A Survey on Large Language Model based Autonomous Agents

Lei Wang (Renmin University), Chen Ma (Renmin University)

Abstract

We present a comprehensive survey of LLM-based autonomous agents, covering construction, application, and evaluation. We analyze 150+ papers to identify key trends and open challenges.

Key Contributions

→Comprehensive agent survey covering 150+ papers
→Agent construction taxonomy
→Open challenge identification

Topics

surveyautonomous agentsLLM agentsagent construction

Relevance Scores

Long-Horizon Score85

Enterprise Score78

Completeness79

Paper Info

Year2023

VenuearXiv

Typesurvey

ChapterCh. 1

Authors2

Frameworks

PASF