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 …

Foundation models meet visualizations: Challenges and opportunities

W Yang, M Liu, Z Wang, S Liu - Computational Visual Media, 2024 - Springer
Recent studies have indicated that foundation models, such as BERT and GPT, excel at
adapting to various downstream tasks. This adaptability has made them a dominant force in …

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 …

Unichart: A universal vision-language pretrained model for chart comprehension and reasoning

A Masry, P Kavehzadeh, XL Do, E Hoque… - arxiv preprint arxiv …, 2023 - arxiv.org
Charts are very popular for analyzing data, visualizing key insights and answering complex
reasoning questions about data. To facilitate chart-based data analysis using natural …

Augmenting sports videos with viscommentator

Z Chen, S Ye, X Chu, H **a, H Zhang… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Visualizing data in sports videos is gaining traction in sports analytics, given its ability to
communicate insights and explicate player strategies engagingly. However, augmenting …

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 …

How does automation shape the process of narrative visualization: A survey of tools

Q Chen, S Cao, J Wang, N Cao - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
In recent years, narrative visualization has gained much attention. Researchers have
proposed different design spaces for various narrative visualization genres and scenarios to …

Inksight: Leveraging sketch interaction for documenting chart findings in computational notebooks

Y Lin, H Li, L Yang, A Wu, H Qu - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Computational notebooks have become increasingly popular for exploratory data analysis
due to their ability to support data exploration and explanation within a single document …

Dashbot: Insight-driven dashboard generation based on deep reinforcement learning

D Deng, A Wu, H Qu, Y Wu - IEEE Transactions on Visualization …, 2022 - ieeexplore.ieee.org
Analytical dashboards are popular in business intelligence to facilitate insight discovery with
multiple charts. However, creating an effective dashboard is highly demanding, which …

A design space for applying the freytag's pyramid structure to data stories

L Yang, X Xu, XY Lan, Z Liu, S Guo… - … on Visualization and …, 2021 - ieeexplore.ieee.org
Data stories integrate compelling visual content to communicate data insights in the form of
narratives. The narrative structure of a data story serves as the backbone that determines its …