Listening to the Wise Few: Query-Key Alignment Unlocks Latent Correct Answers in Large Language Models

Large language models (LLMs) routinely fail to output the correct option in multiple-choice question answering (MCQA) while encoding the answer internally. We expose this latent knowledge via the Query--Key (QK) score, defined for an attention head as the inner product between the last-token query a