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@@ -22,9 +22,7 @@ Unlike GliNER, NuNER Zero is a token classifier, which allows detect arbitrary l
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  NuNER Zero was trained on NuNER v2.0 dataset, which combines subsets of Pile and C4 annotated via LLMs using [NuNER's procedure](https://huggingface.co/papers/2402.15343).
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- Key benefits of using NuNER Zero compared to GLiNER:
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- * Possibility to **detect arbitrary long entities** as NuNER Zero is a token classifier and do not return span.
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- * Surpassing GLiNER-large-v2.1 by **+3.1% on average** on its own benchmark.
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  <p align="center">
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  <img src="zero_shot_performance_unzero_token.png">
 
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  NuNER Zero was trained on NuNER v2.0 dataset, which combines subsets of Pile and C4 annotated via LLMs using [NuNER's procedure](https://huggingface.co/papers/2402.15343).
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+ NuNER Zero is (at the time of its release) the best compact zero-shot NER model (+3.1% token-level F1-Score over GLiNER-large-v2.1 on GLiNERS's benchmark)
 
 
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  <p align="center">
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  <img src="zero_shot_performance_unzero_token.png">