Cognitive Behaviors that Enable Self-Improving Reasoners, or, Four Habits of Highly Effective STaRs

3 March 2025

Papers citing "Cognitive Behaviors that Enable Self-Improving Reasoners, or, Four Habits of Highly Effective STaRs"

23 / 23 papers shown

Title
Crosslingual Reasoning through Test-Time Scaling Zheng-Xin Yong Muhammad Farid Adilazuarda Jonibek Mansurov Ruochen Zhang Niklas Muennighoff Carsten Eickhoff Genta Indra Winata Julia Kreutzer Stephen H. Bach Alham Fikri Aji LRM ELM 46 0 0 08 May 2025
Reinforcement Learning for Reasoning in Large Language Models with One Training Example Yiping Wang Qing Yang Zhiyuan Zeng Liliang Ren L. Liu ... Jianfeng Gao Weizhu Chen S. Wang Simon S. Du Yelong Shen OffRL ReLM LRM 108 2 0 29 Apr 2025
Nemotron-Research-Tool-N1: Exploring Tool-Using Language Models with Reinforced Reasoning Shaokun Zhang Yi Dong Jieyu Zhang Jan Kautz Bryan Catanzaro Andrew Tao Qingyun Wu Zhiding Yu Guilin Liu LLMAG OffRL KELM LRM 86 0 0 25 Apr 2025
Stop Summation: Min-Form Credit Assignment Is All Process Reward Model Needs for Reasoning Jie Cheng Ruixi Qiao Lijun Li Chao Guo J. Z. Wang Gang Xiong Yisheng Lv Fei-Yue Wang LRM 44 0 0 21 Apr 2025
LongPerceptualThoughts: Distilling System-2 Reasoning for System-1 Perception Yuan-Hong Liao Sven Elflein Liu He Laura Leal-Taixe Yejin Choi Sanja Fidler David Acuna ReLM LRM VLM 39 0 0 21 Apr 2025
The Geometry of Self-Verification in a Task-Specific Reasoning Model Andrew Lee Lihao Sun Chris Wendler Fernanda Viégas Martin Wattenberg LRM 29 0 0 19 Apr 2025
Climbing the Ladder of Reasoning: What LLMs Can-and Still Can't-Solve after SFT? Yiyou Sun Georgia Zhou H. Wang D. Li Nouha Dziri Dawn Song ReLM ALM ELM LRM 69 0 1 16 Apr 2025
MT-R1-Zero: Advancing LLM-based Machine Translation via R1-Zero-like Reinforcement Learning Zhaopeng Feng Shaosheng Cao Jiahan Ren Jiayuan Su Ruizhe Chen Yan Zhang Zhe Xu Yao Hu Jian Wu Zuozhu Liu ALM LRM 55 1 0 14 Apr 2025
M1: Towards Scalable Test-Time Compute with Mamba Reasoning Models Junxiong Wang Wen-Ding Li Daniele Paliotta Daniel Ritter Alexander M. Rush Tri Dao LRM 24 0 0 14 Apr 2025
Echo Chamber: RL Post-training Amplifies Behaviors Learned in Pretraining Rosie Zhao Alexandru Meterez Sham Kakade C. Pehlevan Samy Jelassi Eran Malach ReLM LRM 38 2 0 10 Apr 2025
Leanabell-Prover: Posttraining Scaling in Formal Reasoning Jingyuan Zhang Qi Wang Xingguang Ji Y. Liu Yang Yue Fuzheng Zhang Di Zhang Guorui Zhou Kun Gai LRM 34 2 0 08 Apr 2025
Retro-Search: Exploring Untaken Paths for Deeper and Efficient Reasoning Ximing Lu Seungju Han David Acuna Hyunwoo Kim Jaehun Jung ... Niklas Muennighoff M. Patwary M. Shoeybi Bryan Catanzaro Yejin Choi ReLM LRM 42 2 0 06 Apr 2025
Rethinking Reflection in Pre-Training Essential AI Darsh J Shah Peter Rushton Somanshu Singla Mohit Parmar ... Philip Monk Platon Mazarakis Ritvik Kapila Saurabh Srivastava Tim Romanski ReLM LRM 40 3 0 05 Apr 2025
Rethinking RL Scaling for Vision Language Models: A Transparent, From-Scratch Framework and Comprehensive Evaluation Scheme Yan Ma Steffi Chern Xuyang Shen Yiran Zhong Pengfei Liu OffRL LRM 43 1 0 03 Apr 2025
ThinkPrune: Pruning Long Chain-of-Thought of LLMs via Reinforcement Learning Bairu Hou Yang Zhang Jiabao Ji Yujian Liu Kaizhi Qian Jacob Andreas Shiyu Chang OffRL LRM 56 3 0 02 Apr 2025
OpenCodeReasoning: Advancing Data Distillation for Competitive Coding Wasi Uddin Ahmad Sean Narenthiran Somshubra Majumdar Aleksander Ficek Siddhartha Jain Jocelyn Huang Vahid Noroozi Boris Ginsburg LRM 50 2 0 02 Apr 2025
ToM-RL: Reinforcement Learning Unlocks Theory of Mind in Small LLMs Yi-Long Lu Chunhui Zhang Jiajun Song Lifeng Fan Wei Wang OffRL 46 0 0 02 Apr 2025
JudgeLRM: Large Reasoning Models as a Judge Nuo Chen Zhiyuan Hu Qingyun Zou Jiaying Wu Qian Wang Bryan Hooi Bingsheng He ReLM ELM LRM 38 4 0 31 Mar 2025
Learning to Reason for Long-Form Story Generation Alexander Gurung Mirella Lapata ReLM OffRL LRM 53 0 0 28 Mar 2025
Controlling Large Language Model with Latent Actions Chengxing Jia Ziniu Li Pengyuan Wang Yi-Chen Li Zhenyu Hou Yuxiao Dong Y. Yu 51 0 0 27 Mar 2025
SimpleRL-Zoo: Investigating and Taming Zero Reinforcement Learning for Open Base Models in the Wild Weihao Zeng Yuzhen Huang Qian Liu Wei Liu Keqing He Zejun Ma Junxian He OffRL ReLM LRM 88 28 0 24 Mar 2025
Enhancing LLM Reasoning with Iterative DPO: A Comprehensive Empirical Investigation Songjun Tu Jiahao Lin Xiangyu Tian Qichao Zhang Linjing Li ... Nan Xu Wei He Xiangyuan Lan D. Jiang Dongbin Zhao LRM 42 2 0 17 Mar 2025
ReMA: Learning to Meta-think for LLMs with Multi-Agent Reinforcement Learning Ziyu Wan Yunxiang Li Y. Song Hanjing Wang Linyi Yang Mark W. Schmidt J. Wang Weinan Zhang Shuyue Hu Ying Wen LLMAG KELM LRM AI4CE 81 5 0 12 Mar 2025