Adriane Boyd commited on
Commit
682f3c0
1 Parent(s): d4ab0b5

Update spaCy pipeline

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README.md CHANGED
@@ -14,62 +14,62 @@ model-index:
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  metrics:
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  - name: NER Precision
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  type: precision
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- value: 0.7232212666
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  - name: NER Recall
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  type: recall
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- value: 0.7107184018
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  - name: NER F Score
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  type: f_score
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- value: 0.7169153265
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  - task:
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  name: TAG
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  type: token-classification
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  metrics:
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  - name: TAG (XPOS) Accuracy
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  type: accuracy
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- value: 0.9568710235
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  - task:
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  name: POS
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  type: token-classification
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  metrics:
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  - name: POS (UPOS) Accuracy
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  type: accuracy
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- value: 0.9292110062
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  - task:
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  name: MORPH
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  type: token-classification
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  metrics:
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  - name: Morph (UFeats) Accuracy
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  type: accuracy
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- value: 0.9414489694
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  - task:
46
  name: LEMMA
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  type: token-classification
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  metrics:
49
  - name: Lemma Accuracy
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  type: accuracy
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- value: 0.9483683701
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  - task:
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  name: UNLABELED_DEPENDENCIES
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  type: token-classification
55
  metrics:
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  - name: Unlabeled Attachment Score (UAS)
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  type: f_score
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- value: 0.8708473194
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  - task:
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  name: LABELED_DEPENDENCIES
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  type: token-classification
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  metrics:
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  - name: Labeled Attachment Score (LAS)
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  type: f_score
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- value: 0.8140038272
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  - task:
67
  name: SENTS
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  type: token-classification
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  metrics:
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  - name: Sentences F-Score
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  type: f_score
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- value: 0.9594684385
73
  ---
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  ### Details: https://spacy.io/models/ro#ro_core_news_sm
75
 
@@ -78,8 +78,8 @@ Romanian pipeline optimized for CPU. Components: tok2vec, tagger, parser, lemmat
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  | Feature | Description |
79
  | --- | --- |
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  | **Name** | `ro_core_news_sm` |
81
- | **Version** | `3.3.0` |
82
- | **spaCy** | `>=3.3.0.dev0,<3.4.0` |
83
  | **Default Pipeline** | `tok2vec`, `tagger`, `parser`, `lemmatizer`, `attribute_ruler`, `ner` |
84
  | **Components** | `tok2vec`, `tagger`, `parser`, `lemmatizer`, `senter`, `attribute_ruler`, `ner` |
85
  | **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
@@ -91,11 +91,11 @@ Romanian pipeline optimized for CPU. Components: tok2vec, tagger, parser, lemmat
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  <details>
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- <summary>View label scheme (539 labels for 3 components)</summary>
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  | Component | Labels |
97
  | --- | --- |
98
- | **`tagger`** | `ARROW`, `Af`, `Afcfp-n`, `Afcfson`, `Afcfsrn`, `Afcmpoy`, `Afcms-n`, `Afp`, `Afp-p-n`, `Afp-poy`, `Afp-srn`, `Afpf--n`, `Afpfp-n`, `Afpfp-ny`, `Afpfpoy`, `Afpfpry`, `Afpfson`, `Afpfsoy`, `Afpfsrn`, `Afpfsry`, `Afpm--n`, `Afpmp-n`, `Afpmpoy`, `Afpmpry`, `Afpms-n`, `Afpmsoy`, `Afpmsry`, `Afsfp-n`, `Afsfsrn`, `BULLET`, `COLON`, `COMMA`, `Ccssp`, `Ccsspy`, `Crssp`, `Csssp`, `Cssspy`, `DASH`, `DBLQ`, `Dd3-po---e`, `Dd3-po---o`, `Dd3fpo`, `Dd3fpr`, `Dd3fpr---e`, `Dd3fpr---o`, `Dd3fpr--y`, `Dd3fso`, `Dd3fso---e`, `Dd3fsr`, `Dd3fsr---e`, `Dd3fsr---o`, `Dd3fsr--yo`, `Dd3mpo`, `Dd3mpr`, `Dd3mpr---e`, `Dd3mpr---o`, `Dd3mso---e`, `Dd3msr`, `Dd3msr---e`, `Dd3msr---o`, `Dh1ms`, `Dh3fp`, `Dh3fso`, `Dh3fsr`, `Dh3mp`, `Dh3ms`, `Di3`, `Di3-----y`, `Di3--r---e`, `Di3-po`, `Di3-po---e`, `Di3-sr`, `Di3-sr---e`, `Di3-sr--y`, `Di3fp`, `Di3fpr`, `Di3fpr---e`, `Di3fso`, `Di3fso---e`, `Di3fsr`, `Di3fsr---e`, `Di3mp`, `Di3mpr`, `Di3mpr---e`, `Di3ms`, `Di3ms----e`, `Di3mso---e`, `Di3msr`, `Di3msr---e`, `Ds1fp-p`, `Ds1fp-s`, `Ds1fsop`, `Ds1fsos`, `Ds1fsrp`, `Ds1fsrs`, `Ds1fsrs-y`, `Ds1mp-p`, `Ds1mp-s`, `Ds1ms-p`, `Ds1ms-s`, `Ds1msrs-y`, `Ds2---s`, `Ds2fp-p`, `Ds2fp-s`, `Ds2fsrp`, `Ds2fsrs`, `Ds2mp-p`, `Ds2mp-s`, `Ds2ms-p`, `Ds2ms-s`, `Ds3---p`, `Ds3---s`, `Ds3---sy`, `Ds3fp-s`, `Ds3fsos`, `Ds3fsrs`, `Ds3mp-s`, `Ds3ms-s`, `Dw3--r---e`, `Dw3-po---e`, `Dw3fpr`, `Dw3fso---e`, `Dw3fsr`, `Dw3mpr`, `Dw3mso---e`, `Dw3msr`, `Dz3fsr---e`, `Dz3mso---e`, `Dz3msr---e`, `EQUAL`, `EXCL`, `EXCLHELLIP`, `GE`, `GT`, `HELLIP`, `I`, `LCURL`, `LPAR`, `LSQR`, `LT`, `M`, `Mc-p-d`, `Mc-p-l`, `Mc-s-b`, `Mc-s-d`, `Mc-s-l`, `Mcfp-l`, `Mcfp-ln`, `Mcfprln`, `Mcfprly`, `Mcfsoln`, `Mcfsrl`, `Mcfsrln`, `Mcfsrly`, `Mcmp-l`, `Mcms-ln`, `Mcmsrl`, `Mcmsrln`, `Mcmsrly`, `Mffprln`, `Mffsrln`, `Mlfpo`, `Mlfpr`, `Mlmpr`, `Mo---l`, `Mo---ln`, `Mo-s-r`, `Mofp-ln`, `Mofpoly`, `Mofprly`, `Mofs-l`, `Mofsoln`, `Mofsoly`, `Mofsrln`, `Mofsrly`, `Mompoly`, `Momprly`, `Moms-l`, `Moms-ln`, `Momsoly`, `Momsrly`, `Nc`, `Nc---n`, `Ncf--n`, `Ncfp-n`, `Ncfpoy`, `Ncfpry`, `Ncfs-n`, `Ncfson`, `Ncfsoy`, `Ncfsrn`, `Ncfsry`, `Ncfsryy`, `Ncfsvy`, `Ncm--n`, `Ncmp-n`, `Ncmpoy`, `Ncmpry`, `Ncms-n`, `Ncms-ny`, `Ncms-y`, `Ncmsoy`, `Ncmsrn`, `Ncmsry`, `Ncmsryy`, `Ncmsvn`, `Ncmsvy`, `Np`, `Npfson`, `Npfsoy`, `Npfsrn`, `Npfsry`, `Npmpoy`, `Npmpry`, `Npms-n`, `Npmsoy`, `Npmsry`, `PERCENT`, `PERIOD`, `PLUS`, `PLUSMINUS`, `Pd3-po`, `Pd3fpr`, `Pd3fso`, `Pd3fsr`, `Pd3mpo`, `Pd3mpr`, `Pd3mpr--y`, `Pd3mso`, `Pd3msr`, `Pi3--r`, `Pi3-po`, `Pi3-so`, `Pi3-sr`, `Pi3fpr`, `Pi3fso`, `Pi3fsr`, `Pi3mpr`, `Pi3mso`, `Pi3msr`, `Pi3msr--y`, `Pp1-pa--------w`, `Pp1-pa--y-----w`, `Pp1-pd--------s`, `Pp1-pd--------w`, `Pp1-pd--y-----w`, `Pp1-pr--------s`, `Pp1-sa--------s`, `Pp1-sa--------w`, `Pp1-sa--y-----w`, `Pp1-sd--------s`, `Pp1-sd--------w`, `Pp1-sd--y-----w`, `Pp1-sn--------s`, `Pp2-----------s`, `Pp2-pa--------w`, `Pp2-pa--y-----w`, `Pp2-pd--------w`, `Pp2-pd--y-----w`, `Pp2-pr--------s`, `Pp2-sa--------s`, `Pp2-sa--------w`, `Pp2-sa--y-----w`, `Pp2-sd--------s`, `Pp2-sd--------w`, `Pp2-sd--y-----w`, `Pp2-sn--------s`, `Pp2-so--------s`, `Pp2-sr--------s`, `Pp3-p---------s`, `Pp3-pd--------w`, `Pp3-pd--y-----w`, `Pp3-po--------s`, `Pp3-sd--------w`, `Pp3-sd--y-----w`, `Pp3-so--------s`, `Pp3fpa--------w`, `Pp3fpa--y-----w`, `Pp3fpr--------s`, `Pp3fs---------s`, `Pp3fsa--------w`, `Pp3fsa--y-----w`, `Pp3fso--------s`, `Pp3fsr--------s`, `Pp3fsr--y-----s`, `Pp3mpa--------w`, `Pp3mpa--y-----w`, `Pp3mpr--------s`, `Pp3ms---------s`, `Pp3msa--------w`, `Pp3msa--y-----w`, `Pp3mso--------s`, `Pp3msr--------s`, `Pp3msr--y-----s`, `Ps1fp-s`, `Ps1fsrp`, `Ps1fsrs`, `Ps1mp-p`, `Ps1ms-p`, `Ps2fp-s`, `Ps2fsrp`, `Ps2fsrs`, `Ps3---p`, `Ps3---s`, `Ps3fp-s`, `Ps3fsrs`, `Ps3mp-s`, `Ps3ms-s`, `Pw3--r`, `Pw3-po`, `Pw3-so`, `Pw3fpr`, `Pw3fso`, `Pw3mpr`, `Pw3mso`, `Px3--a--------s`, `Px3--a--------w`, `Px3--a--y-----w`, `Px3--d--------w`, `Px3--d--y-----w`, `Pz3-sr`, `Pz3fsr`, `QUEST`, `QUOT`, `Qf`, `Qn`, `Qs`, `Qs-y`, `Qz`, `Qz-y`, `RCURL`, `RPAR`, `RSQR`, `Rc`, `Rgp`, `Rgpy`, `Rgs`, `Rp`, `Rw`, `Rw-y`, `Rz`, `SCOLON`, `SLASH`, `STAR`, `Sp`, `Spsa`, `Spsay`, `Spsd`, `Spsg`, `Td-po`, `Tdfpr`, `Tdfso`, `Tdfsr`, `Tdmpr`, `Tdmso`, `Tdmsr`, `Tf-so`, `Tffpoy`, `Tffpry`, `Tffs-y`, `Tfmpoy`, `Tfms-y`, `Tfmsoy`, `Tfmsry`, `Ti-po`, `Tifp-y`, `Tifso`, `Tifsr`, `Timso`, `Timsr`, `Tsfp`, `Tsfs`, `Tsmp`, `Tsms`, `UNDERSC`, `Va--1`, `Va--1-----y`, `Va--1p`, `Va--1s`, `Va--1s----y`, `Va--2p`, `Va--2p----y`, `Va--2s`, `Va--2s----y`, `Va--3`, `Va--3-----y`, `Va--3p`, `Va--3p----y`, `Va--3s`, `Va--3s----y`, `Vag`, `Vag-------y`, `Vaii1`, `Vaii2s`, `Vaii3p`, `Vaii3s`, `Vail3p`, `Vail3s`, `Vaip1p`, `Vaip1s`, `Vaip2p`, `Vaip2s`, `Vaip3p`, `Vaip3p----y`, `Vaip3s`, `Vaip3s----y`, `Vais3p`, `Vais3s`, `Vam-2s`, `Vanp`, `Vap--sm`, `Vasp1p`, `Vasp1s`, `Vasp2p`, `Vasp2s`, `Vasp3`, `Vmg`, `Vmg-------y`, `Vmii1`, `Vmii1-----y`, `Vmii2p`, `Vmii2s`, `Vmii3p`, `Vmii3p----y`, `Vmii3s`, `Vmii3s----y`, `Vmil1`, `Vmil1p`, `Vmil2s`, `Vmil3p`, `Vmil3p----y`, `Vmil3s`, `Vmil3s----y`, `Vmip1p`, `Vmip1p----y`, `Vmip1s`, `Vmip1s----y`, `Vmip2p`, `Vmip2s`, `Vmip2s----y`, `Vmip3`, `Vmip3-----y`, `Vmip3p`, `Vmip3s`, `Vmip3s----y`, `Vmis1p`, `Vmis1s`, `Vmis3p`, `Vmis3p----y`, `Vmis3s`, `Vmis3s----y`, `Vmm-2p`, `Vmm-2s`, `Vmnp`, `Vmnp------y`, `Vmp--pf`, `Vmp--pm`, `Vmp--sf`, `Vmp--sm`, `Vmp--sm---y`, `Vmsp1p`, `Vmsp2p`, `Vmsp2s`, `Vmsp3`, `Vmsp3-----y`, `X`, `Y`, `Ya`, `Yn`, `Ynfsoy`, `Ynfsry`, `Ynmsoy`, `Ynmsry`, `Yp`, `Yp,Yn`, `Yp-sr`, `Yr` |
99
  | **`parser`** | `ROOT`, `acl`, `advcl`, `advcl:tcl`, `advmod`, `advmod:tmod`, `amod`, `appos`, `aux`, `aux:pass`, `case`, `cc`, `cc:preconj`, `ccomp`, `ccomp:pmod`, `compound`, `conj`, `cop`, `csubj`, `csubj:pass`, `dep`, `det`, `expl`, `expl:impers`, `expl:pass`, `expl:poss`, `expl:pv`, `fixed`, `flat`, `goeswith`, `iobj`, `mark`, `nmod`, `nmod:tmod`, `nsubj`, `nsubj:pass`, `nummod`, `obj`, `obl`, `obl:agent`, `obl:pmod`, `orphan`, `parataxis`, `punct`, `vocative`, `xcomp` |
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  | **`ner`** | `DATETIME`, `EVENT`, `FACILITY`, `GPE`, `LANGUAGE`, `LOC`, `MONEY`, `NAT_REL_POL`, `NUMERIC_VALUE`, `ORDINAL`, `ORGANIZATION`, `PERIOD`, `PERSON`, `PRODUCT`, `QUANTITY`, `WORK_OF_ART` |
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@@ -109,18 +109,18 @@ Romanian pipeline optimized for CPU. Components: tok2vec, tagger, parser, lemmat
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  | `TOKEN_P` | 99.67 |
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  | `TOKEN_R` | 99.57 |
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  | `TOKEN_F` | 99.59 |
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- | `TAG_ACC` | 95.69 |
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- | `SENTS_P` | 95.88 |
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- | `SENTS_R` | 96.01 |
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- | `SENTS_F` | 95.95 |
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- | `DEP_UAS` | 87.08 |
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- | `DEP_LAS` | 81.40 |
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- | `LEMMA_ACC` | 94.84 |
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- | `POS_ACC` | 92.92 |
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- | `MORPH_ACC` | 94.14 |
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- | `MORPH_MICRO_P` | 98.30 |
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- | `MORPH_MICRO_R` | 95.21 |
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- | `MORPH_MICRO_F` | 96.46 |
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- | `ENTS_P` | 72.32 |
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- | `ENTS_R` | 71.07 |
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- | `ENTS_F` | 71.69 |
 
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  metrics:
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  - name: NER Precision
16
  type: precision
17
+ value: 0.7234209494
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  - name: NER Recall
19
  type: recall
20
+ value: 0.7084133692
21
  - name: NER F Score
22
  type: f_score
23
+ value: 0.7158385093
24
  - task:
25
  name: TAG
26
  type: token-classification
27
  metrics:
28
  - name: TAG (XPOS) Accuracy
29
  type: accuracy
30
+ value: 0.9566645165
31
  - task:
32
  name: POS
33
  type: token-classification
34
  metrics:
35
  - name: POS (UPOS) Accuracy
36
  type: accuracy
37
+ value: 0.9314427238
38
  - task:
39
  name: MORPH
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  type: token-classification
41
  metrics:
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  - name: Morph (UFeats) Accuracy
43
  type: accuracy
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+ value: 0.9412420102
45
  - task:
46
  name: LEMMA
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  type: token-classification
48
  metrics:
49
  - name: Lemma Accuracy
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  type: accuracy
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+ value: 0.9483097311
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  - task:
53
  name: UNLABELED_DEPENDENCIES
54
  type: token-classification
55
  metrics:
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  - name: Unlabeled Attachment Score (UAS)
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  type: f_score
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+ value: 0.8754234099
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  - task:
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  name: LABELED_DEPENDENCIES
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  type: token-classification
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  metrics:
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  - name: Labeled Attachment Score (LAS)
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  type: f_score
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+ value: 0.8163342115
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  - task:
67
  name: SENTS
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  type: token-classification
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  metrics:
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  - name: Sentences F-Score
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  type: f_score
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+ value: 0.9614873838
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  ---
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  ### Details: https://spacy.io/models/ro#ro_core_news_sm
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  | Feature | Description |
79
  | --- | --- |
80
  | **Name** | `ro_core_news_sm` |
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+ | **Version** | `3.4.0` |
82
+ | **spaCy** | `>=3.4.0,<3.5.0` |
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  | **Default Pipeline** | `tok2vec`, `tagger`, `parser`, `lemmatizer`, `attribute_ruler`, `ner` |
84
  | **Components** | `tok2vec`, `tagger`, `parser`, `lemmatizer`, `senter`, `attribute_ruler`, `ner` |
85
  | **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
 
91
 
92
  <details>
93
 
94
+ <summary>View label scheme (540 labels for 3 components)</summary>
95
 
96
  | Component | Labels |
97
  | --- | --- |
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+ | **`tagger`** | `ARROW`, `Af`, `Afcfp-n`, `Afcfson`, `Afcfsrn`, `Afcmpoy`, `Afcms-n`, `Afp`, `Afp-p-n`, `Afp-poy`, `Afp-srn`, `Afpf--n`, `Afpfp-n`, `Afpfp-ny`, `Afpfpoy`, `Afpfpry`, `Afpfson`, `Afpfsoy`, `Afpfsrn`, `Afpfsry`, `Afpm--n`, `Afpmp-n`, `Afpmpoy`, `Afpmpry`, `Afpms-n`, `Afpmsoy`, `Afpmsry`, `Afsfp-n`, `Afsfsrn`, `BULLET`, `COLON`, `COMMA`, `Ccssp`, `Ccsspy`, `Crssp`, `Csssp`, `Cssspy`, `DASH`, `DBLQ`, `Dd3-po---e`, `Dd3-po---o`, `Dd3fpo`, `Dd3fpr`, `Dd3fpr---e`, `Dd3fpr---o`, `Dd3fpr--y`, `Dd3fso`, `Dd3fso---e`, `Dd3fsr`, `Dd3fsr---e`, `Dd3fsr---o`, `Dd3fsr--yo`, `Dd3mpo`, `Dd3mpr`, `Dd3mpr---e`, `Dd3mpr---o`, `Dd3mso---e`, `Dd3msr`, `Dd3msr---e`, `Dd3msr---o`, `Dh1ms`, `Dh3fp`, `Dh3fso`, `Dh3fsr`, `Dh3mp`, `Dh3ms`, `Di3`, `Di3-----y`, `Di3--r---e`, `Di3-po`, `Di3-po---e`, `Di3-sr`, `Di3-sr---e`, `Di3-sr--y`, `Di3fp`, `Di3fpr`, `Di3fpr---e`, `Di3fso`, `Di3fso---e`, `Di3fsr`, `Di3fsr---e`, `Di3mp`, `Di3mpr`, `Di3mpr---e`, `Di3ms`, `Di3ms----e`, `Di3mso---e`, `Di3msr`, `Di3msr---e`, `Ds1fp-p`, `Ds1fp-s`, `Ds1fsop`, `Ds1fsos`, `Ds1fsrp`, `Ds1fsrs`, `Ds1fsrs-y`, `Ds1mp-p`, `Ds1mp-s`, `Ds1ms-p`, `Ds1ms-s`, `Ds1msrs-y`, `Ds2---s`, `Ds2fp-p`, `Ds2fp-s`, `Ds2fsrp`, `Ds2fsrs`, `Ds2mp-p`, `Ds2mp-s`, `Ds2ms-p`, `Ds2ms-s`, `Ds3---p`, `Ds3---s`, `Ds3---sy`, `Ds3fp-s`, `Ds3fsos`, `Ds3fsrs`, `Ds3mp-s`, `Ds3ms-s`, `Dw3--r---e`, `Dw3-po---e`, `Dw3fpr`, `Dw3fso---e`, `Dw3fsr`, `Dw3mpr`, `Dw3mso---e`, `Dw3msr`, `Dz3fsr---e`, `Dz3mso---e`, `Dz3msr---e`, `EQUAL`, `EXCL`, `EXCLHELLIP`, `GE`, `GT`, `HELLIP`, `I`, `LCURL`, `LPAR`, `LSQR`, `LT`, `M`, `Mc-p-d`, `Mc-p-l`, `Mc-s-b`, `Mc-s-d`, `Mc-s-l`, `Mcfp-l`, `Mcfp-ln`, `Mcfprln`, `Mcfprly`, `Mcfsoln`, `Mcfsrl`, `Mcfsrln`, `Mcfsrly`, `Mcmp-l`, `Mcms-ln`, `Mcmsrl`, `Mcmsrln`, `Mcmsrly`, `Mffprln`, `Mffsrln`, `Mlfpo`, `Mlfpr`, `Mlmpr`, `Mo---l`, `Mo---ln`, `Mo-s-r`, `Mofp-ln`, `Mofpoly`, `Mofprly`, `Mofs-l`, `Mofsoln`, `Mofsoly`, `Mofsrln`, `Mofsrly`, `Mompoly`, `Momprly`, `Moms-l`, `Moms-ln`, `Momsoly`, `Momsrly`, `Nc`, `Nc---n`, `Ncf--n`, `Ncfp-n`, `Ncfpoy`, `Ncfpry`, `Ncfs-n`, `Ncfson`, `Ncfsoy`, `Ncfsrn`, `Ncfsry`, `Ncfsryy`, `Ncfsvy`, `Ncm--n`, `Ncmp-n`, `Ncmpoy`, `Ncmpry`, `Ncms-n`, `Ncms-ny`, `Ncms-y`, `Ncmsoy`, `Ncmsrn`, `Ncmsry`, `Ncmsryy`, `Ncmsvn`, `Ncmsvy`, `Np`, `Npfson`, `Npfsoy`, `Npfsrn`, `Npfsry`, `Npmpoy`, `Npmpry`, `Npms-n`, `Npmsoy`, `Npmsry`, `PERCENT`, `PERIOD`, `PLUS`, `PLUSMINUS`, `Pd3-po`, `Pd3fpr`, `Pd3fso`, `Pd3fsr`, `Pd3mpo`, `Pd3mpr`, `Pd3mpr--y`, `Pd3mso`, `Pd3msr`, `Pi3--r`, `Pi3-po`, `Pi3-so`, `Pi3-sr`, `Pi3fpr`, `Pi3fso`, `Pi3fsr`, `Pi3mpr`, `Pi3mso`, `Pi3msr`, `Pi3msr--y`, `Pp1-pa--------w`, `Pp1-pa--y-----w`, `Pp1-pd--------s`, `Pp1-pd--------w`, `Pp1-pd--y-----w`, `Pp1-pr--------s`, `Pp1-sa--------s`, `Pp1-sa--------w`, `Pp1-sa--y-----w`, `Pp1-sd--------s`, `Pp1-sd--------w`, `Pp1-sd--y-----w`, `Pp1-sn--------s`, `Pp2-----------s`, `Pp2-pa--------w`, `Pp2-pa--y-----w`, `Pp2-pd--------w`, `Pp2-pd--y-----w`, `Pp2-pr--------s`, `Pp2-sa--------s`, `Pp2-sa--------w`, `Pp2-sa--y-----w`, `Pp2-sd--------s`, `Pp2-sd--------w`, `Pp2-sd--y-----w`, `Pp2-sn--------s`, `Pp2-so--------s`, `Pp2-sr--------s`, `Pp3-p---------s`, `Pp3-pd--------w`, `Pp3-pd--y-----w`, `Pp3-po--------s`, `Pp3-sd--------w`, `Pp3-sd--y-----w`, `Pp3-so--------s`, `Pp3fpa--------w`, `Pp3fpa--y-----w`, `Pp3fpr--------s`, `Pp3fs---------s`, `Pp3fsa--------w`, `Pp3fsa--y-----w`, `Pp3fso--------s`, `Pp3fsr--------s`, `Pp3fsr--y-----s`, `Pp3mpa--------w`, `Pp3mpa--y-----w`, `Pp3mpr--------s`, `Pp3ms---------s`, `Pp3msa--------w`, `Pp3msa--y-----w`, `Pp3mso--------s`, `Pp3msr--------s`, `Pp3msr--y-----s`, `Ps1fp-s`, `Ps1fsrp`, `Ps1fsrs`, `Ps1mp-p`, `Ps1ms-p`, `Ps2fp-s`, `Ps2fsrp`, `Ps2fsrs`, `Ps3---p`, `Ps3---s`, `Ps3fp-s`, `Ps3fsrs`, `Ps3mp-s`, `Ps3ms-s`, `Pw3--r`, `Pw3-po`, `Pw3-so`, `Pw3fpr`, `Pw3fso`, `Pw3mpr`, `Pw3mso`, `Px3--a--------s`, `Px3--a--------w`, `Px3--a--y-----w`, `Px3--d--------w`, `Px3--d--y-----w`, `Pz3-sr`, `Pz3fsr`, `QUEST`, `QUOT`, `Qf`, `Qn`, `Qs`, `Qs-y`, `Qz`, `Qz-y`, `RCURL`, `RPAR`, `RSQR`, `Rc`, `Rgp`, `Rgpy`, `Rgs`, `Rp`, `Rw`, `Rw-y`, `Rz`, `SCOLON`, `SLASH`, `STAR`, `Sp`, `Spsa`, `Spsay`, `Spsd`, `Spsg`, `Td-po`, `Tdfpr`, `Tdfso`, `Tdfsr`, `Tdmpr`, `Tdmso`, `Tdmsr`, `Tf-so`, `Tffpoy`, `Tffpry`, `Tffs-y`, `Tfmpoy`, `Tfms-y`, `Tfmsoy`, `Tfmsry`, `Ti-po`, `Tifp-y`, `Tifso`, `Tifsr`, `Timso`, `Timsr`, `Tsfp`, `Tsfs`, `Tsmp`, `Tsms`, `UNDERSC`, `Va--1`, `Va--1-----y`, `Va--1p`, `Va--1s`, `Va--1s----y`, `Va--2p`, `Va--2p----y`, `Va--2s`, `Va--2s----y`, `Va--3`, `Va--3-----y`, `Va--3p`, `Va--3p----y`, `Va--3s`, `Va--3s----y`, `Vag`, `Vag-------y`, `Vaii1`, `Vaii2s`, `Vaii3p`, `Vaii3s`, `Vail3p`, `Vail3s`, `Vaip1p`, `Vaip1s`, `Vaip2p`, `Vaip2s`, `Vaip3p`, `Vaip3p----y`, `Vaip3s`, `Vaip3s----y`, `Vais3p`, `Vais3s`, `Vam-2s`, `Vanp`, `Vap--sm`, `Vasp1p`, `Vasp1s`, `Vasp2p`, `Vasp2s`, `Vasp3`, `Vmg`, `Vmg-------y`, `Vmii1`, `Vmii1-----y`, `Vmii2p`, `Vmii2s`, `Vmii3p`, `Vmii3p----y`, `Vmii3s`, `Vmii3s----y`, `Vmil1`, `Vmil1p`, `Vmil2s`, `Vmil3p`, `Vmil3p----y`, `Vmil3s`, `Vmil3s----y`, `Vmip1p`, `Vmip1p----y`, `Vmip1s`, `Vmip1s----y`, `Vmip2p`, `Vmip2s`, `Vmip2s----y`, `Vmip3`, `Vmip3-----y`, `Vmip3p`, `Vmip3s`, `Vmip3s----y`, `Vmis1p`, `Vmis1s`, `Vmis3p`, `Vmis3p----y`, `Vmis3s`, `Vmis3s----y`, `Vmm-2p`, `Vmm-2s`, `Vmnp`, `Vmnp------y`, `Vmp--pf`, `Vmp--pm`, `Vmp--sf`, `Vmp--sm`, `Vmp--sm---y`, `Vmsp1p`, `Vmsp2p`, `Vmsp2s`, `Vmsp3`, `Vmsp3-----y`, `X`, `Y`, `Ya`, `Yn`, `Ynfsoy`, `Ynfsry`, `Ynmsoy`, `Ynmsry`, `Yp`, `Yp,Yn`, `Yp-sr`, `Yr`, `_SP` |
99
  | **`parser`** | `ROOT`, `acl`, `advcl`, `advcl:tcl`, `advmod`, `advmod:tmod`, `amod`, `appos`, `aux`, `aux:pass`, `case`, `cc`, `cc:preconj`, `ccomp`, `ccomp:pmod`, `compound`, `conj`, `cop`, `csubj`, `csubj:pass`, `dep`, `det`, `expl`, `expl:impers`, `expl:pass`, `expl:poss`, `expl:pv`, `fixed`, `flat`, `goeswith`, `iobj`, `mark`, `nmod`, `nmod:tmod`, `nsubj`, `nsubj:pass`, `nummod`, `obj`, `obl`, `obl:agent`, `obl:pmod`, `orphan`, `parataxis`, `punct`, `vocative`, `xcomp` |
100
  | **`ner`** | `DATETIME`, `EVENT`, `FACILITY`, `GPE`, `LANGUAGE`, `LOC`, `MONEY`, `NAT_REL_POL`, `NUMERIC_VALUE`, `ORDINAL`, `ORGANIZATION`, `PERIOD`, `PERSON`, `PRODUCT`, `QUANTITY`, `WORK_OF_ART` |
101
 
 
109
  | `TOKEN_P` | 99.67 |
110
  | `TOKEN_R` | 99.57 |
111
  | `TOKEN_F` | 99.59 |
112
+ | `TAG_ACC` | 95.67 |
113
+ | `SENTS_P` | 96.02 |
114
+ | `SENTS_R` | 96.28 |
115
+ | `SENTS_F` | 96.15 |
116
+ | `DEP_UAS` | 87.54 |
117
+ | `DEP_LAS` | 81.63 |
118
+ | `LEMMA_ACC` | 94.83 |
119
+ | `POS_ACC` | 93.14 |
120
+ | `MORPH_ACC` | 94.12 |
121
+ | `MORPH_MICRO_P` | 98.41 |
122
+ | `MORPH_MICRO_R` | 95.24 |
123
+ | `MORPH_MICRO_F` | 96.50 |
124
+ | `ENTS_P` | 72.34 |
125
+ | `ENTS_R` | 70.84 |
126
+ | `ENTS_F` | 71.58 |
accuracy.json CHANGED
@@ -3,127 +3,127 @@
3
  "token_p": 0.9967350492,
4
  "token_r": 0.9957244934,
5
  "token_f": 0.9959492157,
6
- "tag_acc": 0.9568710235,
7
- "sents_p": 0.9588313413,
8
- "sents_r": 0.960106383,
9
- "sents_f": 0.9594684385,
10
- "dep_uas": 0.8708473194,
11
- "dep_las": 0.8140038272,
12
  "dep_las_per_type": {
13
  "root": {
14
- "p": 0.8725314183,
15
- "r": 0.9152542373,
16
- "f": 0.8933823529
17
  },
18
  "mark": {
19
- "p": 0.8913857678,
20
- "r": 0.8981132075,
21
- "f": 0.8947368421
22
  },
23
  "case": {
24
- "p": 0.9518977828,
25
- "r": 0.9497562805,
26
- "f": 0.9508258258
27
  },
28
  "nmod:tmod": {
29
- "p": 0.4285714286,
30
- "r": 0.025210084,
31
- "f": 0.0476190476
32
  },
33
  "amod": {
34
- "p": 0.8784013605,
35
  "r": 0.8798977853,
36
- "f": 0.8791489362
37
  },
38
  "nsubj": {
39
- "p": 0.8501628664,
40
- "r": 0.8246445498,
41
- "f": 0.8372093023
42
  },
43
  "nmod": {
44
- "p": 0.8061113132,
45
- "r": 0.7911460193,
46
- "f": 0.7985585586
47
  },
48
  "aux": {
49
- "p": 0.9757009346,
50
- "r": 0.9542961609,
51
- "f": 0.9648798521
52
  },
53
  "advcl": {
54
- "p": 0.5660377358,
55
- "r": 0.6766917293,
56
- "f": 0.6164383562
57
  },
58
  "obj": {
59
- "p": 0.7584745763,
60
- "r": 0.8267898383,
61
- "f": 0.791160221
62
  },
63
  "det": {
64
- "p": 0.9462857143,
65
- "r": 0.9377123443,
66
- "f": 0.9419795222
67
  },
68
  "cc": {
69
- "p": 0.9414225941,
70
- "r": 0.9394572025,
71
- "f": 0.9404388715
72
  },
73
  "conj": {
74
- "p": 0.581795818,
75
- "r": 0.5480880649,
76
- "f": 0.5644391408
77
  },
78
  "nummod": {
79
- "p": 0.8647798742,
80
- "r": 0.8540372671,
81
- "f": 0.859375
82
  },
83
  "acl": {
84
- "p": 0.7441860465,
85
- "r": 0.661498708,
86
- "f": 0.7004103967
87
  },
88
  "advmod": {
89
- "p": 0.8046875,
90
- "r": 0.8153034301,
91
- "f": 0.8099606815
92
  },
93
  "obl": {
94
- "p": 0.6162109375,
95
- "r": 0.8007614213,
96
- "f": 0.6964679912
97
  },
98
  "expl:pass": {
99
- "p": 0.7954545455,
100
- "r": 0.6481481481,
101
- "f": 0.7142857143
102
  },
103
  "nsubj:pass": {
104
- "p": 0.7931034483,
105
- "r": 0.7012195122,
106
- "f": 0.7443365696
107
  },
108
  "fixed": {
109
- "p": 0.8761061947,
110
- "r": 0.8372093023,
111
- "f": 0.8562162162
112
  },
113
  "appos": {
114
- "p": 0.4612068966,
115
- "r": 0.4083969466,
116
- "f": 0.4331983806
117
  },
118
  "parataxis": {
119
- "p": 0.1153846154,
120
- "r": 0.0857142857,
121
- "f": 0.0983606557
122
  },
123
  "aux:pass": {
124
- "p": 0.9090909091,
125
- "r": 0.9333333333,
126
- "f": 0.9210526316
127
  },
128
  "nmod:agent": {
129
  "p": 0.0,
@@ -131,9 +131,9 @@
131
  "f": 0.0
132
  },
133
  "ccomp": {
134
- "p": 0.8359375,
135
- "r": 0.8294573643,
136
- "f": 0.8326848249
137
  },
138
  "nmod:pmod": {
139
  "p": 0.0,
@@ -141,74 +141,69 @@
141
  "f": 0.0
142
  },
143
  "iobj": {
144
- "p": 0.78125,
145
- "r": 0.6172839506,
146
- "f": 0.6896551724
147
  },
148
  "flat": {
149
- "p": 0.7448453608,
150
- "r": 0.7605263158,
151
- "f": 0.7526041667
152
  },
153
  "cop": {
154
- "p": 0.8016528926,
155
- "r": 0.7822580645,
156
- "f": 0.7918367347
157
  },
158
  "csubj": {
159
- "p": 0.8666666667,
160
- "r": 0.619047619,
161
- "f": 0.7222222222
162
  },
163
  "obl:agent": {
164
  "p": 0.0,
165
  "r": 0.0,
166
  "f": 0.0
167
  },
168
- "dep": {
169
- "p": 0.0,
170
- "r": 0.0,
171
- "f": 0.0
172
- },
173
  "obl:pmod": {
174
  "p": 0.0,
175
  "r": 0.0,
176
  "f": 0.0
177
  },
178
  "expl": {
179
- "p": 0.6571428571,
180
- "r": 0.8518518519,
181
- "f": 0.7419354839
182
- },
183
- "xcomp": {
184
- "p": 0.375,
185
- "r": 0.4444444444,
186
- "f": 0.406779661
187
  },
188
  "expl:pv": {
189
- "p": 0.7037037037,
190
- "r": 0.8260869565,
191
- "f": 0.76
192
- },
193
- "vocative": {
194
- "p": 0.0,
195
- "r": 0.0,
196
- "f": 0.0
197
  },
198
  "expl:poss": {
199
- "p": 0.9655172414,
200
  "r": 0.9032258065,
201
- "f": 0.9333333333
202
  },
203
  "goeswith": {
204
  "p": 0.0,
205
  "r": 0.0,
206
  "f": 0.0
207
  },
208
- "compound": {
209
- "p": 0.25,
210
- "r": 0.2857142857,
211
- "f": 0.2666666667
 
 
 
 
 
 
 
 
 
 
212
  },
213
  "orphan": {
214
  "p": 0.0,
@@ -216,107 +211,112 @@
216
  "f": 0.0
217
  },
218
  "expl:impers": {
219
- "p": 1.0,
220
- "r": 0.3333333333,
221
- "f": 0.5
222
- },
223
- "csubj:pass": {
224
  "p": 0.0,
225
  "r": 0.0,
226
  "f": 0.0
227
  },
 
 
 
 
 
228
  "list": {
229
  "p": 0.0,
230
  "r": 0.0,
231
  "f": 0.0
232
  },
233
- "ccomp:pmod": {
234
- "p": 0.3333333333,
235
- "r": 0.3333333333,
236
- "f": 0.3333333333
237
- },
238
  "cc:preconj": {
239
  "p": 0.0,
240
  "r": 0.0,
241
  "f": 0.0
 
 
 
 
 
 
 
 
 
 
242
  }
243
  },
244
- "lemma_acc": 0.9483683701,
245
- "pos_acc": 0.9292110062,
246
- "morph_acc": 0.9414489694,
247
- "morph_micro_p": 0.9830414874,
248
- "morph_micro_r": 0.9520635958,
249
- "morph_micro_f": 0.9646163182,
250
  "morph_per_feat": {
251
  "Case": {
252
- "p": 0.9887179487,
253
- "r": 0.9807961338,
254
- "f": 0.9847411096
255
  },
256
  "Gender": {
257
- "p": 0.9833819612,
258
- "r": 0.9691211401,
259
- "f": 0.9761994711
260
  },
261
  "Number": {
262
- "p": 0.9841973624,
263
- "r": 0.9119351101,
264
- "f": 0.9466892668
265
  },
266
  "Person": {
267
- "p": 0.9749271137,
268
- "r": 0.9852681202,
269
- "f": 0.98007034
270
  },
271
  "PronType": {
272
- "p": 0.9937716263,
273
  "r": 0.992398065,
274
- "f": 0.9930843707
275
  },
276
  "Polarity": {
277
- "p": 0.9885993485,
278
  "r": 0.9950819672,
279
- "f": 0.9918300654
280
  },
281
  "AdpType": {
282
- "p": 0.9986417657,
283
- "r": 0.9952622673,
284
- "f": 0.9969491525
285
  },
286
  "Definite": {
287
- "p": 0.9876883201,
288
- "r": 0.9677777778,
289
- "f": 0.9776316844
290
  },
291
  "Degree": {
292
- "p": 0.9342818428,
293
- "r": 0.9261249161,
294
- "f": 0.9301854975
295
  },
296
  "VerbForm": {
297
- "p": 0.9619672131,
298
- "r": 0.9753989362,
299
- "f": 0.9686365137
300
  },
301
  "Abbr": {
302
- "p": 0.9902439024,
303
- "r": 0.90625,
304
- "f": 0.9463869464
305
  },
306
  "Poss": {
307
- "p": 0.9951807229,
308
- "r": 0.9951807229,
309
- "f": 0.9951807229
310
  },
311
  "NumForm": {
312
- "p": 0.991416309,
313
  "r": 0.3181818182,
314
- "f": 0.4817518248
315
  },
316
  "NumType": {
317
- "p": 0.9914529915,
318
- "r": 0.3186813187,
319
- "f": 0.4823284823
320
  },
321
  "Reflex": {
322
  "p": 1.0,
@@ -324,29 +324,29 @@
324
  "f": 0.9967845659
325
  },
326
  "Strength": {
327
- "p": 0.9880478088,
328
- "r": 0.9841269841,
329
- "f": 0.986083499
330
  },
331
  "Mood": {
332
- "p": 0.9381625442,
333
- "r": 0.9743119266,
334
- "f": 0.9558955896
335
  },
336
  "Tense": {
337
- "p": 0.9486447932,
338
- "r": 0.9665697674,
339
- "f": 0.9575233981
340
  },
341
  "Variant": {
342
- "p": 0.9933333333,
343
- "r": 0.9612903226,
344
- "f": 0.9770491803
345
  },
346
  "Position": {
347
  "p": 1.0,
348
- "r": 0.9910714286,
349
- "f": 0.9955156951
350
  },
351
  "Number[psor]": {
352
  "p": 0.935483871,
@@ -364,90 +364,90 @@
364
  "f": 0.0
365
  }
366
  },
367
- "ents_p": 0.7232212666,
368
- "ents_r": 0.7107184018,
369
- "ents_f": 0.7169153265,
370
  "ents_per_type": {
371
  "DATETIME": {
372
- "p": 0.7986348123,
373
- "r": 0.8153310105,
374
- "f": 0.8068965517
375
  },
376
  "ORGANIZATION": {
377
- "p": 0.6687898089,
378
- "r": 0.6687898089,
379
- "f": 0.6687898089
380
  },
381
  "FACILITY": {
382
- "p": 0.4848484848,
383
- "r": 0.3664122137,
384
- "f": 0.4173913043
385
  },
386
  "NUMERIC_VALUE": {
387
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lemmatizer/cfg CHANGED
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234
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291
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365
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367
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369
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379
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- 722,
385
  724,
386
- 726,
387
  727,
388
- 728,
389
  730,
390
  732,
391
  734,
392
- 735,
393
  736,
394
- 738,
 
395
  741,
396
  742,
397
  744,
398
- 745,
399
  746,
400
- 747,
401
  748,
 
402
  750,
403
- 751,
404
- 753,
405
  756,
406
- 757,
407
  758,
 
408
  760,
 
409
  762,
410
- 766,
 
 
 
411
  768,
412
- 769,
413
- 771,
414
  773,
415
  774,
416
- 776,
417
- 778,
418
- 780,
419
- 781,
420
- 784,
421
  786,
422
  788,
423
  790,
424
- 791,
425
  792,
426
- 795,
427
  796,
428
- 798,
429
- 799,
430
- 801,
431
- 803,
432
  804,
433
  806,
 
434
  808,
435
- 809,
436
  812,
437
  814,
438
- 816,
439
- 818,
 
440
  820,
441
- 821,
442
  822,
443
  824,
444
  825,
445
- 827,
446
  828,
447
- 829,
448
  830,
 
449
  832,
450
  834,
451
- 835,
452
- 837,
453
  838,
454
- 841,
 
455
  842,
456
  843,
457
- 844,
458
  845,
459
  846,
460
- 847,
461
  848,
462
  850,
463
- 852,
 
464
  854,
465
- 855,
466
- 856,
467
  858,
 
 
468
  861,
469
  862,
470
  863,
471
  864,
472
- 865,
473
- 867,
474
  869,
475
- 871,
476
- 873,
477
  875,
 
478
  877,
 
479
  880,
480
  882,
481
- 885,
482
- 887,
 
483
  889,
484
- 891,
485
  893,
486
  895,
487
  898,
488
- 899,
489
  900,
490
- 901,
491
- 903,
492
  906,
493
  908,
494
- 909,
495
- 910,
496
  912,
497
  913,
498
  914,
499
- 916,
500
  918,
501
  919,
502
- 921,
503
  922,
 
504
  924,
505
  925,
506
- 928,
507
  929,
508
- 930,
509
  932,
 
510
  935,
511
  937,
 
512
  939,
513
- 940,
514
- 941,
515
  943,
516
  945,
517
- 946,
518
- 947,
519
  948,
520
- 949,
521
  950,
522
- 951,
523
- 953,
524
  954,
525
- 955,
526
- 959,
527
  960,
 
528
  962,
529
  963,
 
530
  965,
531
  966,
532
  968,
 
533
  970,
534
  971,
535
- 972,
536
- 973,
537
- 974,
538
- 976,
539
  978,
540
  980,
541
- 982,
542
  983,
543
- 984,
 
544
  987,
545
  988,
546
  989,
547
- 991,
548
  992,
 
549
  995,
550
- 996,
551
- 997,
552
  998,
553
  999,
554
  1000,
555
- 1001,
556
  1003,
557
- 1004,
558
  1007,
559
  1008,
560
  1009,
561
- 1010,
562
- 1012,
563
- 1013,
564
- 1015,
565
- 1021,
 
566
  1022,
567
- 1023,
568
- 1025,
569
- 1026,
570
  1028,
571
  1029,
572
- 1031,
573
  1032,
574
  1033,
575
- 1034,
576
  1036,
577
- 1037,
578
  1039,
579
- 1041,
580
  1042,
581
  1043,
 
582
  1046,
583
  1048,
584
  1049,
585
- 1050,
586
- 1051,
587
  1052,
 
588
  1055,
589
  1056,
590
  1057,
591
  1058,
592
- 1059,
593
- 1060,
594
  1061,
595
  1062,
596
  1063,
 
 
 
 
 
597
  1069,
598
- 1071,
599
- 1072,
600
- 1073,
601
- 1074,
602
  1075,
603
  1076,
604
- 1070,
605
  1077,
 
606
  1079,
607
  1080,
608
  1081,
609
  1082,
610
- 1083,
611
  1084,
 
612
  1086,
613
  1087,
614
  1088,
615
- 1092,
616
- 1093,
617
  1095,
618
- 1097,
 
619
  1099,
620
  1102,
621
- 1104,
622
- 1106,
623
  1108,
624
- 1110,
 
625
  1112,
626
- 1115,
627
- 1117,
628
  1118,
629
  1119,
630
  1120,
631
- 1121,
632
  1122,
633
- 1126,
 
634
  1127,
635
  1129,
636
- 1130,
637
- 1131,
 
638
  1137,
639
- 1145,
640
  1146,
641
- 1150,
642
  1151,
643
  1152,
644
  1153,
@@ -646,87 +645,89 @@
646
  1155,
647
  1156,
648
  1157,
649
- 1161,
650
- 1164,
651
  1165,
652
- 1168,
653
- 1169,
654
  1170,
 
655
  1172,
656
  1174,
657
  1176,
658
- 1177,
659
  1178,
 
660
  1180,
661
- 1183,
662
- 1184,
663
  1185,
 
664
  1187,
 
665
  1190,
666
- 1191,
667
  1193,
668
- 1195,
669
  1196,
670
- 1197,
 
671
  1200,
672
- 1201,
673
- 1202,
674
- 1206,
675
- 1207,
676
- 1208,
677
  1210,
678
  1211,
679
- 1212,
680
  1215,
681
- 1216,
682
  1217,
683
- 1218,
684
  1219,
685
- 1221,
686
- 1222,
687
  1223,
688
- 1224,
689
  1225,
690
- 1227,
691
  1228,
692
- 1229,
693
- 1231,
694
  1234,
695
- 1236,
 
696
  1238,
697
  1239,
698
- 1240,
699
  1241,
700
  1242,
701
- 1244,
702
- 1246,
703
  1249,
 
704
  1252,
 
705
  1254,
706
  1255,
707
  1256,
708
  1257,
709
- 1259,
710
- 1261,
711
- 1262,
712
  1263,
713
- 1264,
714
  1265,
 
715
  1267,
 
716
  1269,
717
- 1270,
718
  1271,
719
- 1272,
720
  1274,
721
- 1275,
722
  1276,
723
- 1277,
724
  1278,
725
- 1279,
726
  1280,
 
727
  1282,
 
 
 
 
728
  1288,
729
  1289,
 
 
 
730
  1295,
731
  1297,
732
  1298,
@@ -734,408 +735,414 @@
734
  1303,
735
  1304,
736
  1305,
737
- 1306,
738
- 1307,
739
- 1309,
740
- 1310,
741
  1312,
742
- 1313,
743
- 1315,
744
- 1316,
745
- 1317,
746
- 1319,
747
  1320,
748
  1321,
749
  1323,
750
  1324,
751
  1326,
752
  1328,
 
753
  1330,
754
- 1332,
 
755
  1334,
756
  1335,
757
- 1336,
758
  1337,
 
759
  1339,
760
  1340,
 
761
  1342,
762
- 1344,
763
  1345,
764
  1346,
765
- 1347,
766
- 1349,
767
  1350,
768
  1351,
 
 
 
769
  1355,
770
  1356,
771
- 1357,
772
- 1358,
773
  1360,
774
  1361,
775
  1362,
776
- 1364,
 
777
  1366,
778
  1368,
779
- 1369,
780
  1370,
781
- 1371,
782
  1373,
783
  1374,
784
- 1376,
785
  1377,
786
- 1378,
787
  1380,
788
- 1382,
789
  1383,
790
  1384,
 
 
791
  1388,
792
- 1389,
793
- 1390,
794
- 1394,
795
- 1395,
796
- 1396,
797
  1398,
798
  1399,
799
- 1400,
800
  1402,
801
  1403,
802
- 1404,
803
  1406,
 
804
  1409,
805
- 1410,
806
- 1411,
807
  1413,
808
  1414,
809
- 1415,
810
  1416,
811
  1417,
812
  1418,
 
813
  1420,
814
- 1422,
815
- 1425,
816
- 1427,
 
817
  1429,
818
- 1430,
819
  1431,
820
- 1432,
821
  1434,
822
  1435,
823
- 1437,
824
  1438,
825
  1439,
 
826
  1442,
827
  1443,
828
- 1445,
829
- 1446,
830
  1447,
831
  1448,
832
- 1449,
833
  1450,
834
- 704,
835
  1452,
 
836
  1454,
837
- 1459,
 
838
  1462,
839
- 1463,
840
- 1465,
 
841
  1469,
842
- 1470,
843
  1472,
 
844
  1474,
845
  1475,
846
- 1476,
847
  1477,
 
 
 
848
  1481,
849
  1482,
850
- 1484,
851
- 1485,
852
- 1486,
853
  1487,
854
- 1489,
855
- 1491,
856
- 1493,
857
- 1497,
858
- 1498,
859
- 1499,
860
  1502,
861
- 1503,
862
- 1504,
863
  1505,
 
864
  1507,
865
- 1508,
866
  1510,
867
- 1511,
868
  1513,
869
  1515,
870
  1517,
871
  1519,
872
  1520,
 
873
  1523,
874
- 1525,
875
- 1526,
876
- 1528,
877
  1529,
878
- 1531,
 
879
  1533,
880
  1535,
881
- 1536,
882
- 1538,
883
  1539,
884
- 1541,
885
- 1543,
886
  1544,
887
- 1545,
888
  1546,
 
889
  1548,
890
  1550,
891
  1552,
892
- 1553,
893
  1555,
894
- 1556,
895
  1558,
896
- 1559,
897
  1560,
898
  1561,
 
899
  1563,
900
- 1564,
901
  1566,
 
902
  1568,
903
- 1569,
904
  1570,
905
- 1571,
906
  1573,
907
  1574,
908
  1576,
909
- 1578,
910
- 1580,
911
- 1584,
912
  1587,
913
- 1588,
914
  1589,
915
- 1590,
916
- 1592,
917
- 1594,
918
  1595,
919
- 1596,
920
  1598,
 
 
921
  1601,
 
922
  1603,
923
  1605,
924
- 1607,
925
  1608,
926
- 1609,
927
  1610,
928
  1611,
929
  1613,
930
- 1614,
931
  1616,
 
932
  1618,
933
- 1622,
 
934
  1623,
935
- 1624,
936
- 1626,
937
- 1627,
938
- 1628,
939
- 1632,
940
  1633,
941
  1634,
942
- 547,
943
- 1636,
944
- 1637,
945
  1640,
946
- 1642,
947
  1643,
 
 
948
  1645,
949
- 1646,
950
  1647,
951
- 1649,
952
- 1650,
953
  1651,
954
- 1652,
955
  1654,
956
  1656,
957
  1657,
958
  1658,
 
 
 
959
  1662,
 
 
960
  1665,
961
- 1666,
962
  1669,
963
  1670,
964
  1671,
965
- 1672,
966
- 1674,
967
- 1676,
968
- 1677,
969
  1679,
970
- 1681,
971
  1683,
972
  1684,
973
- 1686,
974
  1687,
975
- 1688,
976
  1689,
977
  1690,
978
- 1691,
979
  1692,
980
- 1693,
981
  1694,
982
  1695,
983
  1696,
984
- 1697,
985
  1699,
 
 
 
986
  1703,
987
  1704,
 
988
  1706,
989
  1707,
 
990
  1709,
991
- 1711,
992
  1712,
993
- 1713,
994
- 1714,
995
  1716,
996
- 1719,
 
997
  1720,
998
  1721,
999
  1723,
1000
- 1724,
1001
  1725,
1002
  1726,
 
1003
  1728,
 
1004
  1730,
1005
- 1732,
1006
  1734,
1007
  1735,
1008
- 1736,
1009
  1737,
 
1010
  1739,
1011
  1740,
1012
- 1741,
1013
  1742,
 
1014
  1746,
1015
- 1747,
1016
- 1748,
1017
- 1750,
1018
  1753,
1019
  1754,
1020
  1755,
1021
- 1757,
 
1022
  1759,
1023
  1760,
 
1024
  1762,
1025
- 1765,
1026
  1767,
1027
  1768,
1028
  1770,
1029
- 1772,
1030
  1773,
1031
  1774,
1032
  1775,
1033
- 1778,
 
1034
  1780,
1035
- 1781,
1036
- 1783,
1037
  1785,
1038
  1787,
1039
- 1790,
1040
  1791,
 
1041
  1793,
1042
  1796,
1043
- 1797,
1044
- 1800,
1045
  1801,
1046
  1803,
1047
- 1807,
1048
- 1810,
 
1049
  1811,
1050
- 1812,
1051
- 1813,
 
1052
  1819,
1053
- 1820,
1054
  1821,
1055
- 1822,
1056
- 1823,
1057
  1824,
1058
- 1826,
1059
- 1827,
1060
- 1828,
1061
- 1830,
1062
  1831,
 
1063
  1833,
1064
  1834,
1065
- 1836,
1066
  1837,
1067
  1838,
1068
- 1839,
1069
  1841,
1070
- 1845,
 
 
1071
  1847,
1072
  1848,
1073
- 1850,
 
1074
  1852,
1075
- 1853,
1076
- 1855,
1077
  1856,
1078
- 1858,
1079
- 1860,
1080
  1861,
1081
  1862,
1082
- 1864,
1083
  1865,
1084
- 1866,
1085
- 1868,
 
1086
  1872,
1087
  1874,
 
1088
  1876,
1089
  1878,
 
1090
  1880,
1091
- 1882,
1092
  1883,
1093
- 1885,
1094
  1887,
1095
- 1888,
1096
- 1892,
1097
  1893,
1098
- 1894,
1099
  1895,
1100
- 1896,
1101
  1897,
1102
  1898,
1103
- 1899,
1104
- 1905,
1105
  1906,
 
1106
  1908,
 
1107
  1910,
 
1108
  1912,
1109
  1913,
1110
  1914,
1111
- 1915,
1112
  1918,
1113
- 1919,
1114
  1920,
 
1115
  1922,
1116
  1923,
 
1117
  1925,
1118
- 1926,
1119
  1928,
1120
  1929,
1121
  1930,
1122
  1932,
1123
- 1934,
1124
  1935,
1125
  1936,
1126
- 1937,
1127
  1939,
1128
  1940,
1129
- 1941,
 
 
 
1130
  1947,
1131
  1948,
1132
- 1949,
1133
- 1950,
1134
- 1951,
1135
- 1952,
1136
- 1953,
1137
- 1955,
1138
- 1956,
1139
- 1958
 
 
1140
  ]
1141
  }
 
203
  390,
204
  391,
205
  393,
 
206
  395,
 
207
  397,
208
  399,
209
  400,
210
  402,
211
+ 404,
212
+ 408,
 
213
  410,
214
+ 411,
215
+ 415,
 
216
  419,
217
+ 421,
218
+ 423,
219
  424,
 
220
  427,
221
+ 429,
222
+ 431,
223
  432,
224
+ 433,
225
+ 435,
226
  437,
227
  438,
228
+ 439,
229
+ 441,
230
+ 442,
231
+ 444,
232
+ 445,
233
  446,
234
  447,
235
+ 449,
 
236
  452,
 
237
  455,
238
  456,
239
+ 457,
240
  459,
241
  461,
242
+ 462,
243
  463,
244
  466,
 
245
  468,
246
+ 470,
247
+ 473,
248
+ 474,
249
  475,
250
+ 479,
 
 
 
251
  482,
252
  483,
253
+ 484,
254
  485,
255
  486,
256
+ 489,
 
257
  490,
258
+ 491,
259
+ 493,
260
  494,
261
+ 495,
262
+ 496,
263
+ 498,
264
+ 499,
265
+ 500,
266
  503,
267
+ 507,
 
268
  509,
 
269
  512,
270
  514,
271
  515,
272
+ 516,
273
  518,
274
+ 520,
275
+ 521,
276
+ 523,
277
  524,
278
+ 525,
279
+ 528,
280
  530,
281
  532,
282
+ 535,
283
+ 537,
284
  538,
285
+ 540,
286
+ 542,
287
  544,
288
+ 547,
289
  548,
290
+ 549,
291
  550,
292
  551,
293
+ 552,
294
  553,
295
  554,
 
296
  557,
297
  559,
 
298
  561,
299
  563,
300
+ 564,
301
+ 566,
302
+ 568,
303
+ 570,
304
  571,
305
  572,
306
  574,
307
+ 578,
308
+ 580,
309
  581,
310
  583,
311
+ 585,
312
+ 588,
313
  590,
314
  591,
315
  593,
316
+ 596,
317
+ 599,
318
  600,
319
  601,
320
  603,
321
+ 604,
322
  606,
 
323
  609,
 
324
  612,
325
+ 613,
326
  615,
327
  617,
328
+ 618,
329
+ 620,
330
  621,
331
  623,
332
+ 624,
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802
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1015
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1030
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  {
 
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4
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5
  "description":"Romanian pipeline optimized for CPU. Components: tok2vec, tagger, parser, lemmatizer (trainable_lemmatizer), senter, ner, attribute_ruler.",
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  "author":"Explosion",
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  "email":"contact@explosion.ai",
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496
  "Yp",
497
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499
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501
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