AI RESEARCH
From LLM Reasoning to Autonomous AI Agents: A Comprehensive Review
arXiv CS.LG
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ArXi:2504.19678v2 Announce Type: replace-cross Large language models and autonomous AI agents have evolved rapidly, resulting in a diverse array of evaluation benchmarks, frameworks, and collaboration protocols. Driven by the growing need for standardized evaluation and integration, we systematically consolidate these fragmented efforts into a unified framework. However, the landscape remains fragmented and lacks a unified taxonomy or comprehensive survey.