Purging the Gray Zone: Latent-Geometric Denoising for Precise Knowledge Boundary Awareness
arXiv:2604.14324v1 Announce Type: new
Abstract: Large language models (LLMs) often exhibit hallucinations due to their inability to accurately perceive their own knowledge boundaries. Existing abstention fine-tuning methods typically partition dataset…