A scalable framework for evaluating multiple language models through cross-domain generation and hallucination detection

Abstract Large language models (LLMs) have significantly advanced in recent years, greatly enhancing the capabilities of retrieval-augmented generation (RAG) systems. However, challenges such as semantic similarity, bias/sentiment, and hallucinations persist, especially in domain-specific applicatio...

Disgrifiad llawn

Manylion Llyfryddiaeth

Prif Awduron:	Sorup Chakraborty, Rajesh Chowdhury, Sourov Roy Shuvo, Rajdeep Chatterjee, Satyabrata Roy
Fformat:	Artigo
Iaith:	Inglês
Cyhoeddwyd:	Nature Portfolio 2025-08-01
Cyfres:	Scientific Reports
Pynciau:	Large Language Models (LLMs) Retrieval-Augmented Generation (RAG) Semantic Similarity Bias Detection Hallucination Detection Multi-Domain Benchmarking
Mynediad Ar-lein:	https://doi.org/10.1038/s41598-025-15203-5
Tagiau:	Ychwanegu Tag Dim Tagiau, Byddwch y cyntaf i dagio'r cofnod hwn!