Unraveling the Truth: Do LLMs really Understand Charts? A Deep Dive into
Consistency and Robustness

Unraveling the Truth: Do LLMs really Understand Charts? A Deep Dive into Consistency and Robustness

15 July 2024

Srija Mukhopadhyay

Aparna Garimella

Vivek Gupta

Dan Roth

Papers citing "Unraveling the Truth: Do LLMs really Understand Charts? A Deep Dive into Consistency and Robustness"

5 / 5 papers shown

Title
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 142 2 0 20 Feb 2025
CharXiv: Charting Gaps in Realistic Chart Understanding in Multimodal LLMs Zirui Wang Mengzhou Xia Luxi He Howard Chen Yitao Liu ... Haotian Liu Sadhika Malladi Alexis Chevalier Sanjeev Arora Danqi Chen 26 52 0 26 Jun 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 86 61 0 19 Feb 2024
GPT-4 Technical Report OpenAI OpenAI OpenAI Josh Achiam Steven Adler Sandhini Agarwal Lama Ahmad ... Shengjia Zhao Tianhao Zheng Juntang Zhuang William Zhuk Barret Zoph LLMAG MLLM 410 13,788 0 15 Mar 2023
DVQA: Understanding Data Visualizations via Question Answering Kushal Kafle Brian L. Price Scott D. Cohen Christopher Kanan AIMat 46 379 0 24 Jan 2018