Update README.md

README.md

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 # SOTA Entity Recognition English Foundation Model by NuMind 🔥
 
- This model provides the embedding for the Entity Recognition task in English.
+ <u>**This is the model used in Section 4.2 when comparing agains TadNER.**</u>
 
- **We recommend firstly trying [NuNER RoBERTa](https://huggingface.co/numind/NuNER-v0.1) as it usually shows better results**
+ **For general fine-tunning, we recommend firstly trying [NuNER RoBERTa](https://huggingface.co/numind/NuNER-v1.0) as it usually shows better results**
 
 **Checkout other models by NuMind:**
 * SOTA Multilingual Entity Recognition Foundation Model: [link](https://huggingface.co/numind/entity-recognition-multilingual-general-sota-v1)
@@ -31,7 +31,7 @@ inference: false
 
 **Metrics:**
 
-Read more about evaluation protocol & datasets in our [paper](https://arxiv.org/abs/2402.15343) and [blog post](https://www.numind.ai/blog/a-foundation-model-for-entity-recognition).
+Read more about evaluation protocol datasets in Section 4.2 of our [paper](https://arxiv.org/abs/2402.15343).
 
 ## Usage