Linfeng Song
- Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs
2024/12/30 by Xingyu Chen, Chen, Xingyu, Jiahao Xu +27 · 2 voices · 150 citations
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #cs.CL #semigroups and automata theory
- Thoughts Are All Over the Place: On the Underthinking of o1-Like LLMs
2025/01/30 by Yue Wang, Wang, Yue, Qiuzhi Liu +27 · 4 voices · 48 citations
Computer Science · Social Sciences · #Artificial Intelligence in Law #Digital Rights Management and Security #cs.CL
- Toward Self-Improvement of LLMs via Imagination, Searching, and Criticizing
2024/04/18 by Ye Tian, Tian, Ye, Baolin Peng +12 · 2 voices · 15 citations
Computer Science · Social Sciences · #Artificial Intelligence in Law #Open Education and E-Learning #Semantic Web and Ontologies #cs.CL #cs.LG
- Crossing the Reward Bridge: Expanding RL with Verifiable Rewards Across Diverse Domains
2025/03/31 by Su Yi, Yi Su, Dian Yu +15 · 3 voices · 49 citations
Computer Science · Materials Science · #Machine Learning in Materials Science #Multimodal Machine Learning Applications #Topic Modeling #cs.CL
- Mitigating Catastrophic Forgetting in Large Language Models with Self-Synthesized Rehearsal
2024/03/02 by Jianheng Huang, Huang, Jianheng, Leyang Cui +13 · 1 voice · 32 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Topic Modeling #cs.AI #cs.CL
- DeepMath-103K: A Large-Scale, Challenging, Decontaminated, and Verifiable Mathematical Dataset for Advancing Reasoning
2025/04/15 by Zhiwei He, Tian Liang, He, Zhiwei +27 · 80 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning and Data Classification #Multimodal Machine Learning Applications #Topic Modeling
- Discrete Conditional Diffusion for Reranking in Recommendation
2023/08/14 by Lin, Xiao, Xiaokai Chen, Chenyang Wang +10 · 8 citations
Computer Science · #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Recommender Systems and Techniques
- A Graph-to-Sequence Model for AMR-to-Text Generation
2018/05/07 by Linfeng Song, Yue Zhang, Song, Linfeng +5 · 4 citations
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling
- Iterative Nash Policy Optimization: Aligning LLMs with General Preferences via No-Regret Learning
2024/06/30 by Yuheng Zhang, Zhang, Yuheng, Dian Yu +15 · 7 citations
Decision Sciences · #Artificial Intelligence (cs.AI) #Auction Theory and Applications #Computation and Language (cs.CL) #Computer Science and Game Theory (cs.GT) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- HunyuanProver: A Scalable Data Synthesis Framework and Guided Tree Search for Automated Theorem Proving
2024/12/30 by Yang Li, Li, Yang, Dong Du +11 · 11 citations
Computer Science · #Advanced Database Systems and Queries #Logic, programming, and type systems
- JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge Graphs
2021/06/19 by Pei Ke, Ke, Pei, Haozhe Ji +13 · 3 citations
Computer Science · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
- Self-Consistency Boosts Calibration for Math Reasoning
2024/03/14 by Ante Wang, Wang, Ante, Linfeng Song +13 · 5 citations
Computer Science · #Evolutionary Algorithms and Applications
- Question Generation from a Knowledge Base with Web Exploration
2016/10/12 by Linfeng Song, Song, Linfeng, Lin Zhao +1 · 2 citations
Computer Science · #Advanced Text Analysis Techniques #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
- Enhanced aspect-based sentiment analysis models with progressive self-supervised attention learning
2021/02/19 by Jinsong Su, Jialong Tang, Hui Jiang +6 · 6 citations
Computer Science · #Sentiment Analysis and Opinion Mining #Topic Modeling #Text and Document Classification Technologies
- The Trickle-down Impact of Reward (In-)consistency on RLHF
2023/09/28 by Lingfeng Shen, Shen, Lingfeng, Sihao Chen +13 · 3 citations
Computer Science · #Reinforcement Learning in Robotics
- LiteSearch: Efficacious Tree Search for LLM
2024/06/29 by Ante Wang, Linfeng Song, Wang, Ante +13 · 4 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Data Mining Algorithms and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Semantic Web and Ontologies
- Augmenting Multi-Turn Text-to-SQL Datasets with Self-Play
2022/10/21 by Qi Liu, Zihuiwen Ye, Liu, Qi +7 · 2 citations
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Speech and dialogue systems #Topic Modeling
- Improving LLM General Preference Alignment via Optimistic Online Mirror Descent
2025/02/24 by Yuheng Zhang, Zhang, Yuheng, Dongrui Yu +12 · 5 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Digital Rights Management and Security #FOS: Computer and information sciences #Machine Learning (cs.LG)
- AMR-to-text Generation with Synchronous Node Replacement Grammar
2017/02/01 by Linfeng Song, Xiaochang Peng, Song, Linfeng +7 · 2 citations
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Software Engineering Research #Topic Modeling
- SemBleu: A Robust Metric for AMR Parsing Evaluation
2019/05/26 by Linfeng Song, Daniel Gildea, Song, Linfeng +1 · 1 citation
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Text Readability and Simplification #Topic Modeling
- Online Back-Parsing for AMR-to-Text Generation
2020/10/09 by Xuefeng Bai, Bai, Xuefeng, Linfeng Song +3 · 1 citation
Biochemistry, Genetics and Molecular Biology · Computer Science · #Cancer-related gene regulation #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
- Structural Information Preserving for Graph-to-Text Generation
2021/02/12 by Linfeng Song, Song, Linfeng, Ante Wang +11 · 1 citation
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling
- Discover, Explanation, Improvement: An Automatic Slice Detection Framework for Natural Language Processing
2022/11/08 by Wenyue Hua, Lifeng Jin, Hua, Wenyue +9 · 1 citation
Computer Science · #Topic Modeling #Software Engineering Research #Natural Language Processing Techniques
- DeepTheorem: Advancing LLM Reasoning for Theorem Proving Through Natural Language and Reinforcement Learning
2025/05/29 by Ziyin Zhang, Zhang, Ziyin, Jiahao Xu +23 · 5 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Logic, programming, and type systems #Multi-Agent Systems and Negotiation #Software Engineering Research
- Evolving Language Models without Labels: Majority Drives Selection, Novelty Promotes Variation
2025/09/18 by Yujun Zhou, Zhou, Yujun, Liang, Zhenwen +16 · 11 citations
Computer Science · Medicine · #Topic Modeling #Artificial Intelligence in Healthcare and Education #Multimodal Machine Learning Applications
- Graph-based Neural Sentence Ordering
2019/12/16 by Yongjing Yin, Yin, Yongjing, Linfeng Song +9 · 1 citation
Computer Science · #Topic Modeling #Natural Language Processing Techniques #Text Readability and Simplification
- Towards Solving More Challenging IMO Problems via Decoupled Reasoning and Proving
2025/07/07 by Zhenwen Liang, Liang, Zhenwen, Linfeng Song +11 · 5 citations
Computer Science · #Artificial Intelligence (cs.AI) #Constraint Satisfaction and Optimization #FOS: Computer and information sciences #Logic in Computer Science (cs.LO) #Natural Language Processing Techniques #Topic Modeling
- N-ary Relation Extraction using Graph State LSTM
2018/08/28 by Linfeng Song, Song, Linfeng, Yue Zhang +5 · 1 citation
Computer Science · #Advanced Graph Neural Networks #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
- MPS-Prover: Advancing Stepwise Theorem Proving by Multi-Perspective Search and Data Curation
2025/05/16 by Zhenwen Liang, Liang, Zhenwen, Linfeng Song +11 · 5 citations
Computer Science · Materials Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning in Materials Science #Natural Language Processing Techniques #Topic Modeling
- Fine-Grained Self-Endorsement Improves Factuality and Reasoning
2024/02/23 by Ante Wang, Linfeng Song, Wang, Ante +13 · 1 citation
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Software Engineering Research #Topic Modeling
- Teaching LLMs to Refine with Tools
2024/12/22 by Dapeng Yu, Yu, Dian, Yanfeng Zhang +13 · 1 citation
Social Sciences · Computer Science · #Artificial Intelligence in Law #Natural Language Processing Techniques #Library Science and Information Systems
- Don't Get Lost in the Trees: Streamlining LLM Reasoning by Overcoming Tree Search Exploration Pitfalls
2025/02/16 by Ante Wang, Wang, Ante, Linfeng Song +15 · 1 citation
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques