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 …

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, develo** …

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 …

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 …

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 …

Data@ hand: Fostering visual exploration of personal data on smartphones leveraging speech and touch interaction

YH Kim, B Lee, A Srinivasan, EK Choe - … of the 2021 CHI Conference on …, 2021 - dl.acm.org
Most mobile health apps employ data visualization to help people view their health and
activity data, but these apps provide limited support for visual data exploration. Furthermore …

Collecting and characterizing natural language utterances for specifying data visualizations

A Srinivasan, N Nyapathy, B Lee, SM Drucker… - Proceedings of the …, 2021 - dl.acm.org
Natural language interfaces (NLIs) for data visualization are becoming increasingly popular
both in academic research and in commercial software. Yet, there is a lack of empirical …

Why is ai not a panacea for data workers? an interview study on human-ai collaboration in data storytelling

H Li, Y Wang, QV Liao, H Qu - arxiv preprint arxiv:2304.08366, 2023 - arxiv.org
Data storytelling plays an important role in data workers' daily jobs since it boosts team
collaboration and public communication. However, to make an appealing data story, data …

Bridging the Gulf of envisioning: Cognitive design challenges in LLM interfaces

H Subramonyam, R Pea, CL Pondoc… - arxiv preprint arxiv …, 2023 - arxiv.org
Large language models (LLMs) exhibit dynamic capabilities and appear to comprehend
complex and ambiguous natural language prompts. However, calibrating LLM interactions is …

Snowy: Recommending utterances for conversational visual analysis

A Srinivasan, V Setlur - The 34th annual ACM symposium on user …, 2021 - dl.acm.org
Natural language interfaces (NLIs) have become a prevalent medium for conducting visual
data analysis, enabling people with varying levels of analytic experience to ask questions of …