You Only Pass Once: Answering and Abstaining Together in a Single Forward Pass of a Frozen Language Model
arXiv:2608.14465v1 Announce Type: new Abstract: A frozen language model on reasoning tasks has two coupled weaknesses: it under-uses evidence its own residual stream already encodes, and it fails to d