Upload README.md

README.md

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+---
+license: mit
+datasets:
+- Abdou/dz-sentiment-yt-comments
+language:
+- ar
+metrics:
+- f1
+- accuracy
+library_name: transformers
+---
+# BERT Models Fine-tuned on Algerian Dialect Sentiment Analysis
+These are different BERT models (BERT Arabic models are initialized from [AraBERT](https://huggingface.co/aubmindlab/bert-large-arabertv02)) fine-tuned on the [Algerian Dialect Sentiment Analysis](https://huggingface.co/datasets/Abdou/dz-sentiment-yt-comments) dataset. The dataset contains 50,016 comments from YouTube videos in Algerian dialect. The models are evaluated on the testing set:
+
+
+| Model Version       | No. of Parameters | Training Time  | F1-Score | Accuracy |
+| ------------------- | ----------------- | -------------- | -------- | -------- |
+| LSTM                | ~4 M              | 3 min          | 0.7399   | 0.7445   |
+| Bi-LSTM             | ~4.3 M            | 6 min 35 s     | 0.7380   | 0.7437   |
+| [BERT Base](https://huggingface.co/bert-base-uncased)           | ~109.5 M          | 33 min 20 s    | 0.6979   | 0.7500   |
+| [BERT Large](https://huggingface.co/bert-large-uncased)          | ~335.1 M          | 1 h 50 min     | 0.6976   | 0.7484   |
+| [BERT Arabic Mini](https://huggingface.co/Abdou/arabert-mini-algerian)    | ~11.6 M           | 2 min 40 s     | 0.7057   | 0.7527   |
+| [BERT Arabic Medium](https://huggingface.co/Abdou/arabert-medium-algerian)  | ~42.1 M           | 11 min 25 s    | 0.7521   | 0.7860   |
+| [BERT Arabic Base](https://huggingface.co/Abdou/arabert-base-algerian)    | ~110.6 M          | 34 min 19 s    | 0.7688   | 0.8002   |
+| **[BERT Arabic Large](https://huggingface.co/Abdou/arabert-large-algerian)**   | **~336.7 M**          | **1 h 53 min**     | **0.7838**   | **0.8174**   |