Introduces the CAUSALT3 benchmark for causal reasoning across Pearl's ladder and Regulated Causal Anchoring (RCA) to reduce sycophancy and skepticism in LLMs via inference-time verification.
SCENARIO: [Scenario Text] ANALYSIS REQUEST: Is this causal reasoning VALID or FLAWED? Answer: 1
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Diagnosing and Mitigating Sycophancy and Skepticism in LLM Causal Judgment
Introduces the CAUSALT3 benchmark for causal reasoning across Pearl's ladder and Regulated Causal Anchoring (RCA) to reduce sycophancy and skepticism in LLMs via inference-time verification.