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20242026
most citedUnsafer in Many Turns: Benchmarking and Defending Multi-Turn Safety Risks in Tool-Using Agents

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cs.LG2026

Can Aha Moments Be Fake? Towards Quantifying Decorative and True Thinking in Chain-of-Thought

Jiachen Zhao, Yiyou Sun, Weiyan Shi +1

Large language models can generate long chain-of-thought (CoT) reasoning, yet prior work suggests that CoT can be post-hoc rationalization rather than a faithful reflection of the…