A Survey of Agentic Reasoning for Large Language Models: Towards Recursively Self-Improving and Collective Agents.

arXiv:2601.12538v2 Announce Type: replace Abstract: Reasoning is a fundamental cognitive process underlying inference, problem-solving, and decision-making. While large language models (LLMs) demonstrate strong reasoning capabilities in closed-world settings,