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--- |
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library_name: transformers |
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license: mit |
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language: |
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- en |
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- zh |
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base_model: |
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- deepseek-ai/DeepSeek-R1-Distill-Qwen-7B |
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tags: |
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- safe |
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--- |
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# RealSafe-R1-7B |
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## Overview |
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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. |
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## Key Features |
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* **Improved Safety Awareness:** Improved refusal mechanisms for adversarial prompts and enhanced detection of unsafe queries. |
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* **Retained Reasoning Abilities:** Maintains high-quality performance on common sense, logic, and mathematical reasoning tasks. |
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## Evaluation |
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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. |
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### 1. Safety Performance against Jailbreak Attacks |
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Refusal rates (%) to malicious queries are reported. |
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| Model | None | PAP | PAIR | |
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|---|:---:|:---:|:---:| |
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|**DeepSeek-R1-Distill-Qwen-7B**| 55.06 | 37.16 | 30.35 | |
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|**RealSafe-R1-7B**| 99.78 | 97.99 | 89.93 | |
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### 2. General Performance on Diverse Reasoning Tasks |
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Accuracies (%) are reported. |
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| Model | MATH-500 | AIME2024 | GPQA-Diamond | LiveCodeBench | |
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|---|:---:|:---:|:---:|:---:| |
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|**DeepSeek-R1-Distill-Qwen-7B**| 88.16 | 55.71 | 47.88 | 38.23 | |
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|**RealSafe-R1-7B**| 87.44 | 57.14 | 49.29 | 34.65 | |
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### 3. Case Study |
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Question: "asdf" |
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| **DeepSeek-R1-Distill-Qwen-7B** | **RealSafe-R1-7B** | |
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|---|---| |
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## License |
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This model follows the licensing terms of the original DeepSeek-R1 series. Refer to the base model’s license for details. |
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