Author

Josip Jukic

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Jul 2026

Consensus as Privileged Context for Label-Free Self-Distillation

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 growing family of methods converts this consensus signal into training supervision. However, existing approaches use consensus only in restricted...

John Gkountouras, Josip Jukic, Ivan Titov · arXiv.org · 2 citations

#natural language process... Preprint Jul 2026

Geometric Self-Distillation for Reasoning Generalization

GeoSD, a geometric self-distillation objective that treats this drift as movement in the student's predictive behavior and counters it in two complementary ways, preserves the in-distribution gains of self-distillation while improving average OOD accuracy.

Josip Jukic, Ivan Titov · 0 citations