Feedback Prize - English Language Learning: Evaluating language knowledge of ELL students from grades 8-12

About repo:

This repo contains my submission t the kaggle feedback prize 3 competition which canbe accessed (https://www.kaggle.com/competitions/feedback-prize-english-language-learning)[here]

Goal of the Competition

The goal of this competition is to assess the language proficiency of 8th-12th grade English Language Learners (ELLs). Utilizing a dataset of essays written by ELLs will help to develop proficiency models that better supports all students.

Your work will help ELLs receive more accurate feedback on their language development and expedite the grading cycle for teachers. These outcomes could enable ELLs to receive more appropriate learning tasks that will help them improve their English language proficiency.

Data

canbe accessed at the competition site

Approach

5-fold validation on a Bert-base-uncased + mean pooling + linear layer model

Score

0.47 MCRMSE