DAPO: An Open-Source LLM Reinforcement Learning System at Scale
Paper
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2503.14476
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Published
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133
Papers + RL/Reasoning
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VAPO: Efficient and Reliable Reinforcement Learning for Advanced Reasoning Tasks
Paper • 2504.05118 • Published • 25 -
SQL-R1: Training Natural Language to SQL Reasoning Model By Reinforcement Learning
Paper • 2504.08600 • Published • 29 -
A Minimalist Approach to LLM Reasoning: from Rejection Sampling to Reinforce
Paper • 2504.11343 • Published • 19 -
OTC: Optimal Tool Calls via Reinforcement Learning
Paper • 2504.14870 • Published • 33 -
DianJin-R1: Evaluating and Enhancing Financial Reasoning in Large Language Models
Paper • 2504.15716 • Published • 10 -
WebThinker: Empowering Large Reasoning Models with Deep Research Capability
Paper • 2504.21776 • Published • 57 -
DeepCritic: Deliberate Critique with Large Language Models
Paper • 2505.00662 • Published • 53 -
MiMo: Unlocking the Reasoning Potential of Language Model -- From Pretraining to Posttraining
Paper • 2505.07608 • Published • 81 -
Insights into DeepSeek-V3: Scaling Challenges and Reflections on Hardware for AI Architectures
Paper • 2505.09343 • Published • 65 -
CPGD: Toward Stable Rule-based Reinforcement Learning for Language Models
Paper • 2505.12504 • Published • 24 -
AdaCoT: Pareto-Optimal Adaptive Chain-of-Thought Triggering via Reinforcement Learning
Paper • 2505.11896 • Published • 58 -
Reward Reasoning Model
Paper • 2505.14674 • Published • 36 -
One-RL-to-See-Them-All/Orsta-Data-47k
Updated • 331 • 11 -
One RL to See Them All: Visual Triple Unified Reinforcement Learning
Paper • 2505.18129 • Published • 60 -
RL with KL penalties is better viewed as Bayesian inference
Paper • 2205.11275 • Published • 1 -
Asymptotics of Language Model Alignment
Paper • 2404.01730 • Published • 1 -
VerIPO: Cultivating Long Reasoning in Video-LLMs via Verifier-Gudied Iterative Policy Optimization
Paper • 2505.19000 • Published • 43 -
Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space
Paper • 2505.15778 • Published • 17 -
ZeroGUI: Automating Online GUI Learning at Zero Human Cost
Paper • 2505.23762 • Published • 46 -
Table-R1: Inference-Time Scaling for Table Reasoning
Paper • 2505.23621 • Published • 92 -
Reinforcement Pre-Training
Paper • 2506.08007 • Published • 242 -
Comment on The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity
Paper • 2506.09250 • Published • 28 -
Magistral
Paper • 2506.10910 • Published • 61 -
Does Math Reasoning Improve General LLM Capabilities? Understanding Transferability of LLM Reasoning
Paper • 2507.00432 • Published • 62