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Model: arzaan789/smolm3-3b-uncensored
Source: Original Platform

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README.md

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+---
+license: apache-2.0
+base_model: HuggingFaceTB/SmolLM3-3B
+tags:
+- uncensored
+- abliterated
+- gguf
+- smollm
+- conversational
+pipeline_tag: text-generation
+---
+
+# smolm3-3b-uncensored
+
+Uncensored variant of [HuggingFaceTB/SmolLM3-3B](https://huggingface.co/HuggingFaceTB/SmolLM3-3B).
+
+## Method
+
+1. **Abliteration** (strength=0.2) — refusal direction removed from all layers
+2. **LoRA fine-tune** on `Guilherme34/uncensor` (2 epochs, r=16, alpha=32)
+3. **Re-abliteration** (strength=0.35) — stronger pass to remove residual refusals
+
+## Eval Results
+
+| Split | Refused |
+|-------|---------|
+| Harmful (64 prompts) | 1/64 |
+| Harmless (64 prompts) | 0/64 |
+
+## Usage
+
+```bash
+llama-cli -m smolm3_3b_uncensored.Q4_K_M.gguf -p "Your prompt here"
+```
+
+## Training Config
+
+| Parameter | Value |
+|-----------|-------|
+| Base Model | HuggingFaceTB/SmolLM3-3B |
+| Fine-tune Dataset | Guilherme34/uncensor |
+| Epochs | 2 |
+| LoRA r | 16 |
+| LoRA alpha | 32 |
+| Learning Rate | 0.0002 |
+| Abliteration Strength | 0.2 |
+| Re-abliteration Strength | 0.35 |
+
+## Credits
+
+- Abliteration technique: [andyrdt/refusal_direction](https://github.com/andyrdt/refusal_direction)
+- Weight editing: [Sumandora/remove-refusals-with-transformers](https://github.com/Sumandora/remove-refusals-with-transformers)

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