Update README.md

README.md

@@ -10,14 +10,43 @@ tags:
 - entity recognition
 - NER
 - named entity recognition
-- ' zero shot'
+- zero shot
 - zero-shot
 ---
 
-NuZero - is the family of Zero-Shot Entity Recognition models inspired by [GLiNER](https://huggingface.co/papers/2311.08526)
+NuZero - is the family of Zero-Shot Entity Recognition models inspired by [GLiNER](https://huggingface.co/papers/2311.08526) and built with insights we gathered throughout our work on [NuNER](https://arxiv.org/abs/2402.15343).
 
 NuZero span is a more powerful version of GLiNER-large-v2.1, surpassing it by 4% on average, and is trained on the diverse internal dataset tailored for real-life use cases.
 
 <p align="center">
 <img src="zero_shot_performance_span.png">
-</p>
+</p>
+
+## Installation & Usage
+
+```
+!pip install gliner
+```
+
+```python
+from gliner import GLiNER
+
+model = GLiNER.from_pretrained("numind/NuZero_span")
+
+text = """
+
+"""
+
+labels = ["person", "award", "date", "competitions", "teams"]
+
+entities = model.predict_entities(text, labels)
+
+for entity in entities:
+    print(entity["text"], "=>", entity["label"])
+```
+
+## Fine-tuning
+
+
+
+