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@@ -26,13 +26,6 @@ Welcome to the second generation of our state-of-the-art Named Entity Recognitio
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  ## πŸ† Market Leadership
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  Italian_NER_XXL_v2 remains the only model in Italy capable of identifying a comprehensive range of **52** different entity categories, maintaining our unique position in the Italian NLP landscape. This unparalleled breadth of entity recognition makes our model the premier choice for privacy, legal, and financial applications.
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- ## πŸ”¬ Technical Foundation
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- The model builds upon the transformer-based architecture, specifically utilizing a fine-tuned BERT variant optimized for Italian language understanding. We've implemented advanced techniques including:
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- - Custom attention mechanisms for better contextual understanding
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- - Specialized token classification heads for each entity category
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- - Enhanced preprocessing pipeline for Italian text
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  ## πŸ“‹ Recognized Categories
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  Our model identifies an extensive range of entities across multiple domains:
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  ## πŸ† Market Leadership
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  Italian_NER_XXL_v2 remains the only model in Italy capable of identifying a comprehensive range of **52** different entity categories, maintaining our unique position in the Italian NLP landscape. This unparalleled breadth of entity recognition makes our model the premier choice for privacy, legal, and financial applications.
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  ## πŸ“‹ Recognized Categories
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  Our model identifies an extensive range of entities across multiple domains:
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