LLM-Based Autonomous Agents Survey
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Paper summary
A comprehensive survey of LLM-based autonomous agents covering construction and applications.
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01
Agent construction framework: Organizes autonomous agents by profile, memory, planning, and action components - the canonical modular view.
02
Application coverage: Reviews applications across social science, natural science, and engineering, showing the breadth of agent use cases in mid-2023.
03
Systematic literature review: Covers the explosion of agent papers following ReAct, AutoGPT, and similar early frameworks.
04
Evaluation landscape: Discusses evaluation approaches for autonomous agents, a notoriously difficult area compared to static LLM evaluation.