Author

Georgios Paraskevopoulos

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#natural language process... Preprint Aug 2026

More Capable, Less Faithful: A Multilingual Analysis of Mathematical (Un)Solvability Detection in LLMs

The first multilingual benchmark of paired solvable and unsolvable mathematical problems, extending ReliableMath to French and Greek, finds that Solvability Belief is encoded as a largely universal, language-agnostic feature, and that higher-resource languages, despite achieving stronger mathematical reasoning performance, exhibit lower solvability-detection faithfulness.

Maria-Eleni Zoumpoulidi, N. Xiros, Georgios Paraskevopoulos · 0 citations

Preprint Aug 2026

Cognitive Profiling of LRMs'Reasoning Traces Using Bloom's Taxonomy

This work introduces a framework for automatic annotation of reasoning steps through the lens of Bloom's Taxonomy, which classifies thinking into six cognitive levels, such as Remembering, Applying and Evaluating, and demonstrates that thinking-type information derived from reasoning traces correlates with correctness, paving the way for improved reasoning.

Maria-Eleni Zoumpoulidi, Georgios Paraskevopoulos, A. Potamianos · 0 citations