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News/Who Flips? Self- and Cross-Model Counterarguments Reveal Answer Instability in LLMs
arxiv
PublishedSeptember 1, 2026 at 4:00 AM

Who Flips? Self- and Cross-Model Counterarguments Reveal Answer Instability in LLMs

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arXiv:2606.16011v2 Announce Type: replace Abstract: Standard accuracy benchmarks evaluate whether large language models (LLMs) reach correct answers. However, they do not test whether models maintain that answer when challenged by a plausible counter-argument. We introduce a controlled protocol for

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