Software Engineers Can Improve LLM Accuracy With Ontologies
LLMs improved with ontologies: Researchers integrate structured knowledge into LLM training & inference, boosting accuracy in question-answering tasks.
This is a Plain English Papers summary of a research paper called Increasing the LLM Accuracy for Question Answering: Ontologies to the Rescue!. If you like these kinds of analysis, you should subscribe to the AImodels.fyi newsletter or follow me on Twitter. Overview This paper explores how incorporating ontologies, which are formal representations of knowledge, can improve the accuracy of large language models (LLMs) in question-answering tasks. The researchers hypothesize that by leveraging the structured knowledge in ontologies, LLMs can better understand the context and semantics...