Chatbot-based natural language interfaces for data visualisation: A scoping 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 …

Chartgpt: Leveraging llms to generate charts from abstract natural language

Y Tian, W Cui, D Deng, X Yi, Y Yang… - … on Visualization and …, 2024 - ieeexplore.ieee.org
The use of natural language interfaces (NLIs) to create charts is becoming increasingly
popular due to the intuitiveness of natural language interactions. One key challenge in this …

Notable: On-the-fly assistant for data storytelling in computational notebooks

H Li, L Ying, H Zhang, Y Wu, H Qu… - Proceedings of the 2023 …, 2023 - dl.acm.org
Computational notebooks are widely used for data analysis. Their interleaved displays of
code and execution results (eg, visualizations) are welcomed since they enable iterative …

MetaGlyph: Automatic generation of metaphoric glyph-based visualization

L Ying, X Shu, D Deng, Y Yang, T Tang… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Glyph-based visualization achieves an impressive graphic design when associated with
comprehensive visual metaphors, which help audiences effectively grasp the conveyed …

Reviving static charts into live charts

L Ying, Y Wang, H Li, S Dou, H Zhang… - … on Visualization and …, 2024 - ieeexplore.ieee.org
Data charts are prevalent across various fields due to their efficacy in conveying complex
data relationships. However, static charts may sometimes struggle to engage readers and …

Supporting guided exploratory visual analysis on time series data with reinforcement learning

Y Shi, B Chen, Y Chen, Z Jin, K Xu… - … on Visualization and …, 2023 - ieeexplore.ieee.org
The exploratory visual analysis (EVA) of time series data uses visualization as the main
output medium and input interface for exploring new data. However, for users who lack …

DMiner: Dashboard design mining and recommendation

Y Lin, H Li, A Wu, Y Wang, H Qu - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Dashboards, which comprise multiple views on a single display, help analyze and
communicate multiple perspectives of data simultaneously. However, creating effective and …

LEVA: Using large language models to enhance visual analytics

Y Zhao, Y Zhang, Y Zhang, X Zhao… - … on Visualization and …, 2024 - ieeexplore.ieee.org
Visual analytics supports data analysis tasks within complex domain problems. However,
due to the richness of data types, visual designs, and interaction designs, users need to …

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 …

SNIL: Generating Sports News From Insights With Large Language Models

L Cheng, D Deng, X Xie, R Qiu, M Xu… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
To enhance the appeal and informativeness of data news, there is an increasing reliance on
data analysis techniques and visualizations, which poses a high demand for journalists' …