From Descriptive to Prescriptive: Uncover the Social Value Alignment of LLM-based Agents

This paper proposes a novel value-based framework that employs GraphRAG to align LLM-based agents with human social values, addressing deficiencies in self-cognition and dilemma decision. The method exhibits significant performance gains on the DAILYDILEMMAS benchmark, providing a basis for the emergence of self-emotion in AI systems.