Maria-Eleni Zoumpoulidi

Routing tokens through a contrastive lens boosts expert specialization and yields up to 1.77 points improvement in zero-shot reasoning accuracy.

Higher-resource languages may boost mathematical reasoning in LLMs but paradoxically reduce the faithfulness of solvability detection.

Thinking types in LRMs directly correlate with correctness, revealing that cognitive profiling can enhance reasoning performance.