MatCha: Enhancing Visual Language Pretraining with Math Reasoning and
Chart Derendering

MatCha: Enhancing Visual Language Pretraining with Math Reasoning and Chart Derendering

19 December 2022

Francesco Piccinno

Syrine Krichene

Julian Martin Eisenschlos

Papers citing "MatCha: Enhancing Visual Language Pretraining with Math Reasoning and Chart Derendering"

14 / 14 papers shown

Title
DomainCQA: Crafting Expert-Level QA from Domain-Specific Charts Ling Zhong Yujing Lu Jing Yang Weiming Li Peng Wei Yongheng Wang Manni Duan Qing Zhang 45 0 0 25 Mar 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
MultiChartQA: Benchmarking Vision-Language Models on Multi-Chart Problems Zifeng Zhu Mengzhao Jia Z. Zhang Lang Li Meng-Long Jiang LRM 37 3 0 18 Oct 2024
EvoChart: A Benchmark and a Self-Training Approach Towards Real-World Chart Understanding Muye Huang Han Lai Xinyu Zhang Wenjun Wu Jie Ma Lingling Zhang Jun Liu 33 4 0 03 Sep 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 53 52 0 19 Feb 2024
GenPlot: Increasing the Scale and Diversity of Chart Derendering Data Brendan Artley 18 1 0 20 Jun 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 19 21 0 05 Apr 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 158 259 0 07 Oct 2022
Binding Language Models in Symbolic Languages Zhoujun Cheng Tianbao Xie Peng Shi Chengzu Li Rahul Nadkarni ... Dragomir R. Radev Mari Ostendorf Luke Zettlemoyer Noah A. Smith Tao Yu LMTD 109 195 0 06 Oct 2022
PreSTU: Pre-Training for Scene-Text Understanding Jihyung Kil Soravit Changpinyo Xi Chen Hexiang Hu Sebastian Goodman Wei-Lun Chao Radu Soricut VLM 135 29 0 12 Sep 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 315 8,261 0 28 Jan 2022
Reasoning Like Program Executors Xinyu Pi Qian Liu Bei Chen Morteza Ziyadi Zeqi Lin Qiang Fu Yan Gao Jian-Guang Lou Weizhu Chen ReLM LRM 246 52 0 27 Jan 2022
Visually Grounded Reasoning across Languages and Cultures Fangyu Liu Emanuele Bugliarello E. Ponti Siva Reddy Nigel Collier Desmond Elliott VLM LRM 98 167 0 28 Sep 2021
Unifying Vision-and-Language Tasks via Text Generation Jaemin Cho Jie Lei Hao Tan Mohit Bansal MLLM 249 518 0 04 Feb 2021