Exploring the Power of BART and BERT: Context Similarity and Extraction in NLP

Hitakshi Chellani, Saurav Singh, Shakti Mourya, Devendra Chouhan

Page No: 24-32

DOI: 10.86493/VEREDAS.2024/V14I6/04

In this paper, we propose a new pipeline for extracting context and analyzing semantic similarity from audio or video data. The pipeline consists of four main stages: first, video-to-audio conversion using the Moviepy library; second, speech-to-text transcription using a pre-trained whisper model; third, text summarization using the BART-based "facebook/bart-large-cnn" model from the Hugging Face Transformers library; and finally, similarity analysis using the BERT model from the same library. Our pipeline has numerous applications in fields such as natural language processing, information retrieval, and search engine algorithms. To validate the effectiveness of our pipeline, we conducted experiments on a dataset of audio and video files and demonstrated its high accuracy in context extraction and similarity analysis. Our research provides a useful framework for future studies in natural language processing and information retrieval and highlights the potential of pre-trained models for solving complex NLP tasks.

Citations

APA: Hitakshi Chellani, Saurav Singh, Shakti Mourya, Devendra Chouhan (2025). Exploring the Power of BART and BERT: Context Similarity and Extraction in NLP. DOI: 10.86493/VEREDAS.2024/V14I6/04

AMA: Hitakshi Chellani, Saurav Singh, Shakti Mourya, Devendra Chouhan. Exploring the Power of BART and BERT: Context Similarity and Extraction in NLP. 2025. DOI: 10.86493/VEREDAS.2024/V14I6/04

Chicago: Hitakshi Chellani, Saurav Singh, Shakti Mourya, Devendra Chouhan. "Exploring the Power of BART and BERT: Context Similarity and Extraction in NLP." Published 2025. DOI: 10.86493/VEREDAS.2024/V14I6/04

IEEE: Hitakshi Chellani, Saurav Singh, Shakti Mourya, Devendra Chouhan, "Exploring the Power of BART and BERT: Context Similarity and Extraction in NLP," 2025, DOI: 10.86493/VEREDAS.2024/V14I6/04

ISNAD: Hitakshi Chellani, Saurav Singh, Shakti Mourya, Devendra Chouhan. "Exploring the Power of BART and BERT: Context Similarity and Extraction in NLP." DOI: 10.86493/VEREDAS.2024/V14I6/04

MLA: Hitakshi Chellani, Saurav Singh, Shakti Mourya, Devendra Chouhan. "Exploring the Power of BART and BERT: Context Similarity and Extraction in NLP." 2025, DOI: 10.86493/VEREDAS.2024/V14I6/04