… RONIN, a data lake exploration tool that enables integrated search and navigation. The main
component of RONIN is an algorithm for constructing an organization on a set of data sets. …

… A more recent system RONIN [110], combines navigation using the above DAG-based …
In what follows, we discuss the data lakes that explore datasets with diverse data models. …

… In this work, we explore the use of TURL to represent columns of data lake tables. Once the
embeddings for the columns are set, we need to define a similarity/distance measure to be …

… RONIN [23] enables user exploration of a data lake by navigation of a hierarchical structure.
Here, table similarities are computed by averaging word embeddings of tokens in the table …

… to explore and gain insights from massive collections of data … studies about discovery from
other data formats, such as … from tabular data, which is a primary data format in data lakes. We …

… In the latter, we evaluate the navigation quality by simulating a user’s exploration. For … In
RONIN, a user can perform a keyword or joinability search over a data lake, then browse the …

… data in tables rather than files for efficient data exploration and analysis. In this paper, we
investigate the data management of open data lakes … an open data lake, RONIN 41 proposed a …

… However, suitable data is often not immediately to hand, and there may be many potentially
… in a data lake or in open data repositories. As a result, data discovery and exploration are …

… We develop an automatic context retrieval to allow the LLMs to retrieve data from data lakes,
… Besides, it is very interesting to explore new integration methods except fine-tuning LLMs. …

… data, users need contextual views (eg, "which dashboards are my teammates working on?"),
exploration tools (eg, "show me data … their exploration at one data artifact, explore data that …