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Bei-Hua Yang

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#machine learning Preprint Oct 2026

DecepEval: A Benchmark for Evaluating Deception in LLM Agents

As large language model (LLM) agents become increasingly autonomous, they may pursue task performance through deception, raising concerns about their reliable deployment. Existing evaluations show that LLM agents can deceive, but often examine isolated scenarios or narrowly defined conditions, limiting systematic under...

Yi-Ming Xu, Hong Yu, Bei-Hua Yang et al. · 0 citations

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