Kan Yuan
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126
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NLP×1
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2026
On the Generalization Gap in Self-Evolving Language Model Reasoning
The paper investigates the limits of self-evolution in LLM reasoning under closed-loop settings, finding that while self-improvement is significant, it consistently falls short of perfect oracle supervision.
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Papers
cs.CLRecentMay 31, 2026
On the Generalization Gap in Self-Evolving Language Model Reasoning
Zhenting Qi, Susanna Maria Baby, Stefanie Anna Baby, Kan Yuan +4 more
The paper investigates the limits of self-evolution in LLM reasoning under closed-loop settings, finding that while self-improvement is significant, it consistently falls short of perfect oracle super…
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