The aim of this task is to predict someone's English proficiency based on a text input.

Related tags

Text Data & NLP English_proficiency_prediction_NLP
Overview

English_proficiency_prediction_NLP

The aim of this task is to predict someone's English proficiency based on a text input.

Using the The NICT JLE Corpus available here : https://alaginrc.nict.go.jp/nict_jle/index_E.html

The source of the corpus data is the transcripts of the audio-recorded speech samples of 1,281 participants (1.2 million words, 300 hours in total) of English oral proficiency interview test. Each participant got a SST (Standard Speaking Test) score between 1 (low proficiency) and 9 (high proficiency) based on this test.

The goal is to build a machine learning algorithm for predicting the SST score of each participant based on their transcript.

Steps:

1 - Pre-process the dataset: extract the participant transcript (all tags). Inside participant transcript, you can remove all other tags and extract only English words.

2 - Process the dataset: extract features with the Bag of Word (BoW) technique

3 - Train a classifier to predict the SST score

4 - Compute the accuracy of your system (the number of participant classified correctly) and plot the confusion matrix.

5 - Try to improve your system (for example you can try to use GloVe instead of BoW).
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