Decoupled Visual Interpretation and Linguistic Reasoning for Math Problem Solving

23 May 2025

Papers citing "Decoupled Visual Interpretation and Linguistic Reasoning for Math Problem Solving"

26 / 26 papers shown

Title
Why Vision Language Models Struggle with Visual Arithmetic? Towards Enhanced Chart and Geometry Understanding Kung-Hsiang Huang Can Qin Haoyi Qiu Philippe Laban Shafiq Joty Caiming Xiong Chien-Sheng Wu VLM 225 4 0 17 Feb 2025
DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning DeepSeek-AI Daya Guo Dejian Yang Haowei Zhang Junxiao Song ... Shiyu Wang S. Yu Shunfeng Zhou Shuting Pan S.S. Li ReLM VLM OffRL AI4TS LRM 318 1,611 0 22 Jan 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 157 15 0 18 Nov 2024
O1 Replication Journey: A Strategic Progress Report -- Part 1 Yiwei Qin Xuefeng Li Haoyang Zou Yixiu Liu Shijie Xia ... Yixin Ye Weizhe Yuan Hector Liu Yuezun Li Pengfei Liu VLM 81 86 0 08 Oct 2024
LLaMA-Berry: Pairwise Optimization for O1-like Olympiad-Level Mathematical Reasoning Di Zhang Jianbo Wu Jingdi Lei Tong Che Jiatong Li ... Shufei Zhang Marco Pavone Yuqiang Li Wanli Ouyang Dongzhan Zhou LRM 60 52 0 03 Oct 2024
InfiMM-WebMath-40B: Advancing Multimodal Pre-Training for Enhanced Mathematical Reasoning Xiaotian Han Yiren Jian Xuefeng Hu Haogeng Liu Yiqi Wang ... Yuang Ai Huaibo Huang Ran He Zhenheng Yang Quanzeng You LRM AI4CE 45 20 0 19 Sep 2024
MultiMath: Bridging Visual and Mathematical Reasoning for Large Language Models Shuai Peng Di Fu Liangcai Gao Xiuqin Zhong Hongguang Fu Zhi Tang MLLM VLM LRM 41 18 0 30 Aug 2024
Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters Charlie Snell Jaehoon Lee Kelvin Xu Aviral Kumar LRM 143 626 0 06 Aug 2024
Are We on the Right Way for Evaluating Large Vision-Language Models? Lin Chen Jinsong Li Xiao-wen Dong Pan Zhang Yuhang Zang ... Haodong Duan Jiaqi Wang Yu Qiao Dahua Lin Feng Zhao VLM 96 269 0 29 Mar 2024
MathVerse: Does Your Multi-modal LLM Truly See the Diagrams in Visual Math Problems? Renrui Zhang Dongzhi Jiang Yichi Zhang Haokun Lin Ziyu Guo ... Aojun Zhou Pan Lu Kai-Wei Chang Peng Gao Hongsheng Li 55 221 0 21 Mar 2024
How Far Are We from Intelligent Visual Deductive Reasoning? Yizhe Zhang Richard He Bai Ruixiang Zhang Jiatao Gu Shuangfei Zhai J. Susskind Navdeep Jaitly ReLM LRM 73 17 0 07 Mar 2024
DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models Zhihong Shao Peiyi Wang Qihao Zhu Runxin Xu Jun-Mei Song ... Haowei Zhang Mingchuan Zhang Yiming Li Yu-Huan Wu Daya Guo ReLM LRM 108 1,073 0 05 Feb 2024
G-LLaVA: Solving Geometric Problem with Multi-Modal Large Language Model Jiahui Gao Renjie Pi Jipeng Zhang Jiacheng Ye Wanjun Zhong ... Lanqing Hong Jianhua Han Hang Xu Zhenguo Li Lingpeng Kong SyDa ReLM LRM 84 111 0 18 Dec 2023
Math-Shepherd: Verify and Reinforce LLMs Step-by-step without Human Annotations Peiyi Wang Lei Li Zhihong Shao R. X. Xu Damai Dai Yifei Li Deli Chen Y.Wu Zhifang Sui AIMat LRM ALM 106 344 0 14 Dec 2023
The Role of Chain-of-Thought in Complex Vision-Language Reasoning Task Yifan Wu Pengchuan Zhang Wenhan Xiong Barlas Oğuz James C. Gee Yixin Nie LRM 39 18 0 15 Nov 2023
Improved Baselines with Visual Instruction Tuning Haotian Liu Chunyuan Li Yuheng Li Yong Jae Lee VLM MLLM 108 2,672 0 05 Oct 2023
MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts Pan Lu Hritik Bansal Tony Xia Jiacheng Liu Chun-yue Li Hannaneh Hajishirzi Hao Cheng Kai-Wei Chang Michel Galley Jianfeng Gao LRM MLLM 91 605 0 03 Oct 2023
Qwen Technical Report Jinze Bai Shuai Bai Yunfei Chu Zeyu Cui Kai Dang ... Zhenru Zhang Chang Zhou Jingren Zhou Xiaohuan Zhou Tianhang Zhu OSLM 231 1,792 0 28 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 88 380 0 21 Sep 2023
MM-Vet: Evaluating Large Multimodal Models for Integrated Capabilities Weihao Yu Zhengyuan Yang Linjie Li Jianfeng Wang Kevin Qinghong Lin Zicheng Liu Xinchao Wang Lijuan Wang MLLM 92 677 0 04 Aug 2023
Direct Preference Optimization: Your Language Model is Secretly a Reward Model Rafael Rafailov Archit Sharma E. Mitchell Stefano Ermon Christopher D. Manning Chelsea Finn ALM 313 3,895 0 29 May 2023
MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models Deyao Zhu Jun Chen Xiaoqian Shen Xiang Li Mohamed Elhoseiny VLM MLLM 126 2,007 0 20 Apr 2023
Visual Instruction Tuning Haotian Liu Chunyuan Li Qingyang Wu Yong Jae Lee SyDa VLM MLLM 433 4,715 0 17 Apr 2023
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models Junnan Li Dongxu Li Silvio Savarese Steven C. H. Hoi VLM MLLM 401 4,527 0 30 Jan 2023
Flamingo: a Visual Language Model for Few-Shot Learning Jean-Baptiste Alayrac Jeff Donahue Pauline Luc Antoine Miech Iain Barr ... Mikolaj Binkowski Ricardo Barreira Oriol Vinyals Andrew Zisserman Karen Simonyan MLLM VLM 344 3,515 0 29 Apr 2022
BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation Junnan Li Dongxu Li Caiming Xiong Guosheng Lin MLLM BDL VLM CLIP 501 4,324 0 28 Jan 2022