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cs.LG2026
Consensus as Privileged Context for Label-Free Self-Distillation
John Gkountouras, Josip Jukić, Ivan Titov
Sampling multiple solutions and returning the majority answer is among the most reliable ways to improve the reasoning accuracy of large language models without labels, and a growi…
cs.LG2025
Clarification as Supervision: Reinforcement Learning for Vision-Language Interfaces
John Gkountouras, Ivan Titov
Recent text-only models demonstrate remarkable mathematical reasoning capabilities. Extending these to visual domains requires vision-language models to translate images into text…