Reference A starting point

Knowledge Graph

A structured representation of knowledge as entities and their relationships, used for reasoning and information retrieval.

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Language & LLMs Entity Linking Linking entity mentions in text to entries in a knowledge base. Language & LLMs Relation Extraction Identifying semantic relationships between entities in text. Neural Networks Graph Neural Network Neural networks designed to operate on graph-structured data, learning representations of nodes, edges, and entire graphs. Language & LLMs Retrieval-Augmented Generation Augmenting LLM generation with retrieved relevant documents, improving factuality and enabling knowledge updates without retraining. Language & LLMs Information Extraction Automatically extracting structured information from unstructured text. Neural Networks Node Embedding Learning vector representations of graph nodes that capture structural and feature information.