[HTML][HTML] Generative ai for visualization: State of the art and future directions
Y Ye, J Hao, Y Hou, Z Wang, S ** review
Rapid growth in the generation of data from various sources has made data visualisation a
valuable tool for analysing data. However, visual analysis can be a challenging task, not …
valuable tool for analysing data. However, visual analysis can be a challenging task, not …
Chartassisstant: A universal chart multimodal language model via chart-to-table pre-training and multitask instruction tuning
Charts play a vital role in data visualization, understanding data patterns, and informed
decision-making. However, their unique combination of graphical elements (eg, bars, lines) …
decision-making. However, their unique combination of graphical elements (eg, bars, lines) …
Opencqa: Open-ended question answering with charts
S Kantharaj, XL Do, RTK Leong, JQ Tan… - arxiv preprint arxiv …, 2022 - arxiv.org
Charts are very popular to analyze data and convey important insights. People often analyze
visualizations to answer open-ended questions that require explanatory answers …
visualizations to answer open-ended questions that require explanatory answers …
Exploring chart question answering for blind and low vision users
Data visualizations can be complex or involve numerous data points, making them
impractical to navigate using screen readers alone. Question answering (QA) systems have …
impractical to navigate using screen readers alone. Question answering (QA) systems have …
Advancing multimodal large language models in chart question answering with visualization-referenced instruction tuning
Emerging multimodal large language models (MLLMs) exhibit great potential for chart
question answering (CQA). Recent efforts primarily focus on scaling up training datasets (ie …
question answering (CQA). Recent efforts primarily focus on scaling up training datasets (ie …
An empirical evaluation of the gpt-4 multimodal language model on visualization literacy tasks
A Bendeck, J Stasko - IEEE Transactions on Visualization and …, 2024 - ieeexplore.ieee.org
Large Language Models (LLMs) like GPT-4 which support multimodal input (ie, prompts
containing images in addition to text) have immense potential to advance visualization …
containing images in addition to text) have immense potential to advance visualization …
Natural language dataset generation framework for visualizations powered by large language models
We introduce VL2NL, a Large Language Model (LLM) framework that generates rich and
diverse NL datasets using Vega-Lite specifications as input, thereby streamlining the …
diverse NL datasets using Vega-Lite specifications as input, thereby streamlining the …
“Explain What a Treemap is”: Exploratory Investigation of Strategies for Explaining Unfamiliar Chart to Blind and Low Vision Users
Visualization designers increasingly use diverse types of visualizations, but assistive
technologies and education for blind and low vision people often focus on elementary chart …
technologies and education for blind and low vision people often focus on elementary chart …