Foundation models meet visualizations: Challenges and opportunities

W Yang, M Liu, Z Wang, S Liu - Computational Visual Media, 2024 - Springer
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 …

Chat2vis: Generating data visualizations via natural language using chatgpt, codex and gpt-3 large language models

P Maddigan, T Susnjak - Ieee Access, 2023 - ieeexplore.ieee.org
The field of data visualisation has long aimed to devise solutions for generating
visualisations directly from natural language text. Research in Natural Language Interfaces …

Artificial intelligence for wireless physical-layer technologies (AI4PHY): A comprehensive survey

N Ye, S Miao, J Pan, Q Ouyang, X Li… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Artificial intelligence (AI) has become a promising solution for meeting the stringent
performance requirements on wireless physical layer in sixth-generation (6G) …

Natural language dataset generation framework for visualizations powered by large language models

HK Ko, H Jeon, G Park, DH Kim, NW Kim… - Proceedings of the …, 2024 - dl.acm.org
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 …

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 …

Inksight: Leveraging sketch interaction for documenting chart findings in computational notebooks

Y Lin, H Li, L Yang, A Wu, H Qu - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Computational notebooks have become increasingly popular for exploratory data analysis
due to their ability to support data exploration and explanation within a single document …

Datatales: Investigating the use of large language models for authoring data-driven articles

N Sultanum, A Srinivasan - 2023 IEEE Visualization and Visual …, 2023 - ieeexplore.ieee.org
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 …

Dynavis: Dynamically synthesized ui widgets for visualization editing

P Vaithilingam, EL Glassman, JP Inala… - Proceedings of the 2024 …, 2024 - dl.acm.org
Users often rely on GUIs to edit and interact with visualizations—a daunting task due to the
large space of editing options. As a result, users are either overwhelmed by a complex UI or …

TypeDance: Creating semantic typographic logos from image through personalized generation

S **ao, L Wang, X Ma, W Zeng - … of the 2024 CHI Conference on Human …, 2024 - dl.acm.org
Semantic typographic logos harmoniously blend typeface and imagery to represent
semantic concepts while maintaining legibility. Conventional methods using spatial …

Let the chart spark: Embedding semantic context into chart with text-to-image generative model

S **ao, S Huang, Y Lin, Y Ye… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Pictorial visualization seamlessly integrates data and semantic context into visual
representation, conveying complex information in an engaging and informative manner …