EC2 Default User commited on
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87aba3e
1 Parent(s): 5f6740b

Update spaCy pipeline

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1
+ # UD Japanese GSD v2.8
2
+
3
+ * Author: Omura, Mai; Miyao, Yusuke; Kanayama, Hiroshi; Matsuda, Hiroshi; Wakasa, Aya; Yamashita, Kayo; Asahara, Masayuki; Tanaka, Takaaki; Murawaki, Yugo; Matsumoto, Yuji; Mori, Shinsuke; Uematsu, Sumire; McDonald, Ryan; Nivre, Joakim; Zeman, Daniel
4
+ * URL: https://github.com/UniversalDependencies/UD_Japanese-GSD
5
+ * License: CC BY-SA 4.0
6
+
7
+ ```
8
+ Attribution-ShareAlike 4.0 International
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+
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+ =======================================================================
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+ =======================================================================
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+ ```
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+
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+
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+
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+
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+ # UD Japanese GSD v2.8 NER
442
+
443
+ * Author: Megagon Labs Tokyo
444
+ * URL: https://github.com/megagonlabs/UD_Japanese-GSD
445
+ * License: CC BY-SA 4.0
446
+
447
+ ```
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+ Attribution-ShareAlike 4.0 International
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+ =======================================================================
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+ Creative Commons Corporation ("Creative Commons") is not a law firm and
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+
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+ Using Creative Commons Public Licenses
463
+
464
+ Creative Commons public licenses provide a standard set of terms and
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+ conditions that creators and other rights holders may use to share
466
+ original works of authorship and other material subject to copyright
467
+ and certain other rights specified in the public license below. The
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+ following considerations are for informational purposes only, are not
469
+ exhaustive, and do not form part of our licenses.
470
+
471
+ Considerations for licensors: Our public licenses are
472
+ intended for use by those authorized to give the public
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+ permission to use material in ways otherwise restricted by
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+ irrevocable. Licensors should read and understand the terms
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+
README.md ADDED
@@ -0,0 +1,126 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ tags:
3
+ - spacy
4
+ - token-classification
5
+ language:
6
+ - ja
7
+ license: cc-by-sa-3.0
8
+ model-index:
9
+ - name: ja_core_news_trf
10
+ results:
11
+ - task:
12
+ name: NER
13
+ type: token-classification
14
+ metrics:
15
+ - name: NER Precision
16
+ type: precision
17
+ value: 0.8450704225
18
+ - name: NER Recall
19
+ type: recall
20
+ value: 0.8301886792
21
+ - name: NER F Score
22
+ type: f_score
23
+ value: 0.8375634518
24
+ - task:
25
+ name: TAG
26
+ type: token-classification
27
+ metrics:
28
+ - name: TAG (XPOS) Accuracy
29
+ type: accuracy
30
+ value: 0.9712488769
31
+ - task:
32
+ name: POS
33
+ type: token-classification
34
+ metrics:
35
+ - name: POS (UPOS) Accuracy
36
+ type: accuracy
37
+ value: 0.9793295403
38
+ - task:
39
+ name: MORPH
40
+ type: token-classification
41
+ metrics:
42
+ - name: Morph (UFeats) Accuracy
43
+ type: accuracy
44
+ value: 0.0
45
+ - task:
46
+ name: LEMMA
47
+ type: token-classification
48
+ metrics:
49
+ - name: Lemma Accuracy
50
+ type: accuracy
51
+ value: 0.965013864
52
+ - task:
53
+ name: UNLABELED_DEPENDENCIES
54
+ type: token-classification
55
+ metrics:
56
+ - name: Unlabeled Attachment Score (UAS)
57
+ type: f_score
58
+ value: 0.9318744653
59
+ - task:
60
+ name: LABELED_DEPENDENCIES
61
+ type: token-classification
62
+ metrics:
63
+ - name: Labeled Attachment Score (LAS)
64
+ type: f_score
65
+ value: 0.9208335209
66
+ - task:
67
+ name: SENTS
68
+ type: token-classification
69
+ metrics:
70
+ - name: Sentences F-Score
71
+ type: f_score
72
+ value: 0.9469623915
73
+ ---
74
+ ### Details: https://spacy.io/models/ja#ja_core_news_trf
75
+
76
+ Japanese transformer pipeline (cl-tohoku/bert-base-japanese-char-v2). Components: transformer, morphologizer, parser, ner.
77
+
78
+ | Feature | Description |
79
+ | --- | --- |
80
+ | **Name** | `ja_core_news_trf` |
81
+ | **Version** | `3.3.0` |
82
+ | **spaCy** | `>=3.3.0.dev0,<3.4.0` |
83
+ | **Default Pipeline** | `transformer`, `morphologizer`, `parser`, `attribute_ruler`, `ner` |
84
+ | **Components** | `transformer`, `morphologizer`, `parser`, `attribute_ruler`, `ner` |
85
+ | **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
86
+ | **Sources** | [UD Japanese GSD v2.8](https://github.com/UniversalDependencies/UD_Japanese-GSD) (Omura, Mai; Miyao, Yusuke; Kanayama, Hiroshi; Matsuda, Hiroshi; Wakasa, Aya; Yamashita, Kayo; Asahara, Masayuki; Tanaka, Takaaki; Murawaki, Yugo; Matsumoto, Yuji; Mori, Shinsuke; Uematsu, Sumire; McDonald, Ryan; Nivre, Joakim; Zeman, Daniel)<br />[UD Japanese GSD v2.8 NER](https://github.com/megagonlabs/UD_Japanese-GSD) (Megagon Labs Tokyo)<br />[cl-tohoku/bert-base-japanese-char-v2](https://huggingface.co/cl-tohoku/bert-base-japanese-char-v2) (Inui Laboratory, Tohoku University) |
87
+ | **License** | `CC BY-SA 3.0` |
88
+ | **Author** | [Explosion](https://explosion.ai) |
89
+
90
+ ### Label Scheme
91
+
92
+ <details>
93
+
94
+ <summary>View label scheme (64 labels for 3 components)</summary>
95
+
96
+ | Component | Labels |
97
+ | --- | --- |
98
+ | **`morphologizer`** | `POS=NOUN`, `POS=ADP`, `POS=VERB`, `POS=SCONJ`, `POS=AUX`, `POS=PUNCT`, `POS=PART`, `POS=DET`, `POS=NUM`, `POS=ADV`, `POS=PRON`, `POS=ADJ`, `POS=PROPN`, `POS=CCONJ`, `POS=SYM`, `POS=NOUN\|Polarity=Neg`, `POS=AUX\|Polarity=Neg`, `POS=INTJ`, `POS=SCONJ\|Polarity=Neg` |
99
+ | **`parser`** | `ROOT`, `acl`, `advcl`, `advmod`, `amod`, `aux`, `case`, `cc`, `ccomp`, `compound`, `cop`, `csubj`, `dep`, `det`, `dislocated`, `fixed`, `mark`, `nmod`, `nsubj`, `nummod`, `obj`, `obl`, `punct` |
100
+ | **`ner`** | `CARDINAL`, `DATE`, `EVENT`, `FAC`, `GPE`, `LANGUAGE`, `LAW`, `LOC`, `MONEY`, `MOVEMENT`, `NORP`, `ORDINAL`, `ORG`, `PERCENT`, `PERSON`, `PET_NAME`, `PHONE`, `PRODUCT`, `QUANTITY`, `TIME`, `TITLE_AFFIX`, `WORK_OF_ART` |
101
+
102
+ </details>
103
+
104
+ ### Accuracy
105
+
106
+ | Type | Score |
107
+ | --- | --- |
108
+ | `TOKEN_ACC` | 99.69 |
109
+ | `TOKEN_P` | 97.65 |
110
+ | `TOKEN_R` | 97.90 |
111
+ | `TOKEN_F` | 97.77 |
112
+ | `POS_ACC` | 97.93 |
113
+ | `MORPH_ACC` | 0.00 |
114
+ | `MORPH_MICRO_P` | 34.01 |
115
+ | `MORPH_MICRO_R` | 98.04 |
116
+ | `MORPH_MICRO_F` | 50.51 |
117
+ | `SENTS_P` | 92.64 |
118
+ | `SENTS_R` | 96.84 |
119
+ | `SENTS_F` | 94.70 |
120
+ | `DEP_UAS` | 93.19 |
121
+ | `DEP_LAS` | 92.08 |
122
+ | `TAG_ACC` | 97.12 |
123
+ | `LEMMA_ACC` | 96.50 |
124
+ | `ENTS_P` | 84.51 |
125
+ | `ENTS_R` | 83.02 |
126
+ | `ENTS_F` | 83.76 |
accuracy.json ADDED
@@ -0,0 +1,253 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
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+ "token_acc": 0.9968649485,
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+ "token_p": 0.9764591282,
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+ "token_r": 0.9790021974,
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+ "token_f": 0.9777290092,
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+ "pos_acc": 0.9793295403,
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+ "morph_acc": 0.0,
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+ "morph_micro_p": 0.3401360544,
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+ "morph_micro_r": 0.9803921569,
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+ "morph_micro_f": 0.5050505051,
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+ "morph_per_feat": {
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+ "Polarity": {
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+ "p": 1.0,
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+ "r": 0.9803921569,
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+ "f": 0.9900990099
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+ },
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+ "Inflection": {
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+ "p": 0.0,
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+ "r": 0.0,
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+ "f": 0.0
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+ },
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+ "Reading": {
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+ "p": 0.0,
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+ "r": 0.0,
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+ "f": 0.0
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+ }
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+ },
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+ "sents_p": 0.9264150943,
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+ "sents_r": 0.9684418146,
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+ "sents_f": 0.9469623915,
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+ "dep_uas": 0.9318744653,
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+ "dep_las": 0.9208335209,
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+ "dep_las_per_type": {
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+ "cc": {
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+ "p": 0.9130434783,
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+ "r": 0.875,
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+ "f": 0.8936170213
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+ },
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+ "compound": {
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+ "p": 0.953364817,
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+ "r": 0.9103720406,
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+ "f": 0.931372549
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+ },
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+ "obl": {
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+ "p": 0.8539325843,
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+ "r": 0.8539325843,
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+ "f": 0.8539325843
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+ },
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+ "case": {
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+ "p": 0.9843630816,
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+ "r": 0.9806231003,
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+ "f": 0.9824895318
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+ },
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+ "dislocated": {
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+ "p": 0.7,
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+ "r": 0.5384615385,
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+ "f": 0.6086956522
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+ },
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+ "nsubj": {
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+ "p": 0.8560460653,
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+ "r": 0.8560460653,
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