README.md

---
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)