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📑 arXiv Jan 18

Agentic Reasoning for Large Language Models

Comprehensive survey organizing agentic reasoning along three dimensions: foundational (planning, tool use, search), self-evolving (feedback, memory, adaptation), and collective multi-agent reasoning. Distinguishes in-context reasoning from post-training reasoning and provides unified taxonomy bridging thought and action across science, robotics, healthcare, and mathematics.