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  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://huggingface.co/collections/numind/nuner-token-classification-and-ner-backbones-65e1f6e14639e2a465af823b).
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- NuZero span is a more powerful version of GLiNER-large-v2.1, surpassing it by 4.5% on average, and is trained on the diverse internal dataset tailored for real-life use cases.
 
 
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  <p align="center">
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  <img src="zero_shot_performance_span.png">
 
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  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://huggingface.co/collections/numind/nuner-token-classification-and-ner-backbones-65e1f6e14639e2a465af823b).
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+ NuZero span is:
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+ * a more powerful version of GLiNER-large-v2.1, surpassing it by **+4.5% on average**
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+ * is trained on the diverse internal dataset tailored for real-life use cases
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  <p align="center">
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  <img src="zero_shot_performance_span.png">