arXiv 2610.04299 · cs.LG · 2026-10-03
Questioning the Questions: Sustaining Self-Evolution in Reasoning Models
Jinyuan Li, Chengsong Huang, Langlin Huang, Donghong Cai, Shiping Gao, Yuyi Yang, Jiaxin Huang
Huang's INTelligence lab
In latest · #279 Added on 2026-10-21
One-line takeaway
Analyses why self-evolving reasoning models collapse (invalid and repeated questions) and proposes question-quality controls.
分析自进化推理模型为何会崩溃（无效题和重复题变多），并提出维持自进化的出题质量控制。
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