Update README.md
Browse files
README.md
CHANGED
@@ -6,23 +6,22 @@ license: mit
|
|
6 |
datasets:
|
7 |
- ACE2005
|
8 |
---
|
9 |
-
# Arabic NER
|
10 |
-
|
11 |
-
### Model
|
12 |
- NER BIO tagging model based on [GigaBERTv4](https://huggingface.co/lanwuwei/GigaBERT-v4-Arabic-and-English).
|
13 |
- ACE2005 Training data: English + Arabic
|
14 |
- [NER tags](https://www.ldc.upenn.edu/sites/www.ldc.upenn.edu/files/english-entities-guidelines-v6.6.pdf) including: PER, VEH, GPE, WEA, ORG, LOC, FAC
|
15 |
|
16 |
-
|
17 |
- learning_rate=2e-5
|
18 |
- num_train_epochs=10
|
19 |
- weight_decay=0.01
|
20 |
-
|
|
|
21 |
| Language | Arabic | English |
|
22 |
|:----:|:-----------:|:----:|
|
23 |
| | 89.4 | 88.8 |
|
24 |
|
25 |
-
|
26 |
```python
|
27 |
>>> from transformers import pipeline, AutoModelForTokenClassification, AutoTokenizer
|
28 |
|
|
|
6 |
datasets:
|
7 |
- ACE2005
|
8 |
---
|
9 |
+
# Arabic NER Model
|
|
|
|
|
10 |
- NER BIO tagging model based on [GigaBERTv4](https://huggingface.co/lanwuwei/GigaBERT-v4-Arabic-and-English).
|
11 |
- ACE2005 Training data: English + Arabic
|
12 |
- [NER tags](https://www.ldc.upenn.edu/sites/www.ldc.upenn.edu/files/english-entities-guidelines-v6.6.pdf) including: PER, VEH, GPE, WEA, ORG, LOC, FAC
|
13 |
|
14 |
+
## Hyperparameters
|
15 |
- learning_rate=2e-5
|
16 |
- num_train_epochs=10
|
17 |
- weight_decay=0.01
|
18 |
+
|
19 |
+
## ACE2005 Evaluation results
|
20 |
| Language | Arabic | English |
|
21 |
|:----:|:-----------:|:----:|
|
22 |
| | 89.4 | 88.8 |
|
23 |
|
24 |
+
##How to use
|
25 |
```python
|
26 |
>>> from transformers import pipeline, AutoModelForTokenClassification, AutoTokenizer
|
27 |
|