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Foundation models meet visualizations: Challenges and opportunities
Recent studies have indicated that foundation models, such as BERT and GPT, excel at
adapting to various downstream tasks. This adaptability has made them a dominant force in …
adapting to various downstream tasks. This adaptability has made them a dominant force in …
Where are we so far? understanding data storytelling tools from the perspective of human-ai collaboration
Data storytelling is powerful for communicating data insights, but it requires diverse skills
and considerable effort from human creators. Recent research has widely explored the …
and considerable effort from human creators. Recent research has widely explored the …
Datatales: Investigating the use of large language models for authoring data-driven articles
Authoring data-driven articles is a complex process requiring authors to not only analyze
data for insights but also craft a cohesive narrative that effectively communicates the …
data for insights but also craft a cohesive narrative that effectively communicates the …
Notable: On-the-fly assistant for data storytelling in computational notebooks
Computational notebooks are widely used for data analysis. Their interleaved displays of
code and execution results (eg, visualizations) are welcomed since they enable iterative …
code and execution results (eg, visualizations) are welcomed since they enable iterative …
Natural Language Generation for Visualizations: State of the Art, Challenges and Future Directions
Natural language and visualization are two complementary modalities of human
communication that play a crucial role in conveying information effectively. While …
communication that play a crucial role in conveying information effectively. While …
Coinsight: Visual storytelling for hierarchical tables with connected insights
Extracting data insights and generating visual data stories from tabular data are critical parts
of data analysis. However, most existing studies primarily focus on tabular data stored as flat …
of data analysis. However, most existing studies primarily focus on tabular data stored as flat …
WonderFlow: Narration-centric design of animated data videos
Creating an animated data video with audio narration is a time-consuming and complex task
that requires expertise. It involves designing complex animations, turning written scripts into …
that requires expertise. It involves designing complex animations, turning written scripts into …
Socrates: Data story generation via adaptive machine-guided elicitation of user feedback
Visual data stories can effectively convey insights from data, yet their creation often
necessitates intricate data exploration, insight discovery, narrative organization, and …
necessitates intricate data exploration, insight discovery, narrative organization, and …
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 …
Why is ai not a panacea for data workers? an interview study on human-ai collaboration in data storytelling
Data storytelling plays an important role in data workers' daily jobs since it boosts team
collaboration and public communication. However, to make an appealing data story, data …
collaboration and public communication. However, to make an appealing data story, data …