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Toxic-Span-Group-4

toxic

Instructions

Files

Files & Links Description
pred.csv Result Link of Span Prediction on the test.csv
model Our best model's link
trainfinal.csv Our training file provided by our TAs.
devfinal.csv Initial test file provided by our TAs, but currently we use it as validation dataset.
test.csv Our test file provided by our TAs.

Training Script

  • The trainig script can be found here.
  • Divide the trainfinal dataset into training and validation dataset and upload it to cloab notebook.
  • (Finally we are using trainfinal as training and devfinal as validation dataset.) Our model is being saved at "./drive/My Drive/best" so we also need to mount the drive. You can directly access our model

Prediction generation Script

  • The Prediction generation script can be found here.
  • Upload test.csv to cloab notebook. Download and directly access our model Save this model at "./drive/My Drive/Submission/best" by mounting your drive. Run all the cells of the colab file.

Evaluation Script

  • The evaluation script can be found here.
  • Upload the actual csv file containg the ground truth labels and the prediction.csv file. Run all the cells in the colab file. The F1-score will be printed at the end.

Libraries needed to be imported

We use the following libraries:

  • ast
  • csv
  • random
  • statistics
  • sys
  • itertools
  • string
  • pandas
  • sklearn
  • spacy

Installation

Install the spacy and sklearn along with models as (no need if you are running in colab) :

  pip install spacy sklearn
  python -m spacy download en_core_web_sm

Refrences

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