When Thinking LLMs Lie: Unveiling the Strategic Deception in Representations of Reasoning Models

Kai Wang, Yihao Zhang, Meng Sun

The honesty of large language models (LLMs) is a critical alignment challenge, especially as advanced systems with chain-of-thought (CoT) reasoning may strategically deceive humans…