Medical Question Answering on Medical QA Primary n=319 (test)
21.94UCCRvanilla answer
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| vanilla answeraction_space=binary-form2026.05 | 21.94 | 76.92 | 96.76 | 58.62 | |
| citation onlyaction_space=binary-form2026.05 | 21.94 | 76.92 | 96.76 | 58.62 | |
| binary answer / abstainaction_space=binary-form2026.05 | 0 | 76.59 | 83.73 | 46.71 | |
| verifier onlyaction_space=binary-form2026.05 | 0 | 75.25 | 82.87 | 45.45 | |
| speech-act-guided proxyaction_space=binary-form2026.05 | 0 | 95.99 | 95.51 | 56.11 | |
| claim-selective + NLI relationaction_space=native, relation_type=NLI2026.05 | 0 | 80.94 | 87.68 | 66.14 | |
| claim-selective + learned relationaction_space=native, relation_type=learned2026.05 | 0 | 99 | 98.01 | 86.52 | |
| claim-selective fullaction_space=native2026.05 | 0 | 99.67 | 98.51 | 89.97 |