Ai2's XYBench Finds Five Top LLMs Fail to Correct Users' Misguided Questions

allen_ai · x · 2026-11-14

Ai2 built XYBench to test whether LLMs recognize the XY problem. Even when each user's actual goal was spelled out alongside their question, all five evaluated models steered users away from mistaken approaches less often than human reference answers did.

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