Knowing Is Not Choosing: What Explicit Verification Adds Beyond Generative Preference

Yilong Li, Chengpo Yan, Aayan Arish +1

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 c…