Gemma-4-E4B-Claude-4.6-Opus-Reasoning-Distilled

Fine-tune of Gemma 4 E4B trained on Claude 4.6 Opus reasoning traces. The goal: take a compact 4B model and teach it to actually think before answering.

💡 What this is

Standard Gemma 4 E4B is already solid. This fine-tune pushes it toward a more deliberate, structured reasoning style by training on ~2.3k high-quality Chain-of-Thought samples distilled from Claude 4.6 Opus.

The model learns to plan inside <think> tags before committing to a final answer — fewer impulsive responses, more structured breakdowns.

<think>
1. What is actually being asked here?
2. What are the constraints and edge cases?
3. Step-by-step plan...
4. Verify the logic holds.
</think>

Final answer here.

🗺️ Pipeline

google/gemma-4-E4B-it
 │
 ▼
SFT + QLoRA 4-bit (Unsloth)
 │ loss masked to responses only
 ▼
Gemma-4-E4B-Claude-4.6-Opus-Reasoning-Distilled
 │
 ▼
exported as GGUF (Q4_K_M + Q8_0)

⚙️ Training Details

📚 Dataset

🚀 Run it

Ollama:

ollama run hf.co/arsovskidev/Gemma-4-E4B-Claude-4.6-Opus-Reasoning-Distilled

llama.cpp:

./llama-cli -hf arsovskidev/Gemma-4-E4B-Claude-4.6-Opus-Reasoning-Distilled \
 --temp 1.0 --top-p 0.95 --top-k 64

✅ Good at

• Multi-step math and logic problems
• Code problem decomposition and debugging
• Tasks where showing reasoning is more valuable than raw speed
• Structured analysis of complex prompts

⚠️ Limitations

• Text only — multimodal capabilities of the base model are not trained here
• Small dataset — treat this as a focused reasoning fine-tune, not a general-purpose upgrade
• Still an LLM — hallucinations happen, especially on factual recall outside the training domain

📜 License

Apache 2.0 + Gemma Terms of Use.

"Claude" is a trademark of Anthropic. This project is not affiliated with or endorsed by Anthropic — the name refers to the reasoning distillation data source only.

🙏 Acknowledgements

Unsloth for making this feasible on consumer hardware, and nohurry for the dataset.

📖 Citation

@misc{arsovskidev_gemma4_opus_distilled,
 title = {Gemma-4-E4B-Claude-4.6-Opus-Reasoning-Distilled},
 author = {arsovskidev},
 year = {2026},
 publisher = {Hugging Face},
 howpublished = {\url{https://huggingface.co/arsovskidev/Gemma-4-E4B-Claude-4.6-Opus-Reasoning-Distilled}}
}

Base model

google/gemma-4-E4B

google/gemma-4-E4B-it

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