knowledge base ↔ Large Language Models

Relations (1)

related 0.30 — supporting 3 facts

Large Language Models are related to knowledge bases because they utilize them to provide supporting evidence for responses [1], overcome internal reasoning limitations [2], and improve retrieval accuracy through optimized path exploration [3].

Facts (3)

Sources

Practices, opportunities and challenges in the fusion of knowledge ... frontiersin.org Frontiers 1 fact

claimLarge Language Models (LLMs) often struggle with tasks requiring deep knowledge and complex reasoning due to limitations in their internal knowledge bases, a gap that can be bridged by integrating structured knowledge from Knowledge Graphs (KGs).

Building Trustworthy NeuroSymbolic AI Systems - arXiv arxiv.org arXiv 1 fact

claimLarge Language Models (LLMs) that leverage a knowledge base to supply supporting evidence for nearly every generated response are a trend in AI development as of 2023.

Large Language Models Meet Knowledge Graphs for Question ... arxiv.org arXiv 1 fact

claimCGPE (Tao et al., 2024) optimizes knowledge retrieval using clue-guided path exploration and information matching from knowledge bases to enhance the capabilities of Large Language Models for unfamiliar questions and reduce operational costs.