[HTML][HTML] Summary of chatgpt-related research and perspective towards the future of large language models

Y Liu, T Han, S Ma, J Zhang, Y Yang, J Tian, H He, A Li… - Meta-Radiology, 2023 - Elsevier
This paper presents a comprehensive survey of ChatGPT-related (GPT-3.5 and GPT-4)
research, state-of-the-art large language models (LLM) from the GPT series, and their …

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 …

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 …

Discovering the syntax and strategies of natural language programming with generative language models

E Jiang, E Toh, A Molina, K Olson, C Kayacik… - Proceedings of the …, 2022 - dl.acm.org
In this paper, we present a natural language code synthesis tool, GenLine, backed by 1) a
large generative language model and 2) a set of task-specific prompts that create or change …

Graphologue: Exploring large language model responses with interactive diagrams

P Jiang, J Rayan, SP Dow, H **a - Proceedings of the 36th Annual ACM …, 2023 - dl.acm.org
Large language models (LLMs) have recently soared in popularity due to their ease of
access and the unprecedented ability to synthesize text responses to diverse user …

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 …

Deep learning for intelligent human–computer interaction

Z Lv, F Poiesi, Q Dong, J Lloret, H Song - Applied Sciences, 2022 - mdpi.com
In recent years, gesture recognition and speech recognition, as important input methods in
Human–Computer Interaction (HCI), have been widely used in the field of virtual reality. In …

Ai4vis: Survey on artificial intelligence approaches for data visualization

A Wu, Y Wang, X Shu, D Moritz, W Cui… - … on Visualization and …, 2021 - ieeexplore.ieee.org
Visualizations themselves have become a data format. Akin to other data formats such as
text and images, visualizations are increasingly created, stored, shared, and (re-) used with …

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 …

Communicating visualizations without visuals: Investigation of visualization alternative text for people with visual impairments

C Jung, S Mehta, A Kulkarni, Y Zhao… - IEEE transactions on …, 2021 - ieeexplore.ieee.org
Alternative text is critical in communicating graphics to people who are blind or have low
vision. Especially for graphics that contain rich information, such as visualizations, poorly …