Update README.md

README.md

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 - numind/NuNER
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-# SOTA Entity Recognition English Foundation Model by NuMind 🔥
+# Entity Recognition English Foundation Model by NuMind 🔥
 
  This model provides the best embedding for the Entity Recognition task in English.
 
@@ -25,11 +25,11 @@ datasets:
 
 ## About
 
-[Roberta-base](https://huggingface.co/roberta-base) fine-tuned on an artificially annotated subset of [C4](https://huggingface.co/datasets/c4).
+[Roberta-base](https://huggingface.co/roberta-base) fine-tuned on [NuNER data](https://huggingface.co/datasets/numind/NuNER).
 
 **Metrics:**
 
-Read more about evaluation protocol & datasets in our [blog post](https://www.numind.ai/blog/a-foundation-model-for-entity-recognition).
+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).
 
 | Model | F1 macro |
 |----------|----------|