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Large language models and knowledge graphs: Opportunities and challenges
Large Language Models (LLMs) have taken Knowledge Representation--and the world--by
storm. This inflection point marks a shift from explicit knowledge representation to a renewed …
storm. This inflection point marks a shift from explicit knowledge representation to a renewed …
Retrieval-augmented generation for ai-generated content: A survey
The development of Artificial Intelligence Generated Content (AIGC) has been facilitated by
advancements in model algorithms, scalable foundation model architectures, and the …
advancements in model algorithms, scalable foundation model architectures, and the …
A survey on retrieval-augmented text generation for large language models
Retrieval-Augmented Generation (RAG) merges retrieval methods with deep learning
advancements to address the static limitations of large language models (LLMs) by enabling …
advancements to address the static limitations of large language models (LLMs) by enabling …
Business insights using RAG–LLMs: a review and case study
M Arslan, S Munawar, C Cruz - Journal of Decision Systems, 2024 - Taylor & Francis
As organizations increasingly rely on diverse data sources like invoices and surveys,
efficient Information Extraction (IE) is crucial. Natural Language Processing (NLP) enhances …
efficient Information Extraction (IE) is crucial. Natural Language Processing (NLP) enhances …
Merging mixture of experts and retrieval augmented generation for enhanced information retrieval and reasoning
X **ong, M Zheng - 2024 - researchsquare.com
This study investigates the integration of Retrieval Augmented Generation (RAG) into the
Mistral 8x7B Large Language Model (LLM), which already uses Mixture of Experts (MoE), to …
Mistral 8x7B Large Language Model (LLM), which already uses Mixture of Experts (MoE), to …
Assessment of artificial intelligence applications in responding to dental trauma
I Ozden, M Gokyar, ME Ozden… - Dental …, 2024 - Wiley Online Library
Background This study assessed the consistency and accuracy of responses provided by
two artificial intelligence (AI) applications, ChatGPT and Google Bard (Gemini), to questions …
two artificial intelligence (AI) applications, ChatGPT and Google Bard (Gemini), to questions …
Learning to plan for retrieval-augmented large language models from knowledge graphs
Improving the performance of large language models (LLMs) in complex question-
answering (QA) scenarios has always been a research focal point. Recent studies have …
answering (QA) scenarios has always been a research focal point. Recent studies have …
Cotkr: Chain-of-thought enhanced knowledge rewriting for complex knowledge graph question answering
Recent studies have explored the use of Large Language Models (LLMs) with Retrieval
Augmented Generation (RAG) for Knowledge Graph Question Answering (KGQA). They …
Augmented Generation (RAG) for Knowledge Graph Question Answering (KGQA). They …
A retrieval-augmented generation strategy to enhance medical chatbot reliability
Abstract The advent of Large Language Models opened new perspectives concerning their
usage within the digital health domain. However, their intrinsic probabilistic and …
usage within the digital health domain. However, their intrinsic probabilistic and …
A Survey on RAG with LLMs
In the fast-paced realm of digital transformation, businesses are increasingly pressured to
innovate and boost efficiency to remain competitive and foster growth. Large Language …
innovate and boost efficiency to remain competitive and foster growth. Large Language …