Towards natural language interfaces for data visualization: A survey

L Shen, E Shen, Y Luo, X Yang, X Hu… - IEEE transactions on …, 2022 - ieeexplore.ieee.org
Utilizing Visualization-oriented Natural Language Interfaces (V-NLI) as a complementary
input modality to direct manipulation for visual analytics can provide an engaging user …

Making data visualization more efficient and effective: a survey

X Qin, Y Luo, N Tang, G Li - The VLDB Journal, 2020 - Springer
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 …

Chat2vis: Generating data visualizations via natural language using chatgpt, codex and gpt-3 large language models

P Maddigan, T Susnjak - Ieee Access, 2023 - ieeexplore.ieee.org
The field of data visualisation has long aimed to devise solutions for generating
visualisations directly from natural language text. Research in Natural Language Interfaces …

Chartgpt: Leveraging llms to generate charts from abstract natural language

Y Tian, W Cui, D Deng, X Yi, Y Yang… - … on Visualization and …, 2024 - ieeexplore.ieee.org
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 …

Accessible visualization via natural language descriptions: A four-level model of semantic content

A Lundgard, A Satyanarayan - IEEE transactions on …, 2021 - ieeexplore.ieee.org
Natural language descriptions sometimes accompany visualizations to better communicate
and contextualize their insights, and to improve their accessibility for readers with …

Formalizing visualization design knowledge as constraints: Actionable and extensible models in draco

D Moritz, C Wang, GL Nelson, H Lin… - IEEE transactions on …, 2018 - ieeexplore.ieee.org
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 …

Natural language to visualization by neural machine translation

Y Luo, N Tang, G Li, J Tang, C Chai… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Supporting the translation from natural language (NL) query to visualization (NL2VIS) can
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

A Narechania, A Srinivasan… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Natural language interfaces (NLls) have shown great promise for visual data analysis,
allowing people to flexibly specify and interact with visualizations. However, develo** …

Natural language dataset generation framework for visualizations powered by large language models

HK Ko, H Jeon, G Park, DH Kim, NW Kim… - Proceedings of the …, 2024 - dl.acm.org
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 …

Augmenting visualizations with interactive data facts to facilitate interpretation and communication

A Srinivasan, SM Drucker, A Endert… - IEEE transactions on …, 2018 - ieeexplore.ieee.org
Recently, an increasing number of visualization systems have begun to incorporate natural
language generation (NLG) capabilities into their interfaces. NLG-based visualization …