Browsing by Author "1831533042"

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    BanglaSense: Bangla Text Summarization Using Generative AI with Large Language Model
    (North South University, 2023) Md. Jahidul Islam; Dr. Shahnewaz Siddique; 1831533042
    Text summarization is used in various domains, such as generating concise summaries of news articles, documents including research papers, social media’s long-form posts, and conversations to quickly and easily understand a long text. On abstractive text summarization, due to the scarcity of datasets and computing resources for mid-level languages, recent efforts have concentrated mostly on high-resource languages like English. In this research, we propose a Bangla Text Summarization system Using Generative AI with a Large Language Model. We use in-context learning techniques and instruction fine-tuning to train the mT5 pre-trained multilingual Transformer model on the XL-Sum (Bangla) dataset from the Hugging Face library. Our fine-tuned model performed the best in terms of relevancy and correctness with a remarkable 45.41 rouge1, and 33.85 regulome Scores.