Upload README.md with huggingface_hub
Browse files
README.md
ADDED
|
@@ -0,0 +1,59 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
license: mit
|
| 3 |
+
language:
|
| 4 |
+
- en
|
| 5 |
+
datasets:
|
| 6 |
+
- clawdia-chan/prompt-guard-v1
|
| 7 |
+
---
|
| 8 |
+
|
| 9 |
+
# Balanced DeBERTa Prompt Guard
|
| 10 |
+
|
| 11 |
+
Fine-tuned DeBERTa-v3-base for prompt injection and jailbreak detection.
|
| 12 |
+
|
| 13 |
+
## Model Details
|
| 14 |
+
|
| 15 |
+
- **Base Model:** microsoft/deberta-v3-base
|
| 16 |
+
- **Training Data:** 500+ balanced samples (prompt-guard-v1 dataset)
|
| 17 |
+
- **Task:** Binary classification (malicious vs benign prompts)
|
| 18 |
+
|
| 19 |
+
## Supported Threats
|
| 20 |
+
|
| 21 |
+
| Threat Type | Status |
|
| 22 |
+
|-------------|--------|
|
| 23 |
+
| Direct Prompt Injection | ✅ |
|
| 24 |
+
| Indirect Injection | ✅ |
|
| 25 |
+
| FlipAttack | ✅ |
|
| 26 |
+
| Jailbreak (DAN) | ✅ |
|
| 27 |
+
| Encoding Attacks | ✅ |
|
| 28 |
+
| Role Override | ✅ |
|
| 29 |
+
|
| 30 |
+
## Performance
|
| 31 |
+
|
| 32 |
+
- Training accuracy: ~100% (small test set)
|
| 33 |
+
- Validation: Manual testing on real attack patterns
|
| 34 |
+
|
| 35 |
+
## Usage
|
| 36 |
+
|
| 37 |
+
```python
|
| 38 |
+
from transformers import AutoModelForSequenceClassification, AutoTokenizer
|
| 39 |
+
|
| 40 |
+
model_name = "clawdia-chan/balanced-deberta"
|
| 41 |
+
tokenizer = AutoTokenizer.from_pretrained(model_name)
|
| 42 |
+
model = AutoModelForSequenceClassification.from_pretrained(model_name)
|
| 43 |
+
```
|
| 44 |
+
|
| 45 |
+
## Limitations
|
| 46 |
+
|
| 47 |
+
- Small training dataset (500+ samples)
|
| 48 |
+
- No formal evaluation metrics published
|
| 49 |
+
- Requires more diverse test data
|
| 50 |
+
|
| 51 |
+
## Citation
|
| 52 |
+
|
| 53 |
+
```
|
| 54 |
+
@model{phantomshield,
|
| 55 |
+
title={Balanced DeBERTa Prompt Guard},
|
| 56 |
+
author={Clawdia},
|
| 57 |
+
year={2026}
|
| 58 |
+
}
|
| 59 |
+
```
|