Towards natural language interfaces for data visualization: A survey
Utilizing Visualization-oriented Natural Language Interfaces (V-NLI) as a complementary
input modality to direct manipulation for visual analytics can provide an engaging user …
input modality to direct manipulation for visual analytics can provide an engaging user …
[HTML][HTML] Generative ai for visualization: State of the art and future directions
Generative AI (GenAI) has witnessed remarkable progress in recent years and
demonstrated impressive performance in various generation tasks in different domains such …
demonstrated impressive performance in various generation tasks in different domains such …
VISAtlas: An image-based exploration and query system for large visualization collections via neural image embedding
High-quality visualization collections are beneficial for a variety of applications including
visualization reference and data-driven visualization design. The visualization community …
visualization reference and data-driven visualization design. The visualization community …
Chartgpt: Leveraging llms to generate charts from abstract natural language
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 …
popular due to the intuitiveness of natural language interactions. One key challenge in this …
Dashbot: Insight-driven dashboard generation based on deep reinforcement learning
Analytical dashboards are popular in business intelligence to facilitate insight discovery with
multiple charts. However, creating an effective dashboard is highly demanding, which …
multiple charts. However, creating an effective dashboard is highly demanding, which …
Specific emitter identification using adaptive signal feature embedded knowledge graph
Specific emitter identification (SEI) plays an important role in secure Industrial Internet of
Things (IIoT). In recent years, many SEI methods based on machine learning (ML) and deep …
Things (IIoT). In recent years, many SEI methods based on machine learning (ML) and deep …
LLM4Vis: Explainable visualization recommendation using ChatGPT
Data visualization is a powerful tool for exploring and communicating insights in various
domains. To automate visualization choice for datasets, a task known as visualization …
domains. To automate visualization choice for datasets, a task known as visualization …
Advancing multimodal large language models in chart question answering with visualization-referenced instruction tuning
Emerging multimodal large language models (MLLMs) exhibit great potential for chart
question answering (CQA). Recent efforts primarily focus on scaling up training datasets (ie …
question answering (CQA). Recent efforts primarily focus on scaling up training datasets (ie …
FAIR and interactive data graphics from a scientific knowledge graph
Graph databases capture richly linked domain knowledge by integrating heterogeneous
data and metadata into a unified representation. Here, we present the use of bespoke …
data and metadata into a unified representation. Here, we present the use of bespoke …
AdaVis: Adaptive and Explainable Visualization Recommendation for Tabular Data
Automated visualization recommendation facilitates the rapid creation of effective
visualizations, which is especially beneficial for users with limited time and limited …
visualizations, which is especially beneficial for users with limited time and limited …