3 papers
cs.CV2025
Diagnosing Bottlenecks in Data Visualization Understanding by Vision-Language Models
Alexa R. Tartaglini, Satchel Grant, Daniel Wurgaft +2
Data visualizations are vital components of many scientific articles and news stories. Current vision-language models (VLMs) still struggle on basic data visualization understandin…
cs.HC2025
CHART-6: Human-Centered Evaluation of Data Visualization Understanding in Vision-Language Models
Arnav Verma, Kushin Mukherjee, Christopher Potts +2
Data visualizations are powerful tools for communicating patterns in quantitative data. Yet understanding any data visualization is no small feat -- succeeding requires jointly mak…
cs.HC2025
Measuring and predicting variation in the difficulty of questions about data visualizations
Arnav Verma, Judith E. Fan
Understanding what is communicated by data visualizations is a critical component of scientific literacy in the modern era. However, it remains unclear why some tasks involving dat…