Giter Club home page Giter Club logo

text2mcq's Introduction

Text2MCQ using BERT-WSD and T5 Transfomer(Ongoing)

According to various researchers, active recall(retrieval method of studying) has been found effective for better understanding of the study materials. This project is based around the same premise.

Given an input text(eg. paragraph), this model generates Multiple Choice Questions(MCQs) which allows the learners to test their understanding of the subject material.

Roadmap

  • Use abstractive and/or extractive summarization to find important sentences from a paragraph.

  • Find keyword/s from the sentences.

  • Distractors generation using WordNet and BERT-WSD. Optimally three distractors are generated.

  • Generate question using the T5 Transfomer model.

Tasks Completed

  • Found important sentences from the pararaph.
  • Found the keyword/s from the sentence.
  • Found the contextual meaning of the word in a sentence(using pretrained BERT model).
  • Generated distractors from WordNet for wrong choices.
  • Generated questions using T5 transformer model.

text2mcq's People

Contributors

aalocked avatar

Watchers

Kostas Georgiou 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.