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Di Yin

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#natural language process... Preprint Oct 2026

Self-Distillation with Verbal Regularization

On-policy self-distillation (OPSD) trains a large language model using supervision from a teacher instantiated from the same model as the student. The teacher is conditioned on privileged information (PI), such as verified solutions. The student, which does not observe PI, learns from the teacher's next-token distribut...

Jiazheng Li, Yawei Li, Jun-Ru Lu et al. · 0 citations

Blind Men and the Elephant: Probing the Epistemic Myopia of LLMs under Long-Tail Divergent Knowledge

Factual question answering (QA) typically assumes a single canonical answer, obscuring whether large language models (LLMs) retain divergent accounts of long-tail facts. To address this gap, we introduce ElephantBench, a closed-book knowledge probe comprising 1,094 questions generated through an auditable graph-based p...

Zhuo-Shi Pan, Jun-Ru Lu, Yan-Fei Qian et al. · 0 citations

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