Automatic Text Summarization Using Deep Learning Methods
Tasmiul Alam Shopnil,
Dr Arijit Das,
Diganta Saha
Abstract:Text document summarization is critical for managing today’s vast
textual data. This paper presents an approach to text document
summarization that does not rely on word embedding techniques. Instead,
our method follows a step-by-step process, including sentence
segmentation, sentence embedding, K-means clustering, and summary
generation. The input text is segmented into individual sentences using
an NLP tool such as NLTK’s sentence tokenizer. Next, we extract
contextual embeddings for each sentence using the … Show more
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