Retrieval-Augmented Generation (RAG)

Генерация с дополнением извлечённой информацией (RAG)
Michael Klesel, H.F. Wittmann
2025-06-01

Enterprise search systemsInformation retrievalInformation systemsRetrieval-augmented generationUser interfaces
The necessity for information is a fundamental aspect of human nature, and as such, there are ongoing efforts to enhance information retrieval with information systems (Alavi and Leidner 2001 ; Alavi et al. 2024 ). Companies are particularly affected by this, as they have extensive data at their disposal, and employees need to access it. Unfortunately, current systems are not able to adequately meet employees’ expectations. In fact, studies have shown that 79% of employees are dissatisfied with the user interfaces of enterprise search systems (Cleverley and Burnett 2019 ). This has led to a need for new approaches that can better address the information needs of organizations.
1
Existing enterprise search systems inadequately meet employee expectations; 79% of employees report dissatisfaction with their user interfaces.
2
Information retrieval is a fundamental human need, creating continued demand for improved information systems.
3
Organizations possess extensive data, but employees often struggle to access relevant internal information effectively.
4
The abstract identifies a need for new information-retrieval approaches better suited to organizational information needs.

enterprise information retrieval systems

their ability to meet employees’ information needs and expectations

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2025-06-01
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Michael Klesel
H.F. Wittmann
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