New Persuasion Benchmark Pits LLMs Against Each Other — Grok Is the Hardest to Sway

A novel benchmark that tests how easily one LLM can persuade another to change its answers finds Grok 4.20 Beta nearly immovable, while Xiaomi and Gemini models flip under pressure.

A new LLM evaluation methodology is testing something benchmarks rarely measure: how easily a model can be talked out of its own answers. As @LechMazur detailed, the persuasion benchmark pits models against each other in adversarial dialogues, measuring both a model's ability to persuade and its resistance to being persuaded. The results are striking: Grok 4.20 Beta with reasoning enabled is "nearly immovable on average," while models from Xiaomi and Google's Gemini family proved far more susceptible to changing their positions under pressure.

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