Papers by Yohei Kobashi
ClinDet-Bench: Beyond Abstention, Evaluating Judgment Determinability of LLMs in Clinical Decision-Making (2026.acl-industry)
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| Challenge: | Existing medical benchmarks are insufficient to evaluate LLMs under incomplete information. |
| Approach: | They develop a benchmark that decomposes incomplete information into determinable and undeterminable conditions. |
| Outcome: | a clinical scoring system can decompose incomplete information into determinable and undeterminable conditions. a new benchmark, ClinDet-Bench, can evaluate determinability under incomplete information. |