ChartQA: A Benchmark for Question Answering about Charts with Visual and Logical Reasoning

19 March 2022

Papers citing "ChartQA: A Benchmark for Question Answering about Charts with Visual and Logical Reasoning"

28 / 128 papers shown

Title
Draw-and-Understand: Leveraging Visual Prompts to Enable MLLMs to Comprehend What You Want Weifeng Lin Xinyu Wei Ruichuan An Peng Gao Bocheng Zou Yulin Luo Siyuan Huang Shanghang Zhang Hongsheng Li VLM 71 33 0 29 Mar 2024
Synthesize Step-by-Step: Tools, Templates and LLMs as Data Generators for Reasoning-Based Chart VQA Zhuowan Li Bhavan A. Jasani Peng Tang Shabnam Ghadar LRM 39 8 0 25 Mar 2024
CoTBal: Comprehensive Task Balancing for Multi-Task Visual Instruction Tuning Yanqi Dai Dong Jing Nanyi Fei Zhiwu Lu Nanyi Fei Guoxing Yang Zhiwu Lu 55 3 0 07 Mar 2024
Enhancing Vision-Language Pre-training with Rich Supervisions Yuan Gao Kunyu Shi Pengkai Zhu Edouard Belval Oren Nuriel Srikar Appalaraju Shabnam Ghadar Vijay Mahadevan Zhuowen Tu Stefano Soatto VLM CLIP 67 12 0 05 Mar 2024
ChartReformer: Natural Language-Driven Chart Image Editing Pengyu Yan Mahesh Bhosale Jay Lal Bikhyat Adhikari David Doermann 34 7 0 01 Mar 2024
SIMPLOT: Enhancing Chart Question Answering by Distilling Essentials Wonjoong Kim S. Park Yeonjun In Seokwon Han Chanyoung Park LRM ReLM 32 3 0 22 Feb 2024
ChartX & ChartVLM: A Versatile Benchmark and Foundation Model for Complicated Chart Reasoning Renqiu Xia Bo-Wen Zhang Hancheng Ye Xiangchao Yan Qi Liu ... Min Dou Botian Shi Junchi Yan Junchi Yan Yu Qiao LRM 63 56 0 19 Feb 2024
SPHINX-X: Scaling Data and Parameters for a Family of Multi-modal Large Language Models Chris Liu Renrui Zhang Longtian Qiu Siyuan Huang Weifeng Lin ... Hao Shao Pan Lu Hongsheng Li Yu Qiao Peng Gao MLLM 130 109 0 08 Feb 2024
LLaVA-MoLE: Sparse Mixture of LoRA Experts for Mitigating Data Conflicts in Instruction Finetuning MLLMs Shaoxiang Chen Zequn Jie Lin Ma MoE 45 47 0 29 Jan 2024
ChartAssisstant: A Universal Chart Multimodal Language Model via Chart-to-Table Pre-training and Multitask Instruction Tuning Fanqing Meng Wenqi Shao Quanfeng Lu Peng Gao Kaipeng Zhang Yu Qiao Ping Luo 34 46 0 04 Jan 2024
Do LLMs Work on Charts? Designing Few-Shot Prompts for Chart Question Answering and Summarization Do Xuan Long Mohammad Hassanpour Ahmed Masry P. Kavehzadeh Enamul Hoque Chenyu You LRM 30 9 0 17 Dec 2023
Do LVLMs Understand Charts? Analyzing and Correcting Factual Errors in Chart Captioning Kung-Hsiang Huang Mingyang Zhou Hou Pong Chan Yi R. Fung Zhenhailong Wang Lingyu Zhang Shih-Fu Chang Chenhui Xu 21 33 0 15 Dec 2023
Depicting Beyond Scores: Advancing Image Quality Assessment through Multi-modal Language Models Zhiyuan You Zheyuan Li Jinjin Gu Zhenfei Yin Tianfan Xue Chao Dong EGVM 26 35 0 14 Dec 2023
Text as Images: Can Multimodal Large Language Models Follow Printed Instructions in Pixels? Xiujun Li Yujie Lu Zhe Gan Jianfeng Gao William Y. Wang Yejin Choi VLM MLLM 35 2 0 29 Nov 2023
Towards Improving Document Understanding: An Exploration on Text-Grounding via MLLMs Yonghui Wang Wen-gang Zhou Hao Feng Keyi Zhou Houqiang Li 66 19 0 22 Nov 2023
MMC: Advancing Multimodal Chart Understanding with Large-scale Instruction Tuning Fuxiao Liu Xiaoyang Wang Wenlin Yao Jianshu Chen Kaiqiang Song Sangwoo Cho Yaser Yacoob Dong Yu 24 100 0 15 Nov 2023
DCQA: Document-Level Chart Question Answering towards Complex Reasoning and Common-Sense Understanding Anran Wu Luwei Xiao Xingjiao Wu Shuwen Yang Junjie Xu Zisong Zhuang Nian Xie Cheng Jin Liang He 32 0 0 29 Oct 2023
PaLI-3 Vision Language Models: Smaller, Faster, Stronger Xi Chen Xiao Wang Lucas Beyer Alexander Kolesnikov Jialin Wu ... Keran Rong Tianli Yu Daniel Keysers Xiao-Qi Zhai Radu Soricut MLLM VLM 41 94 0 13 Oct 2023
GenPlot: Increasing the Scale and Diversity of Chart Derendering Data Brendan Artley 23 1 0 20 Jun 2023
Enhanced Chart Understanding in Vision and Language Task via Cross-modal Pre-training on Plot Table Pairs Mingyang Zhou Yi R. Fung Long Chen Christopher Thomas Heng Ji Shih-Fu Chang 26 11 0 29 May 2023
PaLI-X: On Scaling up a Multilingual Vision and Language Model Xi Chen Josip Djolonga Piotr Padlewski Basil Mustafa Soravit Changpinyo ... Mojtaba Seyedhosseini A. Angelova Xiaohua Zhai N. Houlsby Radu Soricut VLM 71 190 0 29 May 2023
ChartReader: A Unified Framework for Chart Derendering and Comprehension without Heuristic Rules Zhi-Qi Cheng Qianwen Dai Siyao Li Jingdong Sun Teruko Mitamura Alexander G. Hauptmann 29 21 0 05 Apr 2023
Can Pre-trained Vision and Language Models Answer Visual Information-Seeking Questions? Yang Chen Hexiang Hu Yi Luan Haitian Sun Soravit Changpinyo Alan Ritter Ming-Wei Chang 48 80 0 23 Feb 2023
DePlot: One-shot visual language reasoning by plot-to-table translation Fangyu Liu Julian Martin Eisenschlos Francesco Piccinno Syrine Krichene Chenxi Pang Kenton Lee Mandar Joshi Wenhu Chen Nigel Collier Yasemin Altun VLM ReLM LRM 27 89 0 20 Dec 2022
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
ScreenQA: Large-Scale Question-Answer Pairs over Mobile App Screenshots Yu-Chung Hsiao Fedir Zubach Maria Wang Jindong Chen Victor Carbune Jason Lin Maria Wang Yun Zhu Jindong Chen RALM 160 26 0 16 Sep 2022
Chart Question Answering: State of the Art and Future Directions Enamul Hoque P. Kavehzadeh Ahmed Masry 21 41 0 08 May 2022
Unifying Vision-and-Language Tasks via Text Generation Jaemin Cho Jie Lei Hao Tan Joey Tianyi Zhou MLLM 277 525 0 04 Feb 2021