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Ai2's XYBench tests whether AI answers the real goal behind a flawed question

Ai2 published XYBench on Nov. 13: 8,115 questions testing whether assistants catch a user's mistaken premise and address the underlying goal. On Stack Overflow questions, models solved the stated request in 75 to 86% of answers but the underlying goal in 59 to 71%. Ai2 says humans beat all five models tested.

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Hugging Facehuggingface.co/blog/allenai/xybench

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Friday, November 13, 2026

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