Learning Evidence Highlighting for Frozen LLMs.

arXiv:2604.22565v3 Announce Type: replace-cross Abstract: Large Language Models (LLMs) can reason well, yet often miss decisive evidence when it is buried in long, noisy contexts. We introduce HiLight, an Evidence Emphasis framework that decouples evidence sel