Update README.md

README.md

@@ -17,10 +17,10 @@ This adapter was created for usage with the **[adapter-transformers](https://git
 
 ## Usage
 
-First, install `adapter-transformers`:
+First, install `adapter-transformers` and `sentence-transformers`:
 
 ```
-pip install -U adapter-transformers
+pip install -U adapter-transformers sentence-transformers
 ```
 _Note: adapter-transformers is a fork of transformers that acts as a drop-in replacement with adapter support. [More](https://docs.adapterhub.ml/installation.html)_
 
@@ -28,18 +28,24 @@ Now, the adapter can be loaded and activated like this:
 
 ```python
 from transformers import AutoAdapterModel
-
-model = AutoAdapterModel.from_pretrained("distilroberta-base")
-adapter_name = model.load_adapter("yoh/distilroberta-base-sept-adapter", source="hf", set_active=True)
+from sentence_transformers import SentenceTransformer, models
+
+# Load pre-trained model
+word_embedding_model = models.Transformer("distilroberta-base")
+# Load and activate adapter
+word_embedding_model.auto_model.load_adapter("yoh/distilroberta-base-sept-adapter", source="hf", set_active=True)
+# Create sentence transformer
+pooling_model = models.Pooling(word_embedding_model.get_word_embedding_dimension(), pooling_mode='mean')
+model = SentenceTransformer(modules=[word_embedding_model, pooling_model])
 ```
 
 ## Architecture & Training
 
-<!-- Add some description here -->
+See this [paper](https://arxiv.org/abs/2311.00408)
 
 ## Evaluation results
 
-<!-- Add some description here -->
+See this [paper](https://arxiv.org/abs/2311.00408)
 
 ## Citation
 ```bibtex