- sl_ssj UPOS: 99.02, XPOS: 97.15, UFeats: 97.32, AllTags: 96.81, Lemmas: 98.61, UAS: 94.40, LAS: 93.02, CLAS: 90.99, MLAS: 87.47, BLEX: 89.34
111
- sl_sst UPOS: 96.10, XPOS: 93.48, UFeats: 93.80, AllTags: 91.87, Lemmas: 97.73, UAS: 78.53, LAS: 73.21, CLAS: 69.83, MLAS: 63.76, BLEX: 68.35
112
- sme_giella UPOS: 91.78, XPOS: 93.65, UFeats: 89.45, AllTags: 85.33, Lemmas: 87.02, UAS: 76.01, LAS: 71.08, CLAS: 69.22, MLAS: 60.38, BLEX: 58.60
113
- sr_set UPOS: 99.05, XPOS: 95.95, UFeats: 96.17, AllTags: 95.73, Lemmas: 97.83, UAS: 94.18, LAS: 91.65, CLAS: 90.13, MLAS: 84.16, BLEX: 87.56
114
- sv_lines UPOS: 97.71, XPOS: 95.50, UFeats: 90.97, AllTags: 88.22, Lemmas: 97.86, UAS: 91.19, LAS: 87.78, CLAS: 85.03, MLAS: 72.24, BLEX: 82.63
115
- sv_talbanken UPOS: 98.54, XPOS: 97.42, UFeats: 97.46, AllTags: 96.58, Lemmas: 98.33, UAS: 92.51, LAS: 90.13, CLAS: 88.36, MLAS: 84.16, BLEX: 86.44
116
- ta_ttb UPOS: 89.14, XPOS: 87.13, UFeats: 89.54, AllTags: 82.05, Lemmas: 93.87, UAS: 78.38, LAS: 68.88, CLAS: 65.63, MLAS: 56.48, BLEX: 60.89
117
- te_mtg UPOS: 93.48, XPOS: 93.48, UFeats: 99.03, AllTags: 93.48, Lemmas: 100.00, UAS: 91.68, LAS: 85.02, CLAS: 81.03, MLAS: 77.22, BLEX: 81.03
118
- tr_atis UPOS: 99.04, XPOS: 100.00, UFeats: 98.57, AllTags: 98.42, Lemmas: 99.11, UAS: 90.96, LAS: 89.09, CLAS: 88.46, MLAS: 86.83, BLEX: 87.69
119
- tr_boun UPOS: 92.97, XPOS: 88.91, UFeats: 83.09, AllTags: 73.32, Lemmas: 93.52, UAS: 80.79, LAS: 73.91, CLAS: 72.36, MLAS: 52.77, BLEX: 66.50
120
- tr_framenet UPOS: 96.52, XPOS: 100.00, UFeats: 94.82, AllTags: 93.80, Lemmas: 96.39, UAS: 93.73, LAS: 84.80, CLAS: 81.97, MLAS: 74.03, BLEX: 77.96
121
- tr_imst UPOS: 95.46, XPOS: 95.27, UFeats: 92.37, AllTags: 89.66, Lemmas: 96.32, UAS: 78.94, LAS: 69.42, CLAS: 65.74, MLAS: 57.52, BLEX: 62.96
122
- tr_kenet UPOS: 93.83, XPOS: 100.00, UFeats: 92.19, AllTags: 90.72, Lemmas: 93.51, UAS: 84.09, LAS: 71.63, CLAS: 71.04, MLAS: 62.38, BLEX: 65.51
123
- tr_penn UPOS: 96.14, XPOS: 100.00, UFeats: 95.10, AllTags: 93.86, Lemmas: 94.72, UAS: 86.84, LAS: 73.89, CLAS: 70.40, MLAS: 63.43, BLEX: 65.77
124
- tr_tourism UPOS: 98.96, XPOS: 100.00, UFeats: 95.05, AllTags: 94.71, Lemmas: 98.31, UAS: 97.10, LAS: 91.51, CLAS: 89.01, MLAS: 81.66, BLEX: 87.19
125
- ug_udt UPOS: 90.23, XPOS: 92.21, UFeats: 88.66, AllTags: 81.26, Lemmas: 95.22, UAS: 77.05, LAS: 66.02, CLAS: 61.83, MLAS: 50.93, BLEX: 58.33
126
- uk_iu UPOS: 98.03, XPOS: 94.44, UFeats: 94.39, AllTags: 93.29, Lemmas: 97.67, UAS: 90.96, LAS: 88.51, CLAS: 85.67, MLAS: 78.65, BLEX: 83.17
127
- ur_udtb UPOS: 94.06, XPOS: 92.19, UFeats: 82.76, AllTags: 78.41, Lemmas: 97.41, UAS: 88.13, LAS: 82.81, CLAS: 77.26, MLAS: 57.29, BLEX: 74.88
128
- vi_vtb UPOS: 90.02, XPOS: 88.88, UFeats: 100.00, AllTags: 88.73, Lemmas: 99.50, UAS: 76.32, LAS: 65.91, CLAS: 61.57, MLAS: 55.37, BLEX: 61.24
129
- wo_wtb UPOS: 95.11, XPOS: 95.08, UFeats: 94.33, AllTags: 92.25, Lemmas: 95.88, UAS: 85.90, LAS: 80.57, CLAS: 75.33, MLAS: 68.64, BLEX: 71.71
130
- zh_gsd UPOS: 96.17, XPOS: 96.05, UFeats: 99.41, AllTags: 95.37, Lemmas: 99.92, UAS: 87.18, LAS: 84.07, CLAS: 82.57, MLAS: 78.08, BLEX: 82.53
131
- zh_gsdsimp UPOS: 96.10, XPOS: 96.00, UFeats: 99.43, AllTags: 95.32, Lemmas: 99.93, UAS: 87.08, LAS: 83.97, CLAS: 82.58, MLAS: 78.23, BLEX: 82.55
132
- ************ ***** 96.66, XPOS: 96.07, UFeats: 94.42, AllTags: 91.82, Lemmas: 95.85, UAS: 89.01, LAS: 85.03, CLAS: 81.71, MLAS: 74.54, BLEX: 77.92
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
udpipe2/models-2.12/EVALUATION-server.txt DELETED
@@ -1,262 +0,0 @@
1
- afrikaans-afribooms-ud-2.12-230717 raw_text Tokens:99.94 Sentences:99.65 Words:99.94 UPOS:98.65 XPOS:95.80 UFeats:98.35 AllTags:95.62 Lemmas:98.29 UAS:90.41 LAS:87.46 CLAS:82.15 MLAS:78.92 BLEX:79.72
2
- afrikaans-afribooms-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:98.71 XPOS:95.85 UFeats:98.41 AllTags:95.67 Lemmas:98.33 UAS:90.58 LAS:87.63 CLAS:82.32 MLAS:79.08 BLEX:79.85
3
- ancient_greek-proiel-ud-2.12-230717 raw_text Tokens:99.98 Sentences:49.19 Words:99.98 UPOS:97.63 XPOS:97.93 UFeats:92.13 AllTags:90.72 Lemmas:94.76 UAS:81.74 LAS:77.92 CLAS:71.09 MLAS:61.96 BLEX:66.22
4
- ancient_greek-proiel-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:97.87 XPOS:98.14 UFeats:92.58 AllTags:91.30 Lemmas:94.82 UAS:86.59 LAS:82.72 CLAS:77.57 MLAS:68.31 BLEX:72.13
5
- ancient_greek-perseus-ud-2.12-230717 raw_text Tokens:99.97 Sentences:98.85 Words:99.97 UPOS:92.98 XPOS:85.76 UFeats:91.42 AllTags:84.89 Lemmas:86.72 UAS:80.13 LAS:74.55 CLAS:68.74 MLAS:54.46 BLEX:55.76
6
- ancient_greek-perseus-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:93.02 XPOS:85.78 UFeats:91.44 AllTags:84.91 Lemmas:86.74 UAS:80.30 LAS:74.71 CLAS:68.87 MLAS:54.56 BLEX:55.87
7
- ancient_hebrew-ptnk-ud-2.12-230717 raw_text Tokens:100.00 Sentences:98.06 Words:71.14 UPOS:69.03 XPOS:69.17 UFeats:67.09 AllTags:66.13 Lemmas:67.47 UAS:48.21 LAS:46.75 CLAS:34.93 MLAS:31.14 BLEX:32.42
8
- ancient_hebrew-ptnk-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.70 XPOS:96.86 UFeats:90.36 AllTags:89.22 Lemmas:96.60 UAS:91.29 LAS:87.61 CLAS:80.33 MLAS:68.26 BLEX:76.48
9
- arabic-padt-ud-2.12-230717 raw_text Tokens:99.98 Sentences:82.09 Words:94.58 UPOS:91.67 XPOS:89.00 UFeats:89.12 AllTags:88.65 Lemmas:90.34 UAS:78.87 LAS:74.83 CLAS:71.62 MLAS:66.04 BLEX:68.16
10
- arabic-padt-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.96 XPOS:94.34 UFeats:94.50 AllTags:94.01 Lemmas:95.20 UAS:88.24 LAS:83.65 CLAS:80.67 MLAS:74.73 BLEX:76.32
11
- armenian-armtdp-ud-2.12-230717 raw_text Tokens:99.86 Sentences:95.70 Words:99.28 UPOS:96.29 XPOS:99.28 UFeats:91.22 AllTags:90.21 Lemmas:94.93 UAS:86.55 LAS:81.73 CLAS:77.92 MLAS:68.65 BLEX:73.67
12
- armenian-armtdp-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.86 XPOS:100.00 UFeats:91.86 AllTags:90.71 Lemmas:95.54 UAS:88.21 LAS:83.30 CLAS:78.95 MLAS:69.30 BLEX:74.60
13
- armenian-bsut-ud-2.12-230717 raw_text Tokens:99.94 Sentences:98.73 Words:99.79 UPOS:97.38 XPOS:99.79 UFeats:91.96 AllTags:91.20 Lemmas:96.79 UAS:90.06 LAS:85.83 CLAS:82.09 MLAS:71.10 BLEX:79.05
14
- armenian-bsut-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:97.60 XPOS:100.00 UFeats:92.16 AllTags:91.41 Lemmas:96.99 UAS:90.62 LAS:86.38 CLAS:82.63 MLAS:71.65 BLEX:79.57
15
- basque-bdt-ud-2.12-230717 raw_text Tokens:99.94 Sentences:99.83 Words:99.94 UPOS:96.33 XPOS:99.94 UFeats:93.32 AllTags:91.44 Lemmas:96.38 UAS:87.81 LAS:84.80 CLAS:82.60 MLAS:74.93 BLEX:79.49
16
- basque-bdt-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.39 XPOS:100.00 UFeats:93.37 AllTags:91.48 Lemmas:96.41 UAS:87.88 LAS:84.86 CLAS:82.65 MLAS:74.97 BLEX:79.52
17
- belarusian-hse-ud-2.12-230717 raw_text Tokens:99.37 Sentences:86.58 Words:99.37 UPOS:98.21 XPOS:97.59 UFeats:94.52 AllTags:93.57 Lemmas:93.25 UAS:87.32 LAS:85.41 CLAS:82.90 MLAS:76.98 BLEX:76.66
18
- belarusian-hse-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:98.81 XPOS:98.16 UFeats:95.10 AllTags:94.13 Lemmas:93.82 UAS:89.79 LAS:87.60 CLAS:84.92 MLAS:78.81 BLEX:78.42
19
- bulgarian-btb-ud-2.12-230717 raw_text Tokens:99.91 Sentences:94.17 Words:99.91 UPOS:99.20 XPOS:97.25 UFeats:97.96 AllTags:96.87 Lemmas:98.01 UAS:94.41 LAS:91.71 CLAS:89.10 MLAS:85.92 BLEX:86.61
20
- bulgarian-btb-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:99.33 XPOS:97.37 UFeats:98.09 AllTags:96.99 Lemmas:98.09 UAS:95.22 LAS:92.48 CLAS:89.84 MLAS:86.61 BLEX:87.35
21
- catalan-ancora-ud-2.12-230717 raw_text Tokens:99.97 Sentences:99.08 Words:99.95 UPOS:99.11 XPOS:97.25 UFeats:98.72 AllTags:96.98 Lemmas:99.40 UAS:94.92 LAS:93.43 CLAS:90.17 MLAS:88.06 BLEX:89.51
22
- catalan-ancora-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:99.17 XPOS:97.36 UFeats:98.79 AllTags:97.09 Lemmas:99.46 UAS:95.08 LAS:93.59 CLAS:90.37 MLAS:88.27 BLEX:89.70
23
- chinese-gsdsimp-ud-2.12-230717 raw_text Tokens:90.29 Sentences:99.10 Words:90.29 UPOS:87.23 XPOS:87.15 UFeats:89.70 AllTags:86.47 Lemmas:90.23 UAS:72.74 LAS:70.28 CLAS:66.94 MLAS:63.38 BLEX:66.93
24
- chinese-gsdsimp-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.10 XPOS:96.00 UFeats:99.43 AllTags:95.33 Lemmas:99.93 UAS:87.08 LAS:83.97 CLAS:82.58 MLAS:78.23 BLEX:82.55
25
- chinese-gsd-ud-2.12-230717 raw_text Tokens:90.27 Sentences:99.10 Words:90.27 UPOS:87.18 XPOS:87.09 UFeats:89.68 AllTags:86.42 Lemmas:90.20 UAS:72.57 LAS:70.14 CLAS:66.75 MLAS:63.02 BLEX:66.73
26
- chinese-gsd-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.16 XPOS:96.05 UFeats:99.41 AllTags:95.38 Lemmas:99.92 UAS:87.18 LAS:84.07 CLAS:82.59 MLAS:78.07 BLEX:82.55
27
- classical_chinese-kyoto-ud-2.12-230717 raw_text Tokens:97.94 Sentences:46.37 Words:97.94 UPOS:89.68 XPOS:88.94 UFeats:91.59 AllTags:86.06 Lemmas:97.51 UAS:71.39 LAS:66.13 CLAS:64.93 MLAS:62.36 BLEX:64.70
28
- classical_chinese-kyoto-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:93.43 XPOS:92.14 UFeats:94.63 AllTags:89.89 Lemmas:99.52 UAS:84.71 LAS:79.40 CLAS:78.60 MLAS:75.55 BLEX:78.24
29
- coptic-scriptorium-ud-2.12-230717 raw_text Tokens:100.00 Sentences:33.63 Words:75.26 UPOS:73.02 XPOS:72.92 UFeats:73.15 AllTags:72.08 Lemmas:73.90 UAS:51.82 LAS:50.05 CLAS:40.18 MLAS:37.34 BLEX:39.84
30
- coptic-scriptorium-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:97.05 XPOS:96.91 UFeats:97.81 AllTags:95.90 Lemmas:97.41 UAS:90.46 LAS:87.70 CLAS:81.75 MLAS:76.41 BLEX:79.79
31
- croatian-set-ud-2.12-230717 raw_text Tokens:99.93 Sentences:94.79 Words:99.93 UPOS:98.49 XPOS:95.82 UFeats:96.31 AllTags:95.53 Lemmas:97.78 UAS:92.41 LAS:89.57 CLAS:87.42 MLAS:81.89 BLEX:84.77
32
- croatian-set-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:98.57 XPOS:95.90 UFeats:96.39 AllTags:95.62 Lemmas:97.83 UAS:92.91 LAS:90.07 CLAS:87.88 MLAS:82.34 BLEX:85.21
33
- czech-pdt-ud-2.12-230717 raw_text Tokens:99.93 Sentences:93.37 Words:99.93 UPOS:99.30 XPOS:98.46 UFeats:98.78 AllTags:98.25 Lemmas:99.38 UAS:95.01 LAS:93.64 CLAS:92.92 MLAS:90.75 BLEX:92.30
34
- czech-pdt-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:99.38 XPOS:98.55 UFeats:98.87 AllTags:98.34 Lemmas:99.46 UAS:95.81 LAS:94.43 CLAS:93.61 MLAS:91.41 BLEX:92.97
35
- czech-cac-ud-2.12-230717 raw_text Tokens:100.00 Sentences:99.68 Words:99.99 UPOS:99.69 XPOS:98.25 UFeats:98.07 AllTags:97.74 Lemmas:99.30 UAS:96.20 LAS:94.95 CLAS:93.95 MLAS:90.84 BLEX:93.11
36
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37
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211
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221
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- turkish-framenet-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.52 XPOS:100.00 UFeats:94.75 AllTags:93.87 Lemmas:96.39 UAS:93.73 LAS:84.80 CLAS:81.97 MLAS:74.12 BLEX:77.96
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- turkish-penn-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.14 XPOS:100.00 UFeats:95.12 AllTags:93.94 Lemmas:94.71 UAS:86.84 LAS:73.89 CLAS:70.40 MLAS:63.46 BLEX:65.77
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- turkish-tourism-ud-2.12-230717 raw_text Tokens:99.96 Sentences:99.86 Words:99.96 UPOS:98.92 XPOS:99.96 UFeats:94.98 AllTags:94.67 Lemmas:98.27 UAS:97.04 LAS:91.43 CLAS:88.91 MLAS:81.58 BLEX:87.09
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- turkish-tourism-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:98.96 XPOS:100.00 UFeats:95.02 AllTags:94.72 Lemmas:98.31 UAS:97.10 LAS:91.50 CLAS:89.00 MLAS:81.66 BLEX:87.18
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- turkish_german-sagt-ud-2.12-230717 raw_text Tokens:99.92 Sentences:99.44 Words:98.91 UPOS:90.21 XPOS:98.91 UFeats:80.24 AllTags:75.45 Lemmas:90.80 UAS:71.42 LAS:61.22 CLAS:56.25 MLAS:41.16 BLEX:50.92
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- turkish_german-sagt-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:91.09 XPOS:100.00 UFeats:80.82 AllTags:75.93 Lemmas:91.49 UAS:72.76 LAS:62.20 CLAS:57.06 MLAS:41.63 BLEX:51.55
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- ukrainian-iu-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:98.03 XPOS:94.44 UFeats:94.39 AllTags:93.31 Lemmas:97.67 UAS:90.97 LAS:88.52 CLAS:85.68 MLAS:78.70 BLEX:83.18
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- urdu-udtb-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:94.06 XPOS:92.19 UFeats:82.76 AllTags:78.41 Lemmas:97.41 UAS:88.13 LAS:82.81 CLAS:77.26 MLAS:57.30 BLEX:74.88
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- uyghur-udt-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:90.23 XPOS:92.21 UFeats:88.65 AllTags:81.27 Lemmas:95.22 UAS:77.05 LAS:66.02 CLAS:61.83 MLAS:50.95 BLEX:58.33
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- vietnamese-vtb-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:90.02 XPOS:88.88 UFeats:100.00 AllTags:88.73 Lemmas:99.50 UAS:76.31 LAS:65.90 CLAS:61.56 MLAS:55.36 BLEX:61.24
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- welsh-ccg-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:95.74 XPOS:94.73 UFeats:90.03 AllTags:87.66 Lemmas:94.94 UAS:87.83 LAS:81.85 CLAS:76.95 MLAS:64.04 BLEX:70.94
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- western_armenian-armtdp-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.75 XPOS:100.00 UFeats:92.40 AllTags:91.71 Lemmas:97.23 UAS:89.51 LAS:84.91 CLAS:79.49 MLAS:69.99 BLEX:76.44
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- wolof-wtb-ud-2.12-230717 raw_text Tokens:99.96 Sentences:91.95 Words:99.23 UPOS:94.16 XPOS:94.17 UFeats:93.56 AllTags:91.48 Lemmas:95.18 UAS:83.75 LAS:78.61 CLAS:73.36 MLAS:66.55 BLEX:69.91
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- wolof-wtb-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:95.11 XPOS:95.08 UFeats:94.34 AllTags:92.33 Lemmas:95.88 UAS:85.90 LAS:80.57 CLAS:75.33 MLAS:68.67 BLEX:71.71
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
udpipe2/models-2.12/compare_shared.sh DELETED
@@ -1,15 +0,0 @@
1
- #!/bin/sh
2
-
3
- [ $# -ge 1 ] || { echo Usage $0 prefix >&2; exit 1; }
4
- prefix="$1"; shift
5
-
6
- for d in $prefix-*_all; do
7
- for t in $d/*/; do
8
- t=$(basename $t)
9
- echo $t
10
- for s in Dev Test; do
11
- grep "$s.*epoch 20, lr 0.0001" $prefix-$t/training.log
12
- grep "$s.*$t epoch 20, lr 0.0001" $d/training.log
13
- done
14
- done
15
- done
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
udpipe2/models-2.12/compare_shared_summary.py DELETED
@@ -1,21 +0,0 @@
1
- #!/usr/bin/env python3
2
- import sys
3
-
4
- treebank, results = None, []
5
- while (line := sys.stdin.readline()):
6
- parts = line.rstrip("\r\n").split(" ")
7
- if len(parts) == 1:
8
- if results:
9
- print(treebank, *results)
10
- treebank = parts[0]
11
- results = []
12
- else:
13
- values = []
14
- for i in range(2):
15
- if i:
16
- parts = sys.stdin.readline().rstrip("\r\n").split(" ")
17
- values.append(sum(float(parts[parts.index(f"{key}:") + 1].rstrip(",")) for key in ["AllTags", "Lemmas", "LAS"]))
18
- results.append(f"{values[1] - values[0]:.3f}")
19
-
20
- if results:
21
- print(treebank, *results)
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
udpipe2/models-2.12/eval_all.sh DELETED
@@ -1,17 +0,0 @@
1
- #!/bin/sh
2
-
3
- [ $# -ge 1 ] || { echo "Usage $0 datadir [server]" >&2; exit 1; }
4
- data="$1"; shift
5
- server="$1"
6
-
7
- sh models_list.sh | while read names path treebank ack; do
8
- model=${names%%:*}
9
- for mode in "raw_text" "gold_tok"; do
10
- conllu=../$data/$treebank/$treebank-ud-test.conllu
11
- case $mode in
12
- raw_text) txt=${conllu%.conllu}.txt;;
13
- *) txt=;
14
- esac
15
- echo $model $mode $(bash ../scripts/eval_via_server.sh $model $conllu "$txt" $server | tail -n+3 | awk 'BEGIN{ORS=" "}{print $1 ":" $7}')
16
- done
17
- done
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
udpipe2/models-2.12/eval_has_feature.sh DELETED
@@ -1,17 +0,0 @@
1
- #!/bin/sh
2
-
3
- [ $# -ge 1 ] || { echo Usage $0 datadir >&2; exit 1; }
4
- data="$1"; shift
5
-
6
- for d in ../$data/*/; do
7
- case $d in
8
- *_all/) continue;;
9
- esac
10
-
11
- has_xpos=$(grep -P "^\d+\t" $d$(basename ${d%/})-ud-test.conllu | cut -f5 | uniq | wc -l | perl -ple '$_=$_ > 1 ? 1 : 0')
12
- has_feats=$(grep -P "^\d+\t" $d$(basename ${d%/})-ud-test.conllu | cut -f6 | uniq | wc -l | perl -ple '$_=$_ > 1 ? 1 : 0')
13
- has_lemmas=$(grep -P "^\d+\t" $d$(basename ${d%/})-ud-test.conllu | cut -f3 | uniq | wc -l | perl -ple '$_=$_ > 1 ? 1 : 0')
14
- [ $has_xpos = 0 ] && echo $d: no XPOS
15
- [ $has_feats = 0 ] && echo $d: no UFeats
16
- [ $has_lemmas = 0 ] && echo $d: no Lemmas
17
- done
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
udpipe2/models-2.12/models_copy.sh DELETED
@@ -1,26 +0,0 @@
1
- #!/bin/sh
2
-
3
- [ $# -ge 2 ] || { echo Usage $0 datadir date >&2; exit 1; }
4
- data="$1"; shift
5
- date="$1"; shift
6
-
7
- for treebank in $(cut -f1 ../$data/langs_sizes); do
8
- case $treebank in *_all) continue; esac
9
-
10
- lang=${treebank%%_*}
11
- if [ -d ../$data/${lang}_all ] && ! grep -q "^$treebank\$" models_non_shared.txt; then
12
- rsync -av -m --delete --exclude *.v2 --exclude training.log ../models/$data-${lang}_all/ ${lang}_all-$data-$date.model
13
- ln -fsn ${lang}_all-$data-$date.model $treebank-$data-$date.model
14
- else
15
- rsync -av -m --delete --exclude *.v2 --exclude training.log ../models/$data-$treebank/ $treebank-$data-$date.model
16
- fi
17
- done
18
-
19
- for treebank in $(cut -f1 ../$data/langs_sizes); do
20
- case $treebank in *_all) continue; esac
21
-
22
- cp ~/repos/udpipe/training/models-$data-tokenizer-chosen/$treebank/$treebank.model $treebank-$data-$date.model/$treebank.tokenizer
23
-
24
- consistent_feats=$treebank-$data-$date.model/consistent_feats.table
25
- [ -f "$consistent_feats " ] || python3 ../scripts/gen_consistent_feats_tables.py ${treebank%%_*} $(dirname $consistent_feats)
26
- done
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
udpipe2/models-2.12/models_list.sh DELETED
@@ -1,137 +0,0 @@
1
- #!/bin/sh
2
-
3
- ack='https://ufal.mff.cuni.cz/udpipe/2/models#universal_dependencies_212_models'
4
-
5
- cat <<EOF
6
- afrikaans-afribooms-ud-2.12-230717:af_afribooms-ud-2.12-230717:af:afr models-2.12/af_afribooms-ud-2.12-230717.model af_afribooms $ack
7
- ancient_greek-proiel-ud-2.12-230717:grc_proiel-ud-2.12-230717:grc models-2.12/grc_all-ud-2.12-230717.model grc_proiel $ack
8
- ancient_greek-perseus-ud-2.12-230717:grc_perseus-ud-2.12-230717 models-2.12/grc_all-ud-2.12-230717.model grc_perseus $ack
9
- ancient_hebrew-ptnk-ud-2.12-230717:hbo_ptnk-ud-2.12-230717:hbo models-2.12/hbo_ptnk-ud-2.12-230717.model hbo_ptnk $ack
10
- arabic-padt-ud-2.12-230717:ar_padt-ud-2.12-230717:ar:ara models-2.12/ar_padt-ud-2.12-230717.model ar_padt $ack
11
- armenian-armtdp-ud-2.12-230717:hy_armtdp-ud-2.12-230717:hy:hye:arm models-2.12/hy_all-ud-2.12-230717.model hy_armtdp $ack
12
- armenian-bsut-ud-2.12-230717:hy_bsut-ud-2.12-230717 models-2.12/hy_all-ud-2.12-230717.model hy_bsut $ack
13
- basque-bdt-ud-2.12-230717:eu_bdt-ud-2.12-230717:eu:eus models-2.12/eu_bdt-ud-2.12-230717.model eu_bdt $ack
14
- belarusian-hse-ud-2.12-230717:be_hse-ud-2.12-230717:be:bel models-2.12/be_hse-ud-2.12-230717.model be_hse $ack
15
- bulgarian-btb-ud-2.12-230717:bg_btb-ud-2.12-230717:bg:bul models-2.12/bg_btb-ud-2.12-230717.model bg_btb $ack
16
- catalan-ancora-ud-2.12-230717:ca_ancora-ud-2.12-230717:ca:cat models-2.12/ca_ancora-ud-2.12-230717.model ca_ancora $ack
17
- chinese-gsdsimp-ud-2.12-230717:zh_gsdsimp-ud-2.12-230717:zh:zho:chi models-2.12/zh_all-ud-2.12-230717.model zh_gsdsimp $ack
18
- chinese-gsd-ud-2.12-230717:zh_gsd-ud-2.12-230717 models-2.12/zh_all-ud-2.12-230717.model zh_gsd $ack
19
- classical_chinese-kyoto-ud-2.12-230717:lzh_kyoto-ud-2.12-230717:lzh models-2.12/lzh_kyoto-ud-2.12-230717.model lzh_kyoto $ack
20
- coptic-scriptorium-ud-2.12-230717:cop_scriptorium-ud-2.12-230717:cop models-2.12/cop_scriptorium-ud-2.12-230717.model cop_scriptorium $ack
21
- croatian-set-ud-2.12-230717:hr_set-ud-2.12-230717:hr:hrv models-2.12/hr_set-ud-2.12-230717.model hr_set $ack
22
- czech-pdt-ud-2.12-230717:cs_pdt-ud-2.12-230717:cs:ces:cze models-2.12/cs_all-ud-2.12-230717.model cs_pdt $ack
23
- czech-cac-ud-2.12-230717:cs_cac-ud-2.12-230717 models-2.12/cs_all-ud-2.12-230717.model cs_cac $ack
24
- czech-cltt-ud-2.12-230717:cs_cltt-ud-2.12-230717 models-2.12/cs_all-ud-2.12-230717.model cs_cltt $ack
25
- czech-fictree-ud-2.12-230717:cs_fictree-ud-2.12-230717 models-2.12/cs_all-ud-2.12-230717.model cs_fictree $ack
26
- danish-ddt-ud-2.12-230717:da_ddt-ud-2.12-230717:da:dan models-2.12/da_ddt-ud-2.12-230717.model da_ddt $ack
27
- dutch-alpino-ud-2.12-230717:nl_alpino-ud-2.12-230717:nl:nld:dut models-2.12/nl_all-ud-2.12-230717.model nl_alpino $ack
28
- dutch-lassysmall-ud-2.12-230717:nl_lassysmall-ud-2.12-230717 models-2.12/nl_all-ud-2.12-230717.model nl_lassysmall $ack
29
- english-ewt-ud-2.12-230717:en_ewt-ud-2.12-230717:en:eng models-2.12/en_all-ud-2.12-230717.model en_ewt $ack
30
- english-atis-ud-2.12-230717:en_atis-ud-2.12-230717 models-2.12/en_all-ud-2.12-230717.model en_atis $ack
31
- english-eslspok-ud-2.12-230717:en_eslspok-ud-2.12-230717 models-2.12/en_all-ud-2.12-230717.model en_eslspok $ack
32
- english-gum-ud-2.12-230717:en_gum-ud-2.12-230717 models-2.12/en_all-ud-2.12-230717.model en_gum $ack
33
- english-lines-ud-2.12-230717:en_lines-ud-2.12-230717 models-2.12/en_all-ud-2.12-230717.model en_lines $ack
34
- english-partut-ud-2.12-230717:en_partut-ud-2.12-230717 models-2.12/en_all-ud-2.12-230717.model en_partut $ack
35
- erzya-jr-ud-2.12-230717:myv_jr-ud-2.12-230717:myv models-2.12/myv_jr-ud-2.12-230717.model myv_jr $ack
36
- estonian-edt-ud-2.12-230717:et_edt-ud-2.12-230717:et:est models-2.12/et_all-ud-2.12-230717.model et_edt $ack
37
- estonian-ewt-ud-2.12-230717:et_ewt-ud-2.12-230717 models-2.12/et_all-ud-2.12-230717.model et_ewt $ack
38
- faroese-farpahc-ud-2.12-230717:fo_farpahc-ud-2.12-230717:fo:fao models-2.12/fo_farpahc-ud-2.12-230717.model fo_farpahc $ack
39
- finnish-tdt-ud-2.12-230717:fi_tdt-ud-2.12-230717:fi:fin models-2.12/fi_all-ud-2.12-230717.model fi_tdt $ack
40
- finnish-ftb-ud-2.12-230717:fi_ftb-ud-2.12-230717 models-2.12/fi_all-ud-2.12-230717.model fi_ftb $ack
41
- french-gsd-ud-2.12-230717:fr_gsd-ud-2.12-230717:fr:fra:fre models-2.12/fr_all-ud-2.12-230717.model fr_gsd $ack
42
- french-parisstories-ud-2.12-230717:fr_parisstories-ud-2.12-230717 models-2.12/fr_all-ud-2.12-230717.model fr_parisstories $ack
43
- french-partut-ud-2.12-230717:fr_partut-ud-2.12-230717 models-2.12/fr_all-ud-2.12-230717.model fr_partut $ack
44
- french-rhapsodie-ud-2.12-230717:fr_rhapsodie-ud-2.12-230717 models-2.12/fr_all-ud-2.12-230717.model fr_rhapsodie $ack
45
- french-sequoia-ud-2.12-230717:fr_sequoia-ud-2.12-230717 models-2.12/fr_all-ud-2.12-230717.model fr_sequoia $ack
46
- galician-treegal-ud-2.12-230717:gl_treegal-ud-2.12-230717:gl:glg models-2.12/gl_all-ud-2.12-230717.model gl_treegal $ack
47
- galician-ctg-ud-2.12-230717:gl_ctg-ud-2.12-230717 models-2.12/gl_all-ud-2.12-230717.model gl_ctg $ack
48
- german-gsd-ud-2.12-230717:de_gsd-ud-2.12-230717:de:deu:ger models-2.12/de_gsd-ud-2.12-230717.model de_gsd $ack
49
- german-hdt-ud-2.12-230717:de_hdt-ud-2.12-230717 models-2.12/de_hdt-ud-2.12-230717.model de_hdt $ack
50
- gothic-proiel-ud-2.12-230717:got_proiel-ud-2.12-230717:got models-2.12/got_proiel-ud-2.12-230717.model got_proiel $ack
51
- greek-gdt-ud-2.12-230717:el_gdt-ud-2.12-230717:el:ell:gre models-2.12/el_all-ud-2.12-230717.model el_gdt $ack
52
- greek-gud-ud-2.12-230717:el_gud-ud-2.12-230717 models-2.12/el_all-ud-2.12-230717.model el_gud $ack
53
- hebrew-htb-ud-2.12-230717:he_htb-ud-2.12-230717:he:heb models-2.12/he_all-ud-2.12-230717.model he_htb $ack
54
- hebrew-iahltwiki-ud-2.12-230717:he_iahltwiki-ud-2.12-230717 models-2.12/he_all-ud-2.12-230717.model he_iahltwiki $ack
55
- hindi-hdtb-ud-2.12-230717:hi_hdtb-ud-2.12-230717:hi:hin models-2.12/hi_hdtb-ud-2.12-230717.model hi_hdtb $ack
56
- hungarian-szeged-ud-2.12-230717:hu_szeged-ud-2.12-230717:hu:hun models-2.12/hu_szeged-ud-2.12-230717.model hu_szeged $ack
57
- icelandic-modern-ud-2.12-230717:is_modern-ud-2.12-230717:is:ice:isl models-2.12/is_all-ud-2.12-230717.model is_modern $ack
58
- icelandic-gc-ud-2.12-230717:is_gc-ud-2.12-230717 models-2.12/is_all-ud-2.12-230717.model is_gc $ack
59
- icelandic-icepahc-ud-2.12-230717:is_icepahc-ud-2.12-230717 models-2.12/is_all-ud-2.12-230717.model is_icepahc $ack
60
- indonesian-gsd-ud-2.12-230717:id_gsd-ud-2.12-230717:id:ind models-2.12/id_all-ud-2.12-230717.model id_gsd $ack
61
- indonesian-csui-ud-2.12-230717:id_csui-ud-2.12-230717 models-2.12/id_all-ud-2.12-230717.model id_csui $ack
62
- irish-idt-ud-2.12-230717:ga_idt-ud-2.12-230717:ga:gle models-2.12/ga_all-ud-2.12-230717.model ga_idt $ack
63
- irish-twittirish-ud-2.12-230717:ga_twittirish-ud-2.12-230717 models-2.12/ga_all-ud-2.12-230717.model ga_twittirish $ack
64
- italian-isdt-ud-2.12-230717:it_isdt-ud-2.12-230717:it:ita models-2.12/it_all-ud-2.12-230717.model it_isdt $ack
65
- italian-markit-ud-2.12-230717:it_markit-ud-2.12-230717 models-2.12/it_all-ud-2.12-230717.model it_markit $ack
66
- italian-parlamint-ud-2.12-230717:it_parlamint-ud-2.12-230717 models-2.12/it_all-ud-2.12-230717.model it_parlamint $ack
67
- italian-partut-ud-2.12-230717:it_partut-ud-2.12-230717 models-2.12/it_all-ud-2.12-230717.model it_partut $ack
68
- italian-postwita-ud-2.12-230717:it_postwita-ud-2.12-230717 models-2.12/it_all-ud-2.12-230717.model it_postwita $ack
69
- italian-twittiro-ud-2.12-230717:it_twittiro-ud-2.12-230717 models-2.12/it_all-ud-2.12-230717.model it_twittiro $ack
70
- italian-vit-ud-2.12-230717:it_vit-ud-2.12-230717 models-2.12/it_all-ud-2.12-230717.model it_vit $ack
71
- japanese-gsdluw-ud-2.12-230717:ja_gsdluw-ud-2.12-230717:ja:jpn models-2.12/ja_all-ud-2.12-230717.model ja_gsdluw $ack
72
- japanese-gsd-ud-2.12-230717:ja_gsd-ud-2.12-230717 models-2.12/ja_all-ud-2.12-230717.model ja_gsd $ack
73
- korean-kaist-ud-2.12-230717:ko_kaist-ud-2.12-230717:ko:kor models-2.12/ko_all-ud-2.12-230717.model ko_kaist $ack
74
- korean-gsd-ud-2.12-230717:ko_gsd-ud-2.12-230717 models-2.12/ko_all-ud-2.12-230717.model ko_gsd $ack
75
- latin-ittb-ud-2.12-230717:la_ittb-ud-2.12-230717:la:lat models-2.12/la_ittb-ud-2.12-230717.model la_ittb $ack
76
- latin-llct-ud-2.12-230717:la_llct-ud-2.12-230717 models-2.12/la_llct-ud-2.12-230717.model la_llct $ack
77
- latin-perseus-ud-2.12-230717:la_perseus-ud-2.12-230717 models-2.12/la_all-ud-2.12-230717.model la_perseus $ack
78
- latin-proiel-ud-2.12-230717:la_proiel-ud-2.12-230717 models-2.12/la_proiel-ud-2.12-230717.model la_proiel $ack
79
- latin-udante-ud-2.12-230717:la_udante-ud-2.12-230717 models-2.12/la_all-ud-2.12-230717.model la_udante $ack
80
- latvian-lvtb-ud-2.12-230717:lv_lvtb-ud-2.12-230717:lv:lav models-2.12/lv_lvtb-ud-2.12-230717.model lv_lvtb $ack
81
- lithuanian-alksnis-ud-2.12-230717:lt_alksnis-ud-2.12-230717:lt:lit models-2.12/lt_all-ud-2.12-230717.model lt_alksnis $ack
82
- lithuanian-hse-ud-2.12-230717:lt_hse-ud-2.12-230717 models-2.12/lt_all-ud-2.12-230717.model lt_hse $ack
83
- maghrebi_arabic_french-arabizi-ud-2.12-230717:qaf_arabizi-ud-2.12-230717:qaf models-2.12/qaf_arabizi-ud-2.12-230717.model qaf_arabizi $ack
84
- maltese-mudt-ud-2.12-230717:mt_mudt-ud-2.12-230717:mt:mlt models-2.12/mt_mudt-ud-2.12-230717.model mt_mudt $ack
85
- manx-cadhan-ud-2.12-230717:gv_cadhan-ud-2.12-230717:gv:glv models-2.12/gv_cadhan-ud-2.12-230717.model gv_cadhan $ack
86
- marathi-ufal-ud-2.12-230717:mr_ufal-ud-2.12-230717:mr:mar models-2.12/mr_ufal-ud-2.12-230717.model mr_ufal $ack
87
- naija-nsc-ud-2.12-230717:pcm_nsc-ud-2.12-230717:pcm models-2.12/pcm_nsc-ud-2.12-230717.model pcm_nsc $ack
88
- north_sami-giella-ud-2.12-230717:sme_giella-ud-2.12-230717:se:sme models-2.12/sme_giella-ud-2.12-230717.model sme_giella $ack
89
- norwegian-bokmaal-ud-2.12-230717:no_bokmaal-ud-2.12-230717:nb:nob:no:nor models-2.12/no_all-ud-2.12-230717.model no_bokmaal $ack
90
- norwegian-nynorsk-ud-2.12-230717:no_nynorsk-ud-2.12-230717:nn:nno models-2.12/no_all-ud-2.12-230717.model no_nynorsk $ack
91
- old_church_slavonic-proiel-ud-2.12-230717:cu_proiel-ud-2.12-230717:cu:chu models-2.12/cu_proiel-ud-2.12-230717.model cu_proiel $ack
92
- old_east_slavic-torot-ud-2.12-230717:orv_torot-ud-2.12-230717:orv models-2.12/orv_all-ud-2.12-230717.model orv_torot $ack
93
- old_east_slavic-birchbark-ud-2.12-230717:orv_birchbark-ud-2.12-230717 models-2.12/orv_all-ud-2.12-230717.model orv_birchbark $ack
94
- old_east_slavic-rnc-ud-2.12-230717:orv_rnc-ud-2.12-230717 models-2.12/orv_all-ud-2.12-230717.model orv_rnc $ack
95
- old_french-srcmf-ud-2.12-230717:fro_srcmf-ud-2.12-230717:fro models-2.12/fro_srcmf-ud-2.12-230717.model fro_srcmf $ack
96
- persian-perdt-ud-2.12-230717:fa_perdt-ud-2.12-230717:fa:fas:per models-2.12/fa_all-ud-2.12-230717.model fa_perdt $ack
97
- persian-seraji-ud-2.12-230717:fa_seraji-ud-2.12-230717 models-2.12/fa_all-ud-2.12-230717.model fa_seraji $ack
98
- polish-pdb-ud-2.12-230717:pl_pdb-ud-2.12-230717:pl:pol models-2.12/pl_all-ud-2.12-230717.model pl_pdb $ack
99
- polish-lfg-ud-2.12-230717:pl_lfg-ud-2.12-230717 models-2.12/pl_all-ud-2.12-230717.model pl_lfg $ack
100
- pomak-philotis-ud-2.12-230717:qpm_philotis-ud-2.12-230717:qpm models-2.12/qpm_philotis-ud-2.12-230717.model qpm_philotis $ack
101
- portuguese-bosque-ud-2.12-230717:pt_bosque-ud-2.12-230717:pt:por models-2.12/pt_all-ud-2.12-230717.model pt_bosque $ack
102
- portuguese-cintil-ud-2.12-230717:pt_cintil-ud-2.12-230717 models-2.12/pt_all-ud-2.12-230717.model pt_cintil $ack
103
- portuguese-petrogold-ud-2.12-230717:pt_petrogold-ud-2.12-230717 models-2.12/pt_all-ud-2.12-230717.model pt_petrogold $ack
104
- romanian-rrt-ud-2.12-230717:ro_rrt-ud-2.12-230717:ro:ron:rum models-2.12/ro_all-ud-2.12-230717.model ro_rrt $ack
105
- romanian-nonstandard-ud-2.12-230717:ro_nonstandard-ud-2.12-230717 models-2.12/ro_all-ud-2.12-230717.model ro_nonstandard $ack
106
- romanian-simonero-ud-2.12-230717:ro_simonero-ud-2.12-230717 models-2.12/ro_all-ud-2.12-230717.model ro_simonero $ack
107
- russian-syntagrus-ud-2.12-230717:ru_syntagrus-ud-2.12-230717:ru:rus models-2.12/ru_all-ud-2.12-230717.model ru_syntagrus $ack
108
- russian-gsd-ud-2.12-230717:ru_gsd-ud-2.12-230717 models-2.12/ru_all-ud-2.12-230717.model ru_gsd $ack
109
- russian-taiga-ud-2.12-230717:ru_taiga-ud-2.12-230717 models-2.12/ru_all-ud-2.12-230717.model ru_taiga $ack
110
- sanskrit-vedic-ud-2.12-230717:sa_vedic-ud-2.12-230717:sa:vsn models-2.12/sa_vedic-ud-2.12-230717.model sa_vedic $ack
111
- scottish_gaelic-arcosg-ud-2.12-230717:gd_arcosg-ud-2.12-230717:gd:gla models-2.12/gd_arcosg-ud-2.12-230717.model gd_arcosg $ack
112
- serbian-set-ud-2.12-230717:sr_set-ud-2.12-230717:sr:srp models-2.12/sr_set-ud-2.12-230717.model sr_set $ack
113
- slovak-snk-ud-2.12-230717:sk_snk-ud-2.12-230717:sk:slk:slo models-2.12/sk_snk-ud-2.12-230717.model sk_snk $ack
114
- slovenian-ssj-ud-2.12-230717:sl_ssj-ud-2.12-230717:sl:slv models-2.12/sl_all-ud-2.12-230717.model sl_ssj $ack
115
- slovenian-sst-ud-2.12-230717:sl_sst-ud-2.12-230717 models-2.12/sl_all-ud-2.12-230717.model sl_sst $ack
116
- spanish-ancora-ud-2.12-230717:es_ancora-ud-2.12-230717:es:spa models-2.12/es_all-ud-2.12-230717.model es_ancora $ack
117
- spanish-gsd-ud-2.12-230717:es_gsd-ud-2.12-230717 models-2.12/es_all-ud-2.12-230717.model es_gsd $ack
118
- swedish-talbanken-ud-2.12-230717:sv_talbanken-ud-2.12-230717:sv:swe models-2.12/sv_all-ud-2.12-230717.model sv_talbanken $ack
119
- swedish-lines-ud-2.12-230717:sv_lines-ud-2.12-230717 models-2.12/sv_all-ud-2.12-230717.model sv_lines $ack
120
- tamil-ttb-ud-2.12-230717:ta_ttb-ud-2.12-230717:ta:tam models-2.12/ta_ttb-ud-2.12-230717.model ta_ttb $ack
121
- telugu-mtg-ud-2.12-230717:te_mtg-ud-2.12-230717:te:tel models-2.12/te_mtg-ud-2.12-230717.model te_mtg $ack
122
- turkish-boun-ud-2.12-230717:tr_boun-ud-2.12-230717:tr:tur models-2.12/tr_all-ud-2.12-230717.model tr_boun $ack
123
- turkish-atis-ud-2.12-230717:tr_atis-ud-2.12-230717 models-2.12/tr_all-ud-2.12-230717.model tr_atis $ack
124
- turkish-framenet-ud-2.12-230717:tr_framenet-ud-2.12-230717 models-2.12/tr_all-ud-2.12-230717.model tr_framenet $ack
125
- turkish-imst-ud-2.12-230717:tr_imst-ud-2.12-230717 models-2.12/tr_all-ud-2.12-230717.model tr_imst $ack
126
- turkish-kenet-ud-2.12-230717:tr_kenet-ud-2.12-230717 models-2.12/tr_all-ud-2.12-230717.model tr_kenet $ack
127
- turkish-penn-ud-2.12-230717:tr_penn-ud-2.12-230717 models-2.12/tr_all-ud-2.12-230717.model tr_penn $ack
128
- turkish-tourism-ud-2.12-230717:tr_tourism-ud-2.12-230717 models-2.12/tr_all-ud-2.12-230717.model tr_tourism $ack
129
- turkish_german-sagt-ud-2.12-230717:qtd_sagt-ud-2.12-230717:qtd models-2.12/qtd_sagt-ud-2.12-230717.model qtd_sagt $ack
130
- ukrainian-iu-ud-2.12-230717:uk_iu-ud-2.12-230717:uk:ukr models-2.12/uk_iu-ud-2.12-230717.model uk_iu $ack
131
- urdu-udtb-ud-2.12-230717:ur_udtb-ud-2.12-230717:ur:urd models-2.12/ur_udtb-ud-2.12-230717.model ur_udtb $ack
132
- uyghur-udt-ud-2.12-230717:ug_udt-ud-2.12-230717:ug:uig models-2.12/ug_udt-ud-2.12-230717.model ug_udt $ack
133
- vietnamese-vtb-ud-2.12-230717:vi_vtb-ud-2.12-230717:vi:vie models-2.12/vi_vtb-ud-2.12-230717.model vi_vtb $ack
134
- welsh-ccg-ud-2.12-230717:cy_ccg-ud-2.12-230717:cy:wel:cym models-2.12/cy_ccg-ud-2.12-230717.model cy_ccg $ack
135
- western_armenian-armtdp-ud-2.12-230717:hyw_armtdp-ud-2.12-230717:hyw models-2.12/hyw_armtdp-ud-2.12-230717.model hyw_armtdp $ack
136
- wolof-wtb-ud-2.12-230717:wo_wtb-ud-2.12-230717:wo:wol:wof models-2.12/wo_wtb-ud-2.12-230717.model wo_wtb $ack
137
- EOF
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
udpipe2/models-2.12/models_non_shared.txt DELETED
@@ -1,5 +0,0 @@
1
- de_gsd
2
- de_hdt
3
- la_ittb
4
- la_llct
5
- la_proiel
 
 
 
 
 
 
udpipe2/models-2.6/.gitignore DELETED
@@ -1 +0,0 @@
1
- /*-200830.model
 
 
udpipe2/models-2.6/EVALUATION-logs.txt DELETED
@@ -1,100 +0,0 @@
1
- af_afribooms UPOS: 98.70, XPOS: 95.56, UFeats: 98.41, AllTags: 95.48, Lemmas: 97.61, UAS: 90.80, LAS: 88.40, CLAS: 83.96, MLAS: 80.78, BLEX: 80.31
2
- ar_padt UPOS: 96.87, XPOS: 94.20, UFeats: 94.36, AllTags: 93.82, Lemmas: 95.23, UAS: 87.60, LAS: 83.14, CLAS: 80.34, MLAS: 74.51, BLEX: 76.09
3
- be_hse UPOS: 96.39, XPOS: 31.85, UFeats: 82.19, AllTags: 27.08, Lemmas: 81.53, UAS: 80.18, LAS: 75.18, CLAS: 70.16, MLAS: 52.92, BLEX: 53.60
4
- bg_btb UPOS: 99.27, XPOS: 97.30, UFeats: 98.05, AllTags: 96.95, Lemmas: 98.07, UAS: 95.17, LAS: 92.41, CLAS: 89.72, MLAS: 86.62, BLEX: 87.17
5
- ca_ancora UPOS: 99.09, XPOS: 99.03, UFeats: 98.67, AllTags: 98.18, Lemmas: 99.34, UAS: 94.60, LAS: 92.95, CLAS: 90.00, MLAS: 87.73, BLEX: 89.35
6
- cop_scriptorium UPOS: 96.15, XPOS: 92.53, UFeats: 87.75, AllTags: 81.98, Lemmas: 96.70, UAS: 89.14, LAS: 85.79, CLAS: 78.98, MLAS: 57.57, BLEX: 76.42
7
- cs_cac UPOS: 99.54, XPOS: 97.36, UFeats: 97.07, AllTags: 96.67, Lemmas: 98.95, UAS: 94.37, LAS: 92.54, CLAS: 91.10, MLAS: 87.63, BLEX: 89.83
8
- cs_cltt UPOS: 99.49, XPOS: 95.19, UFeats: 95.16, AllTags: 94.95, Lemmas: 99.30, UAS: 91.91, LAS: 90.21, CLAS: 87.85, MLAS: 82.25, BLEX: 87.31
9
- cs_fictree UPOS: 98.69, XPOS: 95.82, UFeats: 96.80, AllTags: 95.40, Lemmas: 99.21, UAS: 94.92, LAS: 92.74, CLAS: 90.75, MLAS: 85.47, BLEX: 89.69
10
- cs_pdt UPOS: 99.30, XPOS: 97.71, UFeats: 97.70, AllTags: 97.24, Lemmas: 99.17, UAS: 94.60, LAS: 92.81, CLAS: 91.49, MLAS: 88.45, BLEX: 90.57
11
- cu_proiel UPOS: 96.89, XPOS: 97.09, UFeats: 91.22, AllTags: 89.97, Lemmas: 93.20, UAS: 87.95, LAS: 83.81, CLAS: 82.67, MLAS: 73.92, BLEX: 77.26
12
- cy_ccg UPOS: 94.54, XPOS: 93.51, UFeats: 89.52, AllTags: 86.83, Lemmas: 93.46, UAS: 87.04, LAS: 80.35, CLAS: 75.03, MLAS: 62.14, BLEX: 68.05
13
- da_ddt UPOS: 98.26, XPOS: 100.00, UFeats: 97.73, AllTags: 96.99, Lemmas: 97.53, UAS: 89.82, LAS: 87.67, CLAS: 85.28, MLAS: 80.73, BLEX: 82.27
14
- de_gsd UPOS: 94.73, XPOS: 97.96, UFeats: 91.65, AllTags: 86.51, Lemmas: 96.95, UAS: 89.36, LAS: 85.31, CLAS: 81.46, MLAS: 64.33, BLEX: 77.26
15
- de_hdt UPOS: 98.62, XPOS: 98.57, UFeats: 94.21, AllTags: 93.81, Lemmas: 97.32, UAS: 97.57, LAS: 96.67, CLAS: 94.78, MLAS: 85.53, BLEX: 91.10
16
- el_gdt UPOS: 98.14, XPOS: 98.14, UFeats: 95.69, AllTags: 95.02, Lemmas: 95.61, UAS: 93.82, LAS: 91.95, CLAS: 88.49, MLAS: 82.03, BLEX: 81.53
17
- en_ewt UPOS: 97.29, XPOS: 97.03, UFeats: 97.57, AllTags: 95.84, Lemmas: 98.57, UAS: 92.24, LAS: 90.05, CLAS: 87.66, MLAS: 83.33, BLEX: 86.07
18
- en_gum UPOS: 96.99, XPOS: 96.93, UFeats: 97.75, AllTags: 96.09, Lemmas: 97.56, UAS: 91.93, LAS: 89.36, CLAS: 85.51, MLAS: 81.20, BLEX: 82.25
19
- en_lines UPOS: 97.67, XPOS: 95.90, UFeats: 96.92, AllTags: 93.41, Lemmas: 98.41, UAS: 90.26, LAS: 87.36, CLAS: 85.92, MLAS: 80.24, BLEX: 83.79
20
- en_partut UPOS: 97.62, XPOS: 97.33, UFeats: 96.54, AllTags: 95.63, Lemmas: 98.50, UAS: 94.40, LAS: 92.37, CLAS: 89.16, MLAS: 83.44, BLEX: 87.48
21
- es_ancora UPOS: 99.14, XPOS: 99.06, UFeats: 98.91, AllTags: 98.37, Lemmas: 99.40, UAS: 93.83, LAS: 91.97, CLAS: 88.94, MLAS: 87.01, BLEX: 88.24
22
- es_gsd UPOS: 97.40, XPOS: 100.00, UFeats: 97.27, AllTags: 95.54, Lemmas: 99.02, UAS: 92.73, LAS: 90.38, CLAS: 86.59, MLAS: 79.93, BLEX: 85.13
23
- et_edt UPOS: 97.75, XPOS: 98.29, UFeats: 96.48, AllTags: 95.28, Lemmas: 95.40, UAS: 89.66, LAS: 87.06, CLAS: 85.63, MLAS: 80.93, BLEX: 80.44
24
- et_ewt UPOS: 96.22, XPOS: 97.37, UFeats: 94.65, AllTags: 92.37, Lemmas: 94.83, UAS: 86.37, LAS: 82.55, CLAS: 80.09, MLAS: 73.03, BLEX: 74.39
25
- eu_bdt UPOS: 96.48, XPOS: 100.00, UFeats: 93.64, AllTags: 91.72, Lemmas: 96.43, UAS: 87.30, LAS: 84.21, CLAS: 83.22, MLAS: 75.00, BLEX: 79.96
26
- fa_seraji UPOS: 97.98, XPOS: 97.97, UFeats: 98.07, AllTags: 97.60, Lemmas: 96.94, UAS: 91.74, LAS: 88.76, CLAS: 85.80, MLAS: 84.00, BLEX: 82.82
27
- fi_ftb UPOS: 96.85, XPOS: 95.31, UFeats: 96.87, AllTags: 94.16, Lemmas: 95.83, UAS: 91.99, LAS: 89.34, CLAS: 86.99, MLAS: 82.64, BLEX: 83.05
28
- fi_tdt UPOS: 97.97, XPOS: 98.56, UFeats: 96.37, AllTags: 95.48, Lemmas: 92.38, UAS: 91.69, LAS: 89.63, CLAS: 88.02, MLAS: 83.30, BLEX: 79.18
29
- fr_gsd UPOS: 98.29, XPOS: 99.99, UFeats: 97.63, AllTags: 96.94, Lemmas: 98.80, UAS: 94.46, LAS: 92.63, CLAS: 88.79, MLAS: 84.72, BLEX: 87.21
30
- fr_partut UPOS: 97.89, XPOS: 97.54, UFeats: 94.74, AllTags: 94.20, Lemmas: 96.20, UAS: 95.47, LAS: 93.62, CLAS: 90.37, MLAS: 81.20, BLEX: 84.28
31
- fr_sequoia UPOS: 99.32, XPOS: 100.00, UFeats: 98.19, AllTags: 97.78, Lemmas: 99.09, UAS: 95.80, LAS: 94.43, CLAS: 92.08, MLAS: 88.78, BLEX: 90.78
32
- fr_spoken UPOS: 97.63, XPOS: 97.31, UFeats: 100.00, AllTags: 95.00, Lemmas: 98.28, UAS: 87.27, LAS: 82.51, CLAS: 76.67, MLAS: 74.23, BLEX: 75.56
33
- fro_srcmf UPOS: 96.47, XPOS: 96.33, UFeats: 97.86, AllTags: 95.64, Lemmas: 100.00, UAS: 92.36, LAS: 87.81, CLAS: 84.26, MLAS: 81.17, BLEX: 84.26
34
- ga_idt UPOS: 94.59, XPOS: 94.60, UFeats: 73.65, AllTags: 70.63, Lemmas: 93.41, UAS: 84.98, LAS: 78.30, CLAS: 72.46, MLAS: 40.94, BLEX: 65.87
35
- gd_arcosg UPOS: 94.26, XPOS: 87.84, UFeats: 90.23, AllTags: 86.30, Lemmas: 95.85, UAS: 83.77, LAS: 77.61, CLAS: 71.81, MLAS: 62.05, BLEX: 68.26
36
- gl_ctg UPOS: 98.04, XPOS: 97.79, UFeats: 99.83, AllTags: 97.43, Lemmas: 98.82, UAS: 87.22, LAS: 84.73, CLAS: 79.97, MLAS: 74.05, BLEX: 78.78
37
- gl_treegal UPOS: 97.23, XPOS: 94.65, UFeats: 95.76, AllTags: 93.73, Lemmas: 97.89, UAS: 86.57, LAS: 82.30, CLAS: 77.99, MLAS: 71.04, BLEX: 75.71
38
- got_proiel UPOS: 96.81, XPOS: 97.26, UFeats: 91.12, AllTags: 89.28, Lemmas: 94.77, UAS: 83.73, LAS: 77.93, CLAS: 74.94, MLAS: 65.37, BLEX: 70.85
39
- grc_perseus UPOS: 93.24, XPOS: 86.03, UFeats: 91.62, AllTags: 85.30, Lemmas: 86.84, UAS: 79.74, LAS: 74.06, CLAS: 68.57, MLAS: 54.92, BLEX: 55.72
40
- grc_proiel UPOS: 97.91, XPOS: 98.18, UFeats: 92.59, AllTags: 91.30, Lemmas: 94.76, UAS: 85.95, LAS: 81.90, CLAS: 77.27, MLAS: 66.72, BLEX: 71.84
41
- he_htb UPOS: 97.48, XPOS: 97.48, UFeats: 96.03, AllTags: 95.36, Lemmas: 97.23, UAS: 91.83, LAS: 89.25, CLAS: 84.45, MLAS: 78.52, BLEX: 81.02
42
- hi_hdtb UPOS: 97.65, XPOS: 97.29, UFeats: 94.21, AllTags: 92.35, Lemmas: 98.78, UAS: 95.44, LAS: 92.49, CLAS: 89.12, MLAS: 79.41, BLEX: 87.84
43
- hr_set UPOS: 98.23, XPOS: 96.00, UFeats: 96.52, AllTags: 95.38, Lemmas: 97.64, UAS: 92.72, LAS: 88.89, CLAS: 86.41, MLAS: 80.66, BLEX: 83.53
44
- hu_szeged UPOS: 96.87, XPOS: 100.00, UFeats: 94.45, AllTags: 93.61, Lemmas: 95.09, UAS: 88.28, LAS: 84.73, CLAS: 83.84, MLAS: 75.27, BLEX: 78.26
45
- hy_armtdp UPOS: 96.11, XPOS: 100.00, UFeats: 90.90, AllTags: 89.37, Lemmas: 95.04, UAS: 86.31, LAS: 81.18, CLAS: 76.30, MLAS: 67.00, BLEX: 72.22
46
- id_gsd UPOS: 93.90, XPOS: 94.26, UFeats: 95.52, AllTags: 88.98, Lemmas: 99.61, UAS: 86.32, LAS: 80.18, CLAS: 78.38, MLAS: 69.51, BLEX: 78.00
47
- it_isdt UPOS: 98.68, XPOS: 98.60, UFeats: 98.38, AllTags: 97.81, Lemmas: 98.81, UAS: 95.07, LAS: 93.44, CLAS: 89.91, MLAS: 87.20, BLEX: 88.19
48
- it_partut UPOS: 98.54, XPOS: 98.65, UFeats: 98.38, AllTags: 97.88, Lemmas: 98.93, UAS: 96.18, LAS: 93.98, CLAS: 90.32, MLAS: 87.48, BLEX: 89.15
49
- it_postwita UPOS: 97.06, XPOS: 96.79, UFeats: 96.89, AllTags: 95.41, Lemmas: 97.18, UAS: 88.04, LAS: 83.76, CLAS: 79.65, MLAS: 75.23, BLEX: 76.98
50
- it_twittiro UPOS: 97.01, XPOS: 96.77, UFeats: 96.14, AllTags: 94.42, Lemmas: 95.50, UAS: 87.84, LAS: 83.43, CLAS: 77.88, MLAS: 71.64, BLEX: 72.68
51
- it_vit UPOS: 98.16, XPOS: 97.49, UFeats: 97.66, AllTags: 96.16, Lemmas: 98.92, UAS: 92.77, LAS: 89.91, CLAS: 85.65, MLAS: 81.15, BLEX: 84.53
52
- ja_gsd UPOS: 98.03, XPOS: 97.71, UFeats: 99.99, AllTags: 96.83, Lemmas: 99.61, UAS: 94.73, LAS: 93.41, CLAS: 89.48, MLAS: 87.64, BLEX: 89.28
53
- ko_gsd UPOS: 96.74, XPOS: 90.32, UFeats: 99.82, AllTags: 88.16, Lemmas: 93.64, UAS: 89.50, LAS: 85.84, CLAS: 84.02, MLAS: 81.76, BLEX: 78.14
54
- ko_kaist UPOS: 95.94, XPOS: 87.85, UFeats: 100.00, AllTags: 87.66, Lemmas: 94.27, UAS: 89.51, LAS: 87.67, CLAS: 85.58, MLAS: 82.42, BLEX: 80.42
55
- la_llct UPOS: 99.60, XPOS: 97.14, UFeats: 97.11, AllTags: 96.63, Lemmas: 97.68, UAS: 95.54, LAS: 94.40, CLAS: 93.31, MLAS: 89.40, BLEX: 90.53
56
- la_perseus UPOS: 91.64, XPOS: 81.17, UFeats: 86.33, AllTags: 78.74, Lemmas: 88.04, UAS: 78.21, LAS: 69.07, CLAS: 64.61, MLAS: 52.84, BLEX: 55.99
57
- la_ittb UPOS: 98.52, XPOS: 96.37, UFeats: 96.92, AllTags: 95.11, Lemmas: 98.93, UAS: 91.24, LAS: 89.07, CLAS: 86.65, MLAS: 82.62, BLEX: 85.88
58
- la_proiel UPOS: 97.07, XPOS: 97.16, UFeats: 91.53, AllTags: 90.52, Lemmas: 96.42, UAS: 83.78, LAS: 79.04, CLAS: 76.46, MLAS: 67.58, BLEX: 73.88
59
- lt_alksnis UPOS: 96.04, XPOS: 90.40, UFeats: 91.18, AllTags: 89.49, Lemmas: 93.70, UAS: 83.93, LAS: 80.08, CLAS: 78.02, MLAS: 69.02, BLEX: 72.43
60
- lt_hse UPOS: 91.23, XPOS: 91.32, UFeats: 83.21, AllTags: 78.40, Lemmas: 90.28, UAS: 73.77, LAS: 64.53, CLAS: 61.53, MLAS: 45.25, BLEX: 54.68
61
- lv_lvtb UPOS: 96.92, XPOS: 90.24, UFeats: 94.40, AllTags: 89.43, Lemmas: 96.45, UAS: 89.33, LAS: 86.23, CLAS: 84.13, MLAS: 76.29, BLEX: 80.60
62
- lzh_kyoto UPOS: 93.55, XPOS: 93.24, UFeats: 95.01, AllTags: 90.86, Lemmas: 99.96, UAS: 85.49, LAS: 80.20, CLAS: 79.28, MLAS: 76.42, BLEX: 79.25
63
- mr_ufal UPOS: 84.22, XPOS: 100.00, UFeats: 68.69, AllTags: 63.83, Lemmas: 80.10, UAS: 70.39, LAS: 60.92, CLAS: 56.02, MLAS: 31.95, BLEX: 42.32
64
- mt_mudt UPOS: 95.88, XPOS: 95.77, UFeats: 100.00, AllTags: 95.40, Lemmas: 100.00, UAS: 85.46, LAS: 80.38, CLAS: 72.66, MLAS: 68.69, BLEX: 72.66
65
- nl_alpino UPOS: 97.57, XPOS: 96.13, UFeats: 97.18, AllTags: 95.53, Lemmas: 97.46, UAS: 93.93, LAS: 91.53, CLAS: 87.66, MLAS: 82.72, BLEX: 84.42
66
- nl_lassysmall UPOS: 96.79, XPOS: 96.05, UFeats: 96.97, AllTags: 95.40, Lemmas: 97.33, UAS: 94.26, LAS: 91.24, CLAS: 87.83, MLAS: 83.56, BLEX: 84.84
67
- no_bokmaal UPOS: 98.57, XPOS: 100.00, UFeats: 97.71, AllTags: 97.05, Lemmas: 98.75, UAS: 94.48, LAS: 93.00, CLAS: 91.03, MLAS: 87.67, BLEX: 89.43
68
- no_nynorsk UPOS: 98.50, XPOS: 100.00, UFeats: 97.51, AllTags: 96.80, Lemmas: 98.50, UAS: 94.66, LAS: 92.93, CLAS: 90.99, MLAS: 86.95, BLEX: 89.01
69
- no_nynorsklia UPOS: 96.55, XPOS: 100.00, UFeats: 95.79, AllTags: 93.72, Lemmas: 98.14, UAS: 81.15, LAS: 76.76, CLAS: 71.75, MLAS: 65.94, BLEX: 69.80
70
- orv_rnc UPOS: 93.34, XPOS: 89.43, UFeats: 77.09, AllTags: 67.76, Lemmas: 76.13, UAS: 66.86, LAS: 60.73, CLAS: 56.02, MLAS: 36.05, BLEX: 37.07
71
- orv_torot UPOS: 94.93, XPOS: 94.99, UFeats: 88.44, AllTags: 86.35, Lemmas: 85.77, UAS: 83.15, LAS: 77.17, CLAS: 73.95, MLAS: 63.78, BLEX: 62.66
72
- pcm_nsc UPOS: 98.14, XPOS: 100.00, UFeats: 99.16, AllTags: 97.77, Lemmas: 99.27, UAS: 92.50, LAS: 89.84, CLAS: 87.08, MLAS: 84.25, BLEX: 86.26
73
- pl_lfg UPOS: 99.09, XPOS: 96.18, UFeats: 96.70, AllTags: 95.25, Lemmas: 98.41, UAS: 97.29, LAS: 95.91, CLAS: 94.64, MLAS: 90.12, BLEX: 92.77
74
- pl_pdb UPOS: 99.04, XPOS: 95.88, UFeats: 95.99, AllTags: 95.18, Lemmas: 98.19, UAS: 94.51, LAS: 92.50, CLAS: 90.58, MLAS: 85.36, BLEX: 88.52
75
- pt_bosque UPOS: 97.60, XPOS: 100.00, UFeats: 96.49, AllTags: 95.11, Lemmas: 98.42, UAS: 93.53, LAS: 90.80, CLAS: 87.48, MLAS: 80.42, BLEX: 85.51
76
- pt_gsd UPOS: 98.69, XPOS: 98.69, UFeats: 99.87, AllTags: 98.59, Lemmas: 99.49, UAS: 94.94, LAS: 93.82, CLAS: 90.96, MLAS: 89.11, BLEX: 90.36
77
- ro_nonstandard UPOS: 97.21, XPOS: 92.90, UFeats: 91.53, AllTags: 90.13, Lemmas: 95.74, UAS: 91.00, LAS: 86.49, CLAS: 81.82, MLAS: 69.53, BLEX: 77.28
78
- ro_rrt UPOS: 98.08, XPOS: 97.44, UFeats: 97.60, AllTags: 97.08, Lemmas: 98.49, UAS: 92.74, LAS: 88.38, CLAS: 84.56, MLAS: 80.82, BLEX: 82.88
79
- ru_gsd UPOS: 98.49, XPOS: 97.98, UFeats: 95.17, AllTags: 93.97, Lemmas: 97.27, UAS: 92.77, LAS: 89.43, CLAS: 88.26, MLAS: 81.44, BLEX: 85.05
80
- ru_syntagrus UPOS: 99.27, XPOS: 100.00, UFeats: 97.98, AllTags: 97.76, Lemmas: 98.68, UAS: 94.99, LAS: 93.72, CLAS: 92.53, MLAS: 89.90, BLEX: 90.95
81
- ru_taiga UPOS: 96.47, XPOS: 98.56, UFeats: 92.72, AllTags: 89.87, Lemmas: 95.68, UAS: 85.57, LAS: 80.81, CLAS: 78.38, MLAS: 68.93, BLEX: 73.90
82
- sa_vedic UPOS: 90.01, XPOS: 100.00, UFeats: 83.11, AllTags: 78.58, Lemmas: 87.24, UAS: 73.34, LAS: 61.55, CLAS: 61.10, MLAS: 51.87, BLEX: 54.91
83
- sk_snk UPOS: 97.30, XPOS: 88.06, UFeats: 92.84, AllTags: 86.98, Lemmas: 96.60, UAS: 93.68, LAS: 91.57, CLAS: 90.57, MLAS: 80.55, BLEX: 86.59
84
- sl_ssj UPOS: 98.86, XPOS: 96.44, UFeats: 96.69, AllTags: 96.01, Lemmas: 98.54, UAS: 94.41, LAS: 92.96, CLAS: 90.98, MLAS: 86.68, BLEX: 89.30
85
- sl_sst UPOS: 95.71, XPOS: 93.11, UFeats: 92.94, AllTags: 90.90, Lemmas: 97.46, UAS: 77.81, LAS: 72.24, CLAS: 68.73, MLAS: 62.71, BLEX: 67.18
86
- sme_giella UPOS: 92.47, XPOS: 93.70, UFeats: 89.56, AllTags: 85.75, Lemmas: 86.96, UAS: 76.97, LAS: 72.16, CLAS: 69.62, MLAS: 60.95, BLEX: 59.19
87
- sr_set UPOS: 99.01, XPOS: 95.78, UFeats: 95.94, AllTags: 95.39, Lemmas: 97.83, UAS: 94.33, LAS: 91.82, CLAS: 90.14, MLAS: 83.84, BLEX: 87.45
88
- sv_lines UPOS: 97.75, XPOS: 95.48, UFeats: 90.91, AllTags: 88.09, Lemmas: 97.79, UAS: 89.91, LAS: 86.52, CLAS: 85.06, MLAS: 72.13, BLEX: 82.48
89
- sv_talbanken UPOS: 98.51, XPOS: 97.38, UFeats: 97.44, AllTags: 96.57, Lemmas: 98.30, UAS: 92.46, LAS: 90.14, CLAS: 88.33, MLAS: 84.12, BLEX: 86.33
90
- ta_ttb UPOS: 93.36, XPOS: 87.28, UFeats: 90.10, AllTags: 86.22, Lemmas: 93.97, UAS: 78.03, LAS: 71.79, CLAS: 69.86, MLAS: 61.09, BLEX: 64.80
91
- te_mtg UPOS: 94.04, XPOS: 94.04, UFeats: 98.89, AllTags: 94.04, Lemmas: 100.00, UAS: 91.12, LAS: 84.47, CLAS: 80.46, MLAS: 76.84, BLEX: 80.46
92
- tr_imst UPOS: 96.10, XPOS: 95.32, UFeats: 93.66, AllTags: 91.50, Lemmas: 96.00, UAS: 76.10, LAS: 69.93, CLAS: 66.52, MLAS: 60.33, BLEX: 63.83
93
- ug_udt UPOS: 89.67, XPOS: 92.21, UFeats: 88.92, AllTags: 80.47, Lemmas: 95.27, UAS: 78.39, LAS: 66.27, CLAS: 59.89, MLAS: 47.53, BLEX: 56.23
94
- uk_iu UPOS: 98.10, XPOS: 94.42, UFeats: 94.34, AllTags: 93.30, Lemmas: 97.56, UAS: 91.11, LAS: 88.75, CLAS: 86.27, MLAS: 79.11, BLEX: 83.59
95
- ur_udtb UPOS: 94.08, XPOS: 92.26, UFeats: 82.92, AllTags: 78.43, Lemmas: 97.39, UAS: 88.37, LAS: 82.74, CLAS: 77.23, MLAS: 56.90, BLEX: 74.92
96
- vi_vtb UPOS: 90.56, XPOS: 88.69, UFeats: 99.72, AllTags: 88.47, Lemmas: 99.58, UAS: 72.63, LAS: 65.26, CLAS: 62.90, MLAS: 58.85, BLEX: 62.42
97
- wo_wtb UPOS: 95.19, XPOS: 95.03, UFeats: 94.22, AllTags: 92.10, Lemmas: 95.97, UAS: 85.98, LAS: 80.75, CLAS: 75.60, MLAS: 68.61, BLEX: 72.08
98
- zh_gsd UPOS: 96.30, XPOS: 96.16, UFeats: 99.42, AllTags: 95.45, Lemmas: 99.99, UAS: 87.30, LAS: 84.22, CLAS: 82.85, MLAS: 78.63, BLEX: 82.84
99
- zh_gsdsimp UPOS: 96.32, XPOS: 96.15, UFeats: 99.43, AllTags: 95.50, Lemmas: 99.99, UAS: 86.89, LAS: 83.93, CLAS: 82.61, MLAS: 78.52, BLEX: 82.60
100
- ************ ***** 96.69, XPOS: 95.26, UFeats: 94.39, AllTags: 91.28, Lemmas: 96.23, UAS: 88.78, LAS: 85.02, CLAS: 81.91, MLAS: 74.67, BLEX: 78.34
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
udpipe2/models-2.6/EVALUATION-server.txt DELETED
@@ -1,198 +0,0 @@
1
- afrikaans-afribooms-ud-2.6-200830 raw_text Tokens:99.82 Sentences:98.25 Words:99.82 UPOS:98.55 XPOS:95.42 UFeats:98.27 AllTags:95.33 Lemmas:97.52 UAS:90.34 LAS:87.93 CLAS:83.47 MLAS:80.33 BLEX:79.91
2
- afrikaans-afribooms-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:98.70 XPOS:95.56 UFeats:98.41 AllTags:95.48 Lemmas:97.61 UAS:90.80 LAS:88.40 CLAS:83.96 MLAS:80.78 BLEX:80.31
3
- ancient_greek-perseus-ud-2.6-200830 raw_text Tokens:99.97 Sentences:98.85 Words:99.97 UPOS:93.20 XPOS:86.01 UFeats:91.59 AllTags:85.27 Lemmas:86.81 UAS:79.57 LAS:73.90 CLAS:68.46 MLAS:54.80 BLEX:55.63
4
- ancient_greek-perseus-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:93.24 XPOS:86.03 UFeats:91.62 AllTags:85.30 Lemmas:86.84 UAS:79.74 LAS:74.06 CLAS:68.57 MLAS:54.92 BLEX:55.72
5
- ancient_greek-proiel-ud-2.6-200830 raw_text Tokens:100.00 Sentences:48.02 Words:100.00 UPOS:97.73 XPOS:98.04 UFeats:92.36 AllTags:91.01 Lemmas:94.71 UAS:79.98 LAS:75.99 CLAS:70.70 MLAS:60.15 BLEX:65.88
6
- ancient_greek-proiel-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:97.91 XPOS:98.18 UFeats:92.59 AllTags:91.30 Lemmas:94.76 UAS:85.95 LAS:81.90 CLAS:77.27 MLAS:66.72 BLEX:71.84
7
- arabic-padt-ud-2.6-200830 raw_text Tokens:99.98 Sentences:82.09 Words:94.58 UPOS:91.68 XPOS:88.96 UFeats:89.14 AllTags:88.65 Lemmas:90.36 UAS:78.86 LAS:74.85 CLAS:71.58 MLAS:66.06 BLEX:68.12
8
- arabic-padt-ud-2.6-200830 gold_tok
9
- armenian-armtdp-ud-2.6-200830 raw_text Tokens:99.92 Sentences:97.85 Words:99.34 UPOS:95.64 XPOS:99.34 UFeats:90.30 AllTags:88.94 Lemmas:94.45 UAS:85.07 LAS:79.97 CLAS:75.54 MLAS:66.54 BLEX:71.61
10
- armenian-armtdp-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.11 XPOS:100.00 UFeats:90.90 AllTags:89.37 Lemmas:95.04 UAS:86.31 LAS:81.18 CLAS:76.30 MLAS:67.00 BLEX:72.22
11
- basque-bdt-ud-2.6-200830 raw_text Tokens:99.94 Sentences:99.83 Words:99.94 UPOS:96.44 XPOS:99.94 UFeats:93.60 AllTags:91.69 Lemmas:96.40 UAS:87.24 LAS:84.15 CLAS:83.17 MLAS:74.97 BLEX:79.94
12
- basque-bdt-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.48 XPOS:100.00 UFeats:93.64 AllTags:91.72 Lemmas:96.43 UAS:87.30 LAS:84.21 CLAS:83.22 MLAS:75.00 BLEX:79.96
13
- belarusian-hse-ud-2.6-200830 raw_text Tokens:99.84 Sentences:78.70 Words:99.84 UPOS:96.14 XPOS:31.78 UFeats:82.07 AllTags:26.98 Lemmas:81.48 UAS:75.81 LAS:71.05 CLAS:66.37 MLAS:49.78 BLEX:50.93
14
- belarusian-hse-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.39 XPOS:31.85 UFeats:82.19 AllTags:27.08 Lemmas:81.53 UAS:80.18 LAS:75.18 CLAS:70.16 MLAS:52.92 BLEX:53.60
15
- bulgarian-btb-ud-2.6-200830 raw_text Tokens:99.91 Sentences:94.17 Words:99.91 UPOS:99.15 XPOS:97.19 UFeats:97.95 AllTags:96.84 Lemmas:97.97 UAS:94.35 LAS:91.61 CLAS:88.98 MLAS:85.92 BLEX:86.43
16
- bulgarian-btb-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:99.27 XPOS:97.30 UFeats:98.05 AllTags:96.95 Lemmas:98.07 UAS:95.17 LAS:92.41 CLAS:89.72 MLAS:86.62 BLEX:87.17
17
- catalan-ancora-ud-2.6-200830 raw_text Tokens:99.98 Sentences:99.43 Words:99.98 UPOS:99.05 XPOS:98.99 UFeats:98.63 AllTags:98.14 Lemmas:99.31 UAS:94.53 LAS:92.86 CLAS:89.89 MLAS:87.63 BLEX:89.24
18
- catalan-ancora-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:99.09 XPOS:99.03 UFeats:98.67 AllTags:98.18 Lemmas:99.34 UAS:94.60 LAS:92.95 CLAS:90.00 MLAS:87.73 BLEX:89.35
19
- chinese-gsdsimp-ud-2.6-200830 raw_text Tokens:90.29 Sentences:99.10 Words:90.29 UPOS:87.32 XPOS:87.20 UFeats:89.73 AllTags:86.54 Lemmas:90.29 UAS:72.68 LAS:70.32 CLAS:66.94 MLAS:63.38 BLEX:66.94
20
- chinese-gsdsimp-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.32 XPOS:96.15 UFeats:99.43 AllTags:95.50 Lemmas:99.99 UAS:86.89 LAS:83.93 CLAS:82.61 MLAS:78.52 BLEX:82.60
21
- chinese-gsd-ud-2.6-200830 raw_text Tokens:90.27 Sentences:99.10 Words:90.27 UPOS:87.27 XPOS:87.18 UFeats:89.74 AllTags:86.50 Lemmas:90.27 UAS:72.99 LAS:70.50 CLAS:67.21 MLAS:63.83 BLEX:67.21
22
- chinese-gsd-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.30 XPOS:96.16 UFeats:99.42 AllTags:95.45 Lemmas:99.99 UAS:87.30 LAS:84.22 CLAS:82.85 MLAS:78.63 BLEX:82.84
23
- classical_chinese-kyoto-ud-2.6-200830 raw_text Tokens:99.46 Sentences:46.22 Words:99.46 UPOS:90.91 XPOS:90.91 UFeats:93.43 AllTags:88.00 Lemmas:99.42 UAS:72.75 LAS:67.18 CLAS:66.03 MLAS:63.67 BLEX:66.02
24
- classical_chinese-kyoto-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:93.55 XPOS:93.24 UFeats:95.01 AllTags:90.86 Lemmas:99.96 UAS:85.49 LAS:80.20 CLAS:79.28 MLAS:76.42 BLEX:79.25
25
- coptic-scriptorium-ud-2.6-200830 raw_text Tokens:100.00 Sentences:35.97 Words:71.91 UPOS:69.61 XPOS:68.00 UFeats:63.06 AllTags:60.16 Lemmas:70.51 UAS:47.75 LAS:45.89 CLAS:36.22 MLAS:25.42 BLEX:35.81
26
- coptic-scriptorium-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.15 XPOS:92.53 UFeats:87.75 AllTags:81.98 Lemmas:96.70 UAS:89.14 LAS:85.79 CLAS:78.98 MLAS:57.57 BLEX:76.42
27
- croatian-set-ud-2.6-200830 raw_text Tokens:99.95 Sentences:94.41 Words:99.95 UPOS:98.18 XPOS:95.91 UFeats:96.40 AllTags:95.27 Lemmas:97.58 UAS:92.20 LAS:88.40 CLAS:85.93 MLAS:80.16 BLEX:83.07
28
- croatian-set-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:98.23 XPOS:96.00 UFeats:96.52 AllTags:95.38 Lemmas:97.64 UAS:92.72 LAS:88.89 CLAS:86.41 MLAS:80.66 BLEX:83.53
29
- czech-pdt-ud-2.6-200830 raw_text Tokens:99.93 Sentences:93.35 Words:99.93 UPOS:99.23 XPOS:97.61 UFeats:97.59 AllTags:97.13 Lemmas:99.09 UAS:93.81 LAS:92.03 CLAS:90.80 MLAS:87.79 BLEX:89.88
30
- czech-pdt-ud-2.6-200830 gold_tok
31
- czech-cac-ud-2.6-200830 raw_text Tokens:99.99 Sentences:99.68 Words:99.98 UPOS:99.52 XPOS:97.33 UFeats:97.05 AllTags:96.64 Lemmas:98.93 UAS:94.31 LAS:92.48 CLAS:91.03 MLAS:87.56 BLEX:89.76
32
- czech-cac-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:99.54 XPOS:97.36 UFeats:97.07 AllTags:96.67 Lemmas:98.95 UAS:94.37 LAS:92.54 CLAS:91.10 MLAS:87.63 BLEX:89.83
33
- czech-fictree-ud-2.6-200830 raw_text Tokens:99.99 Sentences:98.95 Words:99.99 UPOS:98.68 XPOS:95.80 UFeats:96.79 AllTags:95.38 Lemmas:99.20 UAS:94.83 LAS:92.66 CLAS:90.63 MLAS:85.35 BLEX:89.58
34
- czech-fictree-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:98.69 XPOS:95.82 UFeats:96.80 AllTags:95.40 Lemmas:99.21 UAS:94.92 LAS:92.74 CLAS:90.75 MLAS:85.47 BLEX:89.69
35
- czech-cltt-ud-2.6-200830 raw_text Tokens:99.89 Sentences:97.40 Words:99.65 UPOS:99.21 XPOS:95.00 UFeats:94.98 AllTags:94.76 Lemmas:99.06 UAS:91.37 LAS:89.67 CLAS:87.43 MLAS:82.08 BLEX:86.96
36
- czech-cltt-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:99.49 XPOS:95.19 UFeats:95.16 AllTags:94.95 Lemmas:99.30 UAS:91.91 LAS:90.21 CLAS:87.85 MLAS:82.25 BLEX:87.31
37
- danish-ddt-ud-2.6-200830 raw_text Tokens:99.81 Sentences:89.78 Words:99.81 UPOS:98.01 XPOS:99.81 UFeats:97.52 AllTags:96.72 Lemmas:97.31 UAS:88.56 LAS:86.46 CLAS:84.03 MLAS:79.62 BLEX:81.12
38
- danish-ddt-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:98.26 XPOS:100.00 UFeats:97.73 AllTags:96.99 Lemmas:97.53 UAS:89.82 LAS:87.67 CLAS:85.28 MLAS:80.73 BLEX:82.27
39
- dutch-alpino-ud-2.6-200830 raw_text Tokens:99.83 Sentences:88.59 Words:99.83 UPOS:97.41 XPOS:95.98 UFeats:97.02 AllTags:95.36 Lemmas:97.32 UAS:92.79 LAS:90.38 CLAS:86.45 MLAS:81.53 BLEX:83.18
40
- dutch-alpino-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:97.57 XPOS:96.13 UFeats:97.18 AllTags:95.53 Lemmas:97.46 UAS:93.93 LAS:91.53 CLAS:87.66 MLAS:82.72 BLEX:84.42
41
- dutch-lassysmall-ud-2.6-200830 raw_text Tokens:99.83 Sentences:75.40 Words:99.83 UPOS:96.58 XPOS:95.42 UFeats:96.41 AllTags:94.73 Lemmas:97.21 UAS:90.36 LAS:87.66 CLAS:82.67 MLAS:78.84 BLEX:80.17
42
- dutch-lassysmall-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.79 XPOS:96.05 UFeats:96.97 AllTags:95.40 Lemmas:97.33 UAS:94.26 LAS:91.24 CLAS:87.83 MLAS:83.56 BLEX:84.84
43
- english-ewt-ud-2.6-200830 raw_text Tokens:98.95 Sentences:86.60 Words:98.95 UPOS:96.36 XPOS:96.06 UFeats:96.56 AllTags:94.88 Lemmas:97.64 UAS:89.55 LAS:87.43 CLAS:84.69 MLAS:80.50 BLEX:83.29
44
- english-ewt-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:97.29 XPOS:97.03 UFeats:97.57 AllTags:95.84 Lemmas:98.57 UAS:92.24 LAS:90.05 CLAS:87.66 MLAS:83.33 BLEX:86.07
45
- english-gum-ud-2.6-200830 raw_text Tokens:99.81 Sentences:83.66 Words:99.81 UPOS:96.79 XPOS:96.76 UFeats:97.55 AllTags:95.88 Lemmas:97.35 UAS:90.02 LAS:87.52 CLAS:83.66 MLAS:79.41 BLEX:80.43
46
- english-gum-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.99 XPOS:96.93 UFeats:97.75 AllTags:96.09 Lemmas:97.56 UAS:91.93 LAS:89.36 CLAS:85.51 MLAS:81.20 BLEX:82.25
47
- english-lines-ud-2.6-200830 raw_text Tokens:99.92 Sentences:87.45 Words:99.92 UPOS:97.60 XPOS:95.86 UFeats:96.88 AllTags:93.39 Lemmas:98.34 UAS:89.36 LAS:86.45 CLAS:84.93 MLAS:79.35 BLEX:82.87
48
- english-lines-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:97.67 XPOS:95.90 UFeats:96.92 AllTags:93.41 Lemmas:98.41 UAS:90.26 LAS:87.36 CLAS:85.92 MLAS:80.24 BLEX:83.79
49
- english-partut-ud-2.6-200830 raw_text Tokens:99.78 Sentences:100.00 Words:99.72 UPOS:97.37 XPOS:97.08 UFeats:96.29 AllTags:95.38 Lemmas:98.23 UAS:94.12 LAS:92.09 CLAS:88.88 MLAS:83.04 BLEX:87.20
50
- english-partut-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:97.62 XPOS:97.33 UFeats:96.54 AllTags:95.63 Lemmas:98.50 UAS:94.40 LAS:92.37 CLAS:89.16 MLAS:83.44 BLEX:87.48
51
- estonian-edt-ud-2.6-200830 raw_text Tokens:99.96 Sentences:91.56 Words:99.96 UPOS:97.65 XPOS:98.25 UFeats:96.44 AllTags:95.19 Lemmas:95.34 UAS:88.75 LAS:86.18 CLAS:84.78 MLAS:80.12 BLEX:79.65
52
- estonian-edt-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:97.75 XPOS:98.29 UFeats:96.48 AllTags:95.28 Lemmas:95.40 UAS:89.66 LAS:87.06 CLAS:85.63 MLAS:80.93 BLEX:80.44
53
- estonian-ewt-ud-2.6-200830 raw_text Tokens:98.96 Sentences:70.09 Words:98.96 UPOS:95.00 XPOS:96.30 UFeats:93.74 AllTags:91.31 Lemmas:93.81 UAS:81.07 LAS:77.55 CLAS:75.88 MLAS:69.14 BLEX:70.69
54
- estonian-ewt-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.22 XPOS:97.37 UFeats:94.65 AllTags:92.37 Lemmas:94.83 UAS:86.37 LAS:82.55 CLAS:80.09 MLAS:73.03 BLEX:74.39
55
- finnish-tdt-ud-2.6-200830 raw_text Tokens:99.71 Sentences:88.64 Words:99.70 UPOS:97.63 XPOS:98.25 UFeats:96.05 AllTags:95.11 Lemmas:92.06 UAS:90.11 LAS:88.10 CLAS:86.68 MLAS:82.04 BLEX:77.91
56
- finnish-tdt-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:97.97 XPOS:98.56 UFeats:96.37 AllTags:95.48 Lemmas:92.38 UAS:91.69 LAS:89.63 CLAS:88.02 MLAS:83.30 BLEX:79.18
57
- finnish-ftb-ud-2.6-200830 raw_text Tokens:99.92 Sentences:86.84 Words:99.91 UPOS:96.52 XPOS:95.08 UFeats:96.72 AllTags:93.82 Lemmas:95.73 UAS:89.93 LAS:87.32 CLAS:84.52 MLAS:80.13 BLEX:80.74
58
- finnish-ftb-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.85 XPOS:95.31 UFeats:96.87 AllTags:94.16 Lemmas:95.83 UAS:91.99 LAS:89.34 CLAS:86.99 MLAS:82.64 BLEX:83.05
59
- french-gsd-ud-2.6-200830 raw_text Tokens:99.75 Sentences:94.67 Words:98.87 UPOS:97.23 XPOS:98.86 UFeats:96.65 AllTags:96.00 Lemmas:97.69 UAS:92.77 LAS:90.82 CLAS:87.64 MLAS:83.14 BLEX:86.08
60
- french-gsd-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:98.29 XPOS:99.99 UFeats:97.63 AllTags:96.94 Lemmas:98.80 UAS:94.46 LAS:92.63 CLAS:88.79 MLAS:84.72 BLEX:87.21
61
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- polish-pdb-ud-2.6-200830 raw_text Tokens:99.86 Sentences:97.33 Words:99.85 UPOS:98.88 XPOS:95.73 UFeats:95.84 AllTags:95.03 Lemmas:98.05 UAS:94.02 LAS:92.01 CLAS:90.12 MLAS:84.93 BLEX:88.08
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- polish-pdb-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:99.04 XPOS:95.88 UFeats:95.99 AllTags:95.18 Lemmas:98.19 UAS:94.51 LAS:92.50 CLAS:90.58 MLAS:85.36 BLEX:88.52
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- polish-lfg-ud-2.6-200830 raw_text Tokens:99.85 Sentences:99.65 Words:99.85 UPOS:98.92 XPOS:95.99 UFeats:96.51 AllTags:95.06 Lemmas:98.27 UAS:96.89 LAS:95.52 CLAS:94.28 MLAS:89.73 BLEX:92.45
146
- polish-lfg-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:99.09 XPOS:96.18 UFeats:96.70 AllTags:95.25 Lemmas:98.41 UAS:97.29 LAS:95.91 CLAS:94.64 MLAS:90.12 BLEX:92.77
147
- portuguese-gsd-ud-2.6-200830 raw_text Tokens:99.95 Sentences:97.50 Words:99.84 UPOS:98.53 XPOS:98.52 UFeats:99.71 AllTags:98.43 Lemmas:99.33 UAS:94.57 LAS:93.47 CLAS:90.62 MLAS:88.69 BLEX:90.02
148
- portuguese-gsd-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:98.69 XPOS:98.69 UFeats:99.87 AllTags:98.59 Lemmas:99.49 UAS:94.94 LAS:93.82 CLAS:90.96 MLAS:89.11 BLEX:90.36
149
- portuguese-bosque-ud-2.6-200830 raw_text Tokens:99.62 Sentences:90.64 Words:99.55 UPOS:97.19 XPOS:99.55 UFeats:96.17 AllTags:94.79 Lemmas:97.98 UAS:92.32 LAS:89.72 CLAS:86.20 MLAS:79.29 BLEX:84.22
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- portuguese-bosque-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:97.60 XPOS:100.00 UFeats:96.49 AllTags:95.11 Lemmas:98.42 UAS:93.53 LAS:90.80 CLAS:87.48 MLAS:80.42 BLEX:85.51
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- romanian-rrt-ud-2.6-200830 raw_text Tokens:99.69 Sentences:95.28 Words:99.69 UPOS:97.79 XPOS:97.18 UFeats:97.32 AllTags:96.81 Lemmas:98.20 UAS:91.83 LAS:87.56 CLAS:83.86 MLAS:80.00 BLEX:82.17
152
- romanian-rrt-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:98.08 XPOS:97.44 UFeats:97.60 AllTags:97.08 Lemmas:98.49 UAS:92.74 LAS:88.38 CLAS:84.56 MLAS:80.82 BLEX:82.88
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- romanian-nonstandard-ud-2.6-200830 raw_text Tokens:98.35 Sentences:96.73 Words:98.35 UPOS:95.61 XPOS:91.38 UFeats:90.03 AllTags:88.67 Lemmas:94.23 UAS:88.89 LAS:84.47 CLAS:80.24 MLAS:67.59 BLEX:75.81
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- romanian-nonstandard-ud-2.6-200830 gold_tok
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- russian-syntagrus-ud-2.6-200830 raw_text Tokens:99.60 Sentences:98.80 Words:99.60 UPOS:98.86 XPOS:99.60 UFeats:97.60 AllTags:97.38 Lemmas:98.33 UAS:94.22 LAS:92.97 CLAS:91.86 MLAS:89.27 BLEX:90.35
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- russian-syntagrus-ud-2.6-200830 gold_tok
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- russian-gsd-ud-2.6-200830 raw_text Tokens:99.50 Sentences:96.22 Words:99.50 UPOS:98.03 XPOS:97.51 UFeats:94.76 AllTags:93.60 Lemmas:96.89 UAS:91.66 LAS:88.38 CLAS:87.23 MLAS:80.67 BLEX:84.18
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- russian-gsd-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:98.49 XPOS:97.98 UFeats:95.17 AllTags:93.97 Lemmas:97.27 UAS:92.77 LAS:89.43 CLAS:88.26 MLAS:81.44 BLEX:85.05
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- russian-taiga-ud-2.6-200830 raw_text Tokens:97.16 Sentences:82.69 Words:97.16 UPOS:94.13 XPOS:95.72 UFeats:90.01 AllTags:87.50 Lemmas:93.05 UAS:81.17 LAS:76.99 CLAS:74.16 MLAS:65.28 BLEX:69.94
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- russian-taiga-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.47 XPOS:98.56 UFeats:92.72 AllTags:89.87 Lemmas:95.68 UAS:85.57 LAS:80.81 CLAS:78.38 MLAS:68.93 BLEX:73.90
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- sanskrit-vedic-ud-2.6-200830 raw_text Tokens:100.00 Sentences:27.18 Words:100.00 UPOS:89.50 XPOS:100.00 UFeats:81.72 AllTags:77.12 Lemmas:87.11 UAS:60.79 LAS:49.75 CLAS:48.81 MLAS:41.65 BLEX:44.67
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- sanskrit-vedic-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:90.01 XPOS:100.00 UFeats:83.11 AllTags:78.58 Lemmas:87.24 UAS:73.34 LAS:61.55 CLAS:61.10 MLAS:51.87 BLEX:54.91
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- scottish_gaelic-arcosg-ud-2.6-200830 raw_text Tokens:99.58 Sentences:55.57 Words:99.58 UPOS:93.63 XPOS:87.07 UFeats:89.78 AllTags:85.43 Lemmas:95.41 UAS:77.66 LAS:71.86 CLAS:63.44 MLAS:55.15 BLEX:60.51
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- scottish_gaelic-arcosg-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:94.26 XPOS:87.84 UFeats:90.23 AllTags:86.30 Lemmas:95.85 UAS:83.77 LAS:77.61 CLAS:71.81 MLAS:62.05 BLEX:68.26
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- serbian-set-ud-2.6-200830 raw_text Tokens:99.99 Sentences:93.00 Words:99.99 UPOS:98.98 XPOS:95.75 UFeats:95.92 AllTags:95.35 Lemmas:97.82 UAS:93.66 LAS:91.18 CLAS:89.44 MLAS:83.18 BLEX:86.80
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- serbian-set-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:99.01 XPOS:95.78 UFeats:95.94 AllTags:95.39 Lemmas:97.83 UAS:94.33 LAS:91.82 CLAS:90.14 MLAS:83.84 BLEX:87.45
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- slovak-snk-ud-2.6-200830 raw_text Tokens:100.00 Sentences:85.28 Words:100.00 UPOS:97.19 XPOS:87.79 UFeats:92.66 AllTags:86.71 Lemmas:96.52 UAS:91.71 LAS:89.60 CLAS:88.45 MLAS:78.75 BLEX:84.54
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- slovak-snk-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:97.30 XPOS:88.06 UFeats:92.84 AllTags:86.98 Lemmas:96.60 UAS:93.68 LAS:91.57 CLAS:90.57 MLAS:80.55 BLEX:86.59
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- slovenian-ssj-ud-2.6-200830 raw_text Tokens:97.99 Sentences:67.98 Words:97.99 UPOS:96.93 XPOS:94.35 UFeats:94.56 AllTags:93.95 Lemmas:96.59 UAS:88.09 LAS:86.65 CLAS:85.10 MLAS:80.90 BLEX:83.58
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- slovenian-ssj-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:98.86 XPOS:96.44 UFeats:96.69 AllTags:96.01 Lemmas:98.54 UAS:94.41 LAS:92.96 CLAS:90.98 MLAS:86.68 BLEX:89.30
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- slovenian-sst-ud-2.6-200830 raw_text Tokens:99.85 Sentences:23.14 Words:99.85 UPOS:94.70 XPOS:92.70 UFeats:92.52 AllTags:89.74 Lemmas:97.14 UAS:64.23 LAS:59.57 CLAS:54.25 MLAS:49.25 BLEX:52.95
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- slovenian-sst-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:95.71 XPOS:93.11 UFeats:92.94 AllTags:90.90 Lemmas:97.46 UAS:77.81 LAS:72.24 CLAS:68.73 MLAS:62.71 BLEX:67.18
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- spanish-ancora-ud-2.6-200830 raw_text Tokens:99.97 Sentences:98.32 Words:99.95 UPOS:99.09 XPOS:99.02 UFeats:98.87 AllTags:98.33 Lemmas:99.36 UAS:93.62 LAS:91.78 CLAS:88.75 MLAS:86.82 BLEX:88.06
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- spanish-ancora-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:99.14 XPOS:99.06 UFeats:98.91 AllTags:98.37 Lemmas:99.40 UAS:93.83 LAS:91.97 CLAS:88.94 MLAS:87.01 BLEX:88.24
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- spanish-gsd-ud-2.6-200830 raw_text Tokens:99.94 Sentences:94.54 Words:99.76 UPOS:97.17 XPOS:99.76 UFeats:97.05 AllTags:95.32 Lemmas:98.80 UAS:92.00 LAS:89.70 CLAS:85.92 MLAS:79.23 BLEX:84.49
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- spanish-gsd-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:97.40 XPOS:100.00 UFeats:97.27 AllTags:95.54 Lemmas:99.02 UAS:92.73 LAS:90.38 CLAS:86.59 MLAS:79.93 BLEX:85.13
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- swedish-talbanken-ud-2.6-200830 raw_text Tokens:99.89 Sentences:96.13 Words:99.89 UPOS:98.41 XPOS:97.26 UFeats:97.33 AllTags:96.46 Lemmas:98.19 UAS:91.99 LAS:89.68 CLAS:87.79 MLAS:83.63 BLEX:85.82
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- swedish-talbanken-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:98.51 XPOS:97.38 UFeats:97.44 AllTags:96.57 Lemmas:98.30 UAS:92.46 LAS:90.14 CLAS:88.33 MLAS:84.12 BLEX:86.33
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- swedish-lines-ud-2.6-200830 raw_text Tokens:99.96 Sentences:87.20 Words:99.96 UPOS:97.71 XPOS:95.47 UFeats:90.89 AllTags:88.10 Lemmas:97.76 UAS:89.14 LAS:85.80 CLAS:84.20 MLAS:71.44 BLEX:81.67
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- swedish-lines-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:97.75 XPOS:95.48 UFeats:90.91 AllTags:88.09 Lemmas:97.79 UAS:89.91 LAS:86.52 CLAS:85.06 MLAS:72.13 BLEX:82.48
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- tamil-ttb-ud-2.6-200830 raw_text Tokens:99.16 Sentences:97.52 Words:94.51 UPOS:88.39 XPOS:82.92 UFeats:85.30 AllTags:82.11 Lemmas:89.15 UAS:70.28 LAS:64.91 CLAS:62.61 MLAS:54.93 BLEX:58.46
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- tamil-ttb-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:93.36 XPOS:87.28 UFeats:90.10 AllTags:86.22 Lemmas:93.97 UAS:78.03 LAS:71.79 CLAS:69.86 MLAS:61.09 BLEX:64.80
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- telugu-mtg-ud-2.6-200830 raw_text Tokens:99.58 Sentences:96.62 Words:99.58 UPOS:93.63 XPOS:93.63 UFeats:98.48 AllTags:93.63 Lemmas:99.58 UAS:90.17 LAS:83.52 CLAS:79.62 MLAS:76.00 BLEX:79.62
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- telugu-mtg-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:94.04 XPOS:94.04 UFeats:98.89 AllTags:94.04 Lemmas:100.00 UAS:91.12 LAS:84.47 CLAS:80.46 MLAS:76.84 BLEX:80.46
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- turkish-imst-ud-2.6-200830 raw_text Tokens:99.92 Sentences:96.97 Words:98.30 UPOS:94.48 XPOS:93.69 UFeats:92.06 AllTags:89.95 Lemmas:94.41 UAS:72.63 LAS:66.80 CLAS:64.23 MLAS:58.31 BLEX:61.57
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- turkish-imst-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.10 XPOS:95.32 UFeats:93.66 AllTags:91.50 Lemmas:96.00 UAS:76.10 LAS:69.93 CLAS:66.52 MLAS:60.33 BLEX:63.83
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- ukrainian-iu-ud-2.6-200830 raw_text Tokens:99.85 Sentences:96.61 Words:99.81 UPOS:97.89 XPOS:94.22 UFeats:94.18 AllTags:93.13 Lemmas:97.39 UAS:90.59 LAS:88.24 CLAS:85.80 MLAS:78.76 BLEX:83.19
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- ukrainian-iu-ud-2.6-200830 gold_tok
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- urdu-udtb-ud-2.6-200830 raw_text Tokens:100.00 Sentences:98.31 Words:100.00 UPOS:94.10 XPOS:92.27 UFeats:82.89 AllTags:78.41 Lemmas:97.38 UAS:88.27 LAS:82.63 CLAS:77.08 MLAS:56.79 BLEX:74.77
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- urdu-udtb-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:94.08 XPOS:92.26 UFeats:82.92 AllTags:78.43 Lemmas:97.39 UAS:88.37 LAS:82.74 CLAS:77.23 MLAS:56.90 BLEX:74.92
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- uyghur-udt-ud-2.6-200830 raw_text Tokens:99.54 Sentences:81.81 Words:99.54 UPOS:89.24 XPOS:91.70 UFeats:88.47 AllTags:80.04 Lemmas:94.76 UAS:76.58 LAS:64.72 CLAS:58.72 MLAS:46.67 BLEX:55.08
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- uyghur-udt-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:89.67 XPOS:92.21 UFeats:88.92 AllTags:80.47 Lemmas:95.27 UAS:78.39 LAS:66.27 CLAS:59.89 MLAS:47.53 BLEX:56.23
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- vietnamese-vtb-ud-2.6-200830 raw_text Tokens:85.37 Sentences:93.46 Words:85.37 UPOS:78.19 XPOS:76.69 UFeats:85.11 AllTags:76.53 Lemmas:85.15 UAS:52.80 LAS:47.90 CLAS:44.48 MLAS:41.56 BLEX:44.31
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- vietnamese-vtb-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:90.56 XPOS:88.69 UFeats:99.72 AllTags:88.47 Lemmas:99.58 UAS:72.63 LAS:65.26 CLAS:62.90 MLAS:58.85 BLEX:62.42
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- welsh-ccg-ud-2.6-200830 raw_text Tokens:99.74 Sentences:96.28 Words:99.42 UPOS:94.02 XPOS:92.96 UFeats:89.04 AllTags:86.39 Lemmas:92.88 UAS:85.79 LAS:79.16 CLAS:73.74 MLAS:60.98 BLEX:66.81
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- welsh-ccg-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:94.54 XPOS:93.51 UFeats:89.52 AllTags:86.83 Lemmas:93.46 UAS:87.04 LAS:80.35 CLAS:75.03 MLAS:62.14 BLEX:68.05
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- wolof-wtb-ud-2.6-200830 raw_text Tokens:99.96 Sentences:91.95 Words:99.23 UPOS:94.25 XPOS:94.12 UFeats:93.37 AllTags:91.19 Lemmas:95.22 UAS:83.79 LAS:78.59 CLAS:73.45 MLAS:66.50 BLEX:70.09
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- wolof-wtb-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:95.19 XPOS:95.03 UFeats:94.22 AllTags:92.10 Lemmas:95.97 UAS:85.98 LAS:80.75 CLAS:75.60 MLAS:68.61 BLEX:72.08
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
udpipe2/models-2.6/eval_all.sh DELETED
@@ -1,13 +0,0 @@
1
- #!/bin/sh
2
-
3
- sh models_list.sh | while read names path treebank ack; do
4
- model=${names%%:*}
5
- for mode in "raw_text" "gold_tok"; do
6
- conllu=../ud-2.6/$treebank/$treebank-ud-test.conllu
7
- case $mode in
8
- raw_text) txt=${conllu%.conllu}.txt;;
9
- *) txt=;
10
- esac
11
- echo $model $mode $(bash ../scripts/eval_via_server.sh $model $conllu $txt | tail -n+3 | awk 'BEGIN{ORS=" "}{print $1 ":" $7}')
12
- done
13
- done
 
 
 
 
 
 
 
 
 
 
 
 
 
 
udpipe2/models-2.6/eval_has_feature.sh DELETED
@@ -1,14 +0,0 @@
1
- #!/bin/sh
2
-
3
- for d in ../ud-2.6/*/; do
4
- case $d in
5
- *_all/) continue;;
6
- esac
7
-
8
- has_xpos=$(grep -P "^\d+\t" $d$(basename ${d%/})-ud-test.conllu | cut -f5 | uniq | wc -l | perl -ple '$_=$_ > 1 ? 1 : 0')
9
- has_feats=$(grep -P "^\d+\t" $d$(basename ${d%/})-ud-test.conllu | cut -f6 | uniq | wc -l | perl -ple '$_=$_ > 1 ? 1 : 0')
10
- has_lemmas=$(grep -P "^\d+\t" $d$(basename ${d%/})-ud-test.conllu | cut -f3 | uniq | wc -l | perl -ple '$_=$_ > 1 ? 1 : 0')
11
- [ $has_xpos = 0 ] && echo $d: no XPOS
12
- [ $has_feats = 0 ] && echo $d: no UFeats
13
- [ $has_lemmas = 0 ] && echo $d: no Lemmas
14
- done
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
udpipe2/models-2.6/models_copy.sh DELETED
@@ -1,16 +0,0 @@
1
- #!/bin/sh
2
-
3
- [ $# -ge 1 ] || { echo Usage $0 datadir >&2; exit 1; }
4
- data="$1"; shift
5
-
6
- for treebank in $(cut -f1 ../$data/langs_sizes); do
7
- case $treebank in *_all) continue; esac
8
-
9
- lang=${treebank%%_*}
10
- if [ -d ../$data/${lang}_all ] && ! grep -q "^$treebank\$" models_non_shared.txt; then
11
- rsync -av -m --delete --exclude *.v2 --exclude training.log ../models/$data-${lang}_all/ ${lang}_all-$data-200830.model
12
- ln -fsn ${lang}_all-$data-200830.model $treebank-$data-200830.model
13
- else
14
- rsync -av -m --delete --exclude *.v2 --exclude training.log ../models/$data-$treebank/ $treebank-$data-200830.model
15
- fi
16
- done
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
udpipe2/models-2.6/models_list.sh DELETED
@@ -1,105 +0,0 @@
1
- #!/bin/sh
2
-
3
- ack='https://ufal.mff.cuni.cz/udpipe/2/models#universal_dependencies_26_models'
4
-
5
- cat <<EOF
6
- afrikaans-afribooms-ud-2.6-200830:af_afribooms-ud-2.6-200830:af:afr models-2.6/af_afribooms-ud-2.6-200830.model af_afribooms $ack
7
- ancient_greek-perseus-ud-2.6-200830:grc_perseus-ud-2.6-200830:grc models-2.6/grc_all-ud-2.6-200830.model grc_perseus $ack
8
- ancient_greek-proiel-ud-2.6-200830:grc_proiel-ud-2.6-200830 models-2.6/grc_all-ud-2.6-200830.model grc_proiel $ack
9
- arabic-padt-ud-2.6-200830:ar_padt-ud-2.6-200830:ar:ara models-2.6/ar_padt-ud-2.6-200830.model ar_padt $ack
10
- armenian-armtdp-ud-2.6-200830:hy_armtdp-ud-2.6-200830:hy:hye:arm models-2.6/hy_armtdp-ud-2.6-200830.model hy_armtdp $ack
11
- basque-bdt-ud-2.6-200830:eu_bdt-ud-2.6-200830:eu:eus models-2.6/eu_bdt-ud-2.6-200830.model eu_bdt $ack
12
- belarusian-hse-ud-2.6-200830:be_hse-ud-2.6-200830:be:bel models-2.6/be_hse-ud-2.6-200830.model be_hse $ack
13
- bulgarian-btb-ud-2.6-200830:bg_btb-ud-2.6-200830:bg:bul models-2.6/bg_btb-ud-2.6-200830.model bg_btb $ack
14
- catalan-ancora-ud-2.6-200830:ca_ancora-ud-2.6-200830:ca:cat models-2.6/ca_ancora-ud-2.6-200830.model ca_ancora $ack
15
- chinese-gsdsimp-ud-2.6-200830:zh_gsdsimp-ud-2.6-200830:zh:zho:chi models-2.6/zh_gsdsimp-ud-2.6-200830.model zh_gsdsimp $ack
16
- chinese-gsd-ud-2.6-200830:zh_gsd-ud-2.6-200830 models-2.6/zh_gsd-ud-2.6-200830.model zh_gsd $ack
17
- classical_chinese-kyoto-ud-2.6-200830:lzh_kyoto-ud-2.6-200830:lzh models-2.6/lzh_kyoto-ud-2.6-200830.model lzh_kyoto $ack
18
- coptic-scriptorium-ud-2.6-200830:cop_scriptorium-ud-2.6-200830:cop models-2.6/cop_scriptorium-ud-2.6-200830.model cop_scriptorium $ack
19
- croatian-set-ud-2.6-200830:hr_set-ud-2.6-200830:hr:hrv models-2.6/hr_set-ud-2.6-200830.model hr_set $ack
20
- czech-pdt-ud-2.6-200830:cs_pdt-ud-2.6-200830:cs:ces:cze models-2.6/cs_all-ud-2.6-200830.model cs_pdt $ack
21
- czech-cac-ud-2.6-200830:cs_cac-ud-2.6-200830 models-2.6/cs_all-ud-2.6-200830.model cs_cac $ack
22
- czech-fictree-ud-2.6-200830:cs_fictree-ud-2.6-200830 models-2.6/cs_all-ud-2.6-200830.model cs_fictree $ack
23
- czech-cltt-ud-2.6-200830:cs_cltt-ud-2.6-200830 models-2.6/cs_all-ud-2.6-200830.model cs_cltt $ack
24
- danish-ddt-ud-2.6-200830:da_ddt-ud-2.6-200830:da:dan models-2.6/da_ddt-ud-2.6-200830.model da_ddt $ack
25
- dutch-alpino-ud-2.6-200830:nl_alpino-ud-2.6-200830:nl:nld:dut models-2.6/nl_all-ud-2.6-200830.model nl_alpino $ack
26
- dutch-lassysmall-ud-2.6-200830:nl_lassysmall-ud-2.6-200830 models-2.6/nl_all-ud-2.6-200830.model nl_lassysmall $ack
27
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28
- english-gum-ud-2.6-200830:en_gum-ud-2.6-200830 models-2.6/en_all-ud-2.6-200830.model en_gum $ack
29
- english-lines-ud-2.6-200830:en_lines-ud-2.6-200830 models-2.6/en_all-ud-2.6-200830.model en_lines $ack
30
- english-partut-ud-2.6-200830:en_partut-ud-2.6-200830 models-2.6/en_all-ud-2.6-200830.model en_partut $ack
31
- estonian-edt-ud-2.6-200830:et_edt-ud-2.6-200830:et:est models-2.6/et_all-ud-2.6-200830.model et_edt $ack
32
- estonian-ewt-ud-2.6-200830:et_ewt-ud-2.6-200830 models-2.6/et_all-ud-2.6-200830.model et_ewt $ack
33
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34
- finnish-ftb-ud-2.6-200830:fi_ftb-ud-2.6-200830 models-2.6/fi_all-ud-2.6-200830.model fi_ftb $ack
35
- french-gsd-ud-2.6-200830:fr_gsd-ud-2.6-200830:fr:fra:fre models-2.6/fr_all-ud-2.6-200830.model fr_gsd $ack
36
- french-sequoia-ud-2.6-200830:fr_sequoia-ud-2.6-200830 models-2.6/fr_all-ud-2.6-200830.model fr_sequoia $ack
37
- french-partut-ud-2.6-200830:fr_partut-ud-2.6-200830 models-2.6/fr_all-ud-2.6-200830.model fr_partut $ack
38
- french-spoken-ud-2.6-200830:fr_spoken-ud-2.6-200830 models-2.6/fr_all-ud-2.6-200830.model fr_spoken $ack
39
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40
- galician-treegal-ud-2.6-200830:gl_treegal-ud-2.6-200830 models-2.6/gl_all-ud-2.6-200830.model gl_treegal $ack
41
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42
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43
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44
- greek-gdt-ud-2.6-200830:el_gdt-ud-2.6-200830:el:ell:gre models-2.6/el_gdt-ud-2.6-200830.model el_gdt $ack
45
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46
- hindi-hdtb-ud-2.6-200830:hi_hdtb-ud-2.6-200830:hi:hin models-2.6/hi_hdtb-ud-2.6-200830.model hi_hdtb $ack
47
- hungarian-szeged-ud-2.6-200830:hu_szeged-ud-2.6-200830:hu:hun models-2.6/hu_szeged-ud-2.6-200830.model hu_szeged $ack
48
- indonesian-gsd-ud-2.6-200830:id_gsd-ud-2.6-200830:id:ind models-2.6/id_gsd-ud-2.6-200830.model id_gsd $ack
49
- irish-idt-ud-2.6-200830:ga_idt-ud-2.6-200830:ga:gle models-2.6/ga_idt-ud-2.6-200830.model ga_idt $ack
50
- italian-isdt-ud-2.6-200830:it_isdt-ud-2.6-200830:it:ita models-2.6/it_all-ud-2.6-200830.model it_isdt $ack
51
- italian-partut-ud-2.6-200830:it_partut-ud-2.6-200830 models-2.6/it_all-ud-2.6-200830.model it_partut $ack
52
- italian-postwita-ud-2.6-200830:it_postwita-ud-2.6-200830 models-2.6/it_all-ud-2.6-200830.model it_postwita $ack
53
- italian-twittiro-ud-2.6-200830:it_twittiro-ud-2.6-200830 models-2.6/it_all-ud-2.6-200830.model it_twittiro $ack
54
- italian-vit-ud-2.6-200830:it_vit-ud-2.6-200830 models-2.6/it_all-ud-2.6-200830.model it_vit $ack
55
- japanese-gsd-ud-2.6-200830:ja_gsd-ud-2.6-200830:ja:jpn models-2.6/ja_gsd-ud-2.6-200830.model ja_gsd $ack
56
- korean-kaist-ud-2.6-200830:ko_kaist-ud-2.6-200830:ko:kor models-2.6/ko_all-ud-2.6-200830.model ko_kaist $ack
57
- korean-gsd-ud-2.6-200830:ko_gsd-ud-2.6-200830 models-2.6/ko_all-ud-2.6-200830.model ko_gsd $ack
58
- latin-ittb-ud-2.6-200830:la_ittb-ud-2.6-200830:la:lat models-2.6/la_ittb-ud-2.6-200830.model la_ittb $ack
59
- latin-llct-ud-2.6-200830:la_llct-ud-2.6-200830 models-2.6/la_all-ud-2.6-200830.model la_llct $ack
60
- latin-proiel-ud-2.6-200830:la_proiel-ud-2.6-200830 models-2.6/la_proiel-ud-2.6-200830.model la_proiel $ack
61
- latin-perseus-ud-2.6-200830:la_perseus-ud-2.6-200830 models-2.6/la_all-ud-2.6-200830.model la_perseus $ack
62
- latvian-lvtb-ud-2.6-200830:lv_lvtb-ud-2.6-200830:lv:lav models-2.6/lv_lvtb-ud-2.6-200830.model lv_lvtb $ack
63
- lithuanian-alksnis-ud-2.6-200830:lt_alksnis-ud-2.6-200830:lt:lit models-2.6/lt_all-ud-2.6-200830.model lt_alksnis $ack
64
- lithuanian-hse-ud-2.6-200830:lt_hse-ud-2.6-200830 models-2.6/lt_all-ud-2.6-200830.model lt_hse $ack
65
- maltese-mudt-ud-2.6-200830:mt_mudt-ud-2.6-200830:mt:mlt models-2.6/mt_mudt-ud-2.6-200830.model mt_mudt $ack
66
- marathi-ufal-ud-2.6-200830:mr_ufal-ud-2.6-200830:mr:mar models-2.6/mr_ufal-ud-2.6-200830.model mr_ufal $ack
67
- naija-nsc-ud-2.6-200830:pcm_nsc-ud-2.6-200830:pcm models-2.6/pcm_nsc-ud-2.6-200830.model pcm_nsc $ack
68
- north_sami-giella-ud-2.6-200830:sme_giella-ud-2.6-200830:se:sme models-2.6/sme_giella-ud-2.6-200830.model sme_giella $ack
69
- norwegian-bokmaal-ud-2.6-200830:no_bokmaal-ud-2.6-200830:nb:nob models-2.6/no_all-ud-2.6-200830.model no_bokmaal $ack
70
- norwegian-nynorsk-ud-2.6-200830:no_nynorsk-ud-2.6-200830:nn:nno models-2.6/no_all-ud-2.6-200830.model no_nynorsk $ack
71
- norwegian-nynorsklia-ud-2.6-200830:no_nynorsklia-ud-2.6-200830 models-2.6/no_all-ud-2.6-200830.model no_nynorsklia $ack
72
- old_church_slavonic-proiel-ud-2.6-200830:cu_proiel-ud-2.6-200830:cu:chu models-2.6/cu_proiel-ud-2.6-200830.model cu_proiel $ack
73
- old_french-srcmf-ud-2.6-200830:fro_srcmf-ud-2.6-200830:fro models-2.6/fro_srcmf-ud-2.6-200830.model fro_srcmf $ack
74
- old_russian-torot-ud-2.6-200830:orv_torot-ud-2.6-200830:orv models-2.6/orv_all-ud-2.6-200830.model orv_torot $ack
75
- old_russian-rnc-ud-2.6-200830:orv_rnc-ud-2.6-200830 models-2.6/orv_all-ud-2.6-200830.model orv_rnc $ack
76
- persian-seraji-ud-2.6-200830:fa_seraji-ud-2.6-200830:fa:fas:per models-2.6/fa_seraji-ud-2.6-200830.model fa_seraji $ack
77
- polish-pdb-ud-2.6-200830:pl_pdb-ud-2.6-200830:pl:pol models-2.6/pl_all-ud-2.6-200830.model pl_pdb $ack
78
- polish-lfg-ud-2.6-200830:pl_lfg-ud-2.6-200830 models-2.6/pl_all-ud-2.6-200830.model pl_lfg $ack
79
- portuguese-gsd-ud-2.6-200830:pt_gsd-ud-2.6-200830:pt:por models-2.6/pt_all-ud-2.6-200830.model pt_gsd $ack
80
- portuguese-bosque-ud-2.6-200830:pt_bosque-ud-2.6-200830 models-2.6/pt_all-ud-2.6-200830.model pt_bosque $ack
81
- romanian-rrt-ud-2.6-200830:ro_rrt-ud-2.6-200830:ro:ron:rum models-2.6/ro_all-ud-2.6-200830.model ro_rrt $ack
82
- romanian-nonstandard-ud-2.6-200830:ro_nonstandard-ud-2.6-200830 models-2.6/ro_all-ud-2.6-200830.model ro_nonstandard $ack
83
- russian-syntagrus-ud-2.6-200830:ru_syntagrus-ud-2.6-200830:ru:rus models-2.6/ru_all-ud-2.6-200830.model ru_syntagrus $ack
84
- russian-gsd-ud-2.6-200830:ru_gsd-ud-2.6-200830 models-2.6/ru_all-ud-2.6-200830.model ru_gsd $ack
85
- russian-taiga-ud-2.6-200830:ru_taiga-ud-2.6-200830 models-2.6/ru_all-ud-2.6-200830.model ru_taiga $ack
86
- sanskrit-vedic-ud-2.6-200830:sa_vedic-ud-2.6-200830:sa:vsn models-2.6/sa_vedic-ud-2.6-200830.model sa_vedic $ack
87
- scottish_gaelic-arcosg-ud-2.6-200830:gd_arcosg-ud-2.6-200830:gd:gla models-2.6/gd_arcosg-ud-2.6-200830.model gd_arcosg $ack
88
- serbian-set-ud-2.6-200830:sr_set-ud-2.6-200830:sr:srp models-2.6/sr_set-ud-2.6-200830.model sr_set $ack
89
- slovak-snk-ud-2.6-200830:sk_snk-ud-2.6-200830:sk:slk:slo models-2.6/sk_snk-ud-2.6-200830.model sk_snk $ack
90
- slovenian-ssj-ud-2.6-200830:sl_ssj-ud-2.6-200830:sl:slv models-2.6/sl_all-ud-2.6-200830.model sl_ssj $ack
91
- slovenian-sst-ud-2.6-200830:sl_sst-ud-2.6-200830 models-2.6/sl_all-ud-2.6-200830.model sl_sst $ack
92
- spanish-ancora-ud-2.6-200830:es_ancora-ud-2.6-200830:es:spa models-2.6/es_all-ud-2.6-200830.model es_ancora $ack
93
- spanish-gsd-ud-2.6-200830:es_gsd-ud-2.6-200830 models-2.6/es_all-ud-2.6-200830.model es_gsd $ack
94
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95
- swedish-lines-ud-2.6-200830:sv_lines-ud-2.6-200830 models-2.6/sv_all-ud-2.6-200830.model sv_lines $ack
96
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97
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98
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99
- ukrainian-iu-ud-2.6-200830:uk_iu-ud-2.6-200830:uk:ukr models-2.6/uk_iu-ud-2.6-200830.model uk_iu $ack
100
- urdu-udtb-ud-2.6-200830:ur_udtb-ud-2.6-200830:ur:urd models-2.6/ur_udtb-ud-2.6-200830.model ur_udtb $ack
101
- uyghur-udt-ud-2.6-200830:ug_udt-ud-2.6-200830:ug:uig models-2.6/ug_udt-ud-2.6-200830.model ug_udt $ack
102
- vietnamese-vtb-ud-2.6-200830:vi_vtb-ud-2.6-200830:vi:vie models-2.6/vi_vtb-ud-2.6-200830.model vi_vtb $ack
103
- welsh-ccg-ud-2.6-200830:cy_ccg-ud-2.6-200830:cy:wel:cym models-2.6/cy_ccg-ud-2.6-200830.model cy_ccg $ack
104
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105
- EOF
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
udpipe2/models-2.6/models_non_shared.txt DELETED
@@ -1,5 +0,0 @@
1
- la_evalatin20
2
- la_ittb
3
- la_proiel
4
- zh_gsd
5
- zh_gsdsimp
 
 
 
 
 
 
udpipe2/models-2.6/running_times.txt DELETED
@@ -1,44 +0,0 @@
1
- shared RNN layers - tasks-specific RNN layers - RNN dim - CLE dim.
2
- Time is seconds for predicting fictree train.
3
- Columns are 1 thread, 4 threads, 16 threads.
4
-
5
- new-0-1-385-1 202.9 80.7 62.4
6
- new-0-1-385-256 236.3 92.8 70.5
7
- new-0-1-512-1 279.4 110.8 82.9
8
- new-0-1-512-256 344.5 122.1 88.8
9
- new-1-0-385-1 94.2 36.0 39.3
10
- new-1-0-385-256 127.9 47.8 36.2
11
- new-1-0-512-1 132.0 50.3 36.4
12
- new-1-0-512-256 165.2 69.2 44.9
13
- new-1-1-385-1 175.1 64.8 51.5
14
- new-1-1-385-256 233.8 81.5 60.1
15
- new-1-1-512-1 264.5 103.1 75.4
16
- new-1-1-512-256 293.3 115.6 86.0
17
- new-2-0-385-1 132.3 51.6 39.8
18
- new-2-0-385-256 168.0 63.5 48.9
19
- new-2-0-512-1 202.1 79.6 59.9
20
- new-2-0-512-256 230.4 90.7 68.8
21
- new-2-1-385-1 213.3 81.6 65.7
22
- new-2-1-385-256 247.4 94.6 74.1
23
- new-2-1-512-1 324.8 131.0 97.3
24
- new-2-1-512-256 363.5 137.3 106.6
25
- ori-0-1-385-1 234.2 99.5 73.5
26
- ori-0-1-385-256 272.6 110.5 82.2
27
- ori-0-1-512-1 316.6 133.5 97.5
28
- ori-0-1-512-256 342.6 145.1 103.5
29
- ori-1-0-385-1 134.0 54.7 40.8
30
- ori-1-0-385-256 165.9 66.9 68.5
31
- ori-1-0-512-1 172.0 71.7 51.7
32
- ori-1-0-512-256 212.8 84.0 60.5
33
- ori-1-1-385-1 233.5 120.6 65.7
34
- ori-1-1-385-256 245.1 96.1 73.0
35
- ori-1-1-512-1 302.5 126.0 90.7
36
- ori-1-1-512-256 336.7 137.1 99.4
37
- ori-2-0-385-1 208.2 70.6 55.6
38
- ori-2-0-385-256 204.3 81.8 62.2
39
- ori-2-0-512-1 242.0 96.6 73.3
40
- ori-2-0-512-256 274.9 111.1 81.7
41
- ori-2-1-385-1 245.1 104.1 80.3
42
- ori-2-1-385-256 287.6 111.3 85.9
43
- ori-2-1-512-1 372.1 146.4 114.2
44
- ori-2-1-512-256 397.1 163.5 120.9
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
udpipe2/models-evalatin20/.gitignore DELETED
@@ -1 +0,0 @@
1
- /*-200830.model
 
 
udpipe2/models-evalatin20/la_evalatin20_tokenizer/.gitignore DELETED
@@ -1,3 +0,0 @@
1
- /la_evalatin20/
2
- /udpipe
3
- /train_all*cmds*
 
 
 
 
udpipe2/models-evalatin20/la_evalatin20_tokenizer/eval_all.sh DELETED
@@ -1,36 +0,0 @@
1
- #!/bin/bash
2
-
3
- for d in ${@:-*/}; do
4
- l=`basename "$d"`
5
-
6
- for f in $l/*.dev; do
7
- [ -f "$f" ] || continue
8
- base=${f%.dev}
9
- [ -s "$base.model" ] || continue
10
- echo -n "$l "
11
- perl -ne '
12
- sub extract_from_log() {
13
- if ($ARGV =~ /^(.*).dev$/) {
14
- open (my $f, "<", "$1.log");
15
- my @s;
16
- while (<$f>) {
17
- /Epoch (\d+).*heldout tokens: (\S+), sentences: (\S+)/ and $s[$1] = "$2 $3 ";
18
- /Choosing parameters from epoch (\d+)/ and print $s[$1];
19
- }
20
- close $f;
21
- } else {
22
- print "0P/0R/0 0P/0R/0 ";
23
- }
24
- }
25
- #extract_from_log();
26
-
27
- #/No SpaceAfter/ && extract_from_log();
28
- #/multiwords/ && next;
29
- /^Tokenizer (?:words|sentences).*precision: ([0-9.]*%).*recall: ([0-9.]*%).*f1: ([0-9.]*%)/ && print "$1P/$2R/$3 ";
30
- #/ sentences/ && extract_from_log();
31
- ' $base.dev $base.test
32
- echo $base
33
- # done | sort -srV -t/ -k5
34
- done | perl -aF'/[\s\/]/' -ne 'push @l,$_; $l{$_}=2*$F[3]+$F[6];END{foreach (sort {$l{$b}<=>$l{$a}} @l) {print}}'
35
- echo
36
- done | perl -pe 's/(\d+\.\d+)%/sprintf "%.2f", $1/ge' | column -te | less -S
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
udpipe2/models-evalatin20/la_evalatin20_tokenizer/train.sh DELETED
@@ -1,17 +0,0 @@
1
- #!/bin/bash
2
-
3
- set -e
4
-
5
- lang="$1"; shift
6
- id="$1"; shift
7
- args="$1"; shift
8
-
9
- mkdir -p $lang
10
- exec >$lang/$id.log; exec 2>&1
11
- echo "$args" >$lang/$id.cmd
12
-
13
- ./udpipe --train --tokenizer="$args" --tagger=none --parser=none --heldout=../ud-2.6/$lang/$lang-dev.conllu $lang/$id.model ../ud-2.6/$lang/$lang-train.conllu
14
- ./udpipe --accuracy --tokenize "$lang/$id.model" <../ud-2.6/$lang/$lang-dev.conllu >"$lang/$id.dev"
15
- ./udpipe --accuracy --tokenize "$lang/$id.model" <../ud-2.6/$lang/$lang-test.conllu >"$lang/$id.test"
16
-
17
- echo Done
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
udpipe2/models-evalatin20/la_evalatin20_tokenizer/train_all.sh DELETED
@@ -1,31 +0,0 @@
1
- #!/bin/bash
2
-
3
- [ -x udpipe ] || { echo Missing udpipe >&2; exit 1; }
4
-
5
- index=1
6
- while [ -f train_all_$index.cmds ]; do
7
- index=`expr $index + 1`
8
- done
9
- cmd_file=train_all_$index.cmds
10
-
11
- >$cmd_file
12
- for d in ${@:-la_evalatin20}; do
13
- lang=`basename "$d"`
14
- for args in dimension={24,64}\;epochs=100\;segment_size={50,200}\;initialization_range={0.2,0.1}\;batch_size=50\;learning_rate={0.01,0.005,0.002}\;learning_rate_final={0,0.001}\;dropout={0.1,0.2,0.3}\;early_stopping=1; do
15
- id="${args// /_}"
16
- id="${id//\//_}"
17
- id="${id//,/-}"
18
- id="${id//;/-}"
19
- id="${id//:/}"
20
- id="${id//dimension/dim}"
21
- id="${id//batch_size/bs}"
22
- id="${id//learning_rate_final/lf}"
23
- id="${id//learning_rate/l}"
24
- id="${id//dropout/d}"
25
-
26
- echo ./train.sh $lang "$id" "$args" >>$cmd_file
27
- done
28
- done
29
-
30
- tasks=$(wc -l <$cmd_file)
31
- echo qsub -q ${Q:-cpu-troja.q@*} $SGE_ARGS -cwd -b y -o $cmd_file.log -j y -t 1-$tasks -tc ${SGE_CONCURRENT:-400} arrayjob_runner $cmd_file
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
udpipe2/models-evalatin20/models_list.sh DELETED
@@ -1,7 +0,0 @@
1
- #!/bin/sh
2
-
3
- ack='https://ufal.mff.cuni.cz/udpipe/2/models#evalatin20_models'
4
-
5
- cat <<EOF
6
- latin-evalatin20-200830:la_evalatin20-200830 models-2.6/la_evalatin20-200830.model la_evalatin20 $ack
7
- EOF
 
 
 
 
 
 
 
 
udpipe2/models-pdtc1.0/.gitignore DELETED
@@ -1 +0,0 @@
1
- /*-231116.model
 
 
udpipe2/models-pdtc1.0/EVALUATION.txt DELETED
@@ -1,10 +0,0 @@
1
- pdt-a raw_text Tokens:99.94 Sentences:88.49 Words:99.94 UPOS:99.94 XPOS:98.74 UFeats:99.94 AllTags:98.74 Lemmas:99.16 LemmasEM:98.97 UAS:93.45 LAS:90.32 CLAS:0.00 MLAS:0.00 BLEX:0.00
2
- pdt-a gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:100.00 XPOS:98.81 UFeats:100.00 AllTags:98.81 Lemmas:99.23 LemmasEM:99.03 UAS:94.41 LAS:91.48 CLAS:0.00 MLAS:0.00 BLEX:0.00
3
- pdt-m raw_text Tokens:99.91 Sentences:88.00 Words:99.91 UPOS:99.91 XPOS:98.69 UFeats:99.91 AllTags:98.69 Lemmas:99.10 LemmasEM:98.86 UAS:0.00 LAS:0.00 CLAS:0.00 MLAS:0.00 BLEX:0.00
4
- pdt-m gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:100.00 XPOS:98.78 UFeats:100.00 AllTags:98.78 Lemmas:99.19 LemmasEM:98.96 UAS:0.00 LAS:0.00 CLAS:0.00 MLAS:0.00 BLEX:0.00
5
- pcedt-m raw_text Tokens:99.97 Sentences:94.06 Words:99.97 UPOS:99.97 XPOS:98.77 UFeats:99.97 AllTags:98.77 Lemmas:99.36 LemmasEM:98.75 UAS:0.00 LAS:0.00 CLAS:0.00 MLAS:0.00 BLEX:0.00
6
- pcedt-m gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:100.00 XPOS:98.80 UFeats:100.00 AllTags:98.80 Lemmas:99.40 LemmasEM:98.78 UAS:0.00 LAS:0.00 CLAS:0.00 MLAS:0.00 BLEX:0.00
7
- pdtsc-m raw_text Tokens:100.00 Sentences:98.31 Words:100.00 UPOS:100.00 XPOS:98.77 UFeats:100.00 AllTags:98.77 Lemmas:99.23 LemmasEM:99.16 UAS:0.00 LAS:0.00 CLAS:0.00 MLAS:0.00 BLEX:0.00
8
- pdtsc-m gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:100.00 XPOS:98.77 UFeats:100.00 AllTags:98.77 Lemmas:99.23 LemmasEM:99.16 UAS:0.00 LAS:0.00 CLAS:0.00 MLAS:0.00 BLEX:0.00
9
- faust-m raw_text Tokens:100.00 Sentences:10.98 Words:100.00 UPOS:100.00 XPOS:97.05 UFeats:100.00 AllTags:97.05 Lemmas:98.88 LemmasEM:98.43 UAS:0.00 LAS:0.00 CLAS:0.00 MLAS:0.00 BLEX:0.00
10
- faust-m gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:100.00 XPOS:97.42 UFeats:100.00 AllTags:97.42 Lemmas:98.78 LemmasEM:98.30 UAS:0.00 LAS:0.00 CLAS:0.00 MLAS:0.00 BLEX:0.00
 
 
 
 
 
 
 
 
 
 
 
udpipe2/models-pdtc1.0/evaluation.sh DELETED
@@ -1,25 +0,0 @@
1
- #!/bin/bash
2
-
3
- [ $# -ge 1 ] || { echo "Usage $0 server" >&2; exit 1; }
4
- server="$1"
5
-
6
- for dataset in pdt-a pdt-m pcedt-m pdtsc-m faust-m; do
7
- gold=../pdtc-1.0/pdtc-1.0-$dataset/pdtc-1.0-$dataset-test.conllu
8
- [ -f ${gold%.conllu}.paragraphs.conllu ] && gold=${gold%.conllu}.paragraphs.conllu
9
- for mode in raw_text gold_tok; do
10
- case $mode in
11
- raw_text) perl ../ud-2.12/conllu_to_text.pl $gold >tmp.txt; data="-F data=@tmp.txt -F tokenizer=";;
12
- gold_tok) data="-F data=@$gold -F input=conllu";;
13
- esac
14
- curl $data -F tagger= -F parser= $server/process | jq -j .result >tmp.conllu
15
-
16
- for eval in exact-match lemmaid-match; do
17
- case $eval in
18
- exact-match) process_conllu="cat";;
19
- lemmaid-match) process_conllu="python3 strip_lemma_info.py";;
20
- esac
21
- echo $dataset $mode $eval $(python3 ../udpipe2_eval.py --no_single_root --verbose <($process_conllu $gold) <($process_conllu tmp.conllu) | tail -n+3 | awk 'BEGIN{ORS=" "}{print $1 ":" $7}')
22
- done
23
- done
24
- done | sh evaluation_merge_em.sh
25
- rm tmp.txt tmp.conllu
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
udpipe2/models-pdtc1.0/evaluation_merge_em.sh DELETED
@@ -1,6 +0,0 @@
1
- #!/bin/sh
2
-
3
- awk '
4
- /exact-match/ { lemma_em=substr($0, match($0, /Lemmas:[0-9.]*/)); sub(/ .*$/, "", lemma_em); sub(/Lemmas:/, "LemmasEM:", lemma_em) }
5
- /lemmaid-match/ { sub(/ lemmaid-match/, ""); sub(/UAS:/, lemma_em " UAS:"); print }
6
- ' "$@"