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