Update README.md
Browse files
README.md
CHANGED
|
@@ -1,3 +1,43 @@
|
|
| 1 |
-
---
|
| 2 |
-
license:
|
| 3 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
license: apache-2.0
|
| 3 |
+
tags:
|
| 4 |
+
- chain-of-thought
|
| 5 |
+
- safety
|
| 6 |
+
- alignment
|
| 7 |
+
- reasoning
|
| 8 |
+
- large-language-model
|
| 9 |
+
library_name: transformers
|
| 10 |
+
inference: true
|
| 11 |
+
---
|
| 12 |
+
|
| 13 |
+
# SAFEPATH-R-7B
|
| 14 |
+
|
| 15 |
+
This model is the **SAFEPATH-aligned version of DeepSeek-R1-Distill-Qwen-7B**, fine-tuned using prefix-only safety priming.
|
| 16 |
+
|
| 17 |
+
## Model Description
|
| 18 |
+
|
| 19 |
+
SAFEPATH applies a minimal alignment technique by inserting the phrase: *Let's think about safety first* (Safety Primer) at the beginning of the reasoning block. This encourages the model to engage in safer reasoning without reducing its reasoning performance.
|
| 20 |
+
|
| 21 |
+
- 🔐 **Improved Safety**: Reduces harmful outputs (e.g., StrongReject, BeaverTails) and is robust to jailbreak attacks
|
| 22 |
+
- 🧠 **Preserved Reasoning**: Maintains accuracy on MATH500, GPQA, and AIME24
|
| 23 |
+
- ⚡ **Efficiency**: Fine-tuned with only 100 steps
|
| 24 |
+
|
| 25 |
+
## Intended Use
|
| 26 |
+
|
| 27 |
+
This model is intended for research in:
|
| 28 |
+
- Safety alignment in Large Reasoning Models (LRMs)
|
| 29 |
+
- Robust reasoning under adversarial settings
|
| 30 |
+
- Chain-of-thought alignment studies
|
| 31 |
+
|
| 32 |
+
## Evaluation
|
| 33 |
+
|
| 34 |
+
The model has been evaluated on:
|
| 35 |
+
- **Safety benchmarks**: StrongReject, BeaverTails
|
| 36 |
+
- **Reasoning benchmarks**: MATH500, GPQA, AIME24
|
| 37 |
+
|
| 38 |
+
For details, see our [paper](https://arxiv.org/pdf/2505.14667).
|
| 39 |
+
|
| 40 |
+
## Overview Results
|
| 41 |
+
<p align="left">
|
| 42 |
+
<img src="https://github.com/AI-ISL/AI-ISL.github.io/blob/main/static/images/safepath/main_results.png?raw=true" width="800"/>
|
| 43 |
+
</p>
|