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cs.CL2026
Self-Distillation with Verbal Regularization
Jiazheng Li, Yawei Li, Junru Lu +7
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 pri…
cs.MA2026
Towards Self-Improving Error Diagnosis in Multi-Agent Systems
Jiazheng Li, Emine Yilmaz, Bei Chen +1
Large Language Model (LLM)-based Multi-Agent Systems (MAS) enable complex problem-solving but introduce significant debugging challenges, characterized by long interaction traces,…