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 …

Chartqa: A benchmark for question answering about charts with visual and logical reasoning

A Masry, DX Long, JQ Tan, S Joty, E Hoque - arXiv preprint arXiv …, 2022 - arxiv.org
Charts are very popular for analyzing data. When exploring charts, people often ask a
variety of complex reasoning questions that involve several logical and arithmetic …

Accessible visualization via natural language descriptions: A four-level model of semantic content

A Lundgard, A Satyanarayan - IEEE transactions on …, 2021 - ieeexplore.ieee.org
Natural language descriptions sometimes accompany visualizations to better communicate
and contextualize their insights, and to improve their accessibility for readers with …

NL4DV: A toolkit for generating analytic specifications for data visualization from natural language queries

A Narechania, A Srinivasan… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Natural language interfaces (NLls) have shown great promise for visual data analysis,
allowing people to flexibly specify and interact with visualizations. However, developing …

Agqa: A benchmark for compositional spatio-temporal reasoning

M Grunde-McLaughlin, R Krishna… - Proceedings of the …, 2021 - openaccess.thecvf.com
Visual events are a composition of temporal actions involving actors spatially interacting with
objects. When developing computer vision models that can reason about compositional …

Accessible visualization: Design space, opportunities, and challenges

NW Kim, SC Joyner, A Riegelhuth… - Computer Graphics …, 2021 - Wiley Online Library
Visualizations are now widely used across disciplines to understand and communicate data.
The benefit of visualizations lies in leveraging our natural visual perception. However, the …

VoxLens: Making online data visualizations accessible with an interactive JavaScript plug-in

A Sharif, OH Wang, AT Muongchan… - Proceedings of the …, 2022 - dl.acm.org
JavaScript visualization libraries are widely used to create online data visualizations but
provide limited access to their information for screen-reader users. Building on prior findings …

Human-XAI interaction: a review and design principles for explanation user interfaces

M Chromik, A Butz - Human-Computer Interaction–INTERACT 2021: 18th …, 2021 - Springer
The interdisciplinary field of explainable artificial intelligence (XAI) aims to foster human
understanding of black-box machine learning models through explanation-generating …

Towards human-centered explainable ai: A survey of user studies for model explanations

Y Rong, T Leemann, TT Nguyen… - IEEE transactions on …, 2023 - ieeexplore.ieee.org
Explainable AI (XAI) is widely viewed as a sine qua non for ever-expanding AI research. A
better understanding of the needs of XAI users, as well as human-centered evaluations of …