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README.md

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+---
+license: apache-2.0
+base_model: Qwen/Qwen3-4B
+tags:
+- abliterated
+- uncensored
+- qwen3
+- ollama
+---
+
+# Qwen3-4B Abliterated (Uncensored)
+
+**Base model**: Qwen/Qwen3-4B  
+**Method**: Heretic abliteration (refusal direction removal)  
+**Result**: 9/10 refusals removed, KL divergence: 0.0388
+
+## What is abliteration?
+
+Abliteration removes the "refusal direction" from model weights directly — not prompt engineering. The model **cannot be made to refuse** by any system prompt or jailbreak because the refusal capability is removed at the weight level.
+
+## Performance
+
+| Metric | Value |
+|--------|-------|
+| Refusals removed | 9/10 (90%) |
+| KL divergence | 0.0388 |
+| Base model quality | Preserved |
+
+KL < 0.05 = minimal capability damage.
+
+## Usage
+
+### Ollama
+```bash
+ollama run hf.co/paijo77/qwen3-4b-abliterated
+```
+
+### Transformers
+```python
+from transformers import AutoModelForCausalLM, AutoTokenizer
+import torch
+
+model = AutoModelForCausalLM.from_pretrained(
+    "paijo77/qwen3-4b-abliterated",
+    torch_dtype=torch.float16,
+    device_map="auto"
+)
+tokenizer = AutoTokenizer.from_pretrained("paijo77/qwen3-4b-abliterated")
+```
+
+## Support
+
+If this model is useful:  
+👉 **https://www.tip.md/oyi77**
+
+## License
+
+Apache 2.0