Deplot: One-shot visual language reasoning by plot-to-table translation
Visual language such as charts and plots is ubiquitous in the human world. Comprehending
plots and charts requires strong reasoning skills. Prior state-of-the-art (SOTA) models …
plots and charts requires strong reasoning skills. Prior state-of-the-art (SOTA) models …
From Pixels to Insights: A Survey on Automatic Chart Understanding in the Era of Large Foundation Models
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 …
insights and aiding in informed decision-making. Automatic chart understanding has …
Scigraphqa: A large-scale synthetic multi-turn question-answering dataset for scientific graphs
S Li, N Tajbakhsh - arXiv preprint arXiv:2308.03349, 2023 - arxiv.org
In this work, we present SciGraphQA, a synthetic multi-turn question-answer dataset related
to academic graphs. SciGraphQA is 13 times larger than ChartVQA, the previously largest …
to academic graphs. SciGraphQA is 13 times larger than ChartVQA, the previously largest …
Multimodal automated fact-checking: A survey
Misinformation is often conveyed in multiple modalities, eg a miscaptioned image.
Multimodal misinformation is perceived as more credible by humans, and spreads faster …
Multimodal misinformation is perceived as more credible by humans, and spreads faster …
OneChart: Purify the Chart Structural Extraction via One Auxiliary Token
Chart parsing poses a significant challenge due to the diversity of styles, values, texts, and
so forth. Even advanced large vision-language models (LVLMs) with billions of parameters …
so forth. Even advanced large vision-language models (LVLMs) with billions of parameters …
Chartcheck: An evidence-based fact-checking dataset over real-world chart images
Data visualizations are common in the real-world. We often use them in data sources such
as scientific documents, news articles, textbooks, and social media to summarize key …
as scientific documents, news articles, textbooks, and social media to summarize key …
ChartInstruct: Instruction Tuning for Chart Comprehension and Reasoning
Charts provide visual representations of data and are widely used for analyzing information,
addressing queries, and conveying insights to others. Various chart-related downstream …
addressing queries, and conveying insights to others. Various chart-related downstream …
DOMINO: A Dual-System for Multi-step Visual Language Reasoning
Visual language reasoning requires a system to extract text or numbers from information-
dense images like charts or plots and perform logical or arithmetic reasoning to arrive at an …
dense images like charts or plots and perform logical or arithmetic reasoning to arrive at an …
Are Large Vision Language Models up to the Challenge of Chart Comprehension and Reasoning? An Extensive Investigation into the Capabilities and Limitations of …
Natural language is a powerful complementary modality of communication for data
visualizations, such as bar and line charts. To facilitate chart-based reasoning using natural …
visualizations, such as bar and line charts. To facilitate chart-based reasoning using natural …
Synthesize Step-by-Step: Tools Templates and LLMs as Data Generators for Reasoning-Based Chart VQA
Understanding data visualizations like charts and plots requires reasoning about both visual
elements and numerics. Although strong in extractive questions current chart visual question …
elements and numerics. Although strong in extractive questions current chart visual question …