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README.md

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+# NuNER Zero‑span (8-bit ONNX)
+
+This is an **8-bit quantized ONNX** version of [`numind/NuNER_Zero-span`](https://huggingface.co/numind/NuNER_Zero-span), a zero-shot named entity recognition (NER) model based on the GLiNER architecture.
+
+## 🔧 Features
+
+- 🧠 Zero-shot span-based NER  
+- 📦 Quantized to 8-bit for faster, smaller inference  
+- 💬 Input: text + list of labels  
+- 🪄 Output: text spans per label (max span length = 12 tokens)  
+- 📁 Format: ONNX  
+
+## 📄 License
+
+MIT License – same as the original model.
+
+## 🙏 Acknowledgements
+
+- Model: [NuMind](https://huggingface.co/numind)
+- Framework: [GLiNER](https://github.com/urchade/gliner)
+- Quantized and exported by **Bijin Regi Panicker**

model.onnx

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