Update README.md

README.md

@@ -9,11 +9,23 @@ tags:
 - entity-recognition
 - generic
 - feature-extraction
+- foundation-model
 ---
 
-## Model
+# NuMind Entity Recognition V1 foundation model 🔥
+
+ This model provides the best embedding for the Entity Recognition task.
+
+**Checkout other models by NuMind:**
+* SOTA multilingual Entity Recognition foundation model: [link](https://huggingface.co/numind/entity-recognition-multilingual-general-sota-v1)
+* SOTA Sentiment Analysis foundation model: [English](https://huggingface.co/numind/generic-sentiment-v1), [Multilingual](https://huggingface.co/numind/generic-sentiment-multi-v1)
+
+## About
+
+[Roberta-base](https://huggingface.co/roberta-base) fine-tuned on an artificially annotated subset of [C4](https://huggingface.co/datasets/c4).
+
+**Results:**
 
-[Roberta-base](https://huggingface.co/roberta-base) finetunned on an artificially annotated subset of [C4](https://huggingface.co/datasets/c4). This model provides domain-independent embedding for Entity Recognition Task.
 
 ## Usage
 
@@ -55,4 +67,7 @@ emb = torch.cat(
 
 # for better speed
 # emb = output.hidden_states[-1]
-```
+```
+
+## Contact
+Sergei Bogdanov: [email protected]