Скачать или смотреть Ontology-Driven Entity Linking in Biomedical / Clinical Text using Plain Language "Triplestore"

Showcasing is a novel way to leverage Google's 1-2 million context length and context caching - by loading the entire ontology (usually 200-1 million tokens), for submission for Kaggle.


Public Kaggle Notebook is here: https://www.kaggle.com/junghoonson/ai...

https://www.kaggle.com/competitions/g...

For those unfamiliar "triple store" is a general description to store "triples" (https://en.wikipedia.org/wiki/Semanti...) often used in knowledge representation, particularly used with ontologies and semantic web. If you are unfamiliar with RDF/XML, OWL, Turtle, SPARQL and never wanted to approach them, this might be a solution for you in at least leveraging ontologies.

Consider this an attempt to reimagine the concept of triplestores for the LLM era. While traditional triplestores store knowledge in rigid [subject]-[predicate]-[object] formats, unoriginally named SentenceSTORE uses natural language sentences as its fundamental unit of storage.