Medical Report Classification on CHIFIR (test)
86.5AccuracyRADS
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| RADSStrategy=RADS, Selection Budget=8 samples, Transfer Learning Protocol=PIFIR to CHIFIR, Fine-tuning=true2026.04 | 86.5 | 63.2 | 54.5 | 75 | 0.858 | 0.289 | 0.075 | |
| BatchBALDStrategy=BatchBALD, Selection Budget=8 samples, Transfer Learning Protocol=PIFIR to CHIFIR, Fine-tuning=true2026.04 | 84.6 | 0 | 0 | 0 | 0.486 | 0.793 | 0.654 | |
| RandomStrategy=Random, Selection Budget=8 samples, Transfer Learning Protocol=PIFIR to CHIFIR, Fine-tuning=true2026.04 | 83.8 | 16.7 | 25 | 12.5 | 0.716 | — | — | |
| UncertaintyStrategy=Uncertainty, Selection Budget=8 samples, Transfer Learning Protocol=PIFIR to CHIFIR, Fine-tuning=true2026.04 | 78.8 | 26.7 | 28.6 | 25 | 0.656 | 0.671 | 0.387 | |
| TAGCOSStrategy=TAGCOS, Selection Budget=8 samples, Transfer Learning Protocol=PIFIR to CHIFIR, Fine-tuning=true2026.04 | 76.9 | 14.3 | 16.7 | 12.5 | 0.545 | 0.811 | 0.529 | |
| DiversityStrategy=Diversity, Selection Budget=8 samples, Transfer Learning Protocol=PIFIR to CHIFIR, Fine-tuning=true2026.04 | 15.4 | 26.7 | 15.4 | 100 | 0.591 | 0.584 | 0.409 | |
| LM-DPPStrategy=LM-DPP, Selection Budget=8 samples, Transfer Learning Protocol=PIFIR to CHIFIR, Fine-tuning=true2026.04 | 15.4 | 26.7 | 15.4 | 100 | 0.489 | 0.583 | 0.409 |