Giter VIP home page Giter VIP logo

r-aryan / text-summarization-using-t5 Goto Github PK

View Code? Open in Web Editor NEW
2.0 2.0 0.0 21.52 MB

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

License: MIT License

Dockerfile 1.62% Python 98.38%
natural-language-processing transformers attention-model transfer-learning text-summarization abstractive-text-summarization t5-model pytorch fine-tuning python3 rest-api flask deep-learning text-to-text-transfer-transformer

text-summarization-using-t5's Introduction

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

text-summarization-using-t5's People

Contributors

r-aryan avatar

Stargazers

 avatar  avatar

Watchers

 avatar  avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.