Commit 
							
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						a134d22
	
1
								Parent(s):
							
							11764b8
								
Update spaCy pipeline
Browse files- README.md +19 -19
- accuracy.json +193 -193
- config.cfg +1 -0
- en_core_web_trf-any-py3-none-any.whl +2 -2
- meta.json +197 -197
- ner/model +1 -1
- parser/model +1 -1
- tagger/model +1 -1
- tokenizer +0 -0
- transformer/model +2 -2
    	
        README.md
    CHANGED
    
    | @@ -14,41 +14,41 @@ model-index: | |
| 14 | 
             
                metrics:
         | 
| 15 | 
             
                - name: NER Precision
         | 
| 16 | 
             
                  type: precision
         | 
| 17 | 
            -
                  value: 0. | 
| 18 | 
             
                - name: NER Recall
         | 
| 19 | 
             
                  type: recall
         | 
| 20 | 
            -
                  value: 0. | 
| 21 | 
             
                - name: NER F Score
         | 
| 22 | 
             
                  type: f_score
         | 
| 23 | 
            -
                  value: 0. | 
| 24 | 
             
              - task:
         | 
| 25 | 
             
                  name: TAG
         | 
| 26 | 
             
                  type: token-classification
         | 
| 27 | 
             
                metrics:
         | 
| 28 | 
             
                - name: TAG (XPOS) Accuracy
         | 
| 29 | 
             
                  type: accuracy
         | 
| 30 | 
            -
                  value: 0. | 
| 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. | 
| 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. | 
| 45 | 
             
              - task:
         | 
| 46 | 
             
                  name: SENTS
         | 
| 47 | 
             
                  type: token-classification
         | 
| 48 | 
             
                metrics:
         | 
| 49 | 
             
                - name: Sentences F-Score
         | 
| 50 | 
             
                  type: f_score
         | 
| 51 | 
            -
                  value: 0. | 
| 52 | 
             
            ---
         | 
| 53 | 
             
            ### Details: https://spacy.io/models/en#en_core_web_trf
         | 
| 54 |  | 
| @@ -57,8 +57,8 @@ English transformer pipeline (roberta-base). Components: transformer, tagger, pa | |
| 57 | 
             
            | Feature | Description |
         | 
| 58 | 
             
            | --- | --- |
         | 
| 59 | 
             
            | **Name** | `en_core_web_trf` |
         | 
| 60 | 
            -
            | **Version** | `3. | 
| 61 | 
            -
            | **spaCy** | `>=3. | 
| 62 | 
             
            | **Default Pipeline** | `transformer`, `tagger`, `parser`, `attribute_ruler`, `lemmatizer`, `ner` |
         | 
| 63 | 
             
            | **Components** | `transformer`, `tagger`, `parser`, `attribute_ruler`, `lemmatizer`, `ner` |
         | 
| 64 | 
             
            | **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
         | 
| @@ -84,16 +84,16 @@ English transformer pipeline (roberta-base). Components: transformer, tagger, pa | |
| 84 |  | 
| 85 | 
             
            | Type | Score |
         | 
| 86 | 
             
            | --- | --- |
         | 
| 87 | 
            -
            | `TOKEN_ACC` | 99. | 
| 88 | 
             
            | `TOKEN_P` | 99.57 |
         | 
| 89 | 
             
            | `TOKEN_R` | 99.58 |
         | 
| 90 | 
             
            | `TOKEN_F` | 99.57 |
         | 
| 91 | 
            -
            | `TAG_ACC` | 97. | 
| 92 | 
            -
            | `SENTS_P` | 95. | 
| 93 | 
            -
            | `SENTS_R` |  | 
| 94 | 
            -
            | `SENTS_F` |  | 
| 95 | 
            -
            | `DEP_UAS` | 95. | 
| 96 | 
            -
            | `DEP_LAS` | 93. | 
| 97 | 
            -
            | `ENTS_P` | 89. | 
| 98 | 
            -
            | `ENTS_R` | 90. | 
| 99 | 
            -
            | `ENTS_F` |  | 
|  | |
| 14 | 
             
                metrics:
         | 
| 15 | 
             
                - name: NER Precision
         | 
| 16 | 
             
                  type: precision
         | 
| 17 | 
            +
                  value: 0.8977938984
         | 
| 18 | 
             
                - name: NER Recall
         | 
| 19 | 
             
                  type: recall
         | 
| 20 | 
            +
                  value: 0.9048978365
         | 
| 21 | 
             
                - name: NER F Score
         | 
| 22 | 
             
                  type: f_score
         | 
| 23 | 
            +
                  value: 0.9013318701
         | 
| 24 | 
             
              - task:
         | 
| 25 | 
             
                  name: TAG
         | 
| 26 | 
             
                  type: token-classification
         | 
| 27 | 
             
                metrics:
         | 
| 28 | 
             
                - name: TAG (XPOS) Accuracy
         | 
| 29 | 
             
                  type: accuracy
         | 
| 30 | 
            +
                  value: 0.9778773818
         | 
| 31 | 
             
              - task:
         | 
| 32 | 
             
                  name: UNLABELED_DEPENDENCIES
         | 
| 33 | 
             
                  type: token-classification
         | 
| 34 | 
             
                metrics:
         | 
| 35 | 
             
                - name: Unlabeled Attachment Score (UAS)
         | 
| 36 | 
             
                  type: f_score
         | 
| 37 | 
            +
                  value: 0.9527427739
         | 
| 38 | 
             
              - task:
         | 
| 39 | 
             
                  name: LABELED_DEPENDENCIES
         | 
| 40 | 
             
                  type: token-classification
         | 
| 41 | 
             
                metrics:
         | 
| 42 | 
             
                - name: Labeled Attachment Score (LAS)
         | 
| 43 | 
             
                  type: f_score
         | 
| 44 | 
            +
                  value: 0.9395456671
         | 
| 45 | 
             
              - task:
         | 
| 46 | 
             
                  name: SENTS
         | 
| 47 | 
             
                  type: token-classification
         | 
| 48 | 
             
                metrics:
         | 
| 49 | 
             
                - name: Sentences F-Score
         | 
| 50 | 
             
                  type: f_score
         | 
| 51 | 
            +
                  value: 0.8969481605
         | 
| 52 | 
             
            ---
         | 
| 53 | 
             
            ### Details: https://spacy.io/models/en#en_core_web_trf
         | 
| 54 |  | 
|  | |
| 57 | 
             
            | Feature | Description |
         | 
| 58 | 
             
            | --- | --- |
         | 
| 59 | 
             
            | **Name** | `en_core_web_trf` |
         | 
| 60 | 
            +
            | **Version** | `3.5.0` |
         | 
| 61 | 
            +
            | **spaCy** | `>=3.5.0,<3.6.0` |
         | 
| 62 | 
             
            | **Default Pipeline** | `transformer`, `tagger`, `parser`, `attribute_ruler`, `lemmatizer`, `ner` |
         | 
| 63 | 
             
            | **Components** | `transformer`, `tagger`, `parser`, `attribute_ruler`, `lemmatizer`, `ner` |
         | 
| 64 | 
             
            | **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
         | 
|  | |
| 84 |  | 
| 85 | 
             
            | Type | Score |
         | 
| 86 | 
             
            | --- | --- |
         | 
| 87 | 
            +
            | `TOKEN_ACC` | 99.86 |
         | 
| 88 | 
             
            | `TOKEN_P` | 99.57 |
         | 
| 89 | 
             
            | `TOKEN_R` | 99.58 |
         | 
| 90 | 
             
            | `TOKEN_F` | 99.57 |
         | 
| 91 | 
            +
            | `TAG_ACC` | 97.79 |
         | 
| 92 | 
            +
            | `SENTS_P` | 95.04 |
         | 
| 93 | 
            +
            | `SENTS_R` | 84.92 |
         | 
| 94 | 
            +
            | `SENTS_F` | 89.69 |
         | 
| 95 | 
            +
            | `DEP_UAS` | 95.27 |
         | 
| 96 | 
            +
            | `DEP_LAS` | 93.95 |
         | 
| 97 | 
            +
            | `ENTS_P` | 89.78 |
         | 
| 98 | 
            +
            | `ENTS_R` | 90.49 |
         | 
| 99 | 
            +
            | `ENTS_F` | 90.13 |
         | 
    	
        accuracy.json
    CHANGED
    
    | @@ -1,330 +1,330 @@ | |
| 1 | 
             
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| 281 | 
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                  "f": 0. | 
| 282 | 
             
                },
         | 
| 283 | 
             
                "NORP": {
         | 
| 284 | 
            -
                  "p": 0. | 
| 285 | 
             
                  "r": 0.9328,
         | 
| 286 | 
            -
                  "f": 0. | 
| 287 | 
            -
                },
         | 
| 288 | 
            -
                "LAW": {
         | 
| 289 | 
            -
                  "p": 0.625,
         | 
| 290 | 
            -
                  "r": 0.703125,
         | 
| 291 | 
            -
                  "f": 0.6617647059
         | 
| 292 | 
             
                },
         | 
| 293 | 
             
                "PRODUCT": {
         | 
| 294 | 
            -
                  "p": 0. | 
| 295 | 
            -
                  "r": 0. | 
| 296 | 
            -
                  "f": 0. | 
| 297 | 
             
                },
         | 
| 298 | 
             
                "TIME": {
         | 
| 299 | 
            -
                  "p": 0. | 
| 300 | 
            -
                  "r": 0. | 
| 301 | 
            -
                  "f": 0. | 
| 302 | 
             
                },
         | 
| 303 | 
             
                "EVENT": {
         | 
| 304 | 
            -
                  "p": 0. | 
| 305 | 
            -
                  "r": 0. | 
| 306 | 
            -
                  "f": 0. | 
| 307 | 
             
                },
         | 
| 308 | 
             
                "WORK_OF_ART": {
         | 
| 309 | 
            -
                  "p": 0. | 
| 310 | 
            -
                  "r": 0. | 
| 311 | 
            -
                  "f": 0. | 
|  | |
|  | |
|  | |
|  | |
|  | |
| 312 | 
             
                },
         | 
| 313 | 
             
                "MONEY": {
         | 
| 314 | 
            -
                  "p": 0. | 
| 315 | 
             
                  "r": 0.893742621,
         | 
| 316 | 
            -
                  "f": 0. | 
| 317 | 
             
                },
         | 
| 318 | 
             
                "PERCENT": {
         | 
| 319 | 
            -
                  "p": 0. | 
| 320 | 
            -
                  "r": 0. | 
| 321 | 
            -
                  "f": 0. | 
| 322 | 
             
                },
         | 
| 323 | 
             
                "LANGUAGE": {
         | 
| 324 | 
            -
                  "p": 0 | 
| 325 | 
            -
                  "r": 0. | 
| 326 | 
            -
                  "f": 0. | 
| 327 | 
             
                }
         | 
| 328 | 
             
              },
         | 
| 329 | 
            -
              "speed":  | 
| 330 | 
             
            }
         | 
|  | |
| 1 | 
             
            {
         | 
| 2 | 
            +
              "token_acc": 0.9986194413,
         | 
| 3 | 
             
              "token_p": 0.9956819193,
         | 
| 4 | 
             
              "token_r": 0.9957659295,
         | 
| 5 | 
             
              "token_f": 0.9957239226,
         | 
| 6 | 
            +
              "tag_acc": 0.9778773818,
         | 
| 7 | 
            +
              "sents_p": 0.9503875969,
         | 
| 8 | 
            +
              "sents_r": 0.8491984959,
         | 
| 9 | 
            +
              "sents_f": 0.8969481605,
         | 
| 10 | 
            +
              "dep_uas": 0.9527427739,
         | 
| 11 | 
            +
              "dep_las": 0.9395456671,
         | 
| 12 | 
             
              "dep_las_per_type": {
         | 
| 13 | 
             
                "prep": {
         | 
| 14 | 
            +
                  "p": 0.9243897824,
         | 
| 15 | 
            +
                  "r": 0.9268450009,
         | 
| 16 | 
            +
                  "f": 0.9256157635
         | 
| 17 | 
             
                },
         | 
| 18 | 
             
                "det": {
         | 
| 19 | 
            +
                  "p": 0.9903740262,
         | 
| 20 | 
            +
                  "r": 0.990010601,
         | 
| 21 | 
            +
                  "f": 0.9901922802
         | 
| 22 | 
             
                },
         | 
| 23 | 
             
                "pobj": {
         | 
| 24 | 
            +
                  "p": 0.9844203752,
         | 
| 25 | 
            +
                  "r": 0.9850775574,
         | 
| 26 | 
            +
                  "f": 0.9847488567
         | 
| 27 | 
             
                },
         | 
| 28 | 
             
                "nsubj": {
         | 
| 29 | 
            +
                  "p": 0.9805339997,
         | 
| 30 | 
            +
                  "r": 0.9798466594,
         | 
| 31 | 
            +
                  "f": 0.9801902091
         | 
| 32 | 
             
                },
         | 
| 33 | 
             
                "aux": {
         | 
| 34 | 
            +
                  "p": 0.9880814729,
         | 
| 35 | 
            +
                  "r": 0.9889610968,
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| 36 | 
            +
                  "f": 0.9885210892
         | 
| 37 | 
             
                },
         | 
| 38 | 
             
                "advmod": {
         | 
| 39 | 
            +
                  "p": 0.8982352941,
         | 
| 40 | 
            +
                  "r": 0.8992932862,
         | 
| 41 | 
            +
                  "f": 0.8987639788
         | 
| 42 | 
             
                },
         | 
| 43 | 
             
                "relcl": {
         | 
| 44 | 
            +
                  "p": 0.8786803831,
         | 
| 45 | 
            +
                  "r": 0.898766328,
         | 
| 46 | 
            +
                  "f": 0.8886098655
         | 
| 47 | 
             
                },
         | 
| 48 | 
             
                "root": {
         | 
| 49 | 
            +
                  "p": 0.9681063123,
         | 
| 50 | 
            +
                  "r": 0.8650306748,
         | 
| 51 | 
            +
                  "f": 0.9136705686
         | 
| 52 | 
             
                },
         | 
| 53 | 
             
                "xcomp": {
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| 54 | 
            +
                  "p": 0.9437432384,
         | 
| 55 | 
            +
                  "r": 0.9393395549,
         | 
| 56 | 
            +
                  "f": 0.9415362475
         | 
| 57 | 
             
                },
         | 
| 58 | 
             
                "amod": {
         | 
| 59 | 
            +
                  "p": 0.9438063721,
         | 
| 60 | 
            +
                  "r": 0.9423388403,
         | 
| 61 | 
            +
                  "f": 0.9430720353
         | 
| 62 | 
             
                },
         | 
| 63 | 
             
                "compound": {
         | 
| 64 | 
            +
                  "p": 0.9517433752,
         | 
| 65 | 
            +
                  "r": 0.950100245,
         | 
| 66 | 
            +
                  "f": 0.9509211003
         | 
| 67 | 
             
                },
         | 
| 68 | 
             
                "poss": {
         | 
| 69 | 
            +
                  "p": 0.9875426964,
         | 
| 70 | 
            +
                  "r": 0.989331723,
         | 
| 71 | 
            +
                  "f": 0.9884364002
         | 
| 72 | 
             
                },
         | 
| 73 | 
             
                "ccomp": {
         | 
| 74 | 
            +
                  "p": 0.8524404086,
         | 
| 75 | 
            +
                  "r": 0.9177189409,
         | 
| 76 | 
            +
                  "f": 0.8838760298
         | 
| 77 | 
             
                },
         | 
| 78 | 
             
                "attr": {
         | 
| 79 | 
            +
                  "p": 0.9554723263,
         | 
| 80 | 
            +
                  "r": 0.9655172414,
         | 
| 81 | 
            +
                  "f": 0.9604685212
         | 
| 82 | 
             
                },
         | 
| 83 | 
             
                "case": {
         | 
| 84 | 
            +
                  "p": 0.9885515182,
         | 
| 85 | 
            +
                  "r": 0.993993994,
         | 
| 86 | 
            +
                  "f": 0.9912652857
         | 
| 87 | 
             
                },
         | 
| 88 | 
             
                "mark": {
         | 
| 89 | 
            +
                  "p": 0.950065703,
         | 
| 90 | 
            +
                  "r": 0.9578696343,
         | 
| 91 | 
            +
                  "f": 0.9539517087
         | 
| 92 | 
             
                },
         | 
| 93 | 
             
                "intj": {
         | 
| 94 | 
            +
                  "p": 0.6128461992,
         | 
| 95 | 
            +
                  "r": 0.7619047619,
         | 
| 96 | 
            +
                  "f": 0.6792945787
         | 
| 97 | 
             
                },
         | 
| 98 | 
             
                "advcl": {
         | 
| 99 | 
            +
                  "p": 0.8079774994,
         | 
| 100 | 
            +
                  "r": 0.7957693276,
         | 
| 101 | 
            +
                  "f": 0.8018269475
         | 
| 102 | 
             
                },
         | 
| 103 | 
             
                "cc": {
         | 
| 104 | 
            +
                  "p": 0.8930443068,
         | 
| 105 | 
            +
                  "r": 0.8967826815,
         | 
| 106 | 
            +
                  "f": 0.89490959
         | 
| 107 | 
             
                },
         | 
| 108 | 
             
                "neg": {
         | 
| 109 | 
            +
                  "p": 0.9629258517,
         | 
| 110 | 
            +
                  "r": 0.9643753136,
         | 
| 111 | 
            +
                  "f": 0.9636500376
         | 
| 112 | 
             
                },
         | 
| 113 | 
             
                "conj": {
         | 
| 114 | 
            +
                  "p": 0.8663254374,
         | 
| 115 | 
            +
                  "r": 0.916163142,
         | 
| 116 | 
            +
                  "f": 0.8905475681
         | 
| 117 | 
             
                },
         | 
| 118 | 
             
                "nsubjpass": {
         | 
| 119 | 
            +
                  "p": 0.9555214724,
         | 
| 120 | 
            +
                  "r": 0.9584615385,
         | 
| 121 | 
            +
                  "f": 0.9569892473
         | 
| 122 | 
             
                },
         | 
| 123 | 
             
                "auxpass": {
         | 
| 124 | 
            +
                  "p": 0.9675236806,
         | 
| 125 | 
            +
                  "r": 0.9772209567,
         | 
| 126 | 
            +
                  "f": 0.9723481414
         | 
| 127 | 
             
                },
         | 
| 128 | 
             
                "dobj": {
         | 
| 129 | 
            +
                  "p": 0.9736800128,
         | 
| 130 | 
            +
                  "r": 0.97282652,
         | 
| 131 | 
            +
                  "f": 0.9732530793
         | 
| 132 | 
             
                },
         | 
| 133 | 
             
                "nummod": {
         | 
| 134 | 
            +
                  "p": 0.9586312564,
         | 
| 135 | 
             
                  "r": 0.947979798,
         | 
| 136 | 
            +
                  "f": 0.9532757745
         | 
| 137 | 
             
                },
         | 
| 138 | 
             
                "npadvmod": {
         | 
| 139 | 
            +
                  "p": 0.8557833089,
         | 
| 140 | 
            +
                  "r": 0.8305506217,
         | 
| 141 | 
            +
                  "f": 0.8429781864
         | 
| 142 | 
             
                },
         | 
| 143 | 
             
                "prt": {
         | 
| 144 | 
            +
                  "p": 0.8916299559,
         | 
| 145 | 
            +
                  "r": 0.9068100358,
         | 
| 146 | 
            +
                  "f": 0.8991559307
         | 
| 147 | 
             
                },
         | 
| 148 | 
             
                "pcomp": {
         | 
| 149 | 
            +
                  "p": 0.9331926864,
         | 
| 150 | 
            +
                  "r": 0.9292717087,
         | 
| 151 | 
            +
                  "f": 0.9312280702
         | 
| 152 | 
             
                },
         | 
| 153 | 
             
                "expl": {
         | 
| 154 | 
            +
                  "p": 0.9935760171,
         | 
| 155 | 
             
                  "r": 0.9935760171,
         | 
| 156 | 
            +
                  "f": 0.9935760171
         | 
| 157 | 
             
                },
         | 
| 158 | 
             
                "acl": {
         | 
| 159 | 
            +
                  "p": 0.8561230093,
         | 
| 160 | 
            +
                  "r": 0.8505182761,
         | 
| 161 | 
            +
                  "f": 0.8533114395
         | 
| 162 | 
             
                },
         | 
| 163 | 
             
                "agent": {
         | 
| 164 | 
            +
                  "p": 0.9543859649,
         | 
| 165 | 
            +
                  "r": 0.9749103943,
         | 
| 166 | 
            +
                  "f": 0.9645390071
         | 
| 167 | 
             
                },
         | 
| 168 | 
             
                "dative": {
         | 
| 169 | 
            +
                  "p": 0.8498845266,
         | 
| 170 | 
            +
                  "r": 0.8440366972,
         | 
| 171 | 
            +
                  "f": 0.8469505178
         | 
| 172 | 
             
                },
         | 
| 173 | 
             
                "acomp": {
         | 
| 174 | 
            +
                  "p": 0.939462904,
         | 
| 175 | 
            +
                  "r": 0.9360544218,
         | 
| 176 | 
            +
                  "f": 0.9377555657
         | 
| 177 | 
             
                },
         | 
| 178 | 
             
                "dep": {
         | 
| 179 | 
            +
                  "p": 0.4197730956,
         | 
| 180 | 
            +
                  "r": 0.4204545455,
         | 
| 181 | 
            +
                  "f": 0.4201135442
         | 
| 182 | 
             
                },
         | 
| 183 | 
             
                "csubj": {
         | 
| 184 | 
            +
                  "p": 0.901734104,
         | 
| 185 | 
            +
                  "r": 0.9230769231,
         | 
| 186 | 
            +
                  "f": 0.9122807018
         | 
| 187 | 
             
                },
         | 
| 188 | 
             
                "quantmod": {
         | 
| 189 | 
            +
                  "p": 0.8879598662,
         | 
| 190 | 
            +
                  "r": 0.8627132413,
         | 
| 191 | 
            +
                  "f": 0.8751545117
         | 
| 192 | 
             
                },
         | 
| 193 | 
             
                "nmod": {
         | 
| 194 | 
            +
                  "p": 0.8340277778,
         | 
| 195 | 
             
                  "r": 0.7318708105,
         | 
| 196 | 
            +
                  "f": 0.7796170075
         | 
| 197 | 
             
                },
         | 
| 198 | 
             
                "appos": {
         | 
| 199 | 
            +
                  "p": 0.8211346903,
         | 
| 200 | 
            +
                  "r": 0.8225596529,
         | 
| 201 | 
            +
                  "f": 0.821846554
         | 
| 202 | 
             
                },
         | 
| 203 | 
             
                "predet": {
         | 
| 204 | 
            +
                  "p": 0.8473895582,
         | 
| 205 | 
            +
                  "r": 0.9055793991,
         | 
| 206 | 
            +
                  "f": 0.8755186722
         | 
| 207 | 
             
                },
         | 
| 208 | 
             
                "preconj": {
         | 
| 209 | 
            +
                  "p": 0.6526315789,
         | 
| 210 | 
            +
                  "r": 0.7209302326,
         | 
| 211 | 
            +
                  "f": 0.6850828729
         | 
| 212 | 
             
                },
         | 
| 213 | 
             
                "oprd": {
         | 
| 214 | 
            +
                  "p": 0.8861538462,
         | 
| 215 | 
            +
                  "r": 0.8597014925,
         | 
| 216 | 
            +
                  "f": 0.8727272727
         | 
| 217 | 
             
                },
         | 
| 218 | 
             
                "parataxis": {
         | 
| 219 | 
            +
                  "p": 0.6038461538,
         | 
| 220 | 
            +
                  "r": 0.6811279826,
         | 
| 221 | 
            +
                  "f": 0.6401630989
         | 
| 222 | 
             
                },
         | 
| 223 | 
             
                "meta": {
         | 
| 224 | 
            +
                  "p": 0.1724137931,
         | 
| 225 | 
            +
                  "r": 0.6730769231,
         | 
| 226 | 
            +
                  "f": 0.2745098039
         | 
| 227 | 
             
                },
         | 
| 228 | 
             
                "csubjpass": {
         | 
| 229 | 
            +
                  "p": 1.0,
         | 
| 230 | 
             
                  "r": 0.8333333333,
         | 
| 231 | 
            +
                  "f": 0.9090909091
         | 
| 232 | 
             
                }
         | 
| 233 | 
             
              },
         | 
| 234 | 
            +
              "ents_p": 0.8977938984,
         | 
| 235 | 
            +
              "ents_r": 0.9048978365,
         | 
| 236 | 
            +
              "ents_f": 0.9013318701,
         | 
| 237 | 
             
              "ents_per_type": {
         | 
| 238 | 
             
                "DATE": {
         | 
| 239 | 
            +
                  "p": 0.8915360502,
         | 
| 240 | 
            +
                  "r": 0.9028571429,
         | 
| 241 | 
            +
                  "f": 0.8971608833
         | 
| 242 | 
             
                },
         | 
| 243 | 
             
                "GPE": {
         | 
| 244 | 
            +
                  "p": 0.9549524342,
         | 
| 245 | 
            +
                  "r": 0.9520223152,
         | 
| 246 | 
            +
                  "f": 0.9534851236
         | 
| 247 | 
             
                },
         | 
| 248 | 
             
                "ORDINAL": {
         | 
| 249 | 
            +
                  "p": 0.7771260997,
         | 
| 250 | 
            +
                  "r": 0.8229813665,
         | 
| 251 | 
            +
                  "f": 0.7993966817
         | 
| 252 | 
             
                },
         | 
| 253 | 
             
                "ORG": {
         | 
| 254 | 
            +
                  "p": 0.8985736926,
         | 
| 255 | 
            +
                  "r": 0.9019088017,
         | 
| 256 | 
            +
                  "f": 0.9002381582
         | 
| 257 | 
             
                },
         | 
| 258 | 
             
                "FAC": {
         | 
| 259 | 
            +
                  "p": 0.5635359116,
         | 
| 260 | 
            +
                  "r": 0.7846153846,
         | 
| 261 | 
            +
                  "f": 0.6559485531
         | 
| 262 | 
             
                },
         | 
| 263 | 
             
                "QUANTITY": {
         | 
| 264 | 
            +
                  "p": 0.7823529412,
         | 
| 265 | 
            +
                  "r": 0.7307692308,
         | 
| 266 | 
            +
                  "f": 0.7556818182
         | 
| 267 | 
             
                },
         | 
| 268 | 
             
                "LOC": {
         | 
| 269 | 
            +
                  "p": 0.8443708609,
         | 
| 270 | 
            +
                  "r": 0.8121019108,
         | 
| 271 | 
            +
                  "f": 0.8279220779
         | 
| 272 | 
             
                },
         | 
| 273 | 
             
                "CARDINAL": {
         | 
| 274 | 
            +
                  "p": 0.8491208168,
         | 
| 275 | 
            +
                  "r": 0.8900118906,
         | 
| 276 | 
            +
                  "f": 0.8690856313
         | 
| 277 | 
             
                },
         | 
| 278 | 
             
                "PERSON": {
         | 
| 279 | 
            +
                  "p": 0.9398162813,
         | 
| 280 | 
            +
                  "r": 0.9683420366,
         | 
| 281 | 
            +
                  "f": 0.953865938
         | 
| 282 | 
             
                },
         | 
| 283 | 
             
                "NORP": {
         | 
| 284 | 
            +
                  "p": 0.9253968254,
         | 
| 285 | 
             
                  "r": 0.9328,
         | 
| 286 | 
            +
                  "f": 0.9290836653
         | 
|  | |
|  | |
|  | |
|  | |
|  | |
| 287 | 
             
                },
         | 
| 288 | 
             
                "PRODUCT": {
         | 
| 289 | 
            +
                  "p": 0.6804733728,
         | 
| 290 | 
            +
                  "r": 0.5450236967,
         | 
| 291 | 
            +
                  "f": 0.6052631579
         | 
| 292 | 
             
                },
         | 
| 293 | 
             
                "TIME": {
         | 
| 294 | 
            +
                  "p": 0.7663043478,
         | 
| 295 | 
            +
                  "r": 0.8245614035,
         | 
| 296 | 
            +
                  "f": 0.7943661972
         | 
| 297 | 
             
                },
         | 
| 298 | 
             
                "EVENT": {
         | 
| 299 | 
            +
                  "p": 0.7898550725,
         | 
| 300 | 
            +
                  "r": 0.6264367816,
         | 
| 301 | 
            +
                  "f": 0.6987179487
         | 
| 302 | 
             
                },
         | 
| 303 | 
             
                "WORK_OF_ART": {
         | 
| 304 | 
            +
                  "p": 0.6514285714,
         | 
| 305 | 
            +
                  "r": 0.587628866,
         | 
| 306 | 
            +
                  "f": 0.6178861789
         | 
| 307 | 
            +
                },
         | 
| 308 | 
            +
                "LAW": {
         | 
| 309 | 
            +
                  "p": 0.6363636364,
         | 
| 310 | 
            +
                  "r": 0.65625,
         | 
| 311 | 
            +
                  "f": 0.6461538462
         | 
| 312 | 
             
                },
         | 
| 313 | 
             
                "MONEY": {
         | 
| 314 | 
            +
                  "p": 0.9109506619,
         | 
| 315 | 
             
                  "r": 0.893742621,
         | 
| 316 | 
            +
                  "f": 0.9022646007
         | 
| 317 | 
             
                },
         | 
| 318 | 
             
                "PERCENT": {
         | 
| 319 | 
            +
                  "p": 0.9224683544,
         | 
| 320 | 
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            {
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