Roi Cohen

Knowledgeless Language Models: Suppressing Parametric Recall for Evidence-Grounded Language Modeling

The results demonstrate that suppressing entity-linked supervision during pretraining induces a shift in epistemic behavior: KLLMs rely less on parametric knowledge and more on external evidence, leading to improved reliability under realistic conditions, suggesting that pretraining-time control over knowledge acquisit...