Agentic Reasoning

Understanding the Paper: Agentic Reasoning in Deep Research

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Understanding the Paper: Agentic Reasoning in Deep Research

The paper presents a new reasoning framework—Agentic Reasoning, aimed at enhancing the reasoning capabilities of large language models (LLMs) by integrating external tools. This framework improves the model’s performance in logical consistency, factual accuracy, and deep research ability through structured memory (mind maps), web searches, and computational analysis. The experimental results show that Agentic Reasoning … Read more

Agentic Reasoning: Oxford’s New Framework for Expanding Thinking Boundaries

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Agentic Reasoning: Oxford's New Framework for Expanding Thinking Boundaries

Why Do We Need Agentic Reasoning? The reasoning capabilities of large language models (LLMs) have always faced a “thinking ceiling.” LLMs are like students who can only take closed-book exams, relying solely on the knowledge they memorized during pre-training for internal reasoning. When confronted with questions requiring real-time data verification, complex calculations, or cross-domain knowledge … Read more