Ning Zhang

Symbolic Guidance for LLM Agents in Distributed Multiagent Coordination

The Symbolic Guidance Taxonomy (SGT) is introduced, which characterizes a spectrum of autonomy ranging from open-ended natural language reasoning to fully prescribed algorithmic execution, with intermediate levels providing partial pseudocode guidance, and shows that intermediate autonomy levels consistently outperform...