Skip to content

N
NLP-Project
You need to sign in or sign up before continuing.
Commit 6cc41f04 authored by Almouhannad Hafez's avatar Almouhannad Hafez
Browse files
Options

(6) Add synsets with ngrams and parsing tree atts

parent e46bb1ef
Expand all Show whitespace changes
Inline Side-by-side
Showing with 517 additions and 20 deletions
6/6.2.BOS_ParsingTree_NGrams.ipynb 0 → 100644
View file @ 6cc41f04
This diff is collapsed.
README.md
View file @ 6cc41f04
...@@ -109,7 +109,7 @@ ...@@ -109,7 +109,7 @@
> ***Using augmented dataset*** > ***Using augmented dataset***
| Case\\Criterion | Accuracy(Train) | Accuracy(Test) | Difference(%) | Precision(Test-Average) | Recall(Test-Average) | F1-Score(Test-Average) | Notes | | 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 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 | | 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 | | Stanza lemmatizer | 0.9843 | 0.9646 | 2.0 | 0.9652 | 0.9642 | 0.9623 | alpha=0.1, 550features |
...@@ -128,6 +128,8 @@ ...@@ -128,6 +128,8 @@
| BO synsets | 0.9782 | 0.9333 | 4.5 | 0.9325 | 0.9308 | 0.9272 | alpha=0.01, 1500features | | 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 + 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 | 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 |
| | | | | | | | |
--- ---
> ***Applied features selection and model's hyperparameters tuning*** > ***Applied features selection and model's hyperparameters tuning***
......
Results.xlsx
View file @ 6cc41f04
No preview for this file type
Markdown is supported
0% or
You are about to add 0 people to the discussion. Proceed with caution.
Finish editing this message first!
Please register or to comment

HIAST - GitLab