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{ |
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"lang":"en", |
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"name":"legal_ner_sm", |
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"version":"3.2.0", |
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"description":"Indian Legal Named Entity Recognition: Identifying relevant entities in an Indian legal document", |
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"author":"Aman Tiwari", |
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"email":"[email protected]", |
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"url":"https://github.com/Legal-NLP-EkStep/legal_NER", |
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"license":"MIT", |
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"spacy_version":">=3.2.2,<3.3.0", |
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"spacy_git_version":"bbaf41fb3", |
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"vectors":{ |
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"width":0, |
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"vectors":0, |
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"keys":0, |
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"name":null |
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}, |
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"labels":{ |
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"tok2vec":[ |
|
|
|
], |
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"ner":[ |
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"CASE_NUMBER", |
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"COURT", |
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"DATE", |
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"GPE", |
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"JUDGE", |
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"LAWYER", |
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"ORG", |
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"OTHER_PERSON", |
|
"PETITIONER", |
|
"PRECEDENT", |
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"PROVISION", |
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"RESPONDENT", |
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"STATUTE", |
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"WITNESS" |
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] |
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}, |
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"pipeline":[ |
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"tok2vec", |
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"ner" |
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], |
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"components":[ |
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"tok2vec", |
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"ner" |
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], |
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"disabled":[ |
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|
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], |
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"performance":{ |
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'strict_precision': 73.0435306885325, |
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'strict_recall': 77.22955313316758, |
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'strict_f1': 75.07823877544698, |
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"model_performance":[ |
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{'entity': 'CASE_NUMBER', |
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'strict_precision': 53.1585220500596, |
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'strict_recall': 66.96696696696696, |
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'strict_f1': 59.269102990033225, |
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'partial_precision': 58.65792610250298, |
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'partial_recall': 73.89489489489489, |
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'partial_f1': 65.40066445182724}, |
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{'entity': 'COURT', |
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'strict_precision': 85.45454545454545, |
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'strict_recall': 87.27647867950482, |
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'strict_f1': 86.35590336849268, |
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'partial_precision': 89.63569023569023, |
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'partial_recall': 91.54676753782668, |
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'partial_f1': 90.58115005103777}, |
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{'entity': 'DATE', |
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'strict_precision': 88.69630746043708, |
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'strict_recall': 93.63564041368338, |
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'strict_f1': 91.09907120743036, |
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'partial_precision': 91.00452147701584, |
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'partial_recall': 96.07239459029437, |
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'partial_f1': 93.46981424148608}, |
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{'entity': 'GPE', |
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'strict_precision': 49.32680538555692, |
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'strict_recall': 74.76808905380334, |
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'strict_f1': 59.43952802359882, |
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'partial_precision': 50.67197062423501, |
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'partial_recall': 76.80705009276438, |
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'partial_f1': 61.06047197640118}, |
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{'entity': 'JUDGE', |
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'strict_precision': 86.01307189542484, |
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'strict_recall': 85.78878748370273, |
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'strict_f1': 85.90078328981724, |
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'partial_precision': 87.04313725490196, |
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'partial_recall': 86.81616688396349, |
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'partial_f1': 86.92950391644908}, |
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{'entity': 'LAWYER', |
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'strict_precision': 88.74476987447699, |
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'strict_recall': 91.65946413137424, |
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'strict_f1': 90.17857142857144, |
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'partial_precision': 90.49665271966528, |
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'partial_recall': 93.46888504753672, |
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'partial_f1': 91.95875850340136}, |
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{'entity': 'ORG', |
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'strict_precision': 48.93410852713178, |
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'strict_recall': 55.73951434878588, |
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'strict_f1': 52.115583075335394, |
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'partial_precision': 53.39244186046512, |
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'partial_recall': 60.81788079470199, |
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'partial_f1': 56.86377708978328}, |
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{'entity': 'OTHER_PERSON', |
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'strict_precision': 61.97546804389929, |
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'strict_recall': 66.66666666666667, |
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'strict_f1': 64.23553027768486, |
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'partial_precision': 64.04712717882505, |
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'partial_recall': 68.8951388888889, |
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'partial_f1': 66.38273670123787}, |
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{'entity': 'PETITIONER', |
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'strict_precision': 57.62859633827376, |
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'strict_recall': 59.28251121076233, |
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'strict_f1': 58.44385499557913, |
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'partial_precision': 60.40366172624237, |
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'partial_recall': 62.1372197309417, |
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'partial_f1': 61.258178603006186}, |
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{'entity': 'PRECEDENT', |
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'strict_precision': 56.30026809651474, |
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'strict_recall': 53.63984674329502, |
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'strict_f1': 54.937867887508176, |
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'partial_precision': 77.81501340482573, |
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'partial_recall': 74.13793103448276, |
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'partial_f1': 75.93198168737736}, |
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{'entity': 'PROVISION', |
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'strict_precision': 89.98646820027064, |
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'strict_recall': 89.2018779342723, |
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'strict_f1': 89.59245537217919, |
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'partial_precision': 93.78822733423546, |
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'partial_recall': 92.97048960429242, |
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'partial_f1': 93.37756820478276}, |
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{'entity': 'RESPONDENT', |
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'strict_precision': 59.75189524465885, |
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'strict_recall': 63.93805309734513, |
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'strict_f1': 61.77413608835055, |
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'partial_precision': 68.47415575465196, |
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'partial_recall': 73.27138643067846, |
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'partial_f1': 70.7915924474528}, |
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{'entity': 'STATUTE', |
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'strict_precision': 86.09715242881072, |
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'strict_recall': 81.20063191153238, |
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'strict_f1': 83.57723577235772, |
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'partial_precision': 88.74958123953098, |
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'partial_recall': 83.70221169036336, |
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'partial_f1': 86.1520325203252}, |
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{'entity': 'WITNESS', |
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'strict_precision': 73.77049180327869, |
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'strict_recall': 81.08108108108108, |
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'strict_f1': 77.25321888412017, |
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'partial_precision': 75.06830601092896, |
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'partial_recall': 82.50750750750751, |
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'partial_f1': 78.61230329041489} |
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] |
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}, |
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"requirements":[ |
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|
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] |
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} |