activity
20232026
most citedDataVisT5: A Pre-trained Language Model for Jointly Understanding Text and Data Visualization

2 citations · 2 across the 8 of their papers we have counts for

collaborators

10 papers

cs.DB2026

Towards Reliable Agentic Progressive Text-to-Visualization with Verification Rules

Wenxin Xu, Chen Jason Zhang, Xiaoyong Wei +4

Text-to-Visualization (Text-to-Vis) translates natural language queries into visualization query languages, enabling non-expert users to perform data analysis. However, most existi…

cs.DB2026

Monte Carlo Tree Search with Reasoning Path Refinement for Small Language Models in Conversational Text-to-NoSQL

Xubang Xiong, Raymond Chi-Wing Wong, Yuanfeng Song

NoSQL databases have been widely adopted in big data analytics, geospatial applications, and healthcare services, due to their flexibility and scalability. However, querying NoSQL…

cs.CL2026

MultiVis-Agent: A Multi-Agent Framework with Logic Rules for Reliable and Comprehensive Cross-Modal Data Visualization

Jinwei Lu, Yuanfeng Song, Chen Zhang +1

Real-world visualization tasks involve complex, multi-modal requirements that extend beyond simple text-to-chart generation, requiring reference images, code examples, and iterativ…

cs.CL2025

OsmT: Bridging OpenStreetMap Queries and Natural Language with Open-source Tag-aware Language Models

Zhuoyue Wan, Wentao Hu, Chen Jason Zhang +5

Bridging natural language and structured query languages is a long-standing challenge in the database community. While recent advances in language models have shown promise in this…

cs.CR2024

VisPoison: An Effective Backdoor Attack Framework for Tabular Data Visualization Models

Shuaimin Li, Chen Jason Zhang, Xuanang Chen +7

Text-to-visualization (text-to-vis) models for tabular data have become essential tools in the era of big data, enabling users to generate visualizations and make data-driven decis…

cs.CL2024★ 2 cited

DataVisT5: A Pre-trained Language Model for Jointly Understanding Text and Data Visualization

Zhuoyue Wan, Yuanfeng Song, Shuaimin Li +2

Data visualization (DV) is the fundamental and premise tool to improve the efficiency in conveying the insights behind the big data, which has been widely accepted in existing data…

cs.CL2024

Towards Robustness of Text-to-Visualization Translation against Lexical and Phrasal Variability

Jinwei Lu, Yuanfeng Song, Haodi Zhang +2

Text-to-Vis is an emerging task in the natural language processing (NLP) area that aims to automatically generate data visualizations from natural language questions (NLQs). Despit…

cs.CL2023

Natural Language Interfaces for Tabular Data Querying and Visualization: A Survey

Weixu Zhang, Yifei Wang, Yuanfeng Song +6

The emergence of natural language processing has revolutionized the way users interact with tabular data, enabling a shift from traditional query languages and manual plotting to m…

cs.CL2023

Automatic Data Visualization Generation from Chinese Natural Language Questions

Yan Ge, Victor Junqiu Wei, Yuanfeng Song +2

Data visualization has emerged as an effective tool for getting insights from massive datasets. Due to the hardness of manipulating the programming languages of data visualization,…

cs.AI2023

Marrying Dialogue Systems with Data Visualization: Interactive Data Visualization Generation from Natural Language Conversations

Yuanfeng Song, Xuefang Zhao, Raymond Chi-Wing Wong

Data visualization (DV) has become the prevailing tool in the market due to its effectiveness into illustrating insights in vast amounts of data. To lower the barrier of using DVs,…