Title
Benchmarking Multimodal Mathematical Reasoning with Explicit Visual Dependency Zhikai Wang Jiashuo Sun Weinan Zhang Zhiqiang Hu Xin Li F. Wang Deli Zhao VLM LRM 116 1 0 24 Apr 2025
Explain with Visual Keypoints Like a Real Mentor! A Benchmark for Multimodal Solution Explanation J. S. Park Jinho Park Dongju Jang Jiwan Chung Byungwoo Yoo Jaewoo Shin Sangkwon Park Taehyeong Kim Youngjae Yu 66 0 0 04 Apr 2025
Teaching LLMs for Step-Level Automatic Math Correction via Reinforcement Learning Jia-Nan Li Jie Zhou Yutao Yang Bihao Zhan Qianjun Pan Yuyang Ding Qin Chen Jiang Bo Xin Lin Liang He LRM 88 0 0 24 Mar 2025
A Survey on Mathematical Reasoning and Optimization with Large Language Models Ali Forootani OffRL LRM AI4CE 76 1 0 22 Mar 2025
Can Atomic Step Decomposition Enhance the Self-structured Reasoning of Multimodal Large Models? Kun Xiang Zhili Liu Zihao Jiang Yunshuang Nie Kaixin Cai ... Yu-Jie Yuan Jiawei Han Lanqing Hong Hang Xu Xiaodan Liang ReLM LRM 120 9 0 08 Mar 2025
AtomThink: A Slow Thinking Framework for Multimodal Mathematical Reasoning Kun Xiang Zhili Liu Zihao Jiang Yunshuang Nie Runhui Huang ... Yihan Zeng Jiawei Han Lanqing Hong Hang Xu Xiaodan Liang LRM 152 14 0 18 Nov 2024
Surveying the MLLM Landscape: A Meta-Review of Current Surveys Ming Li Keyu Chen Ziqian Bi Ming Liu Benji Peng ... Jinlang Wang Sen Zhang X. Pan Jiawei Xu Pohsun Feng OffRL 75 2 0 17 Sep 2024
Beyond Accuracy: Evaluating the Reasoning Behavior of Large Language Models -- A Survey Philipp Mondorf Barbara Plank ELM LRM LM&MA 72 43 0 02 Apr 2024
LLMSTEP: LLM proofstep suggestions in Lean Sean Welleck Rahul Saha 19 24 0 27 Oct 2023
Llemma: An Open Language Model For Mathematics Zhangir Azerbayev Hailey Schoelkopf Keiran Paster Marco Dos Santos Stephen Marcus McAleer Albert Q. Jiang Jia Deng Stella Biderman Sean Welleck CLL 56 282 0 16 Oct 2023
Improving Large Language Model Fine-tuning for Solving Math Problems Yixin Liu Avi Singh C. D. Freeman John D. Co-Reyes Peter J. Liu LRM ReLM 55 46 0 16 Oct 2023
OpenWebMath: An Open Dataset of High-Quality Mathematical Web Text Keiran Paster Marco Dos Santos Zhangir Azerbayev Jimmy Ba LRM 55 88 0 10 Oct 2023
Resprompt: Residual Connection Prompting Advances Multi-Step Reasoning in Large Language Models Song Jiang Zahra Shakeri Aaron Chan Maziar Sanjabi Hamed Firooz ... Bugra Akyildiz Yizhou Sun Jinchao Li Qifan Wang Asli Celikyilmaz LRM ReLM 37 8 0 07 Oct 2023
Language Agent Tree Search Unifies Reasoning Acting and Planning in Language Models Xiaoxiao Sun Yang Yang Michal Shlapentokh-Rothman Haohan Wang Yu-Xiong Wang LRM AI4CE LM&Ro LLMAG 54 199 0 06 Oct 2023
Thought Propagation: An Analogical Approach to Complex Reasoning with Large Language Models Junchi Yu Ran He Rex Ying LRM 89 27 0 06 Oct 2023
Can Language Models Employ the Socratic Method? Experiments with Code Debugging Erfan Al-Hossami Razvan Bunescu Justin Smith Ryan Teehan LRM 49 13 0 04 Oct 2023
SocREval: Large Language Models with the Socratic Method for Reference-Free Reasoning Evaluation Hangfeng He Hongming Zhang Dan Roth LRM ELM ReLM 63 15 0 29 Sep 2023
ToRA: A Tool-Integrated Reasoning Agent for Mathematical Problem Solving Zhibin Gou Zhihong Shao Yeyun Gong Yelong Shen Yujiu Yang Minlie Huang Nan Duan Weizhu Chen LRM AI4CE LLMAG 66 151 0 29 Sep 2023
Navigate through Enigmatic Labyrinth A Survey of Chain of Thought Reasoning: Advances, Frontiers and Future Zheng Chu Jingchang Chen Qianglong Chen Weijiang Yu Tao He Haotian Wang Weihua Peng Ming-Yuan Liu Bing Qin Ting Liu LRM AI4CE 71 166 0 27 Sep 2023
MetaMath: Bootstrap Your Own Mathematical Questions for Large Language Models L. Yu Weisen Jiang Han Shi Jincheng Yu Zhengying Liu Yu Zhang James T. Kwok Zheng Li Adrian Weller Weiyang Liu OSLM LRM 71 363 0 21 Sep 2023
SCREWS: A Modular Framework for Reasoning with Revisions K. Shridhar Harsh Jhamtani Hao Fang Benjamin Van Durme Jason Eisner Patrick Xia KELM LRM 43 14 0 20 Sep 2023
Tree of Uncertain Thoughts Reasoning for Large Language Models Shentong Mo Miao Xin LRM AI4CE 22 12 0 14 Sep 2023
A Survey of Hallucination in Large Foundation Models Vipula Rawte A. Sheth Amitava Das HILM LRM 119 370 0 12 Sep 2023
MAmmoTH: Building Math Generalist Models through Hybrid Instruction Tuning Xiang Yue Xingwei Qu Ge Zhang Yao Fu Wenhao Huang Huan Sun Yu-Chuan Su Wenhu Chen AIMat LRM 97 391 0 11 Sep 2023
GPT Can Solve Mathematical Problems Without a Calculator Zhiyong Yang Ming Ding Qingsong Lv Zhihuan Jiang Zehai He Yuyi Guo Jinfeng Bai Jie Tang RALM LRM 59 54 0 06 Sep 2023
Making Large Language Models Better Reasoners with Alignment Peiyi Wang Lei Li Liang Chen Feifan Song Binghuai Lin Yunbo Cao Tianyu Liu Zhifang Sui ALM LRM 67 68 0 05 Sep 2023
MathAttack: Attacking Large Language Models Towards Math Solving Ability Zihao Zhou Qiufeng Wang Mingyu Jin Jie Yao Jianan Ye Wei Liu Wei Wang Xiaowei Huang Kaizhu Huang AAML 52 27 0 04 Sep 2023
ISR-LLM: Iterative Self-Refined Large Language Model for Long-Horizon Sequential Task Planning Zhehua Zhou Jiayang Song Kunpeng Yao Zhan Shu Lei Ma 32 60 0 26 Aug 2023
Instruction Tuning for Large Language Models: A Survey Shengyu Zhang Linfeng Dong Xiaoya Li Sen Zhang Xiaofei Sun ... Jiwei Li Runyi Hu Tianwei Zhang Leilei Gan Guoyin Wang LM&MA 71 570 0 21 Aug 2023
Graph of Thoughts: Solving Elaborate Problems with Large Language Models Maciej Besta Nils Blach Aleš Kubíček Robert Gerstenberger Michal Podstawski ... Joanna Gajda Tomasz Lehmann H. Niewiadomski Piotr Nyczyk Torsten Hoefler LRM AI4CE LM&Ro 85 654 0 18 Aug 2023
WizardMath: Empowering Mathematical Reasoning for Large Language Models via Reinforced Evol-Instruct Haipeng Luo Qingfeng Sun Can Xu Pu Zhao Jian-Guang Lou ... Xiubo Geng Qingwei Lin Shifeng Chen Yansong Tang Dongmei Zhang LRM OSLM 139 439 0 18 Aug 2023
Boosting Logical Reasoning in Large Language Models through a New Framework: The Graph of Thought Bin Lei Pei-Hung Lin C. Liao Caiwen Ding ReLM ELM LRM AI4CE 37 39 0 16 Aug 2023
Solving Challenging Math Word Problems Using GPT-4 Code Interpreter with Code-based Self-Verification Aojun Zhou Ke Wang Zimu Lu Weikang Shi Sichun Luo ... Shaoqing Lu Anya Jia Linqi Song Mingjie Zhan Hongsheng Li ReLM LRM 45 154 0 15 Aug 2023
Dynamic Planning with a LLM Gautier Dagan Frank Keller A. Lascarides LLMAG 115 34 0 11 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 60 184 0 03 Aug 2023
Tool Documentation Enables Zero-Shot Tool-Usage with Large Language Models Cheng-Yu Hsieh Sibei Chen Chun-Liang Li Yasuhisa Fujii Alexander Ratner Chen-Yu Lee Ranjay Krishna Tomas Pfister LLMAG SyDa 79 43 0 01 Aug 2023
SelfCheck: Using LLMs to Zero-Shot Check Their Own Step-by-Step Reasoning Ning Miao Yee Whye Teh Tom Rainforth ReLM LRM 27 124 0 01 Aug 2023
Llama 2: Open Foundation and Fine-Tuned Chat Models Hugo Touvron Louis Martin Kevin R. Stone Peter Albert Amjad Almahairi ... Sharan Narang Aurelien Rodriguez Robert Stojnic Sergey Edunov Thomas Scialom AI4MH ALM 206 11,636 0 18 Jul 2023
A Comprehensive Overview of Large Language Models Humza Naveed Asad Ullah Khan Shi Qiu Muhammad Saqib Saeed Anwar Muhammad Usman Naveed Akhtar Nick Barnes Ajmal Mian OffRL 85 572 0 12 Jul 2023
Length Generalization in Arithmetic Transformers Samy Jelassi Stéphane dÁscoli Carles Domingo-Enrich Yuhuai Wu Yuan-Fang Li Franccois Charton 41 40 0 27 Jun 2023
Deductive Verification of Chain-of-Thought Reasoning Z. Ling Yunhao Fang Xuanlin Li Zhiao Huang Mingu Lee Roland Memisevic Hao Su ReLM LRM 45 130 0 06 Jun 2023
Let's Verify Step by Step Hunter Lightman V. Kosaraju Yura Burda Harrison Edwards Bowen Baker Teddy Lee Jan Leike John Schulman Ilya Sutskever K. Cobbe ALM OffRL LRM 98 1,044 0 31 May 2023
AdaPlanner: Adaptive Planning from Feedback with Language Models Haotian Sun Yuchen Zhuang Lingkai Kong Bo Dai Chao Zhang LLMAG 37 131 0 26 May 2023
The Art of SOCRATIC QUESTIONING: Recursive Thinking with Large Language Models Jingyuan Qi Zhiyang Xu Ying Shen Minqian Liu dingnan jin Qifan Wang Lifu Huang ReLM LRM KELM 30 12 0 24 May 2023
Reasoning with Language Model is Planning with World Model Shibo Hao Yi Gu Haodi Ma Joshua Jiahua Hong Zhen Wang D. Wang Zhiting Hu ReLM LRM LLMAG 96 551 0 24 May 2023
Enhancing Chat Language Models by Scaling High-quality Instructional Conversations Ning Ding Yulin Chen Bokai Xu Yujia Qin Zhi Zheng Shengding Hu Zhiyuan Liu Maosong Sun Bowen Zhou ALM 87 511 0 23 May 2023
Goat: Fine-tuned LLaMA Outperforms GPT-4 on Arithmetic Tasks Tiedong Liu K. H. Low ALM 53 84 0 23 May 2023
CRITIC: Large Language Models Can Self-Correct with Tool-Interactive Critiquing Zhibin Gou Zhihong Shao Yeyun Gong Yelong Shen Yujiu Yang Nan Duan Weizhu Chen KELM LRM 41 378 0 19 May 2023
ToolkenGPT: Augmenting Frozen Language Models with Massive Tools via Tool Embeddings Shibo Hao Tianyang Liu Zhen Wang Zhiting Hu RALM LLMAG 94 175 0 19 May 2023
Tree of Thoughts: Deliberate Problem Solving with Large Language Models Shunyu Yao Dian Yu Jeffrey Zhao Izhak Shafran Thomas Griffiths Yuan Cao Karthik Narasimhan LM&Ro LRM AI4CE 108 1,850 0 17 May 2023