Healthcare Provider Taxonomy Code Classification on Healthcare Taxonomy
74.5Macro PrecisionGSnip + LLaMASum
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GSnip + LLaMASumBackbone=GPT-4o-mini, Fine-tuning=true2026.04 | 74.5 | 72.6 | 72.9 | |
| GSnip + GPTSumBackbone=RoBERTa, Fine-tuning=true2026.04 | 74.2 | 68.3 | 69.3 | |
| GSnipBackbone=GPT-4o-mini, Fine-tuning=true2026.04 | 74.2 | 72.5 | 72.8 | |
| GSnip + GPTSumBackbone=BERT, Fine-tuning=true2026.04 | 73.8 | 67.9 | 68.7 | |
| GSnip + LLaMASumBackbone=BERT, Fine-tuning=true2026.04 | 72.3 | 66.2 | 67.2 | |
| GSnip + LLaMASumBackbone=RoBERTa, Fine-tuning=true2026.04 | 71.8 | 69 | 69.7 | |
| GSnip + GPTSumBackbone=GPT-4o-mini, Fine-tuning=true2026.04 | 71.7 | 70.3 | 70.5 | |
| GSnip + LLaMASumBackbone=Longformer, Fine-tuning=true2026.04 | 71.4 | 68.5 | 69.1 | |
| GSnipBackbone=Longformer, Fine-tuning=true2026.04 | 70.7 | 63.4 | 64.3 | |
| GSnip + GPTSumBackbone=Longformer, Fine-tuning=true2026.04 | 69.3 | 68.9 | 69.4 | |
| GSnipBackbone=RoBERTa, Fine-tuning=true2026.04 | 68.8 | 60.8 | 60.4 | |
| GSnipBackbone=BERT, Fine-tuning=true2026.04 | 55.5 | 50.8 | 48.5 | |
| GPTSumBackbone=GPT-4o-mini, Fine-tuning=true2026.04 | 24.9 | 23.7 | 22.1 | |
| GPTSumBackbone=RoBERTa, Fine-tuning=true2026.04 | 22.2 | 18.9 | 13.9 | |
| LLaMASumBackbone=GPT-4o-mini, Fine-tuning=true2026.04 | 18.7 | 21.9 | 19.1 | |
| GPTSumBackbone=Longformer, Fine-tuning=true2026.04 | 16.2 | 16.9 | 8.9 | |
| GPTSumBackbone=BERT, Fine-tuning=true2026.04 | 14.3 | 17.3 | 11.8 | |
| LLaMASumBackbone=BERT, Fine-tuning=true2026.04 | 10.6 | 18.5 | 12.1 | |
| LLaMASumBackbone=RoBERTa, Fine-tuning=true2026.04 | 9.6 | 17.5 | 9.2 | |
| LLaMASumBackbone=Longformer, Fine-tuning=true2026.04 | 5.5 | 6.9 | 4.9 |