adrianeboyd commited on
Commit
600fad0
1 Parent(s): f84ceb8

Update spaCy pipeline

Browse files
README.md CHANGED
@@ -14,62 +14,62 @@ model-index:
14
  metrics:
15
  - name: NER Precision
16
  type: precision
17
- value: 0.8839343113
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  - name: NER Recall
19
  type: recall
20
- value: 0.8844684418
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  - name: NER F Score
22
  type: f_score
23
- value: 0.8842012959
24
  - task:
25
  name: TAG
26
  type: token-classification
27
  metrics:
28
  - name: TAG (XPOS) Accuracy
29
  type: accuracy
30
- value: 0.9712847706
31
  - task:
32
  name: POS
33
  type: token-classification
34
  metrics:
35
  - name: POS (UPOS) Accuracy
36
  type: accuracy
37
- value: 0.9737114097
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  - task:
39
  name: MORPH
40
  type: token-classification
41
  metrics:
42
  - name: Morph (UFeats) Accuracy
43
  type: accuracy
44
- value: 0.9739325843
45
  - task:
46
  name: LEMMA
47
  type: token-classification
48
  metrics:
49
  - name: Lemma Accuracy
50
  type: accuracy
51
- value: 0.9757368799
52
  - task:
53
  name: UNLABELED_DEPENDENCIES
54
  type: token-classification
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  metrics:
56
  - name: Unlabeled Attachment Score (UAS)
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  type: f_score
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- value: 0.909427748
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  - task:
60
  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: 0.8756689996
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  - task:
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  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: 0.9684763573
73
  ---
74
  ### Details: https://spacy.io/models/it#it_core_news_lg
75
 
@@ -78,8 +78,8 @@ Italian pipeline optimized for CPU. Components: tok2vec, morphologizer, tagger,
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  | Feature | Description |
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  | --- | --- |
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  | **Name** | `it_core_news_lg` |
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- | **Version** | `3.4.0` |
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- | **spaCy** | `>=3.4.0,<3.5.0` |
83
  | **Default Pipeline** | `tok2vec`, `morphologizer`, `tagger`, `parser`, `lemmatizer`, `attribute_ruler`, `ner` |
84
  | **Components** | `tok2vec`, `morphologizer`, `tagger`, `parser`, `lemmatizer`, `senter`, `attribute_ruler`, `ner` |
85
  | **Vectors** | 500000 keys, 500000 unique vectors (300 dimensions) |
@@ -106,22 +106,22 @@ Italian pipeline optimized for CPU. Components: tok2vec, morphologizer, tagger,
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107
  | Type | Score |
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  | --- | --- |
109
- | `TOKEN_ACC` | 99.96 |
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  | `TOKEN_P` | 99.80 |
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  | `TOKEN_R` | 99.78 |
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  | `TOKEN_F` | 99.79 |
113
- | `POS_ACC` | 97.37 |
114
- | `MORPH_ACC` | 97.39 |
115
- | `MORPH_MICRO_P` | 98.93 |
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- | `MORPH_MICRO_R` | 98.16 |
117
- | `MORPH_MICRO_F` | 98.54 |
118
- | `TAG_ACC` | 97.13 |
119
- | `SENTS_P` | 95.67 |
120
- | `SENTS_R` | 98.05 |
121
- | `SENTS_F` | 96.85 |
122
- | `DEP_UAS` | 90.94 |
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- | `DEP_LAS` | 87.57 |
124
- | `LEMMA_ACC` | 97.57 |
125
- | `ENTS_P` | 88.39 |
126
- | `ENTS_R` | 88.45 |
127
- | `ENTS_F` | 88.42 |
 
14
  metrics:
15
  - name: NER Precision
16
  type: precision
17
+ value: 0.8841501483
18
  - name: NER Recall
19
  type: recall
20
+ value: 0.883357374
21
  - name: NER F Score
22
  type: f_score
23
+ value: 0.8837535833
24
  - task:
25
  name: TAG
26
  type: token-classification
27
  metrics:
28
  - name: TAG (XPOS) Accuracy
29
  type: accuracy
30
+ value: 0.9715107396
31
  - task:
32
  name: POS
33
  type: token-classification
34
  metrics:
35
  - name: POS (UPOS) Accuracy
36
  type: accuracy
37
+ value: 0.9751932411
38
  - task:
39
  name: MORPH
40
  type: token-classification
41
  metrics:
42
  - name: Morph (UFeats) Accuracy
43
  type: accuracy
44
+ value: 0.9758202247
45
  - task:
46
  name: LEMMA
47
  type: token-classification
48
  metrics:
49
  - name: Lemma Accuracy
50
  type: accuracy
51
+ value: 0.9749281093
52
  - task:
53
  name: UNLABELED_DEPENDENCIES
54
  type: token-classification
55
  metrics:
56
  - name: Unlabeled Attachment Score (UAS)
57
  type: f_score
58
+ value: 0.9113077477
59
  - task:
60
  name: LABELED_DEPENDENCIES
61
  type: token-classification
62
  metrics:
63
  - name: Labeled Attachment Score (LAS)
64
  type: f_score
65
+ value: 0.8753987036
66
  - task:
67
  name: SENTS
68
  type: token-classification
69
  metrics:
70
  - name: Sentences F-Score
71
  type: f_score
72
+ value: 0.9736379613
73
  ---
74
  ### Details: https://spacy.io/models/it#it_core_news_lg
75
 
 
78
  | Feature | Description |
79
  | --- | --- |
80
  | **Name** | `it_core_news_lg` |
81
+ | **Version** | `3.5.0` |
82
+ | **spaCy** | `>=3.5.0,<3.6.0` |
83
  | **Default Pipeline** | `tok2vec`, `morphologizer`, `tagger`, `parser`, `lemmatizer`, `attribute_ruler`, `ner` |
84
  | **Components** | `tok2vec`, `morphologizer`, `tagger`, `parser`, `lemmatizer`, `senter`, `attribute_ruler`, `ner` |
85
  | **Vectors** | 500000 keys, 500000 unique vectors (300 dimensions) |
 
106
 
107
  | Type | Score |
108
  | --- | --- |
109
+ | `TOKEN_ACC` | 99.93 |
110
  | `TOKEN_P` | 99.80 |
111
  | `TOKEN_R` | 99.78 |
112
  | `TOKEN_F` | 99.79 |
113
+ | `POS_ACC` | 97.52 |
114
+ | `MORPH_ACC` | 97.58 |
115
+ | `MORPH_MICRO_P` | 99.00 |
116
+ | `MORPH_MICRO_R` | 98.37 |
117
+ | `MORPH_MICRO_F` | 98.68 |
118
+ | `TAG_ACC` | 97.15 |
119
+ | `SENTS_P` | 96.52 |
120
+ | `SENTS_R` | 98.23 |
121
+ | `SENTS_F` | 97.36 |
122
+ | `DEP_UAS` | 91.13 |
123
+ | `DEP_LAS` | 87.54 |
124
+ | `LEMMA_ACC` | 97.49 |
125
+ | `ENTS_P` | 88.42 |
126
+ | `ENTS_R` | 88.34 |
127
+ | `ENTS_F` | 88.38 |
accuracy.json CHANGED
@@ -1,68 +1,68 @@
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  {
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- "token_acc": 0.9996405141,
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  "token_p": 0.9980235379,
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  "token_r": 0.9978442468,
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  "token_f": 0.9979338843,
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- "pos_acc": 0.9737114097,
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- "morph_acc": 0.9739325843,
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- "morph_micro_p": 0.9892574725,
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- "morph_micro_r": 0.9815929728,
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- "morph_micro_f": 0.9854103193,
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  "morph_per_feat": {
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  "Gender": {
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- "p": 0.9911740558,
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- "r": 0.9859126174,
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- "f": 0.9885363357
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  },
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  "Number": {
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- "p": 0.9943365696,
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- "r": 0.9866730893,
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- "f": 0.9904900064
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  },
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  "NumType": {
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- "p": 0.9849056604,
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- "r": 0.963099631,
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- "f": 0.973880597
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  },
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  "Definite": {
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- "p": 0.9946808511,
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- "r": 0.9982206406,
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- "f": 0.9964476021
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  },
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  "PronType": {
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- "p": 0.9896308586,
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- "r": 0.9867659222,
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- "f": 0.9881963139
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  },
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  "Mood": {
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- "p": 0.9755799756,
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- "r": 0.9591836735,
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- "f": 0.9673123487
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  },
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  "Person": {
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- "p": 0.9792079208,
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- "r": 0.9574056147,
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- "f": 0.9681840431
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  },
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  "Tense": {
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- "p": 0.9741602067,
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- "r": 0.9625531915,
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- "f": 0.9683219178
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  },
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  "VerbForm": {
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- "p": 0.9803784163,
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- "r": 0.9695079695,
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- "f": 0.974912892
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  },
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  "Degree": {
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- "p": 0.9444444444,
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- "r": 1.0,
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- "f": 0.9714285714
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  },
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  "Clitic": {
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- "p": 1.0,
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- "r": 0.9732620321,
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- "f": 0.9864498645
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  },
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  "Poss": {
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  "p": 1.0,
@@ -76,51 +76,51 @@
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  },
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  "Foreign": {
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  "p": 1.0,
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- "r": 0.4,
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- "f": 0.5714285714
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  }
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  },
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- "tag_acc": 0.9712847706,
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- "sents_p": 0.9567474048,
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- "sents_r": 0.9804964539,
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- "sents_f": 0.9684763573,
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- "dep_uas": 0.909427748,
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- "dep_las": 0.8756689996,
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  "dep_las_per_type": {
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  "root": {
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- "p": 0.892733564,
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- "r": 0.914893617,
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- "f": 0.9036777583
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  },
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  "flat:name": {
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- "p": 0.9155844156,
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- "r": 0.8924050633,
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- "f": 0.9038461538
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  },
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  "case": {
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- "p": 0.9811435523,
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  "r": 0.9817407182,
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- "f": 0.9814420444
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  },
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  "nmod": {
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- "p": 0.8087044534,
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- "r": 0.8169734151,
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- "f": 0.8128179044
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  },
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  "nummod": {
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- "p": 0.8944444444,
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- "r": 0.875,
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- "f": 0.8846153846
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  },
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  "det": {
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- "p": 0.9734432234,
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- "r": 0.9770220588,
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- "f": 0.9752293578
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  },
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  "nsubj": {
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- "p": 0.8576998051,
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- "r": 0.8494208494,
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- "f": 0.8535402522
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  },
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  "aux": {
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  "p": 0.9444444444,
@@ -128,24 +128,24 @@
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  "f": 0.9422632794
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  },
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  "advmod": {
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- "p": 0.8140589569,
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- "r": 0.8233944954,
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- "f": 0.818700114
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  },
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  "obj": {
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- "p": 0.8661800487,
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  "r": 0.89,
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- "f": 0.8779284834
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  "cc": {
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- "p": 0.915625,
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  },
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  "conj": {
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- "r": 0.7189189189,
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- "f": 0.6963350785
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  },
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  "det:predet": {
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  "p": 0.9473684211,
@@ -153,79 +153,79 @@
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  "f": 0.972972973
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  },
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  "amod": {
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- "p": 0.9082706767,
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- "r": 0.9055472264,
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- "f": 0.9069069069
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  },
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  "mark": {
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- "p": 0.9116465863,
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- "r": 0.9380165289,
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  "cop": {
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- "p": 0.8421052632,
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- "f": 0.8648648649
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  "xcomp": {
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- "p": 0.8148148148,
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- "r": 0.6875,
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- "f": 0.7457627119
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  },
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  "obl": {
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- "p": 0.8273716952,
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- "f": 0.8018085908
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  },
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  "acl:relcl": {
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- "p": 0.7426470588,
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- "r": 0.7372262774,
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- "f": 0.7399267399
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  },
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  "acl": {
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- "p": 0.7247706422,
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- "r": 0.6869565217,
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- "f": 0.7053571429
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  },
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  "ccomp": {
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- "p": 0.6376811594,
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- "r": 0.7096774194,
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- "f": 0.6717557252
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  },
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  "expl": {
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- "p": 0.88,
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- "r": 0.8461538462,
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- "f": 0.862745098
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  },
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  "nsubj:pass": {
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- "p": 0.8072289157,
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  "r": 0.8271604938,
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- "f": 0.8170731707
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  },
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  "aux:pass": {
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- "p": 0.8765432099,
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- "r": 0.8987341772,
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- "f": 0.8875
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  },
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  "parataxis": {
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- "p": 0.7777777778,
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- "r": 0.2258064516,
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- "f": 0.35
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  },
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- "csubj": {
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- "p": 0.625,
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- "r": 0.3846153846,
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- "f": 0.4761904762
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  },
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- "advcl": {
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- "p": 0.6344827586,
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- "r": 0.6478873239,
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- "f": 0.6411149826
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  },
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- "expl:impers": {
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- "p": 0.5384615385,
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- "r": 0.875,
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- "f": 0.6666666667
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  },
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  "det:poss": {
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  "p": 0.9855072464,
@@ -238,29 +238,34 @@
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  "f": 1.0
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  },
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  "appos": {
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- "p": 0.4722222222,
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- "r": 0.4358974359,
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- "f": 0.4533333333
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  },
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  "obl:agent": {
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- "p": 0.9487179487,
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  "r": 0.880952381,
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- "f": 0.9135802469
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  },
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- "dep": {
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- "p": 0.0,
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- "r": 0.0,
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  },
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  "iobj": {
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- "p": 0.8181818182,
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- "r": 0.9,
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- "f": 0.8571428571
 
 
 
 
 
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  },
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  "compound": {
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- "p": 0.6818181818,
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- "r": 0.5769230769,
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- "f": 0.625
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  },
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  "discourse": {
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  "p": 0.0,
@@ -268,14 +273,9 @@
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  "f": 0.0
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  },
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  "fixed": {
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- "p": 0.9130434783,
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- "r": 0.75,
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- "f": 0.8235294118
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- },
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- "expl:pass": {
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- "f": 0.6666666667
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  },
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  "orphan": {
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  "p": 0.0,
@@ -293,31 +293,31 @@
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  "f": 0.3333333333
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  }
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  },
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- "lemma_acc": 0.9757368799,
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- "ents_p": 0.8839343113,
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- "ents_r": 0.8844684418,
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- "ents_f": 0.8842012959,
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  "ents_per_type": {
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  "LOC": {
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  "PER": {
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  "MISC": {
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  "ORG": {
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  }
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  },
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- "speed": 12298.032057877
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  }
 
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  {
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+ "token_acc": 0.9992812865,
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  "token_p": 0.9980235379,
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  "token_r": 0.9978442468,
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  "token_f": 0.9979338843,
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+ "pos_acc": 0.9751932411,
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+ "morph_acc": 0.9758202247,
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+ "morph_micro_p": 0.9900168869,
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+ "morph_micro_f": 0.9868310312,
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  "morph_per_feat": {
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  "Gender": {
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  "Number": {
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  "NumType": {
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  },
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  "Definite": {
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  },
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  "PronType": {
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+ "p": 0.989198172,
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  "Mood": {
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  "Person": {
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  "Tense": {
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  "VerbForm": {
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  },
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  "Degree": {
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+ "p": 1.0,
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+ "r": 0.8235294118,
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  },
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  "Clitic": {
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  },
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  "Poss": {
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  "p": 1.0,
 
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  },
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  "Foreign": {
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  "p": 1.0,
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+ "r": 0.6,
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+ "f": 0.75
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  }
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  },
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+ "tag_acc": 0.9715107396,
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+ "sents_p": 0.9651567944,
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+ "sents_f": 0.9736379613,
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+ "dep_uas": 0.9113077477,
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+ "dep_las": 0.8753987036,
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  "dep_las_per_type": {
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  "flat:name": {
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  "case": {
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  "nmod": {
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  "nummod": {
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