Update README.md

README.md

@@ -17,9 +17,11 @@ datasets:
 
 # Entity Recognition English Foundation Model by NuMind 🔥
 
-**We suggest using newer version of this model: [NuNER v1.0](https://huggingface.co/numind/NuNER-v1.0)**
+ This model provides great token embedding for the Entity Recognition task in English.
 
- This model provides the best embedding for the Entity Recognition task in English.
+ This is the prototype of the model from our [**Paper**](https://arxiv.org/abs/2402.15343): **NuNER: Entity Recognition Encoder Pre-training via LLM-Annotated Data**
+
+ We suggest using **newer version of this model: [NuNER v1.0](https://huggingface.co/numind/NuNER-v1.0)**
 
 **Checkout other models by NuMind:**
 * SOTA Multilingual Entity Recognition Foundation Model: [link](https://huggingface.co/numind/entity-recognition-multilingual-general-sota-v1)