Runxin Xu

1. DeepSeek-R1 incentivizes reasoning in LLMs through reinforcement learning
   DeepSeek-R1 shows an LLM can learn strong step-by-step reasoning from pure reinforcement learning, with no human-labeled reasoning examples.
   2025/01/22 by DeepSeek-AI, Daya Guo, Dejian Yang +404 · 93 voices · 1871 citations
   Computer Science · #Reinforcement Learning in Robotics #Data Stream Mining Techniques #Explainable Artificial Intelligence (XAI)
2. BioXP-0.5B: Explainable Medical-AI via RL-GRPO
   2024/02/05 by Zhihong Shao, Peiyi Wang, Shao, Zhihong +20 · 17 voices · 2202 citations
   Computer Science · #Mathematics, Computing, and Information Processing #Natural Language Processing Techniques #cs.AI #cs.CL #cs.LG
3. DeepSeek-V3 Technical Report
   2024/12/27 by DeepSeek-AI, Aixin Liu, Liu, Aixin +404 · 39 voices · 7 citations
   Computer Science · Engineering · #Distributed and Parallel Computing Systems #Robotics and Automated Systems #cs.AI #cs.CL
4. Inference-Time Scaling for Generalist Reward Modeling
   2025/04/03 by Zijun Liu, Peiyi Wang, Wang Peiyi +16 · 18 voices · 81 citations
   Computer Science · #Topic Modeling #Machine Learning in Healthcare #Explainable Artificial Intelligence (XAI)
5. DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
   2024/05/07 by DeepSeek-AI, Aixin Liu, Bei Feng +310 · 5 voices · 264 citations
   Computer Science · #Expert finding and Q&A systems #Topic Modeling #Speech and dialogue systems
6. DeepSeek-Coder-V2: Breaking the Barrier of Closed-Source Models in Code Intelligence
   2024/06/17 by Qihao Zhu, DeepSeek-AI, Zhu, Qihao +79 · 1 voice · 86 citations
   Biochemistry, Genetics and Molecular Biology · Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Software Engineering (cs.SE) #cs.AI #cs.LG #cs.SE #vaccines and immunoinformatics approaches
7. Multimodal ArXiv: A Dataset for Improving Scientific Comprehension of Large Vision-Language Models
   2024/03/01 by Lei Li, Li, Lei, Yuqi Wang +11 · 36 citations
   Biochemistry, Genetics and Molecular Biology · Computer Science · #Biomedical Text Mining and Ontologies #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Topic Modeling
8. LLM Critics Help Catch Bugs in Mathematics: Towards a Better Mathematical Verifier with Natural Language Feedback
   2024/06/20 by Bofei Gao, Zefan Cai, Gao, Bofei +23 · 1 voice · 10 citations
   Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Intelligent Tutoring Systems and Adaptive Learning #Mathematics, Computing, and Information Processing #cs.CL
9. Raise a Child in Large Language Model: Towards Effective and Generalizable Fine-tuning
   2021/09/13 by Runxin Xu, Fuli Luo, Xu, Runxin +11 · 11 citations
   Computer Science · #Topic Modeling #Domain Adaptation and Few-Shot Learning #Speech Recognition and Synthesis
10. CodeI/O: Condensing Reasoning Patterns via Code Input-Output Prediction
    2025/02/11 by Junlong Li, Li, Junlong, Daya Guo +9 · 16 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Model-Driven Software Engineering Techniques #Software Engineering Research
11. Double Graph Based Reasoning for Document-level Relation Extraction
    2020/09/29 by Shuang Zeng, Runxin Xu, Zeng, Shuang +5 · 3 citations
    Computer Science · #Advanced Text Analysis Techniques #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Topic Modeling
12. Let the Expert Stick to His Last: Expert-Specialized Fine-Tuning for Sparse Architectural Large Language Models
    2024/07/02 by Z. Wang, Wang, Zihan, Deli Chen +9 · 4 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Topic Modeling
13. Document-level Event Extraction via Heterogeneous Graph-based Interaction Model with a Tracker
    2021/05/31 by Runxin Xu, Xu, Runxin, Tianyu Liu +5 · 1 citation
    Computer Science · #Advanced Text Analysis Techniques #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
14. A Two-Stream AMR-enhanced Model for Document-level Event Argument Extraction
    2022/04/30 by Runxin Xu, Xu, Runxin, Peiyi Wang +9 · 1 citation
    Computer Science · #Topic Modeling #Natural Language Processing Techniques #Software Engineering Research
15. Towards a Unified View of Preference Learning for Large Language Models: A Survey
    2024/09/04 by Bofei Gao, Feifan Song, Gao, Bofei +44 · 2 citations
    Computer Science · #Natural Language Processing Techniques #Speech and dialogue systems #Semantic Web and Ontologies