Update README.md

README.md

@@ -33,11 +33,15 @@ datasets:
 
 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 |
-|----------|----------|
-|   RoBERTa-base  |  0.7129   |
-|   ours  |   0.7500  |
-|   ours + two emb  |   0.7686  |
+We suggest using **newer version of this model: [NuNER v2.0](https://huggingface.co/numind/NuNER-v2.0)**
+
+| Model | k=1 | k=4 | k=16 | k=64 |
+|----------|----------|----------|----------|----------|
+|   RoBERTa-base  |  24.5   |   44.7 | 58.1 | 65.4
+|   RoBERTa-base + NER-BERT pre-training | 32.3 | 50.9 | 61.9 | 67.6 |
+|   NuNER v0.1  |   34.3 | 54.6 | 64.0 | 68.7 |
+|   NuNER v1.0  |   39.4 | 59.6 | 67.8 | 71.5 |
+|   **NuNER v2.0**  |   **43.6** | **61.0** | **68.2** | **72.0** |
 
 
 ## Usage