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 …

Doom or deliciousness: Challenges and opportunities for visualization in the age of generative models

V Schetinger, S Di Bartolomeo… - Computer Graphics …, 2023 - Wiley Online Library
Generative text‐to‐image models (as exemplified by DALL‐E, MidJourney, and Stable
Diffusion) have recently made enormous technological leaps, demonstrating impressive …

Chat2VIS: generating data visualizations via natural language using ChatGPT, codex and GPT-3 large language models

P Maddigan, T Susnjak - Ieee Access, 2023 - ieeexplore.ieee.org
The field of data visualisation has long aimed to devise solutions for generating
visualisations directly from natural language text. Research in Natural Language Interfaces …

Data-centric artificial intelligence: A survey

D Zha, ZP Bhat, KH Lai, F Yang, Z Jiang… - arXiv preprint arXiv …, 2023 - arxiv.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-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 …

DataParticles: Block-based and language-oriented authoring of animated unit visualizations

Y Cao, JL E, Z Chen, H Xia - Proceedings of the 2023 CHI Conference …, 2023 - dl.acm.org
Unit visualizations have been widely used in data storytelling within interactive articles and
videos. However, authoring data stories that contain animated unit visualizations is …

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 player: Automatic generation of data videos with narration-animation interplay

L Shen, Y Zhang, H Zhang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Data visualizations and narratives are often integrated to convey data stories effectively.
Among various data storytelling formats, data videos have been garnering increasing …

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 …

The quest for omnioculars: Embedded visualization for augmenting basketball game viewing experiences

T Lin, Z Chen, Y Yang, D Chiappalupi… - IEEE transactions on …, 2022 - ieeexplore.ieee.org
Sports game data is becoming increasingly complex, often consisting of multivariate data
such as player performance stats, historical team records, and athletes' positional tracking …