SPIRAL: Self-Play on Zero-Sum Games Incentivizes Reasoning via Multi-Agent Multi-Turn Reinforcement Learning Paper • 2506.24119 • Published 3 days ago • 35
EnvPool: A Highly Parallel Reinforcement Learning Environment Execution Engine Paper • 2206.10558 • Published Jun 21, 2022
DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search Paper • 2408.08152 • Published Aug 15, 2024 • 60
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model Paper • 2405.04434 • Published May 7, 2024 • 21
DeepSeek-Prover: Advancing Theorem Proving in LLMs through Large-Scale Synthetic Data Paper • 2405.14333 • Published May 23, 2024 • 41
DeepSeek-VL: Towards Real-World Vision-Language Understanding Paper • 2403.05525 • Published Mar 8, 2024 • 47
DeepSeek LLM: Scaling Open-Source Language Models with Longtermism Paper • 2401.02954 • Published Jan 5, 2024 • 49