Loops On Retrieval Augmented Generation (LoRAG)

arXiv:2403.15450v1 Announce Type: new
Abstract: This paper presents Loops On Retrieval Augmented Generation (LoRAG), a new framework designed to enhance the quality of retrieval-augmented text generation through the incorporation of an iterative loop mechanism. The architecture integrates a generative model, a retrieval mechanism, and a dynamic loop module, allowing for iterative refinement of the generated text through interactions with relevant information retrieved from the input context. Experimental evaluations on benchmark datasets demonstrate that LoRAG surpasses existing state-of-the-art models in terms …

abstract architecture arxiv cs.cl cs.ir dynamic framework generative iterative loop paper quality retrieval retrieval-augmented retrieval augmented generation text text generation through type