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 …

From tabular data to knowledge graphs: A survey of semantic table interpretation tasks and methods

J Liu, Y Chabot, R Troncy, VP Huynh, T Labbé… - Journal of Web …, 2023 - Elsevier
Tabular data often refers to data that is organized in a table with rows and columns. We
observe that this data format is widely used on the Web and within enterprise data …

How large language models will disrupt data management

RC Fernandez, AJ Elmore, MJ Franklin… - Proceedings of the …, 2023 - dl.acm.org
Large language models (LLMs), such as GPT-4, are revolutionizing software's ability to
understand, process, and synthesize language. The authors of this paper believe that this …

Semantics-aware dataset discovery from data lakes with contextualized column-based representation learning

G Fan, J Wang, Y Li, D Zhang, R Miller - arxiv preprint arxiv:2210.01922, 2022 - arxiv.org
Dataset discovery from data lakes is essential in many real application scenarios. In this
paper, we propose Starmie, an end-to-end framework for dataset discovery from data lakes …