Chart-to-Text: A Large-Scale Benchmark for Chart Summarization

12 March 2022

Shankar Kanthara

Rixie Tiffany Ko Leong

Papers citing "Chart-to-Text: A Large-Scale Benchmark for Chart Summarization"

46 / 96 papers shown

Title
ChartInstruct: Instruction Tuning for Chart Comprehension and Reasoning Ahmed Masry Mehrad Shahmohammadi Md. Rizwan Parvez Enamul Hoque Shafiq R. Joty 42 31 0 14 Mar 2024
Chart4Blind: An Intelligent Interface for Chart Accessibility Conversion Omar Moured Morris Baumgarten-Egemole Alina Roitberg Karin Muller Thorsten Schwarz Rainer Stiefelhagen 50 7 0 11 Mar 2024
DeepSeek-VL: Towards Real-World Vision-Language Understanding Haoyu Lu Wen Liu Bo Zhang Bing-Li Wang Kai Dong ... Yaofeng Sun Chengqi Deng Hanwei Xu Zhenda Xie Chong Ruan VLM 36 292 0 08 Mar 2024
ChartReformer: Natural Language-Driven Chart Image Editing Pengyu Yan Mahesh Bhosale Jay Lal Bikhyat Adhikari David Doermann 26 6 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 55 52 0 19 Feb 2024
Beyond Traditional Benchmarks: Analyzing Behaviors of Open LLMs on Data-to-Text Generation Zdeněk Kasner Ondrej Dusek 33 8 0 18 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 27 45 0 04 Jan 2024
ChartBench: A Benchmark for Complex Visual Reasoning in Charts Zhengzhuo Xu Sinan Du Yiyan Qi Chengjin Xu Chun Yuan Jian Guo 35 34 0 26 Dec 2023
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 Shafiq R. Joty LRM 28 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 Ren Fung Zhenhailong Wang Lingyu Zhang Shih-Fu Chang Heng Ji 19 33 0 15 Dec 2023
mPLUG-PaperOwl: Scientific Diagram Analysis with the Multimodal Large Language Model Anwen Hu Yaya Shi Haiyang Xu Jiabo Ye Qinghao Ye Mingshi Yan Chenliang Li Qi Qian Ji Zhang Fei Huang MLLM 36 25 0 30 Nov 2023
ChartLlama: A Multimodal LLM for Chart Understanding and Generation Yucheng Han C. Zhang Xin Chen Xu Yang Zhibin Wang Gang Yu Bin-Bin Fu Hanwang Zhang MLLM 19 93 0 27 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 99 0 15 Nov 2023
ChartCheck: Explainable Fact-Checking over Real-World Chart Images Mubashara Akhtar Nikesh Subedi Vivek Gupta Sahar Tahmasebi O. Cocarascu Elena Simperl HAI 24 3 0 13 Nov 2023
GPT-4 as an Effective Zero-Shot Evaluator for Scientific Figure Captions Ting-Yao Hsu Chieh-Yang Huang Ryan A. Rossi Sungchul Kim C. Lee Giles ‘Kenneth’ Huang 21 12 0 23 Oct 2023
Natural Language Dataset Generation Framework for Visualizations Powered by Large Language Models Hyung-Kwon Ko Hyeon Jeon Gwanmo Park Dae Hyun Kim Nam Wook Kim Juho Kim Jinwook Seo 13 21 0 19 Sep 2023
Reviving Static Charts into Live Charts Lu Ying Yun Wang Haotian Li Shuguang Dou Haidong Zhang Xinyang Jiang Huamin Qu Yingcai Wu 36 17 0 06 Sep 2023
ChartDETR: A Multi-shape Detection Network for Visual Chart Recognition Wenyuan Xue Dapeng Chen Baosheng Yu Yifei Chen Sai Zhou Wei Peng 14 3 0 15 Aug 2023
What Is the Difference Between a Mountain and a Molehill? Quantifying Semantic Labeling of Visual Features in Line Charts Dennis Bromley V. Setlur 23 10 0 02 Aug 2023
Tackling Hallucinations in Neural Chart Summarization Saad Obaid ul Islam Iza vSkrjanec Ondrej Dusek Vera Demberg HILM 29 7 0 01 Aug 2023
InkSight: Leveraging Sketch Interaction for Documenting Chart Findings in Computational Notebooks Yanna Lin Haotian Li Leni Yang Aoyu Wu Huamin Qu 30 29 0 16 Jul 2023
VisText: A Benchmark for Semantically Rich Chart Captioning Benny J. Tang Angie Boggust Arvind Satyanarayan 23 76 0 28 Jun 2023
Enhanced Chart Understanding in Vision and Language Task via Cross-modal Pre-training on Plot Table Pairs Mingyang Zhou Yi Ren Fung Long Chen Christopher Thomas Heng Ji Shih-Fu Chang 18 11 0 29 May 2023
A Systematic Study and Comprehensive Evaluation of ChatGPT on Benchmark Datasets Md Tahmid Rahman Laskar M Saiful Bari Mizanur Rahman Md Amran Hossen Bhuiyan Shafiq R. Joty J. Huang LM&MA ELM ALM 41 179 0 29 May 2023
Is GPT-4 a Good Data Analyst? Liying Cheng Xingxuan Li Lidong Bing LM&MA ELM 11 93 0 24 May 2023
UniChart: A Universal Vision-language Pretrained Model for Chart Comprehension and Reasoning Ahmed Masry P. Kavehzadeh Do Xuan Long Enamul Hoque Shafiq R. Joty LRM 19 100 0 24 May 2023
APPLS: Evaluating Evaluation Metrics for Plain Language Summarization Yue Guo Tal August Gondy Leroy T. Cohen Lucy Lu Wang 55 9 0 23 May 2023
LineFormer: Rethinking Line Chart Data Extraction as Instance Segmentation Jay Lal Aditya Mitkari Mahesh Bhosale David Doermann 29 2 0 03 May 2023
ChartSumm: A Comprehensive Benchmark for Automatic Chart Summarization of Long and Short Summaries Raian Rahman Rizvi Hasan Abdullah Al Farhad Md Tahmid Rahman Laskar Md. Hamjajul Ashmafee A. Kamal 19 23 0 26 Apr 2023
Structure Diagram Recognition in Financial Announcements Meixuan Qiao Jun Wang Junfu Xiang Qiyu Hou Ruixuan Li 32 1 0 26 Apr 2023
Data-centric Artificial Intelligence: A Survey Daochen Zha Zaid Pervaiz Bhat Kwei-Herng Lai Fan Yang Zhimeng Jiang Shaochen Zhong Xia Hu 18 191 0 17 Mar 2023
TabGenie: A Toolkit for Table-to-Text Generation Zdeněk Kasner E. Garanina Ondvrej Plátek Ondrej Dusek LMTD 24 8 0 27 Feb 2023
Summaries as Captions: Generating Figure Captions for Scientific Documents with Automated Text Summarization Huang Chieh-Yang Ting-Yao Hsu Ryan A. Rossi A. Nenkova Sungchul Kim G. Chan Eunyee Koh C. Lee Giles Ting-Hao 'Kenneth' Huang 14 16 0 23 Feb 2023
SeeChart: Enabling Accessible Visualizations Through Interactive Natural Language Interface For People with Visual Impairments Md. Zubair Ibne Alam Shehnaz Islam Enamul Hoque 15 14 0 15 Feb 2023
Reading and Reasoning over Chart Images for Evidence-based Automated Fact-Checking Mubashara Akhtar O. Cocarascu Elena Simperl 21 25 0 27 Jan 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 88 0 20 Dec 2022
MatCha: Enhancing Visual Language Pretraining with Math Reasoning and Chart Derendering Fangyu Liu Francesco Piccinno Syrine Krichene Chenxi Pang Kenton Lee Mandar Joshi Yasemin Altun Nigel Collier Julian Martin Eisenschlos VLM LRM 19 89 0 19 Dec 2022
TaTa: A Multilingual Table-to-Text Dataset for African Languages Sebastian Gehrmann Sebastian Ruder Vitaly Nikolaev Jan A. Botha Michael Chavinda Ankur P. Parikh Clara E. Rivera LMTD 19 10 0 31 Oct 2022
OpenCQA: Open-ended Question Answering with Charts Shankar Kantharaj Do Xuan Long Rixie Tiffany Ko Leong J. Tan Enamul Hoque Shafiq R. Joty 21 47 0 12 Oct 2022
Striking a Balance: Reader Takeaways and Preferences when Integrating Text and Charts Chase Stokes V. Setlur Bridget Cogley Arvind Satyanarayan Marti A. Hearst 28 52 0 02 Aug 2022
Innovations in Neural Data-to-text Generation: A Survey Mandar Sharma Ajay K. Gogineni Naren Ramakrishnan 29 10 0 25 Jul 2022
LineCap: Line Charts for Data Visualization Captioning Models Anita Mahinpei Zona Kostic Christy Tanner VLM 27 17 0 15 Jul 2022
Chart Question Answering: State of the Art and Future Directions Enamul Hoque P. Kavehzadeh Ahmed Masry 13 41 0 08 May 2022
VinVL: Revisiting Visual Representations in Vision-Language Models Pengchuan Zhang Xiujun Li Xiaowei Hu Jianwei Yang Lei Zhang Lijuan Wang Yejin Choi Jianfeng Gao ObjD VLM 260 157 0 02 Jan 2021
Reference-Aware Language Models Zichao Yang Phil Blunsom Chris Dyer Wang Ling 210 80 0 05 Nov 2016