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 …

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 …

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 …

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 …

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 …

How do you converse with an analytical chatbot? revisiting gricean maxims for designing analytical conversational behavior

V Setlur, M Tory - Proceedings of the 2022 CHI conference on human …, 2022 - dl.acm.org
Chatbots have garnered interest as conversational interfaces for a variety of tasks. While
general design guidelines exist for chatbot interfaces, little work explores analytical chatbots …

A survey on ML4VIS: Applying machine learning advances to data visualization

Q Wang, Z Chen, Y Wang, H Qu - IEEE transactions on …, 2021 - ieeexplore.ieee.org
Inspired by the great success of machine learning (ML), researchers have applied ML
techniques to visualizations to achieve a better design, development, and evaluation of …

[HTML][HTML] A survey on automatic infographics and visualization recommendations

S Zhu, G Sun, Q Jiang, M Zha, R Liang - Visual Informatics, 2020 - Elsevier
Automatic infographics generators employ machine learning algorithms/user-defined rules
and visual embellishments into the creation of infographics. It is an emerging topic in the …

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 CHI Conference on Human …, 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 …

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 …