Abstract: Methods, systems, apparatuses, devices, and computer program products are described. An application server or a data processing system may generate a set of candidate natural language queries that correspond to a data object (e.g., document, report, assert) based on inputting a set of metadata associated with the data object into a large language model (LLM). The system may embed the candidate natural language queries into a first set of vectors, where a query space may include a collection of the first set of vectors related to the data object. In addition, the system may embed a natural language query received from a user into a second vector. The system may perform a vector-space comparison of the second vector to the first set of vectors or the query space, and retrieve a data object associated with the natural language query based on the comparison.

Abstract: A system includes reception of a first query of a transaction table from a first client system, generation of a first result set based on the first query, transmission of the first result set to the first client system, reception of a first subset of the first result set from the first client system, the first subset of the first result set associated with a first user, determination of whether to present a first stored comment to the first user based on the first subset of the first result set, a first context associated with the first stored comment, and data security information associated with the first user, and, if it is determined to present the first stored comment to the first user, transmission of the first stored comment to the first client system.

Abstract: A system includes reception of a first query of a transaction table from a first client system, generation of a first result set based on the first query, transmission of the first result set to the first client system, reception of a first subset of the first result set from the first client system, the first subset of the first result set associated with a first user, determination of whether to present a first stored comment to the first user based on the first subset of the first result set, a first context associated with the first stored comment, and data security information associated with the first user, and, if it is determined to present the first stored comment to the first user, transmission of the first stored comment to the first client system.