---
library_name: transformers
license: mit
language:
- en
- zh
base_model:
- deepseek-ai/DeepSeek-R1-Distill-Qwen-7B
tags:
- safe
---

# RealSafe-R1-7B

## Overview

RealSafe-R1-7B is a **safety-enhanced** variant of [DeepSeek-R1-Distill-Qwen-7B](https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-7B), developed to improve robustness against malicious queries, especially jailbreak attacks. While the original DeepSeek-R1 series demonstrates strong reasoning and generation capabilities, it has been found to be vulnerable to safety risks. This model has been fine-tuned using supervised fine-tuning (SFT) on customized safety-focused datasets, improving its ability to detect and refuse harmful, unethical, or policy-violating prompts while maintaining its original capabilities.

## Key Features

* **Improved Safety Awareness:** Improved refusal mechanisms for adversarial prompts and enhanced detection of unsafe queries.
* **Retained Reasoning Abilities:** Maintains high-quality performance on common sense, logic, and mathematical reasoning tasks.

## Evaluation

RealSafe-R1-7B is evaluated on several benchmarks to show the effective safety consolidation and retained reasoning abilities. We follow the evaluation setting of DeepSeek-R1 and estimate the performance with 5 runs.

### 1. Safety Performance against Jailbreak Attacks

Refusal rates (%) to malicious queries are reported.

| Model | None | PAP | PAIR |
|---|:---:|:---:|:---:|
|**DeepSeek-R1-Distill-Qwen-7B**| 55.06 | 37.16 | 30.35 |
|**RealSafe-R1-7B**| 99.78 | 97.99 | 89.93 |

### 2. General Performance on Diverse Reasoning Tasks

Accuracies (%) are reported.

| Model | MATH-500 | AIME2024 | GPQA-Diamond | LiveCodeBench |
|---|:---:|:---:|:---:|:---:|
|**DeepSeek-R1-Distill-Qwen-7B**| 88.16 | 55.71 | 47.88 | 38.23 |
|**RealSafe-R1-7B**| 87.44 | 57.14 | 49.29 | 34.65 |

### 3. Case Study

Question: "asdf"

| **DeepSeek-R1-Distill-Qwen-7B** | **RealSafe-R1-7B** |
|---|---|
|   |   |



## License

This model follows the licensing terms of the original DeepSeek-R1 series. Refer to the base model’s license for details.