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

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.

Authors

Publication Details

Journal
International Journal For Multidisciplinary Research
Published
2024-12-15
DOI
https://doi.org/10.36948/ijfmr.2024.v06i06.33140
Primary Topic
Advanced Text Analysis Techniques
Type
article
Field-Weighted Citation Impact
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article

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

R.H. Kadam, Vanita Mhaske -
International Journal For Multidisciplinary Research
Advanced Text Analysis Techniques
article

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

R.H. Kadam, Vanita Mhaske -
article en

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.

International Journal For Multidisciplinary ResearchVol. 6(6)
Openalex Percentile: Top 78%
Advanced Text Analysis Techniques
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