activity
20212026
most citedTowards Natural Language Interfaces for Data Visualization: A Survey

181 citations · 325 across the 23 of their papers we have counts for

collaborators
Showing 2024Show all

7 papers · 1 filter

cs.HC2024

Debugging Defective Visualizations: Empirical Insights Informing a Human-AI Co-Debugging System

Shuyu Shen, Sirong Lu, Leixian Shen +1

Visualization authoring is an iterative process requiring users to adjust parameters to achieve desired aesthetics. Due to its complexity, users often create defective visualizatio…

cs.HC2024★ 1 cited

Data Playwright: Authoring Data Videos with Annotated Narration

Leixian Shen, Haotian Li, Yun Wang +3

Creating data videos that effectively narrate stories with animated visuals requires substantial effort and expertise. A promising research trend is leveraging the easy-to-use natu…

cs.HC2024★ 13 cited

Narrative Player: Reviving Data Narratives with Visuals

Zekai Shao, Leixian Shen, Haotian Li +4

Data-rich documents are commonly found across various fields such as business, finance, and science. However, a general limitation of these documents for reading is their reliance…

cs.HC2024★ 1 cited

From Data to Story: Towards Automatic Animated Data Video Creation with LLM-based Multi-Agent Systems

Leixian Shen, Haotian Li, Yun Wang +1

Creating data stories from raw data is challenging due to humans' limited attention spans and the need for specialized skills. Recent advancements in large language models (LLMs) o…

cs.HC2024★ 11 cited

NotePlayer: Engaging Jupyter Notebooks for Dynamic Presentation of Analytical Processes

Yang Ouyang, Leixian Shen, Yun Wang +1

Diverse presentation formats play a pivotal role in effectively conveying code and analytical processes during data analysis. One increasingly popular format is tutorial videos, pa…

cs.HC2024★ 10 cited

PyGWalker: On-the-fly Assistant for Exploratory Visual Data Analysis

Yue Yu, Leixian Shen, Fei Long +2

Exploratory visual data analysis tools empower data analysts to efficiently and intuitively explore data insights throughout the entire analysis cycle. However, the gap between com…

cs.CL2024★ 1 cited

ChartInsights: Evaluating Multimodal Large Language Models for Low-Level Chart Question Answering

Yifan Wu, Lutao Yan, Leixian Shen +3

Chart question answering (ChartQA) tasks play a critical role in interpreting and extracting insights from visualization charts. While recent advancements in multimodal large langu…