MMC: Advancing Multimodal Chart Understanding with Large-scale Instruction Tuning

15 November 2023

Fuxiao Liu

Wenlin Yao

Dong Yu

Papers citing "MMC: Advancing Multimodal Chart Understanding with Large-scale Instruction Tuning"

50 / 70 papers shown

Title
ICon: In-Context Contribution for Automatic Data Selection Yixin Yang Qingxiu Dong Linli Yao Fangwei Zhu Zhifang Sui 41 0 0 08 May 2025
Data Metabolism: An Efficient Data Design Schema For Vision Language Model Jingyuan Zhang Hongzhi Zhang Zhou Haonan Chenxi Sun Xingguang Ji Jiakang Wang Fanheng Kong Y. Liu Qi Wang Fuzheng Zhang VLM 53 1 0 10 Apr 2025
Capybara-OMNI: An Efficient Paradigm for Building Omni-Modal Language Models Xingguang Ji Jiakang Wang Hongzhi Zhang Jingyuan Zhang Haonan Zhou Chenxi Sun Y. Liu Qi Wang Fuzheng Zhang MLLM VLM 58 0 0 10 Apr 2025
RAISE: Reinforenced Adaptive Instruction Selection For Large Language Models Lv Qingsong Yangning Li Zihua Lan Zishan Xu Jiwei Tang Yinghui Li Wenhao Jiang Hai-tao Zheng Philip S. Yu 30 0 0 09 Apr 2025
Skip-Vision: Efficient and Scalable Acceleration of Vision-Language Models via Adaptive Token Skipping Weili Zeng Ziyuan Huang Kaixiang Ji Yichao Yan VLM 42 1 0 26 Mar 2025
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
SlowFast-LLaVA-1.5: A Family of Token-Efficient Video Large Language Models for Long-Form Video Understanding Mingze Xu Mingfei Gao Shiyu Li Jiasen Lu Zhe Gan Zhengfeng Lai Meng Cao Kai Kang Y. Yang Afshin Dehghan 51 1 0 24 Mar 2025
HCT-QA: A Benchmark for Question Answering on Human-Centric Tables M. Ahmad Zan Naeem Michaël Aupetit A. Elmagarmid M. Eltabakh Xiasong Ma M. Ouzzani Chaoyi Ruan LMTD 50 0 0 09 Mar 2025
PP-DocBee: Improving Multimodal Document Understanding Through a Bag of Tricks Feng Ni Kui Huang Yao Lu Wenyu Lv Guanzhong Wang Zeyu Chen Y. Liu VLM 42 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 77 3 0 26 Feb 2025
MOVE: A Mixture-of-Vision-Encoders Approach for Domain-Focused Vision-Language Processing Matvey Skripkin Elizaveta Goncharova Dmitrii Tarasov Andrey Kuznetsov 63 0 0 24 Feb 2025
Multimodal Large Language Models for Text-rich Image Understanding: A Comprehensive Review Pei Fu Tongkun Guan Zining Wang Zhentao Guo Chen Duan ... Boming Chen Jiayao Ma Qianyi Jiang Kai Zhou Junfeng Luo VLM 53 0 0 23 Feb 2025
A statistically consistent measure of Semantic Variability using Language Models Yi Liu 57 0 0 01 Feb 2025
OpenCharacter: Training Customizable Role-Playing LLMs with Large-Scale Synthetic Personas Xiaoyang Wang H. Zhang Tao Ge W. Yu Dian Yu Dong Yu AI4CE 36 2 0 28 Jan 2025
ChartCoder: Advancing Multimodal Large Language Model for Chart-to-Code Generation Xuanle Zhao Xianzhen Luo Qi Shi C. L. P. Chen Shuo Wang Wanxiang Che Zhiyuan Liu Maosong Sun MLLM 54 2 0 11 Jan 2025
Unleashing the Power of Data Tsunami: A Comprehensive Survey on Data Assessment and Selection for Instruction Tuning of Language Models Yulei Qin Yuncheng Yang Pengcheng Guo Gang Li Hang Shao Yuchen Shi Zihan Xu Yun Gu Ke Li Xing Sun ALM 85 11 0 31 Dec 2024
HoVLE: Unleashing the Power of Monolithic Vision-Language Models with Holistic Vision-Language Embedding Chenxin Tao Shiqian Su X. Zhu Chenyu Zhang Zhe Chen ... Wenhai Wang Lewei Lu Gao Huang Yu Qiao Jifeng Dai MLLM VLM 102 1 0 20 Dec 2024
MegaCOIN: Enhancing Medium-Grained Color Perception for Vision-Language Models Ming-Chang Chiu Shicheng Wen Pin-Yu Chen Xuezhe Ma 64 0 0 05 Dec 2024
DOGE: Towards Versatile Visual Document Grounding and Referring Yinan Zhou Yuxin Chen Haokun Lin Shuyu Yang Li Zhu Zhongang Qi Chen Ma Ying Shan ObjD 76 2 0 26 Nov 2024
Distill Visual Chart Reasoning Ability from LLMs to MLLMs Wei He Zhiheng Xi Wanxu Zhao Xiaoran Fan Yiwen Ding Zifei Shan Tao Gui Qi Zhang Xuanjing Huang LRM 51 5 0 24 Oct 2024
Infinity-MM: Scaling Multimodal Performance with Large-Scale and High-Quality Instruction Data Shuhao Gu Jialing Zhang Siyuan Zhou Kevin Yu Zhaohu Xing ... Yufeng Cui Xinlong Wang Yaoqi Liu Fangxiang Feng Guang Liu SyDa VLM MLLM 30 17 0 24 Oct 2024
Mini-InternVL: A Flexible-Transfer Pocket Multimodal Model with 5% Parameters and 90% Performance Zhangwei Gao Zhe Chen Erfei Cui Yiming Ren Weiyun Wang ... Lewei Lu Tong Lu Yu Qiao Jifeng Dai Wenhai Wang VLM 62 22 0 21 Oct 2024
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
Unearthing Skill-Level Insights for Understanding Trade-Offs of Foundation Models Mazda Moayeri Vidhisha Balachandran Varun Chandrasekaran Safoora Yousefi Thomas Fel S. Feizi Besmira Nushi Neel Joshi Vibhav Vineet 24 2 0 17 Oct 2024
Mono-InternVL: Pushing the Boundaries of Monolithic Multimodal Large Language Models with Endogenous Visual Pre-training Gen Luo Xue Yang Wenhan Dou Zhaokai Wang Jifeng Dai Jifeng Dai Yu Qiao Xizhou Zhu VLM MLLM 59 25 0 10 Oct 2024
EMOVA: Empowering Language Models to See, Hear and Speak with Vivid Emotions Kai Chen Yunhao Gou Runhui Huang Zhili Liu Daxin Tan ... Qun Liu Jun Yao Lu Hou Hang Xu Hang Xu AuLLM MLLM VLM 62 21 0 26 Sep 2024
A Survey on Multimodal Benchmarks: In the Era of Large AI Models Lin Li Guikun Chen Hanrong Shi Jun Xiao Long Chen 34 9 0 21 Sep 2024
NVLM: Open Frontier-Class Multimodal LLMs Wenliang Dai Nayeon Lee Boxin Wang Zhuoling Yang Zihan Liu Jon Barker Tuomas Rintamaki M. Shoeybi Bryan Catanzaro Wei Ping MLLM VLM LRM 40 50 0 17 Sep 2024
PUB: Plot Understanding Benchmark and Dataset for Evaluating Large Language Models on Synthetic Visual Data Interpretation Aneta Pawelec Victoria Sara Wesołowska Zuzanna Bączek Piotr Sankowski 26 0 0 04 Sep 2024
A Survey on Evaluation of Multimodal Large Language Models Jiaxing Huang Jingyi Zhang LM&MA ELM LRM 43 20 0 28 Aug 2024
Advancing Multimodal Large Language Models in Chart Question Answering with Visualization-Referenced Instruction Tuning Xingchen Zeng Haichuan Lin Yilin Ye Wei Zeng 48 13 0 29 Jul 2024
On Pre-training of Multimodal Language Models Customized for Chart Understanding Wan-Cyuan Fan Yen-Chun Chen Mengchen Liu Lu Yuan Leonid Sigal 36 4 0 19 Jul 2024
Unraveling the Truth: Do LLMs really Understand Charts? A Deep Dive into Consistency and Robustness Srija Mukhopadhyay Adnan Qidwai Aparna Garimella Pritika Ramu Vivek Gupta Dan Roth 50 1 0 15 Jul 2024
The Synergy between Data and Multi-Modal Large Language Models: A Survey from Co-Development Perspective Zhen Qin Daoyuan Chen Wenhao Zhang Liuyi Yao Yilun Huang Bolin Ding Yaliang Li Shuiguang Deng 48 5 0 11 Jul 2024
Multimodal Self-Instruct: Synthetic Abstract Image and Visual Reasoning Instruction Using Language Model Wenqi Zhang Zhenglin Cheng Yuanyu He Mengna Wang Yongliang Shen ... Guiyang Hou Mingqian He Yanna Ma Weiming Lu Yueting Zhuang SyDa 59 9 0 09 Jul 2024
OmChat: A Recipe to Train Multimodal Language Models with Strong Long Context and Video Understanding Tiancheng Zhao Qianqian Zhang Kyusong Lee Peng Liu Lu Zhang Chunxin Fang Jiajia Liao Kelei Jiang Yibo Ma Ruochen Xu MLLM VLM 41 5 0 06 Jul 2024
ChartGemma: Visual Instruction-tuning for Chart Reasoning in the Wild Ahmed Masry Megh Thakkar Aayush Bajaj Aaryaman Kartha Enamul Hoque Shafiq R. Joty VLM 33 26 0 04 Jul 2024
InternLM-XComposer-2.5: A Versatile Large Vision Language Model Supporting Long-Contextual Input and Output Pan Zhang Xiaoyi Dong Yuhang Zang Yuhang Cao Rui Qian ... Kai Chen Jifeng Dai Yu Qiao Dahua Lin Jiaqi Wang 43 98 0 03 Jul 2024
On Efficient Language and Vision Assistants for Visually-Situated Natural Language Understanding: What Matters in Reading and Reasoning Geewook Kim Minjoon Seo VLM 27 2 0 17 Jun 2024
INS-MMBench: A Comprehensive Benchmark for Evaluating LVLMs' Performance in Insurance Chenwei Lin Hanjia Lyu Xian Xu Jiebo Luo 27 1 0 13 Jun 2024
OmniCorpus: A Unified Multimodal Corpus of 10 Billion-Level Images Interleaved with Text Qingyun Li Zhe Chen Weiyun Wang Wenhai Wang Shenglong Ye ... Dahua Lin Yu Qiao Botian Shi Conghui He Jifeng Dai VLM OffRL 45 19 0 12 Jun 2024
MLLMGuard: A Multi-dimensional Safety Evaluation Suite for Multimodal Large Language Models Tianle Gu Zeyang Zhou Kexin Huang Dandan Liang Yixu Wang ... Keqing Wang Yujiu Yang Yan Teng Yu Qiao Yingchun Wang ELM 33 9 0 11 Jun 2024
Deconstructing The Ethics of Large Language Models from Long-standing Issues to New-emerging Dilemmas Chengyuan Deng Yiqun Duan Xin Jin Heng Chang Yijun Tian ... Kuofeng Gao Sihong He Jun Zhuang Lu Cheng Haohan Wang AILaw 38 16 0 08 Jun 2024
StrucTexTv3: An Efficient Vision-Language Model for Text-rich Image Perception, Comprehension, and Beyond Pengyuan Lyu Yulin Li Hao Zhou Weihong Ma Xingyu Wan ... Liang Wu Chengquan Zhang Kun Yao Errui Ding Jingdong Wang 36 7 0 31 May 2024
The Evolution of Multimodal Model Architectures S. Wadekar Abhishek Chaurasia Aman Chadha Eugenio Culurciello 41 13 0 28 May 2024
A Survey of Multimodal Large Language Model from A Data-centric Perspective Tianyi Bai Hao Liang Binwang Wan Yanran Xu Xi Li ... Ping-Chia Huang Jiulong Shan Conghui He Binhang Yuan Wentao Zhang 47 36 0 26 May 2024
Rethinking Overlooked Aspects in Vision-Language Models Yuan Liu Le Tian Xiao Zhou Jie Zhou VLM 30 2 0 20 May 2024
TableVQA-Bench: A Visual Question Answering Benchmark on Multiple Table Domains Yoonsik Kim Moonbin Yim Ka Yeon Song LMTD 37 15 0 30 Apr 2024
How Far Are We to GPT-4V? Closing the Gap to Commercial Multimodal Models with Open-Source Suites Zhe Chen Weiyun Wang Hao Tian Shenglong Ye Zhangwei Gao ... Tong Lu Dahua Lin Yu Qiao Jifeng Dai Wenhai Wang MLLM VLM 49 513 0 25 Apr 2024
TinyChart: Efficient Chart Understanding with Visual Token Merging and Program-of-Thoughts Learning Liang Zhang Anwen Hu Haiyang Xu Mingshi Yan Yichen Xu Qin Jin Ji Zhang Fei Huang 39 15 0 25 Apr 2024