R-aryan / Text-Summarization-Using-T5

perfroming abstractive text summariztion task using T5, and serving it via REST API

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Text Summarization Using T5

Performing abstractive text summarization task using T5, and serving it via REST API.

  • End to End NLP abstractive text summarization Problem.
  • The Kaggle dataset can be found Here Click Here

Steps to run the project Click Here

Dataset Description

The dataset consists of 4515 examples and contains Author_name, Headlines, Url of Article, Short text, Complete Article. I gathered the summarized news from Inshorts and only scraped the news articles from Hindu, Indian times and Guardian. Time period ranges from February to August 2017.

Goal

  • Generating short length descriptions(headlines) from text(news articles).
  • Summarizing large amount of information which can be represented in compressed space

Following are the screenshots for the sample request and sample response.

  • Request sample

Sample request

  • Response Sample

Sample response

About

perfroming abstractive text summariztion task using T5, and serving it via REST API

License:MIT License


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Language:Python 98.4%Language:Dockerfile 1.6%