Data-centric artificial intelligence: A survey
Artificial Intelligence (AI) is making a profound impact in almost every domain. A vital enabler
of its great success is the availability of abundant and high-quality data for building machine …
of its great success is the availability of abundant and high-quality data for building machine …
Foundation models meet visualizations: Challenges and opportunities
Recent studies have indicated that foundation models, such as BERT and GPT, excel at
adapting to various downstream tasks. This adaptability has made them a dominant force in …
adapting to various downstream tasks. This adaptability has made them a dominant force in …
Chat2VIS: generating data visualizations via natural language using ChatGPT, codex and GPT-3 large language models
The field of data visualisation has long aimed to devise solutions for generating
visualisations directly from natural language text. Research in Natural Language Interfaces …
visualisations directly from natural language text. Research in Natural Language Interfaces …
DataParticles: Block-based and language-oriented authoring of animated unit visualizations
Unit visualizations have been widely used in data storytelling within interactive articles and
videos. However, authoring data stories that contain animated unit visualizations is …
videos. However, authoring data stories that contain animated unit visualizations is …
Towards natural language-based visualization authoring
A key challenge to visualization authoring is the process of getting familiar with the complex
user interfaces of authoring tools. Natural Language Interface (NLI) presents promising …
user interfaces of authoring tools. Natural Language Interface (NLI) presents promising …
A Survey of NL2SQL with Large Language Models: Where are we, and where are we going?
Translating users' natural language queries (NL) into SQL queries (ie, NL2SQL) can
significantly reduce barriers to accessing relational databases and support various …
significantly reduce barriers to accessing relational databases and support various …
Xnli: Explaining and diagnosing nli-based visual data analysis
Natural language interfaces (NLIs) enable users to flexibly specify analytical intentions in
data visualization. However, diagnosing the visualization results without understanding the …
data visualization. However, diagnosing the visualization results without understanding the …
Data player: Automatic generation of data videos with narration-animation interplay
L Shen, Y Zhang, H Zhang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Data visualizations and narratives are often integrated to convey data stories effectively.
Among various data storytelling formats, data videos have been garnering increasing …
Among various data storytelling formats, data videos have been garnering increasing …
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 …
Doom or deliciousness: Challenges and opportunities for visualization in the age of generative models
Generative text‐to‐image models (as exemplified by DALL‐E, MidJourney, and Stable
Diffusion) have recently made enormous technological leaps, demonstrating impressive …
Diffusion) have recently made enormous technological leaps, demonstrating impressive …