Update README.md

README.md

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  This model provides the best embedding for the Entity Recognition task in English.
 
- This model is based on our [Paper](https://arxiv.org/abs/2402.15343).
+ This is the model from our [Paper](https://arxiv.org/abs/2402.15343): NuNER: Entity Recognition Encoder Pre-training via LLM-Annotated Data
+
 
 **Checkout other models by NuMind:**
 * SOTA Multilingual Entity Recognition Foundation Model: [link](https://huggingface.co/numind/entity-recognition-multilingual-general-sota-v1)