A Survey on Annotations in Information Visualization: Empirical Insights, Applications, and Challenges
We present a comprehensive survey on the use of annotations in information visualizations,
highlighting their crucial role in improving audience understanding and engagement with …
highlighting their crucial role in improving audience understanding and engagement with …
ChartInsighter: An Approach for Mitigating Hallucination in Time-series Chart Summary Generation with A Benchmark Dataset
F Wang, B Wang, X Shu, Z Liu, Z Shao, C Liu… - arXiv preprint arXiv …, 2025 - arxiv.org
Effective chart summary can significantly reduce the time and effort decision makers spend
interpreting charts, enabling precise and efficient communication of data insights. Previous …
interpreting charts, enabling precise and efficient communication of data insights. Previous …
Empowering LLMs to Understand and Generate Complex Vector Graphics
The unprecedented advancements in Large Language Models (LLMs) have profoundly
impacted natural language processing but have yet to fully embrace the realm of scalable …
impacted natural language processing but have yet to fully embrace the realm of scalable …
Visualization Literacy of Multimodal Large Language Models: A Comparative Study
The recent introduction of multimodal large language models (MLLMs) combine the inherent
power of large language models (LLMs) with the renewed capabilities to reason about the …
power of large language models (LLMs) with the renewed capabilities to reason about the …
[PDF][PDF] Leveraging LLMs to Infer Causality from Visualized Data: Alignments and Deviations from Human Judgments
Data visualizations are commonly employed to convey relationships between variables from
complex datasets in exploratory data analysis. Recent advancements in Large Language …
complex datasets in exploratory data analysis. Recent advancements in Large Language …