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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 …
[HTML][HTML] Generative AI for visualization: State of the art and future directions
Generative AI (GenAI) has witnessed remarkable progress in recent years and
demonstrated impressive performance in various generation tasks in different domains such …
demonstrated impressive performance in various generation tasks in different domains such …
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 …
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 …
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 …
Data playwright: Authoring data videos with annotated narration
Creating data videos that effectively narrate stories with animated visuals requires
substantial effort and expertise. A promising research trend is leveraging the easy-to-use …
substantial effort and expertise. A promising research trend is leveraging the easy-to-use …
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 …
NotePlayer: Engaging Computational Notebooks for Dynamic Presentation of Analytical Processes
Diverse presentation formats play a pivotal role in effectively conveying code and analytical
processes during data analysis. One increasingly popular format is tutorial videos …
processes during data analysis. One increasingly popular format is tutorial videos …
Linking text and visualizations via contextual knowledge graph
The integration of visualizations and text is commonly found in data news, analytical reports,
and interactive documents. For example, financial articles are presented along with …
and interactive documents. For example, financial articles are presented along with …
PyGWalker: On-the-fly Assistant for Exploratory Visual Data Analysis
Exploratory visual data analysis tools empower data analysts to efficiently and intuitively
explore data insights throughout the entire analysis cycle. However, the gap between …
explore data insights throughout the entire analysis cycle. However, the gap between …