[HTML][HTML] Generative AI for visualization: State of the art and future directions

Y Ye, J Hao, Y Hou, Z Wang, S **ao, Y Luo, W Zeng - Visual Informatics, 2024 - Elsevier
Generative AI (GenAI) has witnessed remarkable progress in recent years and
demonstrated impressive performance in various generation tasks in different domains such …

Towards natural language interfaces for data visualization: A survey

L Shen, E Shen, Y Luo, X Yang, X Hu… - IEEE transactions on …, 2022 - ieeexplore.ieee.org
Utilizing Visualization-oriented Natural Language Interfaces (V-NLI) as a complementary
input modality to direct manipulation for visual analytics can provide an engaging user …

Graphologue: Exploring large language model responses with interactive diagrams

P Jiang, J Rayan, SP Dow, H **a - Proceedings of the 36th annual ACM …, 2023 - dl.acm.org
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 …

Natural language to visualization by neural machine translation

Y Luo, N Tang, G Li, J Tang, C Chai… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Supporting the translation from natural language (NL) query to visualization (NL2VIS) can
simplify the creation of data visualizations because if successful, anyone can generate …

Where are we so far? understanding data storytelling tools from the perspective of human-ai collaboration

H Li, Y Wang, H Qu - Proceedings of the 2024 CHI Conference on …, 2024 - dl.acm.org
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 …

Calliope: Automatic visual data story generation from a spreadsheet

D Shi, X Xu, F Sun, Y Shi, N Cao - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Visual data stories shown in the form of narrative visualizations such as a poster or a data
video, are frequently used in data-oriented storytelling to facilitate the understanding and …

Ai4vis: Survey on artificial intelligence approaches for data visualization

A Wu, Y Wang, X Shu, D Moritz, W Cui… - … on Visualization and …, 2021 - ieeexplore.ieee.org
Visualizations themselves have become a data format. Akin to other data formats such as
text and images, visualizations are increasingly created, stored, shared, and (re-) used with …

How does automation shape the process of narrative visualization: A survey of tools

Q Chen, S Cao, J Wang, N Cao - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
In recent years, narrative visualization has gained much attention. Researchers have
proposed different design spaces for various narrative visualization genres and scenarios to …

Synthesizing natural language to visualization (NL2VIS) benchmarks from NL2SQL benchmarks

Y Luo, N Tang, G Li, C Chai, W Li, X Qin - Proceedings of the 2021 …, 2021 - dl.acm.org
Natural language (NL) is a promising interaction paradigm for data visualization (VIS).
However, there are not any NL to VIS (NL2VIS) benchmarks available. Our goal is to provide …

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 …