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Entity Linking and Relationship Extraction With Relik in LlamaIndex

Blog post from Neo4j

Post Details
Company
Date Published
Author
Tomaž Bratanič
Word Count
838
Language
English
Hacker News Points
-
Summary

The text discusses a project that utilizes Relik, a library with models for entity linking and relationship extraction, to extract structured information from unstructured news articles. The process involves setting up a Neo4j graph database to store the extracted information and using LlamaIndex to define connections between entities in the data. A coreference resolution model is used to identify expressions that refer to the same entity, and then an embedding model and a large language model are used to embed entities and answer questions about them. The project uses a news dataset obtained via Diffbot API and applies the Relik models to extract relationships and perform question answering.