Jingting Zheng
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VALCON: Benchmarking and Enhancing Value Consistency in Large Language Models via Dual-Role Variation
According to the abstract excerpt, the authors build VALCON, a benchmark testing whether a model judges actions by the same values it shows when generating them. Across 28 models they report widespread inconsistency between generating and evaluating, and propose a representation-level fix.