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Jinyuan Li

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Questioning the Questions: Sustaining Self-Evolution in Reasoning Models

Jinyuan Li, Chengsong Huang, Langlin Huang وآخرون · 2026

Self-evolving reasoning models learn from their own generated questions, yet repeated self-training can lead to performance collapse. In this paper, we investigate why performance deteriorates over successive rounds and how to sustain self-evolution. Our analysis identifies two recurring quality problems in self-genera …

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