A Comprehensive Approach to Summarization: The Role of Retrieval-Augmented Generation

Author(s)	Vanita Mhaske, Rhishikesh KAdam
Country	India
Abstract	There are many types of summaries that can be created, depending on the nature of the input documents—whether they are related to law, medicine, or other fields. It is important to understand the subject matter first, as different documents require different handling approaches. Highlighting key points is crucial for focusing on specific sentences. Depending on the topic and the desired output, various summarization models can be used. In this context, we particularly focus on the RAG system and how it can be beneficial for achieving better results.
Keywords	Retrieval methods, Generative methods, Dynamic knowledge integration, Fluent language generation, RAG (Retrieval-Augmented Generation)
Field	Computer Applications
Published In	Volume 6, Issue 6, November-December 2024
Published On	2024-12-15
Cite This	A Comprehensive Approach to Summarization: The Role of Retrieval-Augmented Generation - Vanita Mhaske, Rhishikesh KAdam - IJFMR Volume 6, Issue 6, November-December 2024. DOI 10.36948/ijfmr.2024.v06i06.33140
DOI	https://doi.org/10.36948/ijfmr.2024.v06i06.33140
Short DOI	https://doi.org/g8wkjf

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International Journal For Multidisciplinary Research