Teaching LLMs to Abstain via Fine-Grained Semantic Confidence Reward

Hao An, Yang Xu

Mitigating hallucinations in Large Language Models (LLMs) is critical for their reliable deployment. Existing methods typically fine-tune LLMs to abstain from answering questions b…