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NLP-Project
Commit 0e342cc4 authored by Almouhannad Hafez's avatar Almouhannad Hafez
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README.md
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> ***Using augmented dataset***
| Using augmented dataset | | | | | | |
| ----------------------- | --------------- | -------------- | ----------------------- | -------------------- | ---------------------- | ------------------------- |
| | | | | | | |
| Case\\Criterion | Accuracy(Train) | Accuracy(Test) | Precision(Test-Average) | Recall(Test-Average) | F1-Score(Test-Average) | Notes |
| ----------------------- | --------------- | -------------- | ----------------------- | -------------------- | ---------------------- | ------------------------- |
| nltk stemmer | 0.9629 | 0.9524 | 0.9513 | 0.9522 | 0.9509 | alpha=0.1, 300features |
| nltk lemmatizer | 0.9832 | 0.9699 | 0.9703 | 0.9699 | 0.9696 | alpha=0.1, 700features |
| Stanza lemmatizer | 0.9783 | 0.9671 | 0.9673 | 0.9672 | 0.9668 | alpha=0.1, 550features |
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| Text + (1,4)Gram | 0.9967 | 0.9807 | 0.9802 | 0.9805 | 0.9802 | alpha=0.01, 12100features |
| Text + (2,3)Gram | 0.9951 | 0.9695 | 0.9688 | 0.9694 | 0.9688 | alpha=0.01, 9100features |
| Text + (2,4)Gram | 0.9951 | 0.9646 | 0.9634 | 0.9645 | 0.9635 | alpha=0.01, 14100features |
---
> ***Applied features selection and model's hyperparameters tuning***
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