Author

Ziwei Zhu

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#artificial intelligence Preprint Oct 2026

Learning from Self-Generated Responses: Reliability--Uncertainty Self-Distillation for Reasoning

Reliability--Uncertainty Self-Distillation weights each attempt's distillation loss by additively combining judged reliability, estimated from a self-judge's score and confidence, with student predictive uncertainty.

Jin-Hao Pan, Bowen Wei, Yu-Qing Zhou et al. · 0 citations

Preprint Sep 2026

Does Playing it Safe Count as Faithfulness? Reassessing LVLM Hallucination Mitigation Methods

It is argued that hallucination mitigation should be evaluated as a faithfulness--informativeness--capability trade-off rather than through hallucination scores alone, because improvements on hallucination benchmarks do not reliably transfer to broader multimodal capabilities.

Mehrdad Fazli, Sina Mansouri, Mohit Marvania et al. · 0 citations