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Commit b2228e32 authored by Almouhannad Hafez's avatar Almouhannad Hafez
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(5) Use N-Grams with dep. parsing features

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5/5.1.Dep_parsing_classifier.ipynb
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README.md
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...@@ -124,6 +124,7 @@ ...@@ -124,6 +124,7 @@
| Text + (2,4)Gram | 0.9975 | 0.9375 | 6.0 | 0.9366 | 0.9334 | 0.9311 | alpha=0.01, 16600features | | Text + (2,4)Gram | 0.9975 | 0.9375 | 6.0 | 0.9366 | 0.9334 | 0.9311 | alpha=0.01, 16600features |
| Stanza Dep. Relation tuples | 0.9995 | 0.9521 | 4.7 | 0.9513 | 0.9503 | 0.9484 | alpha=0.01, 8000features | | Stanza Dep. Relation tuples | 0.9995 | 0.9521 | 4.7 | 0.9513 | 0.9503 | 0.9484 | alpha=0.01, 8000features |
| Stanza Dep.Relation+POS Relations+Headwords tuples | 0.9986 | 0.9479 | 5.1 | 0.9481 | 0.9471 | 0.9440 | alpha=0.01, 7500features | | Stanza Dep.Relation+POS Relations+Headwords tuples | 0.9986 | 0.9479 | 5.1 | 0.9481 | 0.9471 | 0.9440 | alpha=0.01, 7500features |
| Stanza Dep. Relation tuples + (1,3) Grams | 1.0000 | 0.9750 | 2.5 | 0.9758 | 0.9747 | 0.9734 | alpha=0.01, 66000features |
--- ---
> ***Applied features selection and model's hyperparameters tuning*** > ***Applied features selection and model's hyperparameters tuning***
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Results.xlsx
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