Released 17 production-ready adaptive text classifiers that learn from just 100 examples per class and continuously improve without retraining.
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Released 17 production-ready adaptive text classifiers that learn from just 100 examples per class and continuously improve without retraining.
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These models achieve 93% average accuracy across enterprise use cases like email routing, fraud detection, document classification, and support ticket categorization. Built on ModernBERT with prototype memory and elastic weight consolidation.
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These models achieve 93% average accuracy across enterprise use cases like email routing, fraud detection, document classification, and support ticket categorization. Built on ModernBERT with prototype memory and elastic weight consolidation.
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Key benefits: 90% cost reduction vs API solutions, 90-120ms local inference, dynamic class addition, and zero vendor lock-in.
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Key benefits: 90% cost reduction vs API solutions, 90-120ms local inference, dynamic class addition, and zero vendor lock-in.
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All models available under adaptive-classifier organization. Install with pip install adaptive-classifier.
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All models available under adaptive-classifier organization. Install with pip install adaptive-classifier.
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Full technical details: 
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Full technical details: 
https://huggingface.co/blog/codelion/enterprise-ready-classifiers
https://huggingface.co/blog/codelion/enterprise-ready-classifiers
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Code: 
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Code: 
https://github.com/codelion/adaptive-classifier
https://github.com/codelion/adaptive-classifier
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Released 17 production-ready adaptive text classifiers that learn from just 100 examples per class and continuously improve without retraining.

These models achieve 93% average accuracy across enterprise use cases like email routing, fraud detection, document classification, and support ticket categorization. Built on ModernBERT with prototype memory and elastic weight consolidation.

Key benefits: 90% cost reduction vs API solutions, 90-120ms local inference, dynamic class addition, and zero vendor lock-in.

All models available under adaptive-classifier organization. Install with pip install adaptive-classifier.

Full technical details: https://huggingface.co/blog/codelion/enterprise-ready-classifiers
Code: https://github.com/codelion/adaptive-classifier
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