[HTML][HTML] Generative AI for visualization: State of the art and future directions

Y Ye, J Hao, Y Hou, Z Wang, S **ao, Y Luo, W Zeng - Visual Informatics, 2024 - Elsevier
Generative AI (GenAI) has witnessed remarkable progress in recent years and
demonstrated impressive performance in various generation tasks in different domains such …

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 …

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 …

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 dawn of natural language to SQL: are we fully ready?

B Li, Y Luo, C Chai, G Li, N Tang - arxiv preprint arxiv:2406.01265, 2024 - arxiv.org
Translating users' natural language questions into SQL queries (ie, NL2SQL) significantly
lowers the barriers to accessing relational databases. The emergence of Large Language …

Natural language dataset generation framework for visualizations powered by large language models

HK Ko, H Jeon, G Park, DH Kim, NW Kim… - Proceedings of the …, 2024 - dl.acm.org
We introduce VL2NL, a Large Language Model (LLM) framework that generates rich and
diverse NL datasets using Vega-Lite specifications as input, thereby streamlining the …

Data management for machine learning: A survey

C Chai, J Wang, Y Luo, Z Niu… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Machine learning (ML) has widespread applications and has revolutionized many
industries, but suffers from several challenges. First, sufficient high-quality training data is …

A Survey of NL2SQL with Large Language Models: Where are we, and where are we going?

X Liu, S Shen, B Li, P Ma, R Jiang, Y Zhang… - arxiv preprint arxiv …, 2024 - arxiv.org
Translating users' natural language queries (NL) into SQL queries (ie, NL2SQL) can
significantly reduce barriers to accessing relational databases and support various …

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 …

Leva: Using large language models to enhance visual analytics

Y Zhao, Y Zhang, Y Zhang, X Zhao… - IEEE transactions on …, 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 …