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Dataset discovery and exploration: A survey
Data scientists are tasked with obtaining insights from data. However, suitable data is often
not immediately at hand, and there may be many potentially relevant datasets in a data lake …
not immediately at hand, and there may be many potentially relevant datasets in a data lake …
Business data sharing through data marketplaces: A systematic literature review
Data marketplaces are expected to play a crucial role in tomorrow's data economy, but such
marketplaces are seldom commercially viable. Currently, there is no clear understanding of …
marketplaces are seldom commercially viable. Currently, there is no clear understanding of …
Annotating columns with pre-trained language models
Inferring meta information about tables, such as column headers or relationships between
columns, is an active research topic in data management as we find many tables are …
columns, is an active research topic in data management as we find many tables are …
A multitrophic perspective on biodiversity–ecosystem functioning research
Concern about the functional consequences of unprecedented loss in biodiversity has
prompted biodiversity–ecosystem functioning (BEF) research to become one of the most …
prompted biodiversity–ecosystem functioning (BEF) research to become one of the most …
A survey on question answering systems over linked data and documents
Question Answering (QA) systems aim at supplying precise answers to questions, posed by
users in a natural language form. They are used in a wide range of application areas, from …
users in a natural language form. They are used in a wide range of application areas, from …
Column type annotation using chatgpt
Column type annotation is the task of annotating the columns of a relational table with the
semantic type of the values contained in each column. Column type annotation is an …
semantic type of the values contained in each column. Column type annotation is an …
CHORUS: foundation models for unified data discovery and exploration
We apply foundation models to data discovery and exploration tasks. Foundation models
include large language models (LLMs) that show promising performance on a range of …
include large language models (LLMs) that show promising performance on a range of …
Table discovery in data lakes: State-of-the-art and future directions
Data discovery refers to a set of tasks that enable users and downstream applications to
explore and gain insights from massive collections of data sources such as data lakes. In …
explore and gain insights from massive collections of data sources such as data lakes. In …
Auctus: A dataset search engine for data augmentation
The large volumes of structured data currently available, from Web tables to open-data
portals and enterprise data, open up new opportunities for progress in answering many …
portals and enterprise data, open up new opportunities for progress in answering many …
Data management in digital twins: a systematic literature review
Abstract The Internet of Things (IoT) and continuous advances in data-gathering devices
and techniques have significantly increased the amount of relevant data that can be …
and techniques have significantly increased the amount of relevant data that can be …