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Maria Liakata

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Preprint Jul 2026

Reference-Free Evaluation of Reasoning in Open-Ended Question Answering

The results show that QA evaluation should account for how inferential relations compose across a reasoning trace, rather than relying only on final answers or LLMs as verifiers.

Guneet Singh Kohli, Yuxiang Zhou, M. Schlichtkrull et al. · 0 citations