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Enhancing LLM Factual Accuracy with RAG to Counter Hallucinations: A Case Study on Domain-Specific Queries in Private Knowledge-Bases

arXiv.org
We proposed an end-to-end system design towards utilizing Retrieval Augmented Generation (RAG) to improve the factual accuracy of Large Language Models (LLMs) for domain-specific and time-sensitive queries related to private knowledge-bases.
Jiarui Li, Ye Yuan, Zehua Zhang
semanticscholar   +1 more source

Knowledge-Based Systems

Science, 1986
First developed two decades ago, knowledge-based systems have seen widespread application in recent years. While performance has been a strong focus of attention, building such systems has also expanded our conception of a computer program from a black box providing an answer to something capable of explaining its answers, acquiring new knowledge, and ...
openaire   +2 more sources

STaRK: Benchmarking LLM Retrieval on Textual and Relational Knowledge Bases

Neural Information Processing Systems
Answering real-world complex queries, such as complex product search, often requires accurate retrieval from semi-structured knowledge bases that involve blend of unstructured (e.g., textual descriptions of products) and structured (e.g., entity ...
Shirley Wu   +9 more
semanticscholar   +1 more source

Research-based knowledge

Nursing Management, 2012
The National Institute for Health Research (NIHR) has launched its Knowledge Mobilisation Fellowship Scheme and is inviting applications from people with significant NHS or academic experience who can show their potential to encourage more effective use of research-based knowledge in health care.
openaire   +2 more sources

Knowledge-Based Knowledge Elicitation

1989
A method for using the advantages of domain-specific knowledge acquisition for a general purpose knowledge acquisition tool is introduced. To adapt the knowledge acquisition tool for a specific application and a specific problem solving strategy (e.g. heuristic classification, such diagnostic strategies as establish and refine), acquisition knowledge ...
Joachim DIEDERICH, Marc LINSTER
openaire   +1 more source

An Ontology-Based Conversation System for Knowledge Bases

SIGMOD Conference, 2020
Domain-specific knowledge bases (KB), carefully curated from various data sources, provide an invaluable reference for professionals. Conversation systems make these KBs easily accessible to professionals and are gaining popularity due to recent advances
A. Quamar   +6 more
semanticscholar   +1 more source

Knowledge Based Strategies for Knowledge Based Organizations

Journal of Knowledge Management, Economics and Information Technology, 2012
In the present, we can observe that a new economy is arising. It is an economy based on knowledge and ideas, in which the key factor for prosperity and for creation of the new jobs is the knowledge capitalization. Knowledge capitalization, intellectual capital, obtaining prosperity in the market economy imposes a new terminology, new managerial methods
openaire   +1 more source

Knowledge-Based Question Answering

2003
Large amounts of technical documentation are available in machine readable form, however there is a lack of effective ways to access them. In this paper we propose an approach based on linguistic techniques, geared towards the creation of a domain-specific Knowledge Base, starting from the available technical documentation.
Rinaldi, Fabio   +5 more
openaire   +1 more source

Weighted Knowledge Based Knowledge Distillation

The transactions of The Korean Institute of Electrical Engineers, 2022
Sungjae Kang, Kisung Seo
openaire   +1 more source

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