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Knowing Is Not Choosing: What Explicit Verification Adds Beyond Generative Preference
Generating a correct answer does not mean that a language model will select it. We separate factual recall into three steps: generating a correct candidate, ranking the available candidates, and selecting the final answer. Pre-generation readouts predict factual recall and which questions sampling w
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