Context-Aware Retrieval Augmented Generation Using Similarity Validation to Handle Context Inconsistencies in Large Language Models

Large Language Models (LLMs) have transformed natural language processing by offering human-like responses. However, issues such as incorrect information (hallucinations) and errors in specific subject areas remain, especially in Retrieval Augmented Generation (RAG) systems. This study introduces a...

ver descrição completa

Detalhes bibliográficos

Principais autores:	Enrico Collini, Felix Indra Kurniadi, Paolo Nesi, Gianni Pantaleo
Formato:	Artigo
Idioma:	Inglês
Publicado em:	IEEE 2025-01-01
coleção:	IEEE Access
Assuntos:	Context-aware retrieval augmented generation (CA-RAG) cosine similarity dot product domain-specific tasks large language models (LLMs) retrieval-augmented generation (RAG)
Acesso em linha:	https://ieeexplore.ieee.org/document/11180037/
Tags:	Adicionar Tag Sem tags, seja o primeiro a adicionar uma tag!