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zh_core_web_trf

Token Classification spaCy Chinese Eval Results
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adrianeboyd commited on
Commit
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1 Parent(s): 8669256

Update spaCy pipeline

Browse files
Files changed (10) hide show
  1. README.md +16 -16
  2. accuracy.json +187 -187
  3. config.cfg +2 -1
  4. meta.json +191 -191
  5. ner/model +1 -1
  6. parser/model +1 -1
  7. tagger/cfg +1 -0
  8. tagger/model +1 -1
  9. transformer/model +2 -2
  10. zh_core_web_trf-any-py3-none-any.whl +2 -2
README.md CHANGED
@@ -14,41 +14,41 @@ model-index:
14
  metrics:
15
  - name: NER Precision
16
  type: precision
17
- value: 0.7520241822
18
  - name: NER Recall
19
  type: recall
20
- value: 0.7654945055
21
  - name: NER F Score
22
  type: f_score
23
- value: 0.7586995589
24
  - task:
25
  name: TAG
26
  type: token-classification
27
  metrics:
28
  - name: TAG (XPOS) Accuracy
29
  type: accuracy
30
- value: 0.9248006527
31
  - task:
32
  name: UNLABELED_DEPENDENCIES
33
  type: token-classification
34
  metrics:
35
  - name: Unlabeled Attachment Score (UAS)
36
  type: f_score
37
- value: 0.7685010735
38
  - task:
39
  name: LABELED_DEPENDENCIES
40
  type: token-classification
41
  metrics:
42
  - name: Labeled Attachment Score (LAS)
43
  type: f_score
44
- value: 0.7299421915
45
  - task:
46
  name: SENTS
47
  type: token-classification
48
  metrics:
49
  - name: Sentences F-Score
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  type: f_score
51
- value: 0.6831175602
52
  ---
53
  ### Details: https://spacy.io/models/zh#zh_core_web_trf
54
 
@@ -57,8 +57,8 @@ Chinese transformer pipeline (bert-base-chinese). Components: transformer, tagge
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  | Feature | Description |
58
  | --- | --- |
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  | **Name** | `zh_core_web_trf` |
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- | **Version** | `3.5.0` |
61
- | **spaCy** | `>=3.5.0,<3.6.0` |
62
  | **Default Pipeline** | `transformer`, `tagger`, `parser`, `attribute_ruler`, `ner` |
63
  | **Components** | `transformer`, `tagger`, `parser`, `attribute_ruler`, `ner` |
64
  | **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
@@ -89,11 +89,11 @@ Chinese transformer pipeline (bert-base-chinese). Components: transformer, tagge
89
  | `TOKEN_R` | 91.36 |
90
  | `TOKEN_F` | 92.94 |
91
  | `TAG_ACC` | 92.48 |
92
- | `SENTS_P` | 71.45 |
93
- | `SENTS_R` | 65.44 |
94
- | `SENTS_F` | 68.31 |
95
- | `DEP_UAS` | 76.85 |
96
- | `DEP_LAS` | 72.99 |
97
- | `ENTS_P` | 75.20 |
98
- | `ENTS_R` | 76.55 |
99
  | `ENTS_F` | 75.87 |
14
  metrics:
15
  - name: NER Precision
16
  type: precision
17
+ value: 0.7588215895
18
  - name: NER Recall
19
  type: recall
20
+ value: 0.7585714286
21
  - name: NER F Score
22
  type: f_score
23
+ value: 0.7586964884
24
  - task:
25
  name: TAG
26
  type: token-classification
27
  metrics:
28
  - name: TAG (XPOS) Accuracy
29
  type: accuracy
30
+ value: 0.9248343224
31
  - task:
32
  name: UNLABELED_DEPENDENCIES
33
  type: token-classification
34
  metrics:
35
  - name: Unlabeled Attachment Score (UAS)
36
  type: f_score
37
+ value: 0.7702832979
38
  - task:
39
  name: LABELED_DEPENDENCIES
40
  type: token-classification
41
  metrics:
42
  - name: Labeled Attachment Score (LAS)
43
  type: f_score
44
+ value: 0.7326537539
45
  - task:
46
  name: SENTS
47
  type: token-classification
48
  metrics:
49
  - name: Sentences F-Score
50
  type: f_score
51
+ value: 0.6942608696
52
  ---
53
  ### Details: https://spacy.io/models/zh#zh_core_web_trf
54
 
57
  | Feature | Description |
58
  | --- | --- |
59
  | **Name** | `zh_core_web_trf` |
60
+ | **Version** | `3.6.1` |
61
+ | **spaCy** | `>=3.6.0,<3.7.0` |
62
  | **Default Pipeline** | `transformer`, `tagger`, `parser`, `attribute_ruler`, `ner` |
63
  | **Components** | `transformer`, `tagger`, `parser`, `attribute_ruler`, `ner` |
64
  | **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
89
  | `TOKEN_R` | 91.36 |
90
  | `TOKEN_F` | 92.94 |
91
  | `TAG_ACC` | 92.48 |
92
+ | `SENTS_P` | 72.67 |
93
+ | `SENTS_R` | 66.46 |
94
+ | `SENTS_F` | 69.43 |
95
+ | `DEP_UAS` | 77.03 |
96
+ | `DEP_LAS` | 73.27 |
97
+ | `ENTS_P` | 75.88 |
98
+ | `ENTS_R` | 75.86 |
99
  | `ENTS_F` | 75.87 |
accuracy.json CHANGED
@@ -3,167 +3,167 @@
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@@ -216,14 +216,14 @@
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@@ -231,105 +231,105 @@
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  "cop": {
124
+ "p": 0.8493150685,
125
+ "r": 0.6383526384,
126
+ "f": 0.7288758266
127
  },
128
  "discourse": {
129
+ "p": 0.6115044248,
130
+ "r": 0.5701320132,
131
+ "f": 0.5900939368
132
  },
133
  "neg": {
134
+ "p": 0.8767334361,
135
+ "r": 0.6765755054,
136
+ "f": 0.7637583893
137
  },
138
  "aux:modal": {
139
+ "p": 0.9025191676,
140
+ "r": 0.8521199586,
141
+ "f": 0.8765957447
142
  },
143
  "nmod": {
144
+ "p": 0.8147612156,
145
+ "r": 0.7639077341,
146
+ "f": 0.7885154062
147
  },
148
  "aux:ba": {
149
+ "p": 0.9222222222,
150
+ "r": 0.8829787234,
151
+ "f": 0.902173913
152
  },
153
  "advmod:loc": {
154
+ "p": 0.8146718147,
155
+ "r": 0.6261127596,
156
+ "f": 0.7080536913
157
  },
158
  "aux:asp": {
159
+ "p": 0.930153322,
160
+ "r": 0.8708133971,
161
+ "f": 0.8995057661
162
  },
163
  "conj": {
164
+ "p": 0.6438065883,
165
+ "r": 0.631758034,
166
+ "f": 0.6377254079
167
  },
168
  "nsubjpass": {
169
  "p": 0.8913043478,
171
  "f": 0.8541666667
172
  },
173
  "compound:vc": {
174
+ "p": 0.5483870968,
175
+ "r": 0.6165803109,
176
+ "f": 0.5804878049
177
  },
178
  "advcl:loc": {
179
+ "p": 0.7307692308,
180
+ "r": 0.6785714286,
181
+ "f": 0.7037037037
182
  },
183
  "cc": {
184
+ "p": 0.8328530259,
185
  "r": 0.769299024,
186
+ "f": 0.7998154982
187
  },
188
  "advmod:dvp": {
189
+ "p": 0.893129771,
190
+ "r": 0.7267080745,
191
+ "f": 0.801369863
192
  },
193
  "amod:ordmod": {
194
+ "p": 0.6885245902,
195
+ "r": 0.65625,
196
+ "f": 0.672
197
  },
198
  "appos": {
199
+ "p": 0.9581280788,
200
  "r": 0.8942528736,
201
+ "f": 0.9250891795
202
  },
203
  "nmod:poss": {
204
+ "p": 0.7807017544,
205
  "r": 0.6592592593,
206
+ "f": 0.7148594378
207
  },
208
  "name": {
209
+ "p": 0.6517857143,
210
+ "r": 0.5407407407,
211
+ "f": 0.5910931174
212
  },
213
  "nsubj:xsubj": {
214
  "p": 0.0,
216
  "f": 0.0
217
  },
218
  "nmod:range": {
219
+ "p": 0.8301158301,
220
+ "r": 0.7214765101,
221
+ "f": 0.7719928187
222
  },
223
  "parataxis:prnmod": {
224
+ "p": 0.3647058824,
225
+ "r": 0.2330827068,
226
+ "f": 0.2844036697
227
  },
228
  "erased": {
229
  "p": 0.0,
231
  "f": 0.0
232
  },
233
  "etc": {
234
+ "p": 0.8965517241,
235
+ "r": 0.9285714286,
236
+ "f": 0.9122807018
237
  }
238
  },
239
+ "ents_p": 0.7588215895,
240
+ "ents_r": 0.7585714286,
241
+ "ents_f": 0.7586964884,
242
  "ents_per_type": {
243
  "DATE": {
244
+ "p": 0.7731568998,
245
+ "r": 0.810703667,
246
+ "f": 0.7914852443
247
  },
248
  "GPE": {
249
+ "p": 0.7989154993,
250
+ "r": 0.8641251222,
251
+ "f": 0.8302418408
252
  },
253
  "CARDINAL": {
254
+ "p": 0.649321267,
255
+ "r": 0.5786290323,
256
+ "f": 0.6119402985
257
  },
258
  "ORDINAL": {
259
+ "p": 0.8622754491,
260
+ "r": 0.7578947368,
261
+ "f": 0.8067226891
262
  },
263
  "FAC": {
264
+ "p": 0.4974358974,
265
+ "r": 0.5215053763,
266
+ "f": 0.5091863517
267
  },
268
  "ORG": {
269
+ "p": 0.749235474,
270
+ "r": 0.7458143075,
271
+ "f": 0.7475209764
272
+ },
273
+ "NORP": {
274
+ "p": 0.6605080831,
275
+ "r": 0.6008403361,
276
+ "f": 0.6292629263
277
  },
278
  "LOC": {
279
+ "p": 0.6323987539,
280
+ "r": 0.5456989247,
281
+ "f": 0.5858585859
282
  },
283
  "QUANTITY": {
284
+ "p": 0.7244094488,
285
+ "r": 0.6814814815,
286
+ "f": 0.7022900763
 
 
 
 
 
 
 
 
 
 
287
  },
288
  "TIME": {
289
+ "p": 0.7627906977,
290
+ "r": 0.7961165049,
291
+ "f": 0.7790973872
292
  },
293
  "WORK_OF_ART": {
294
+ "p": 0.4444444444,
295
+ "r": 0.32,
296
+ "f": 0.3720930233
297
  },
298
  "MONEY": {
299
+ "p": 0.896,
300
+ "r": 0.8296296296,
301
+ "f": 0.8615384615
302
  },
303
  "EVENT": {
304
+ "p": 0.6026490066,
305
  "r": 0.6691176471,
306
+ "f": 0.6341463415
307
  },
308
  "PRODUCT": {
309
+ "p": 0.4722222222,
310
+ "r": 0.3469387755,
311
+ "f": 0.4
312
+ },
313
+ "PERSON": {
314
+ "p": 0.8785803238,
315
+ "r": 0.9091494845,
316
+ "f": 0.8936035465
317
  },
318
  "PERCENT": {
319
+ "p": 0.7888888889,
320
+ "r": 0.8554216867,
321
+ "f": 0.8208092486
322
  },
323
  "LAW": {
324
+ "p": 0.375,
325
+ "r": 0.3,
326
+ "f": 0.3333333333
327
  },
328
  "LANGUAGE": {
329
+ "p": 0.75,
330
  "r": 1.0,
331
+ "f": 0.8571428571
332
  }
333
  },
334
+ "speed": 3083.8656241516
335
  }
config.cfg CHANGED
@@ -75,6 +75,7 @@ pooling = {"@layers":"reduce_mean.v1"}
75
 
76
  [components.tagger]
77
  factory = "tagger"
 
78
  neg_prefix = "!"
79
  overwrite = false
80
  scorer = {"@scorers":"spacy.tagger_scorer.v1"}
@@ -96,8 +97,8 @@ max_batch_items = 4096
96
  set_extra_annotations = {"@annotation_setters":"spacy-transformers.null_annotation_setter.v1"}
97
 
98
  [components.transformer.model]
99
- @architectures = "spacy-transformers.TransformerModel.v3"
100
  name = "bert-base-chinese"
 
101
  mixed_precision = false
102
 
103
  [components.transformer.model.get_spans]
75
 
76
  [components.tagger]
77
  factory = "tagger"
78
+ label_smoothing = 0.0
79
  neg_prefix = "!"
80
  overwrite = false
81
  scorer = {"@scorers":"spacy.tagger_scorer.v1"}
97
  set_extra_annotations = {"@annotation_setters":"spacy-transformers.null_annotation_setter.v1"}
98
 
99
  [components.transformer.model]
 
100
  name = "bert-base-chinese"
101
+ @architectures = "spacy-transformers.TransformerModel.v3"
102
  mixed_precision = false
103
 
104
  [components.transformer.model.get_spans]
meta.json CHANGED
@@ -1,14 +1,14 @@
1
  {
2
  "lang":"zh",
3
  "name":"core_web_trf",
4
- "version":"3.5.0",
5
  "description":"Chinese transformer pipeline (bert-base-chinese). Components: transformer, tagger, parser, ner, attribute_ruler.",
6
  "author":"Explosion",
7
  "email":"contact@explosion.ai",
8
  "url":"https://explosion.ai",
9
  "license":"MIT",
10
- "spacy_version":">=3.5.0,<3.6.0",
11
- "spacy_git_version":"9e0322de1",
12
  "vectors":{
13
  "width":0,
14
  "vectors":0,
@@ -150,167 +150,167 @@
150
  "token_p":0.9458325855,
151
  "token_r":0.9136060443,
152
  "token_f":0.9294400505,
153
- "tag_acc":0.9248006527,
154
- "sents_p":0.7144674664,
155
- "sents_r":0.6544031963,
156
- "sents_f":0.6831175602,
157
- "dep_uas":0.7685010735,
158
- "dep_las":0.7299421915,
159
  "dep_las_per_type":{
160
  "dep":{
161
- "p":0.5650432761,
162
- "r":0.4419521067,
163
- "f":0.4959746003
164
  },
165
  "case":{
166
- "p":0.9105786855,
167
- "r":0.8432347236,
168
- "f":0.875613748
169
  },
170
  "nmod:tmod":{
171
- "p":0.8013793103,
172
- "r":0.7904761905,
173
- "f":0.795890411
174
  },
175
  "nummod":{
176
- "p":0.9026639344,
177
- "r":0.5869420386,
178
- "f":0.7113443682
179
  },
180
  "mark:clf":{
181
- "p":0.9441717791,
182
- "r":0.5740395375,
183
- "f":0.7139874739
184
  },
185
  "auxpass":{
186
- "p":0.9351351351,
187
- "r":0.9351351351,
188
- "f":0.9351351351
189
  },
190
  "nsubj":{
191
- "p":0.8718703976,
192
- "r":0.799901732,
193
- "f":0.8343369635
194
  },
195
  "acl":{
196
- "p":0.8267170762,
197
- "r":0.7276760954,
198
- "f":0.7740412979
199
  },
200
  "advmod":{
201
- "p":0.8769984528,
202
- "r":0.771026978,
203
- "f":0.8206056219
204
  },
205
  "mark":{
206
- "p":0.8661164603,
207
- "r":0.8277826468,
208
- "f":0.8465157965
209
  },
210
  "xcomp":{
211
- "p":0.8178368121,
212
  "r":0.7019543974,
213
- "f":0.7554776512
214
  },
215
  "nmod:assmod":{
216
- "p":0.8580473176,
217
  "r":0.8014316838,
218
- "f":0.8287737367
219
  },
220
  "det":{
221
- "p":0.9045676998,
222
- "r":0.6496777973,
223
- "f":0.756222298
224
  },
225
  "amod":{
226
- "p":0.8427529626,
227
- "r":0.7262372349,
228
- "f":0.7801687764
229
  },
230
  "nmod:prep":{
231
- "p":0.830675263,
232
- "r":0.7404718693,
233
- "f":0.7829841676
234
  },
235
  "root":{
236
- "p":0.7870547683,
237
- "r":0.6842017646,
238
- "f":0.7320331285
239
  },
240
  "aux:prtmod":{
241
- "p":0.9549180328,
242
- "r":0.8321428571,
243
- "f":0.8893129771
244
  },
245
  "compound:nn":{
246
- "p":0.814159292,
247
- "r":0.7627749577,
248
- "f":0.7876299467
249
  },
250
  "dobj":{
251
- "p":0.9164469347,
252
- "r":0.8237298178,
253
- "f":0.867618379
254
  },
255
  "ccomp":{
256
- "p":0.7846153846,
257
- "r":0.7336702955,
258
- "f":0.7582881254
259
  },
260
  "advmod:rcomp":{
261
- "p":0.8480243161,
262
- "r":0.7728531856,
263
- "f":0.8086956522
264
  },
265
  "nmod:topic":{
266
- "p":0.5238095238,
267
- "r":0.4642857143,
268
- "f":0.4922547332
269
  },
270
  "cop":{
271
- "p":0.8475867909,
272
- "r":0.6441441441,
273
- "f":0.7319926874
274
  },
275
  "discourse":{
276
- "p":0.5857632933,
277
- "r":0.5635313531,
278
- "f":0.574432296
279
  },
280
  "neg":{
281
- "p":0.8902821317,
282
- "r":0.6753864447,
283
- "f":0.768086545
284
  },
285
  "aux:modal":{
286
- "p":0.9074693423,
287
- "r":0.841778697,
288
- "f":0.8733905579
289
  },
290
  "nmod":{
291
- "p":0.79346211,
292
- "r":0.7245590231,
293
- "f":0.7574468085
294
  },
295
  "aux:ba":{
296
- "p":0.9269662921,
297
- "r":0.8776595745,
298
- "f":0.9016393443
299
  },
300
  "advmod:loc":{
301
- "p":0.814516129,
302
- "r":0.5994065282,
303
- "f":0.6905982906
304
  },
305
  "aux:asp":{
306
- "p":0.9422572178,
307
- "r":0.8588516746,
308
- "f":0.8986232791
309
  },
310
  "conj":{
311
- "p":0.6435624395,
312
- "r":0.6283553875,
313
- "f":0.6358680057
314
  },
315
  "nsubjpass":{
316
  "p":0.8913043478,
@@ -318,44 +318,44 @@
318
  "f":0.8541666667
319
  },
320
  "compound:vc":{
321
- "p":0.5333333333,
322
- "r":0.5803108808,
323
- "f":0.5558312655
324
  },
325
  "advcl:loc":{
326
- "p":0.752,
327
- "r":0.6714285714,
328
- "f":0.7094339623
329
  },
330
  "cc":{
331
- "p":0.8336538462,
332
  "r":0.769299024,
333
- "f":0.800184587
334
  },
335
  "advmod:dvp":{
336
- "p":0.8888888889,
337
- "r":0.7453416149,
338
- "f":0.8108108108
339
  },
340
  "amod:ordmod":{
341
- "p":0.671875,
342
- "r":0.671875,
343
- "f":0.671875
344
  },
345
  "appos":{
346
- "p":0.9306220096,
347
  "r":0.8942528736,
348
- "f":0.9120750293
349
  },
350
  "nmod:poss":{
351
- "p":0.7542372881,
352
  "r":0.6592592593,
353
- "f":0.7035573123
354
  },
355
  "name":{
356
- "p":0.6666666667,
357
- "r":0.5481481481,
358
- "f":0.6016260163
359
  },
360
  "nsubj:xsubj":{
361
  "p":0.0,
@@ -363,14 +363,14 @@
363
  "f":0.0
364
  },
365
  "nmod:range":{
366
- "p":0.825095057,
367
- "r":0.7281879195,
368
- "f":0.7736185383
369
  },
370
  "parataxis:prnmod":{
371
- "p":0.3414634146,
372
- "r":0.2105263158,
373
- "f":0.2604651163
374
  },
375
  "erased":{
376
  "p":0.0,
@@ -378,107 +378,107 @@
378
  "f":0.0
379
  },
380
  "etc":{
381
- "p":0.8953488372,
382
- "r":0.9166666667,
383
- "f":0.9058823529
384
  }
385
  },
386
- "ents_p":0.7520241822,
387
- "ents_r":0.7654945055,
388
- "ents_f":0.7586995589,
389
  "ents_per_type":{
390
  "DATE":{
391
- "p":0.7731015554,
392
- "r":0.8374628345,
393
- "f":0.8039961941
394
  },
395
  "GPE":{
396
- "p":0.7854945055,
397
- "r":0.8734115347,
398
- "f":0.8271233511
399
  },
400
  "CARDINAL":{
401
- "p":0.6460176991,
402
- "r":0.5887096774,
403
- "f":0.6160337553
404
  },
405
  "ORDINAL":{
406
- "p":0.8720930233,
407
- "r":0.7894736842,
408
- "f":0.8287292818
409
  },
410
  "FAC":{
411
- "p":0.5051546392,
412
- "r":0.5268817204,
413
- "f":0.5157894737
414
  },
415
  "ORG":{
416
- "p":0.7319054653,
417
- "r":0.7541856925,
418
- "f":0.7428785607
 
 
 
 
 
419
  },
420
  "LOC":{
421
- "p":0.5637393768,
422
- "r":0.5349462366,
423
- "f":0.5489655172
424
  },
425
  "QUANTITY":{
426
- "p":0.7107438017,
427
- "r":0.637037037,
428
- "f":0.671875
429
- },
430
- "PERSON":{
431
- "p":0.8771820449,
432
- "r":0.9065721649,
433
- "f":0.891634981
434
- },
435
- "NORP":{
436
- "p":0.6919191919,
437
- "r":0.5756302521,
438
- "f":0.628440367
439
  },
440
  "TIME":{
441
- "p":0.7603686636,
442
- "r":0.8009708738,
443
- "f":0.780141844
444
  },
445
  "WORK_OF_ART":{
446
- "p":0.5288461538,
447
- "r":0.3666666667,
448
- "f":0.4330708661
449
  },
450
  "MONEY":{
451
- "p":0.9212598425,
452
- "r":0.8666666667,
453
- "f":0.893129771
454
  },
455
  "EVENT":{
456
- "p":0.5986842105,
457
  "r":0.6691176471,
458
- "f":0.6319444444
459
  },
460
  "PRODUCT":{
461
- "p":0.3913043478,
462
- "r":0.3673469388,
463
- "f":0.3789473684
 
 
 
 
 
464
  },
465
  "PERCENT":{
466
- "p":0.8235294118,
467
- "r":0.843373494,
468
- "f":0.8333333333
469
  },
470
  "LAW":{
471
- "p":0.4,
472
- "r":0.3333333333,
473
- "f":0.3636363636
474
  },
475
  "LANGUAGE":{
476
- "p":0.5625,
477
  "r":1.0,
478
- "f":0.72
479
  }
480
  },
481
- "speed":4356.287918377
482
  },
483
  "sources":[
484
  {
@@ -501,7 +501,7 @@
501
  }
502
  ],
503
  "requirements":[
504
- "spacy-transformers>=1.2.0.dev0,<1.3.0",
505
  "spacy-pkuseg>=0.0.27,<0.1.0"
506
  ]
507
  }
1
  {
2
  "lang":"zh",
3
  "name":"core_web_trf",
4
+ "version":"3.6.1",
5
  "description":"Chinese transformer pipeline (bert-base-chinese). Components: transformer, tagger, parser, ner, attribute_ruler.",
6
  "author":"Explosion",
7
  "email":"contact@explosion.ai",
8
  "url":"https://explosion.ai",
9
  "license":"MIT",
10
+ "spacy_version":">=3.6.0,<3.7.0",
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