Add model card

README.md

@@ -0,0 +1,50 @@
+---
+language: en
+tags:
+- text-classification
+- phishing-detection
+- email-security
+- onnx
+library_name: transformers.js
+pipeline_tag: text-classification
+---
+
+# Phishing Email Detection (ONNX)
+
+ONNX-converted version of [dima806/phishing-email-detection](https://huggingface.co/dima806/phishing-email-detection) for use with [Transformers.js](https://huggingface.co/docs/transformers.js).
+
+## Model Description
+
+DistilBERT model fine-tuned for detecting phishing emails.
+
+- **Format:** ONNX (converted from PyTorch)
+- **Task:** Binary classification (PHISHING vs LEGITIMATE)
+- **Accuracy:** ~97%+
+
+## Usage with Transformers.js
+
+```javascript
+import { pipeline } from '@xenova/transformers';
+
+const classifier = await pipeline(
+  'text-classification',
+  'securecommerce/phishing-email-detection-onnx',
+  { quantized: true }
+);
+
+const result = await classifier(
+  'Urgent! Verify your account: http://suspicious-link.com'
+);
+
+console.log(result);
+// [{ label: 'PHISHING', score: 0.98 }]
+```
+
+## Labels
+
+- `LEGITIMATE`: Safe email
+- `PHISHING`: Phishing attempt
+
+## Credits
+
+Original model by [dima806](https://huggingface.co/dima806)