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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 …
Making data visualization more efficient and effective: a survey
Data visualization is crucial in today's data-driven business world, which has been widely
used for hel** decision making that is closely related to major revenues of many industrial …
used for hel** decision making that is closely related to major revenues of many industrial …
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 …
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 …
Accessible visualization via natural language descriptions: A four-level model of semantic content
Natural language descriptions sometimes accompany visualizations to better communicate
and contextualize their insights, and to improve their accessibility for readers with …
and contextualize their insights, and to improve their accessibility for readers with …
Formalizing visualization design knowledge as constraints: Actionable and extensible models in draco
There exists a gap between visualization design guidelines and their application in
visualization tools. While empirical studies can provide design guidance, we lack a formal …
visualization tools. While empirical studies can provide design guidance, we lack a formal …
Natural language to visualization by neural machine translation
Supporting the translation from natural language (NL) query to visualization (NL2VIS) can
simplify the creation of data visualizations because if successful, anyone can generate …
simplify the creation of data visualizations because if successful, anyone can generate …
NL4DV: A toolkit for generating analytic specifications for data visualization from natural language queries
Natural language interfaces (NLls) have shown great promise for visual data analysis,
allowing people to flexibly specify and interact with visualizations. However, develo** …
allowing people to flexibly specify and interact with visualizations. However, develo** …
Natural language dataset generation framework for visualizations powered by large language models
We introduce VL2NL, a Large Language Model (LLM) framework that generates rich and
diverse NL datasets using Vega-Lite specifications as input, thereby streamlining the …
diverse NL datasets using Vega-Lite specifications as input, thereby streamlining the …
Augmenting visualizations with interactive data facts to facilitate interpretation and communication
Recently, an increasing number of visualization systems have begun to incorporate natural
language generation (NLG) capabilities into their interfaces. NLG-based visualization …
language generation (NLG) capabilities into their interfaces. NLG-based visualization …