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Policy of Thoughts: Scaling Test-Time Training for LLM Reasoning via Online Policy Evolution
提出“思维策略”框架，通过在线策略进化实现测试时训练，打破冻结策略限制，显著提升大模型复杂推理能力。
arXiv:2601.20379v2 Announce Type: replace Abstract: Large language models (LLMs) struggle with complex, long-horizon reasoning due to instability caus…