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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

Srija Mukhopadhyay
Adnan Qidwai
Aparna Garimella
Pritika Ramu
Vivek Gupta
Dan Roth
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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
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
130
2
0
20 Feb 2025
CharXiv: Charting Gaps in Realistic Chart Understanding in Multimodal LLMs
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
22
52
0
26 Jun 2024
ChartX & ChartVLM: A Versatile Benchmark and Foundation Model for Complicated Chart Reasoning
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
77
61
0
19 Feb 2024
GPT-4 Technical Report
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
331
13,788
0
15 Mar 2023
DVQA: Understanding Data Visualizations via Question Answering
DVQA: Understanding Data Visualizations via Question Answering
Kushal Kafle
Brian L. Price
Scott D. Cohen
Christopher Kanan
AIMat
42
379
0
24 Jan 2018