Update README.md

README.md

@@ -14,14 +14,12 @@ tags:
 - zero-shot
 ---
 
-NuNerZero - 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://huggingface.co/collections/numind/nuner-token-classification-and-ner-backbones-65e1f6e14639e2a465af823b).
+NuNER Zero Span is a the span-predicting version of [NuNER Zero](https://huggingface.co/numind/NuNER_Zero/edit/main/README.md).
 
-NuNerZero span is:
-* a more powerful version of GLiNER-large-v2.1, surpassing it by **+4.5% on average**
-* is trained on the **diverse dataset tailored for real-life use cases** - NuNER v2.0 dataset
+NuNER Zero Span shows slightly better performance than NuNER Zero but cannot detect entities that are larger than 12 tokens.
 
 <p align="center">
-<img src="zero_shot_performance_span.png">
+<img src="zero_shot_performance_span.png" width="600">
 </p>
 
 ## Installation & Usage