Papers with Wise Refusal
Diagnosing and Mitigating Sycophancy and Skepticism in LLM Causal Judgment (2026.findings-acl)
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| Challenge: | Current evaluations obscure the answer to causal judgment in frontier models. |
| Approach: | They introduce a process-integrity evaluator that checks whether a model's answer is entailed by its own derivation, internally consistent, and not dominated by user hints under pressure. |
| Outcome: | The proposed model fails to distinguish between the two pathologies. |