Understanding Aha Moments: from External Observations to Internal Mechanisms

Silhouettes: A graphical aid to the interpretation and validation of cluster analysis

Peter J. Rousseeuw · 1987

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Meta-logical problems: Knights, knaves, and rips

P.N. Johnson-Laird and Ruth M.J. Byrne · 1990

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Do not think that much for 2+ 3=? on the overthinking of o1-like llms

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Prefix text as a yarn: Eliciting non-english alignment in foundation language model

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Do not think that much for 2+3=? on the overthinking of o1-like llms, 2025

Original

Xingyu Chen, Jiahao Xu, Tian Liang, Zhiwei He, Jianhui Pang, Dian Yu, Linfeng Song, Qiuzhi Liu, Mengfei Zhou, Zhuosheng Zhang, Rui Wang, Zhaopeng Tu, Haitao Mi, and Dong Yu · 2025

There may not be aha moment in r1-zero-like training — a pilot study

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Tinyzero

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Logic-rl: Unleashing llm reasoning with rule-based reinforcement learning, 2025

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