ChartBench: A Benchmark for Complex Visual Reasoning in Charts

26 December 2023

Zhengzhuo Xu

Sinan Du

Yiyan Qi

Chengjin Xu

Chun Yuan

Jian Guo

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Papers citing "ChartBench: A Benchmark for Complex Visual Reasoning in Charts"

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Title
Reasoning-OCR: Can Large Multimodal Models Solve Complex Logical Reasoning Problems from OCR Cues? Haibin He Maoyuan Ye Jing Zhang Xiantao Cai Juhua Liu Bo Du Dacheng Tao LRM 17 0 0 19 May 2025
Reinforced MLLM: A Survey on RL-Based Reasoning in Multimodal Large Language Models Guanghao Zhou Panjia Qiu Chong Chen Rongxiang Weng Zheming Yang Jian Xu Minghui Qiu OffRL LRM 58 1 0 30 Apr 2025
Unmasking Deceptive Visuals: Benchmarking Multimodal Large Language Models on Misleading Chart Question Answering Zixin Chen Sicheng Song Kashun Shum Yanna Lin Rui Sheng Huamin Qu 62 2 0 23 Mar 2025
Chart-HQA: A Benchmark for Hypothetical Question Answering in Charts Xiangnan Chen Yuancheng Fang Qian Xiao Juncheng Billy Li J. Lin Siliang Tang Yi Yang Yueting Zhuang 70 0 0 06 Mar 2025
M2-omni: Advancing Omni-MLLM for Comprehensive Modality Support with Competitive Performance Qingpei Guo Kaiyou Song Zipeng Feng Ziping Ma Qinglong Zhang ... Yunxiao Sun Tai-WeiChang Jingdong Chen Ming Yang Jun Zhou MLLM VLM 90 3 0 26 Feb 2025
METAL: A Multi-Agent Framework for Chart Generation with Test-Time Scaling Bingxuan Li Yiwei Wang Jiuxiang Gu Kai-Wei Chang Nanyun Peng AI4CE 72 3 0 24 Feb 2025
Scaling Text-Rich Image Understanding via Code-Guided Synthetic Multimodal Data Generation Yue Yang Ajay Patel Matt Deitke Tanmay Gupta Luca Weihs ... Mark Yatskar Chris Callison-Burch Ranjay Krishna Aniruddha Kembhavi Christopher Clark SyDa 78 2 0 20 Feb 2025
MultiChartQA: Benchmarking Vision-Language Models on Multi-Chart Problems Zifeng Zhu Mengzhao Jia Zizhuo Zhang Lang Li Meng Jiang LRM 37 3 0 18 Oct 2024
CORE-Bench: Fostering the Credibility of Published Research Through a Computational Reproducibility Agent Benchmark Zachary S. Siegel Sayash Kapoor Nitya Nagdir Benedikt Stroebl Arvind Narayanan 39 9 0 17 Sep 2024
ChartMimic: Evaluating LMM's Cross-Modal Reasoning Capability via Chart-to-Code Generation Cheng Yang Chufan Shi Yaxin Liu Bo Shui Junjie Wang ... Yuxiang Zhang Gongye Liu Xiaomei Nie Deng Cai Yujiu Yang MLLM LRM 51 24 0 14 Jun 2024
TableVQA-Bench: A Visual Question Answering Benchmark on Multiple Table Domains Yoonsik Kim Moonbin Yim Ka Yeon Song LMTD 55 15 0 30 Apr 2024
Chart-based Reasoning: Transferring Capabilities from LLMs to VLMs Victor Carbune Hassan Mansoor Fangyu Liu Rahul Aralikatte Gilles Baechler Jindong Chen Abhanshu Sharma ReLM LRM 144 12 0 19 Mar 2024
ChartX & ChartVLM: A Versatile Benchmark and Foundation Model for Complicated Chart Reasoning Renqiu Xia Bo Zhang Hancheng Ye Xiangchao Yan Qi Liu ... Min Dou Botian Shi Junchi Yan Junchi Yan Yu Qiao LRM 66 56 0 19 Feb 2024
InternLM-XComposer2: Mastering Free-form Text-Image Composition and Comprehension in Vision-Language Large Model Xiao-wen Dong Pan Zhang Yuhang Zang Yuhang Cao Bin Wang ... Conghui He Xingcheng Zhang Yu Qiao Dahua Lin Jiaqi Wang VLM MLLM 89 245 0 29 Jan 2024
DeepSeek LLM: Scaling Open-Source Language Models with Longtermism DeepSeek-AI Xiao Bi : Xiao Bi Deli Chen Guanting Chen ... Yao Zhao Shangyan Zhou Shunfeng Zhou Qihao Zhu Yuheng Zou LRM ALM 139 314 0 05 Jan 2024
CogAgent: A Visual Language Model for GUI Agents Wenyi Hong Weihan Wang Qingsong Lv Jiazheng Xu Wenmeng Yu ... Juanzi Li Bin Xu Yuxiao Dong Ming Ding Jie Tang MLLM 142 330 0 14 Dec 2023
MiniGPT-v2: large language model as a unified interface for vision-language multi-task learning Jun Chen Deyao Zhu Xiaoqian Shen Xiang Li Zechun Liu Pengchuan Zhang Raghuraman Krishnamoorthi Vikas Chandra Yunyang Xiong Mohamed Elhoseiny MLLM 160 445 0 14 Oct 2023
UReader: Universal OCR-free Visually-situated Language Understanding with Multimodal Large Language Model Jiabo Ye Anwen Hu Haiyang Xu Qinghao Ye Mingshi Yan ... Ji Zhang Qin Jin Liang He Xin Lin Feiyan Huang VLM MLLM 129 86 0 08 Oct 2023
mPLUG-Owl: Modularization Empowers Large Language Models with Multimodality Qinghao Ye Haiyang Xu Guohai Xu Jiabo Ye Ming Yan ... Junfeng Tian Qiang Qi Ji Zhang Feiyan Huang Jingren Zhou VLM MLLM 210 906 0 27 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 320 4,279 0 30 Jan 2023
Pix2Struct: Screenshot Parsing as Pretraining for Visual Language Understanding Kenton Lee Mandar Joshi Iulia Turc Hexiang Hu Fangyu Liu Julian Martin Eisenschlos Urvashi Khandelwal Peter Shaw Ming-Wei Chang Kristina Toutanova CLIP VLM 169 264 0 07 Oct 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 384 12,081 0 04 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 447 8,650 0 28 Jan 2022