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zhuoranyang 's Collections
LLM Agents (Prompting)
LLM-Reasoning (training)
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in-context learning & chain of thought

LLM-Reasoning (training)

updated Feb 16

LLM reasoning papers, with RL and long COT. (Post)Training of LLM is involved.

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  • DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

    Paper • 2501.12948 • Published Jan 22 • 404

  • Scaling up Test-Time Compute with Latent Reasoning: A Recurrent Depth Approach

    Paper • 2502.05171 • Published Feb 7 • 142

  • Towards System 2 Reasoning in LLMs: Learning How to Think With Meta Chain-of-Though

    Paper • 2501.04682 • Published Jan 8 • 97

  • rStar-Math: Small LLMs Can Master Math Reasoning with Self-Evolved Deep Thinking

    Paper • 2501.04519 • Published Jan 8 • 280

  • Agent-R: Training Language Model Agents to Reflect via Iterative Self-Training

    Paper • 2501.11425 • Published Jan 20 • 106

  • AgentRefine: Enhancing Agent Generalization through Refinement Tuning

    Paper • 2501.01702 • Published Jan 3
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