Link to method description: https://www.kaggle.com/c/jigsaw-toxic-severity-rating/discussion/306274

Software Requirement: torch==1.10 transformers==4.15.0 geneticalgorithm

Hardware Requirement: 3 x RTX A6000

Please download and extract the competition data and all external data into the corresponding locations of the input folder. this competition data: https://www.kaggle.com/c/jigsaw-toxic-severity-rating/data jigsaw18 data: https://www.kaggle.com/c/jigsaw-toxic-comment-classification-challenge/data jigsaw19 data: https://www.kaggle.com/c/jigsaw-unintended-bias-in-toxicity-classification/data ruddit data: https://www.kaggle.com/rajkumarl/ruddit-jigsaw-dataset

For training, please go to jigsaw18/, jigsaw19, ruddit/ and sh run.sh