clarioscope-insurance-v1 / val_metrics.json
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Final PHI model after training
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{
"summary": {
"eval_loss": 0.03118172474205494,
"eval_macro_f1": 0.9570645876243163,
"eval_weighted_f1": 0.9705581431946875,
"eval_runtime": 1.2749,
"eval_samples_per_second": 703.559,
"eval_steps_per_second": 44.708,
"epoch": 5.0
},
"per_entity_report": {
"AUTH_NUMBER": {
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"recall": 0.9393939393939394,
"f1-score": 0.9612403100775193,
"support": 66
},
"BILLED_AMOUNT": {
"precision": 0.9791666666666666,
"recall": 0.94,
"f1-score": 0.9591836734693877,
"support": 150
},
"CARRIER": {
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"recall": 0.9893992932862191,
"f1-score": 0.9833187006145743,
"support": 566
},
"CLAIM_ID": {
"precision": 1.0,
"recall": 0.98,
"f1-score": 0.98989898989899,
"support": 150
},
"COPAY": {
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"recall": 0.9534883720930233,
"f1-score": 0.9609375,
"support": 129
},
"DEDUCTIBLE": {
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"recall": 0.9625,
"f1-score": 0.9685534591194969,
"support": 80
},
"GROUP_NUMBER": {
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"f1-score": 0.9914529914529915,
"support": 118
},
"MEMBER_ID": {
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"f1-score": 0.9968051118210862,
"support": 313
},
"PLAN_TYPE": {
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"recall": 0.9767441860465116,
"f1-score": 0.9744779582366588,
"support": 215
},
"POLICY_NUMBER": {
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"recall": 0.9882352941176471,
"f1-score": 0.9824561403508771,
"support": 85
},
"RELATIONSHIP": {
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"recall": 0.7619047619047619,
"f1-score": 0.7619047619047619,
"support": 84
},
"SUBSCRIBER_NAME": {
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"recall": 0.9545454545454546,
"f1-score": 0.9545454545454546,
"support": 88
},
"micro avg": {
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"recall": 0.9686888454011742,
"f1-score": 0.9705882352941176,
"support": 2044
},
"macro avg": {
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"recall": 0.9521722717221892,
"f1-score": 0.9570645876243163,
"support": 2044
},
"weighted avg": {
"precision": 0.9725777491320731,
"recall": 0.9686888454011742,
"f1-score": 0.9705581431946875,
"support": 2044
}
},
"entity_types": [
"CARRIER",
"PLAN_TYPE",
"MEMBER_ID",
"GROUP_NUMBER",
"POLICY_NUMBER",
"SUBSCRIBER_NAME",
"RELATIONSHIP",
"CLAIM_ID",
"AUTH_NUMBER",
"COPAY",
"DEDUCTIBLE",
"BILLED_AMOUNT"
],
"labels": [
"O",
"B-CARRIER",
"B-PLAN_TYPE",
"B-MEMBER_ID",
"B-GROUP_NUMBER",
"B-POLICY_NUMBER",
"B-SUBSCRIBER_NAME",
"B-RELATIONSHIP",
"B-CLAIM_ID",
"B-AUTH_NUMBER",
"B-COPAY",
"B-DEDUCTIBLE",
"B-BILLED_AMOUNT",
"I-CARRIER",
"I-PLAN_TYPE",
"I-MEMBER_ID",
"I-GROUP_NUMBER",
"I-POLICY_NUMBER",
"I-SUBSCRIBER_NAME",
"I-RELATIONSHIP",
"I-CLAIM_ID",
"I-AUTH_NUMBER",
"I-COPAY",
"I-DEDUCTIBLE",
"I-BILLED_AMOUNT"
]
}