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Chart question answering: State of the art and future directions
Abstract Information visualizations such as bar charts and line charts are very common for
analyzing data and discovering critical insights. Often people analyze charts to answer …
analyzing data and discovering critical insights. Often people analyze charts to answer …
Graphologue: Exploring large language model responses with interactive diagrams
Large language models (LLMs) have recently soared in popularity due to their ease of
access and the unprecedented ability to synthesize text responses to diverse user …
access and the unprecedented ability to synthesize text responses to diverse user …
Vistext: A benchmark for semantically rich chart captioning
Captions that describe or explain charts help improve recall and comprehension of the
depicted data and provide a more accessible medium for people with visual disabilities …
depicted data and provide a more accessible medium for people with visual disabilities …
Accessible visualization via natural language descriptions: A four-level model of semantic content
Natural language descriptions sometimes accompany visualizations to better communicate
and contextualize their insights, and to improve their accessibility for readers with …
and contextualize their insights, and to improve their accessibility for readers with …
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 …
Data player: Automatic generation of data videos with narration-animation interplay
L Shen, Y Zhang, H Zhang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Data visualizations and narratives are often integrated to convey data stories effectively.
Among various data storytelling formats, data videos have been garnering increasing …
Among various data storytelling formats, data videos have been garnering increasing …
Citesee: Augmenting citations in scientific papers with persistent and personalized historical context
When reading a scholarly article, inline citations help researchers contextualize the current
article and discover relevant prior work. However, it can be challenging to prioritize and …
article and discover relevant prior work. However, it can be challenging to prioritize and …
Kori: Interactive synthesis of text and charts in data documents
Charts go hand in hand with text to communicate complex data and are widely adopted in
news articles, online blogs, and academic papers. They provide graphical summaries of the …
news articles, online blogs, and academic papers. They provide graphical summaries of the …
Answering questions about charts and generating visual explanations
People often use charts to analyze data, answer questions and explain their answers to
others. In a formative study, we find that such human-generated questions and explanations …
others. In a formative study, we find that such human-generated questions and explanations …
Augmenting scientific papers with just-in-time, position-sensitive definitions of terms and symbols
Despite the central importance of research papers to scientific progress, they can be difficult
to read. Comprehension is often stymied when the information needed to understand a …
to read. Comprehension is often stymied when the information needed to understand a …