Questioning the Questions: Sustaining Self-Evolution in Reasoning Models.

arXiv:2610.04299v2 Announce Type: replace-cross Abstract: 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 succ