From Pixels to Insights: A Survey on Automatic Chart Understanding in the Era of Large Foundation Models

KH Huang, HP Chan, YR Fung, H Qiu, M Zhou… - arXiv preprint arXiv …, 2024 - arxiv.org
Data visualization in the form of charts plays a pivotal role in data analysis, offering critical
insights and aiding in informed decision-making. Automatic chart understanding has …

Multimodal misinformation detection using large vision-language models

S Tahmasebi, E Müller-Budack, R Ewerth - Proceedings of the 33rd ACM …, 2024 - dl.acm.org
The increasing proliferation of misinformation and its alarming impact have motivated both
industry and academia to develop approaches for misinformation detection and fact …

Chartgemma: Visual instruction-tuning for chart reasoning in the wild

A Masry, M Thakkar, A Bajaj, A Kartha, E Hoque… - arXiv preprint arXiv …, 2024 - arxiv.org
Given the ubiquity of charts as a data analysis, visualization, and decision-making tool
across industries and sciences, there has been a growing interest in developing pre-trained …

Chartx & chartvlm: A versatile benchmark and foundation model for complicated chart reasoning

R Xia, B Zhang, H Ye, X Yan, Q Liu, H Zhou… - arXiv preprint arXiv …, 2024 - arxiv.org
Recently, many versatile Multi-modal Large Language Models (MLLMs) have emerged
continuously. However, their capacity to query information depicted in visual charts and …

ChartInstruct: Instruction Tuning for Chart Comprehension and Reasoning

A Masry, M Shahmohammadi, MR Parvez… - arXiv preprint arXiv …, 2024 - arxiv.org
Charts provide visual representations of data and are widely used for analyzing information,
addressing queries, and conveying insights to others. Various chart-related downstream …

" The Data Says Otherwise"—Towards Automated Fact-checking and Communication of Data Claims

Y Fu, S Guo, J Hoffswell, V S. Bursztyn… - Proceedings of the 37th …, 2024 - dl.acm.org
Fact-checking data claims requires data evidence retrieval and analysis, which can become
tedious and intractable when done manually. This work presents Aletheia, an automated fact …

Verifying Cross-modal Entity Consistency in News using Vision-language Models

S Tahmasebi, E Müller-Budack, R Ewerth - arXiv preprint arXiv …, 2025 - arxiv.org
The web has become a crucial source of information, but it is also used to spread
disinformation, often conveyed through multiple modalities like images and text. The …

Show and Tell: Exploring Large Language Model's Potential in Formative Educational Assessment of Data Stories

N Sivakumar, LK Chen, P Papasani… - 2024 IEEE VIS …, 2024 - ieeexplore.ieee.org
Crafting accurate and insightful narratives from data visualization is essential in data
storytelling. Like creative writing, where one reads to write a story, data professionals must …

Inference and Reasoning for Semi-Structured Tables

V Gupta - 2023 - search.proquest.com
Semi-structured tabular data, such as ones in e-commerce product descriptions, annual
financial reports, sports score statistics, scientific articles, etc., are ubiquitous in real-world …