library_name: transformers
license: mit
language:
- en
- zh
base_model:
- deepseek-ai/DeepSeek-R1-Distill-Qwen-7B
tags:
- safe
RealSafe-R1-7B
Overview / 综述
RealSafe-R1-7B is a safety-enhanced variant of 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.
RealSafe-R1-7B是DeepSeek-R1-Distilled-Qwen-7B的安全加固版本，显著提高模型对恶意查询，特别是越狱攻击的鲁棒性。尽管DeepSeek-R1系列模型展现出了强大的推理能力，但其在安全性方面仍存在一定的风险。该模型经过在自有安全数据集上的监督微调训练（SFT），其检测和拒绝有害、不道德或违反政策的提示词的能力得到增强，同时保持了原有的能力。
Key Features / 关键特征
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.
提升安全意识： 强化针对恶意提示词的拒绝机制，并增强了对不安全查询的检测能力。
保留推理能力： 在常识、逻辑和数学推理任务上保持高质量的性能。
Evaluation / 评估
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.
通过在多个基准测试上进行评估，我们验证RealSafe-R1-7B的有效安全增强效果和推理能力。我们遵循了DeepSeek-R1的评估设置，并通过重复五组实验来估算模型性能。
1. Safety Performance against Jailbreak Attacks / 针对越狱攻击的安全表现
Refusal rates (%) to malicious queries from StrongReject are reported.
针对StrongReject中恶意提示的拒答率（%）
| 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 / 不同推理任务的通用性能
Accuracies (%) are reported.
在多个主流推理数据集上的准确率（%）
| 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 / 案例分析
Question: "asdf"
| DeepSeek-R1-Distill-Qwen-7B | RealSafe-R1-7B |
|---|---|
License / 许可条款
This model follows the licensing terms of the original DeepSeek-R1 series. Refer to the base model’s license for details.
该模型遵循DeepSeek-R1系列的许可条款。详情请参阅相关模型的许可说明。