multilingual-ner-abb-improved / eval_metrics.json
svercoutere's picture
Duplicate from PedroDKE/multilingual-ner-abb-improved
707e3ae
Raw
History Blame Contribute Delete
3.7 kB
{
"base_model": "xlm-roberta-base",
"eval_type": "strict (seqeval, entity-level) micro on held-out validation set",
"validation": {
"ALL": {
"samples": 920,
"precision": 0.7663,
"recall": 0.8233,
"f1": 0.7938,
"labels": {
"ADMINISTRATIVE_BODY": {
"precision": 0.7601,
"recall": 0.8627,
"f1": 0.8082,
"support": 459
},
"DATE": {
"precision": 0.8413,
"recall": 0.8849,
"f1": 0.8625,
"support": 773
},
"LEGAL_GROUND": {
"precision": 0.8235,
"recall": 0.8508,
"f1": 0.837,
"support": 362
},
"LOCATION": {
"precision": 0.6104,
"recall": 0.6608,
"f1": 0.6346,
"support": 678
},
"MANDATARY": {
"precision": 0.8232,
"recall": 0.8828,
"f1": 0.8519,
"support": 580
}
}
},
"EN": {
"samples": 57,
"precision": 0.6755,
"recall": 0.7046,
"f1": 0.6898,
"labels": {
"ADMINISTRATIVE_BODY": {
"precision": 0.6389,
"recall": 0.7188,
"f1": 0.6765,
"support": 64
},
"DATE": {
"precision": 0.6724,
"recall": 0.661,
"f1": 0.6667,
"support": 59
},
"LEGAL_GROUND": {
"precision": 0.6316,
"recall": 0.75,
"f1": 0.6857,
"support": 32
},
"LOCATION": {
"precision": 0.3774,
"recall": 0.625,
"f1": 0.4706,
"support": 32
},
"MANDATARY": {
"precision": 0.8475,
"recall": 0.7246,
"f1": 0.7812,
"support": 138
}
}
},
"NL": {
"samples": 69,
"precision": 0.7513,
"recall": 0.7828,
"f1": 0.7667,
"labels": {
"ADMINISTRATIVE_BODY": {
"precision": 0.6,
"recall": 0.6724,
"f1": 0.6341,
"support": 58
},
"DATE": {
"precision": 0.7724,
"recall": 0.9135,
"f1": 0.837,
"support": 104
},
"LEGAL_GROUND": {
"precision": 0.6731,
"recall": 0.7447,
"f1": 0.7071,
"support": 47
},
"LOCATION": {
"precision": 0.6993,
"recall": 0.6149,
"f1": 0.6544,
"support": 174
},
"MANDATARY": {
"precision": 0.8465,
"recall": 0.9096,
"f1": 0.8769,
"support": 188
}
}
},
"DE": {
"samples": 794,
"precision": 0.785,
"recall": 0.8548,
"f1": 0.8184,
"labels": {
"ADMINISTRATIVE_BODY": {
"precision": 0.8099,
"recall": 0.9228,
"f1": 0.8627,
"support": 337
},
"DATE": {
"precision": 0.8703,
"recall": 0.9016,
"f1": 0.8857,
"support": 610
},
"LEGAL_GROUND": {
"precision": 0.8768,
"recall": 0.8799,
"f1": 0.8783,
"support": 283
},
"LOCATION": {
"precision": 0.608,
"recall": 0.6801,
"f1": 0.642,
"support": 472
},
"MANDATARY": {
"precision": 0.798,
"recall": 0.9488,
"f1": 0.8669,
"support": 254
}
}
}
}
}