How LLMs Are Persuaded: A Few Attention Heads, Rerouted.

arXiv:2605.09314v2 Announce Type: replace Abstract: Large language models can answer a factual question correctly, yet switch to an incorrect answer when exposed to persuasive context. Why this happens inside the model remains unclear. In this work, we study t