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NLP-Project
Commit 6cc41f04 authored by Almouhannad Hafez's avatar Almouhannad Hafez
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(6) Add synsets with ngrams and parsing tree atts

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6/6.2.BOS_ParsingTree_NGrams.ipynb 0 → 100644
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README.md
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......@@ -109,7 +109,7 @@
> ***Using augmented dataset***
| Case\\Criterion | Accuracy(Train) | Accuracy(Test) | Difference(%) | Precision(Test-Average) | Recall(Test-Average) | F1-Score(Test-Average) | Notes |
| -------------------------------------------------- | --------------- | -------------- | ------------- | ----------------------- | -------------------- | ---------------------- | ------------------------- |
| ------------------------------------------------------------ | --------------- | -------------- | ------------- | ----------------------- | -------------------- | ---------------------- | ------------------------- |
| nltk stemmer | 0.9852 | 0.9604 | 2.5 | 0.9593 | 0.9587 | 0.9574 | alpha=0.1, 450features |
| nltk lemmatizer | 0.9891 | 0.9625 | 2.7 | 0.9635 | 0.9626 | 0.9608 | alpha=0.1, 700features |
| Stanza lemmatizer | 0.9843 | 0.9646 | 2.0 | 0.9652 | 0.9642 | 0.9623 | alpha=0.1, 550features |
......@@ -128,6 +128,8 @@
| BO synsets | 0.9782 | 0.9333 | 4.5 | 0.9325 | 0.9308 | 0.9272 | alpha=0.01, 1500features |
| BO synsets + POS filtering | 0.9810 | 0.9271 | 5.4 | 0.9287 | 0.9256 | 0.9224 | alpha=0.01, 1500features |
| BO synsets + WSD | 0.9961 | 0.9563 | 4.0 | 0.9594 | 0.9564 | 0.9542 | alpha=0.01,1750features |
| BO synsets + WSD + Stanza Dep. Relation tuples + (1,3) Grams | 0.9963 | 0.9708 | 2.5 | 0.9713 | 0.9706 | 0.9683 | alpha=0.01,5500features |
| | | | | | | | |
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> ***Applied features selection and model's hyperparameters tuning***
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Results.xlsx
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