Token Classification
Transformers
Safetensors
English
roberta
ner
insurance
billing
healthcare
clarioscope
Eval Results (legacy)
Instructions to use raihan-js/clarioscope-insurance-v1 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use raihan-js/clarioscope-insurance-v1 with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("token-classification", model="raihan-js/clarioscope-insurance-v1")# Load model directly from transformers import AutoTokenizer, AutoModelForTokenClassification tokenizer = AutoTokenizer.from_pretrained("raihan-js/clarioscope-insurance-v1") model = AutoModelForTokenClassification.from_pretrained("raihan-js/clarioscope-insurance-v1") - Notebooks
- Google Colab
- Kaggle
| { | |
| "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": { | |
| "precision": 0.9841269841269841, | |
| "recall": 0.9393939393939394, | |
| "f1-score": 0.9612403100775193, | |
| "support": 66 | |
| }, | |
| "BILLED_AMOUNT": { | |
| "precision": 0.9791666666666666, | |
| "recall": 0.94, | |
| "f1-score": 0.9591836734693877, | |
| "support": 150 | |
| }, | |
| "CARRIER": { | |
| "precision": 0.9773123909249564, | |
| "recall": 0.9893992932862191, | |
| "f1-score": 0.9833187006145743, | |
| "support": 566 | |
| }, | |
| "CLAIM_ID": { | |
| "precision": 1.0, | |
| "recall": 0.98, | |
| "f1-score": 0.98989898989899, | |
| "support": 150 | |
| }, | |
| "COPAY": { | |
| "precision": 0.968503937007874, | |
| "recall": 0.9534883720930233, | |
| "f1-score": 0.9609375, | |
| "support": 129 | |
| }, | |
| "DEDUCTIBLE": { | |
| "precision": 0.9746835443037974, | |
| "recall": 0.9625, | |
| "f1-score": 0.9685534591194969, | |
| "support": 80 | |
| }, | |
| "GROUP_NUMBER": { | |
| "precision": 1.0, | |
| "recall": 0.9830508474576272, | |
| "f1-score": 0.9914529914529915, | |
| "support": 118 | |
| }, | |
| "MEMBER_ID": { | |
| "precision": 0.9968051118210862, | |
| "recall": 0.9968051118210862, | |
| "f1-score": 0.9968051118210862, | |
| "support": 313 | |
| }, | |
| "PLAN_TYPE": { | |
| "precision": 0.9722222222222222, | |
| "recall": 0.9767441860465116, | |
| "f1-score": 0.9744779582366588, | |
| "support": 215 | |
| }, | |
| "POLICY_NUMBER": { | |
| "precision": 0.9767441860465116, | |
| "recall": 0.9882352941176471, | |
| "f1-score": 0.9824561403508771, | |
| "support": 85 | |
| }, | |
| "RELATIONSHIP": { | |
| "precision": 0.7619047619047619, | |
| "recall": 0.7619047619047619, | |
| "f1-score": 0.7619047619047619, | |
| "support": 84 | |
| }, | |
| "SUBSCRIBER_NAME": { | |
| "precision": 0.9545454545454546, | |
| "recall": 0.9545454545454546, | |
| "f1-score": 0.9545454545454546, | |
| "support": 88 | |
| }, | |
| "micro avg": { | |
| "precision": 0.9724950884086444, | |
| "recall": 0.9686888454011742, | |
| "f1-score": 0.9705882352941176, | |
| "support": 2044 | |
| }, | |
| "macro avg": { | |
| "precision": 0.9621679382975263, | |
| "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" | |
| ] | |
| } |