Data-centric artificial intelligence: A survey

D Zha, ZP Bhat, KH Lai, F Yang, Z Jiang… - ACM Computing …, 2025 - dl.acm.org
Artificial Intelligence (AI) is making a profound impact in almost every domain. A vital enabler
of its great success is the availability of abundant and high-quality data for building machine …

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 …

Towards natural language-based visualization authoring

Y Wang, Z Hou, L Shen, T Wu, J Wang… - … on Visualization and …, 2022 - ieeexplore.ieee.org
A key challenge to visualization authoring is the process of getting familiar with the complex
user interfaces of authoring tools. Natural Language Interface (NLI) presents promising …

Xnli: Explaining and diagnosing nli-based visual data analysis

Y Feng, X Wang, B Pan, KK Wong… - … on Visualization and …, 2023 - ieeexplore.ieee.org
Natural language interfaces (NLIs) enable users to flexibly specify analytical intentions in
data visualization. However, diagnosing the visualization results without understanding the …

Exploring chart question answering for blind and low vision users

J Kim, A Srinivasan, NW Kim, YS Kim - … of the 2023 CHI Conference on …, 2023 - dl.acm.org
Data visualizations can be complex or involve numerous data points, making them
impractical to navigate using screen readers alone. Question answering (QA) systems have …

Olio: A Semantic Search Interface for Data Repositories

V Setlur, A Kanyuka, A Srinivasan - … of the 36th Annual ACM Symposium …, 2023 - dl.acm.org
Search and information retrieval systems are becoming more expressive in interpreting user
queries beyond the traditional weighted bag-of-words model of document retrieval. For …

Medley: Intent-based recommendations to support dashboard composition

A Pandey, A Srinivasan, V Setlur - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Despite the ever-growing popularity of dashboards across a wide range of domains, their
authoring still remains a tedious and complex process. Current tools offer considerable …

Chatbot-based natural language interfaces for data visualisation: A sco** review

E Kavaz, A Puig, I Rodríguez - Applied Sciences, 2023 - mdpi.com
Rapid growth in the generation of data from various sources has made data visualisation a
valuable tool for analysing data. However, visual analysis can be a challenging task, not …

Interactive data analysis with next-step natural language query recommendation

X Wang, F Cheng, Y Wang, K Xu, J Long, H Lu… - arxiv preprint arxiv …, 2022 - arxiv.org
Natural language interfaces (NLIs) provide users with a convenient way to interactively
analyze data through natural language queries. Nevertheless, interactive data analysis is a …

Interactive table synthesis with natural language

Y Huang, Y Zhou, R Chen, C Pan, X Shu… - … on Visualization and …, 2023 - ieeexplore.ieee.org
Tables are a ubiquitous data format for insight communication. However, transforming data
into consumable tabular views remains a challenging and time-consuming task. To lower …