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@@ -67,12 +67,19 @@ This model is particularly well-suited for:
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  - Experimentation in AI alignment, safety research, and robustness testing.
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  - Agentic workflows where predictable and safe autonomous behavior is required.
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- ## Prompting Guidance
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- To unlock the model's full potential, we strongly recommend using explicit constraints and structured requests that leverage its thinking capabilities.
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- **Recommended Prompt Structure:**
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- > "Analyze the following problem. Reason through it step-by-step inside `<think>` tags, and then provide a concise final answer outside the tags."
 
 
 
 
 
 
 
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  ## Organization
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@@ -88,7 +95,7 @@ If you utilize this model in your research or applications, please cite it as fo
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  title = {Qwen3.5-4B-Safety-Thinking: A Reasoning and Safety Aligned Model},
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  year = {2026},
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  publisher = {Hugging Face},
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- howpublished = {\url{https://huggingface.co/Merlin-Research/Qwen3.5-4B-Safety-Thinking}},
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  note = {Base model: Qwen/Qwen3.5-4B}
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  }
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  ```
 
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  - Experimentation in AI alignment, safety research, and robustness testing.
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  - Agentic workflows where predictable and safe autonomous behavior is required.
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+ ## GGUF Status
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+ GGUF artifacts are currently **in active development** and validation.
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+ At this stage, we recommend using the **BF16 Transformers checkpoint** for stable results.
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+ Updated and fully validated GGUF builds will be published in future releases.
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+
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+ **For Ollama**
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+
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+ ```bash
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+ ollama create qwen35-safety-thinking-bf16 -f Modelfile
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+ ollama run qwen35-safety-thinking-bf16
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+ ```
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  ## Organization
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  title = {Qwen3.5-4B-Safety-Thinking: A Reasoning and Safety Aligned Model},
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  year = {2026},
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  publisher = {Hugging Face},
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+ howpublished = {\url{https://huggingface.co/MerlinSafety/Qwen3.5-4B-Safety-Thinking}},
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  note = {Base model: Qwen/Qwen3.5-4B}
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  }
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  ```