Title
In-Token Rationality Optimization: Towards Accurate and Concise LLM Reasoning via Self-Feedback Mingye Zhu Yi Liu Zheren Fu Quan Wang Yongdong Zhang LLMAG LRM 203 0 0 13 Nov 2025
ReviewScore: Misinformed Peer Review Detection with Large Language Models Hyun Ryu Doohyuk Jang Hyemin S. Lee Joonhyun Jeong Gyeongman Kim ... Kwanhyung Lee Chanjae Park Heecheol Yun Gregor Betz Eunho Yang 131 0 0 25 Sep 2025
GPO: Learning from Critical Steps to Improve LLM Reasoning Jiahao Yu Zelei Cheng Xian Wu Xinyu Xing LRM 175 2 0 19 Sep 2025
Supervised Fine Tuning on Curated Data is Reinforcement Learning (and can be improved) Chongli Qin Jost Tobias Springenberg OffRL 203 11 0 17 Jul 2025
Can Large Reasoning Models Self-Train? Sheikh Shafayat Fahim Tajwar Ruslan Salakhutdinov J. Schneider Andrea Zanette ReLM OffRL LRM 369 19 0 27 May 2025
Bridging Supervised Learning and Reinforcement Learning in Math Reasoning Huayu Chen Kaiwen Zheng Qinsheng Zhang Ganqu Cui Yin Cui Haotian Ye Tsung-Yi Lin Ming-Yu Liu Jun Zhu Haoxiang Wang OffRL LRM 497 14 0 23 May 2025
STaR-SQL: Self-Taught Reasoner for Text-to-SQLAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Mingqian He Yongliang Shen Weinan Zhang Qiuying Peng Jun Wang Weiming Lu ReLM LRM 182 9 0 20 Feb 2025
Evolutionary Pre-Prompt Optimization for Mathematical Reasoning Mathurin Videau Alessandro Leite Marc Schoenauer O. Teytaud ReLM LRM 216 2 0 05 Dec 2024
Keep Guessing? When Considering Inference Scaling, Mind the BaselinesNorth American Chapter of the Association for Computational Linguistics (NAACL), 2024 G. Yona Or Honovich Omer Levy Roee Aharoni UQLM LRM 383 0 0 20 Oct 2024
Coevolving with the Other You: Fine-Tuning LLM with Sequential Cooperative Multi-Agent Reinforcement LearningNeural Information Processing Systems (NeurIPS), 2024 Hao Ma Tianyi Hu Zhiqiang Pu Boyin Liu Xiaolin Ai Yanyan Liang Min Chen 390 22 0 08 Oct 2024
Reasoning Paths Optimization: Learning to Reason and Explore From Diverse PathsConference on Empirical Methods in Natural Language Processing (EMNLP), 2024 Yew Ken Chia Guizhen Chen Weiwen Xu Luu Anh Tuan Soujanya Poria Lidong Bing LRM 212 3 0 07 Oct 2024
Interpreting and Improving Large Language Models in Arithmetic CalculationInternational Conference on Machine Learning (ICML), 2024 Wei Zhang Chaoqun Wan Yonggang Zhang Yiu-ming Cheung Xinmei Tian Xu Shen Jieping Ye LRM 313 36 0 03 Sep 2024
Weak-to-Strong Reasoning Yuqing Yang Yan Ma Pengfei Liu LRM 306 28 0 18 Jul 2024
Advancing Process Verification for Large Language Models via Tree-Based Preference Learning Mingqian He Yongliang Shen Wenqi Zhang Zeqi Tan Weiming Lu LRM 190 13 0 29 Jun 2024
PORT: Preference Optimization on Reasoning Traces Salem Lahlou Abdalgader Abubaker Hakim Hacid LRM 311 7 0 23 Jun 2024
Interactive Evolution: A Neural-Symbolic Self-Training Framework For Large Language Models Fangzhi Xu Qiushi Sun Kanzhi Cheng Jing Liu Yu Qiao Zhiyong Wu LLMAG 166 8 0 17 Jun 2024
Chain of Preference Optimization: Improving Chain-of-Thought Reasoning in LLMs Xuan Zhang Chao Du Tianyu Pang Qian Liu Wei Gao Min Lin LRM AI4CE 260 117 0 13 Jun 2024
AICoderEval: Improving AI Domain Code Generation of Large Language Models Yinghui Xia Yuyan Chen Tianyu Shi Jun Wang Jinsong Yang 138 5 0 07 Jun 2024
mCoT: Multilingual Instruction Tuning for Reasoning Consistency in Language Models Huiyuan Lai Malvina Nissim LRM 398 30 0 04 Jun 2024
NExT: Teaching Large Language Models to Reason about Code Execution Ansong Ni Miltiadis Allamanis Arman Cohan Yinlin Deng Kensen Shi Charles Sutton Pengcheng Yin ReLM LRM 251 60 0 23 Apr 2024
Self-Explore to Avoid the Pit: Improving the Reasoning Capabilities of Language Models with Fine-grained Rewards Hyeonbin Hwang Doyoung Kim Seungone Kim Seonghyeon Ye Minjoon Seo LRM ReLM 321 7 0 16 Apr 2024
Eliciting Better Multilingual Structured Reasoning from LLMs through Code Bryan Li Tamer Alkhouli Daniele Bonadiman Nikolaos Pappas Saab Mansour LRM 331 15 0 05 Mar 2024
Debug like a Human: A Large Language Model Debugger via Verifying Runtime Execution Step-by-step Li Zhong Zilong Wang Jingbo Shang 400 121 0 25 Feb 2024
An Empirical Study of Data Ability Boundary in LLMs' Math Reasoning Zui Chen Yezeng Chen Jiaqi Han Zhijie Huang Ji Qi Yi Zhou LRM 182 7 0 23 Feb 2024
Evaluating LLMs' Mathematical Reasoning in Financial Document Question Answering Pragya Srivastava Manuj Malik Vivek Gupta T. Ganu Dan Roth 242 37 0 17 Feb 2024
V-STaR: Training Verifiers for Self-Taught Reasoners Arian Hosseini Xingdi Yuan Nikolay Malkin Rameswar Panda Alessandro Sordoni Rishabh Agarwal ReLM LRM 297 191 0 09 Feb 2024
CodeIt: Self-Improving Language Models with Prioritized Hindsight Replay Natasha Butt Blazej Manczak Auke Wiggers Corrado Rainone David W. Zhang Michaël Defferrard Taco S. Cohen ReLM LRM 196 26 0 07 Feb 2024
Multi-step Problem Solving Through a Verifier: An Empirical Analysis on Model-induced Process Supervision Zihan Wang Yunxuan Li Yuexin Wu Liangchen Luo Le Hou Hongkun Yu Jingbo Shang LRM 200 42 0 05 Feb 2024
TinyGSM: achieving >80% on GSM8k with small language models Bingbin Liu Sébastien Bubeck Ronen Eldan Janardhan Kulkarni Yuanzhi Li Anh Nguyen Rachel A. Ward Yi Zhang ALM 231 56 0 14 Dec 2023
Beyond Human Data: Scaling Self-Training for Problem-Solving with Language Models Avi Singh John D. Co-Reyes Rishabh Agarwal Ankesh Anand Piyush Patil ... Yamini Bansal Ethan Dyer Behnam Neyshabur Jascha Narain Sohl-Dickstein Noah Fiedel ALM LRM ReLM SyDa 574 247 0 11 Dec 2023
SEGO: Sequential Subgoal Optimization for Mathematical Problem-Solving Xueliang Zhao Xinting Huang Wei Bi Lingpeng Kong LRM 221 1 0 19 Oct 2023
Exploration with Principles for Diverse AI Supervision Hao Liu Matei A. Zaharia Pieter Abbeel 274 2 0 13 Oct 2023
MuggleMath: Assessing the Impact of Query and Response Augmentation on Math ReasoningAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Chengpeng Li Zheng Yuan Hongyi Yuan Guanting Dong Keming Lu Jiancan Wu Chuanqi Tan Xiang Wang Chang Zhou LRM 290 42 0 09 Oct 2023
Resprompt: Residual Connection Prompting Advances Multi-Step Reasoning in Large Language ModelsNorth American Chapter of the Association for Computational Linguistics (NAACL), 2023 Song Jiang Zahra Shakeri Aaron Chan Maziar Sanjabi Hamed Firooz ... Bugra Akyildiz Luke Huan Jinchao Li Qifan Wang Asli Celikyilmaz LRM ReLM 265 10 0 07 Oct 2023
Large Language Model Cascades with Mixture of Thoughts Representations for Cost-efficient ReasoningInternational Conference on Learning Representations (ICLR), 2023 Murong Yue Jie Zhao Min Zhang Liang Du Ziyu Yao LRM 341 116 0 04 Oct 2023
L2CEval: Evaluating Language-to-Code Generation Capabilities of Large Language ModelsTransactions of the Association for Computational Linguistics (TACL), 2023 Ansong Ni Pengcheng Yin Yilun Zhao Chen Wei Yanjun Wang ... Mingyuan Zhang Chen Change Loy Yingbo Zhou Dragomir R. Radev Arman Cohan ELM 243 29 0 29 Sep 2023
WizardMath: Empowering Mathematical Reasoning for Large Language Models via Reinforced Evol-InstructInternational Conference on Learning Representations (ICLR), 2023 Haipeng Luo Qingfeng Sun Can Xu Lu Wang Jian-Guang Lou ... Xiubo Geng Qingwei Lin Shifeng Chen Yansong Tang Dongmei Zhang LRM OSLM 788 622 0 18 Aug 2023
Scaling Relationship on Learning Mathematical Reasoning with Large Language Models Zheng Yuan Hongyi Yuan Cheng Li Guanting Dong Keming Lu Chuanqi Tan Chang Zhou Jingren Zhou LRM ALM 307 281 0 03 Aug 2023
GRACE: Discriminator-Guided Chain-of-Thought ReasoningConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Muhammad Khalifa Lajanugen Logeswaran Moontae Lee Ho Hin Lee Lu Wang LRM 343 52 0 24 May 2023
Has It All Been Solved? Open NLP Research Questions Not Solved by Large Language ModelsInternational Conference on Language Resources and Evaluation (LREC), 2023 Oana Ignat Zhijing Jin Artem Abzaliev Laura Biester Santiago Castro ... Verónica Pérez-Rosas Siqi Shen Zekun Wang Winston Wu Amélie Reymond LRM 316 8 0 21 May 2023