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Georgios Paraskevopoulos

1 paper indexed

arxivcs.CLcs.LG2026-07-06

Knowledge Knows, Verbalization Tells: Disentangling Latent Directions for Mathematical Solvability in LLMs

Nikolaos Xiros, Maria-Eleni Zoumpoulidi, Georgios Paraskevopoulos

Although LLMs have made significant progress in mathematical reasoning, determining whether a mathematical problem is solvable remains a fundamental yet challenging capability. While recent studies have probed internal representations of model solvability beliefs, verbalization h…

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