2026
REFO: Reinforced Evolutionary Faithfulness Optimization for Large Language Models
AAAI 2026technical
Despite its success in enriching LLMs with external knowledge, RAG remains plagued by faithfulness hallucinations, where generated text contradicts the retrieved source information. Previous research on faithfulness hallucination in LLMs is frequently hindered by prohibitive manual annotation costs