Update the readme file to take into consideration the latest changes

README.md

@@ -8,10 +8,6 @@ language:
 
 This is a converted version of [Instadeep's](https://huggingface.co/InstaDeepAI) [TunBERT](https://github.com/instadeepai/tunbert/) from nemo to safetensors.
 
-## Note
-this is a WIP and any contributions are welcome 
-
-
 # how to load the model 
 ```python
 from transformers import AutoTokenizer, AutoModelForSequenceClassification
@@ -25,9 +21,20 @@ model = AutoModelForSequenceClassification.from_pretrained("tunis-ai/TunBERT",tr
 ```python
 text = "[insert text here]"
 inputs = tokenizer(text,return_tensors='pt')
+output = model.process(**inputs) # -> List["positive" or "negative"]
+```
+or you can use the normal forward method (currently compatible with the Trainer class)
+```python
+text = "[insert text here]"
+inputs = tokenizer(text,return_tensors='pt')
 output = model(**inputs)
 ```
+
+
 or you can use the pipeline : 
+
+⚠️currently broken try an older version of transformers until i raise this, in the mean time use the `model.process` method mentioned above
+
 ```python
 from transformers import pipeline