Title
Benchmarking Multimodal Mathematical Reasoning with Explicit Visual Dependency Zhikai Wang Jiashuo Sun W. Zhang Zhiqiang Hu Xin Li F. Wang Deli Zhao VLM LRM 70 0 0 24 Apr 2025
Explain with Visual Keypoints Like a Real Mentor! A Benchmark for Multimodal Solution Explanation J. S. Park J. Park Dongju Jang Jiwan Chung Byungwoo Yoo Jaewoo Shin S. Park Taehyeong Kim Youngjae Yu 33 0 0 04 Apr 2025
Teaching LLMs for Step-Level Automatic Math Correction via Reinforcement Learning J. Li Jie Zhou Yutao Yang Bihao Zhan Qianjun Pan Yuyang Ding Qin Chen Jiang Bo Xin Lin Liang He LRM 49 0 0 24 Mar 2025
A Survey on Mathematical Reasoning and Optimization with Large Language Models Ali Forootani OffRL LRM AI4CE 35 0 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 J. Han Lanqing Hong Hang Xu Xiaodan Liang ReLM LRM 49 6 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 J. Han Lanqing Hong Hang Xu Xiaodan Liang LRM 99 5 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 29 1 0 17 Sep 2024
Beyond Accuracy: Evaluating the Reasoning Behavior of Large Language Models -- A Survey Philipp Mondorf Barbara Plank ELM LRM LM&MA 22 20 0 02 Apr 2024
Dynamic Planning with a LLM Gautier Dagan Frank Keller A. Lascarides LLMAG 80 34 0 11 Aug 2023
Controlled Text Generation with Natural Language Instructions Wangchunshu Zhou Yuchen Eleanor Jiang Ethan Gotlieb Wilcox Ryan Cotterell Mrinmaya Sachan 136 84 0 27 Apr 2023
Baldur: Whole-Proof Generation and Repair with Large Language Models E. First M. Rabe Talia Ringer Yuriy Brun 47 90 0 08 Mar 2023
A Multi-Modal Neural Geometric Solver with Textual Clauses Parsed from Diagram Ming-Liang Zhang Fei Yin Cheng-Lin Liu AI4CE 45 21 0 22 Feb 2023
Prompting Large Language Models With the Socratic Method Edward Y. Chang LRM ELM 45 46 0 17 Feb 2023
Rethinking with Retrieval: Faithful Large Language Model Inference Hangfeng He Hongming Zhang Dan Roth KELM LRM 130 151 0 31 Dec 2022
Draft, Sketch, and Prove: Guiding Formal Theorem Provers with Informal Proofs Albert Q. Jiang Sean Welleck Jin Peng Zhou Wenda Li Jiacheng Liu M. Jamnik Timothée Lacroix Yuhuai Wu Guillaume Lample AIMat 50 154 0 21 Oct 2022
Language Models are Multilingual Chain-of-Thought Reasoners Freda Shi Mirac Suzgun Markus Freitag Xuezhi Wang Suraj Srivats ... Yi Tay Sebastian Ruder Denny Zhou Dipanjan Das Jason W. Wei ReLM LRM 160 320 0 06 Oct 2022
Complexity-Based Prompting for Multi-Step Reasoning Yao Fu Hao-Chun Peng Ashish Sabharwal Peter Clark Tushar Khot ReLM LRM 143 298 0 03 Oct 2022
Autoformalization with Large Language Models Yuhuai Wu Albert Q. Jiang Wenda Li M. Rabe Charles Staats M. Jamnik Christian Szegedy AI4CE 105 107 0 25 May 2022
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 291 2,712 0 24 May 2022
PGDP5K: A Diagram Parsing Dataset for Plane Geometry Problems Yihan Hao Mingliang Zhang Fei Yin Linlin Huang AIMat 39 14 0 20 May 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 277 3,163 0 21 Mar 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 313 8,261 0 28 Jan 2022
Meta-learning via Language Model In-context Tuning Yanda Chen Ruiqi Zhong Sheng Zha George Karypis He He 208 125 0 15 Oct 2021
MathBERT: A Pre-Trained Model for Mathematical Formula Understanding Shuai Peng Ke Yuan Liangcai Gao Zhi Tang AIMat 33 101 0 02 May 2021
What Makes Good In-Context Examples for GPT- $3$ ? Jiachang Liu Dinghan Shen Yizhe Zhang Bill Dolan Lawrence Carin Weizhu Chen AAML RALM 272 1,296 0 17 Jan 2021
LIME: Learning Inductive Bias for Primitives of Mathematical Reasoning Yuhuai Wu M. Rabe Wenda Li Jimmy Ba Roger C. Grosse Christian Szegedy AIMat LRM 52 51 0 15 Jan 2021
Pre-trained Models for Natural Language Processing: A Survey Xipeng Qiu Tianxiang Sun Yige Xu Yunfan Shao Ning Dai Xuanjing Huang LM&MA VLM 224 1,281 0 18 Mar 2020
Scaling Laws for Neural Language Models Jared Kaplan Sam McCandlish T. Henighan Tom B. Brown B. Chess R. Child Scott Gray Alec Radford Jeff Wu Dario Amodei 217 3,054 0 23 Jan 2020