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Model: suayptalha/Sungur-9B-GGUF Source: Original Platform
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---
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license: gemma
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language:
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- tr
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base_model:
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- suayptalha/Sungur-9B
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pipeline_tag: text-generation
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tags:
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- sungur
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- Turkish
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- DPO
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- gguf
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- axolotl
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- gemma2
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---
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<img src="./Sungur.png"/>
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# Sungur-9B
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This is the quantized version of [suayptalha/Sungur-9B](https://huggingface.co/suayptalha/Sungur-9B).
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Sungur-9B is a Turkish-specialized large language model derived from ytu-ce-cosmos/Turkish-Gemma-9b-v0.1, which itself is based on Gemma-2-9b. The model was further trained using a 7k-sample Direct Preference Optimization (DPO) dataset created via translation and fine-tuned with 4-bit QLoRA, refining its alignment with human preferences.
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Sungur-9B is designed for Turkish text generation tasks, producing coherent and contextually appropriate outputs. Its training process enables it to deliver fluent, context-aware responses.
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## Turkish Evaluation Benchmark Results (via `malhajar17/lm-evaluation-harness_turkish`)
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| Task / Dataset | **suayptalha/Sungur-9B** | Qwen/Qwen2.5-7B-Instruct | google/gemma-2-9b-it | ytu-ce-cosmos/Turkish-Gemma-9b-v0.1 | google/gemma-3-12b-it | Qwen/Qwen2.5-14B-it | Qwen/Qwen2.5-32B-Instruct | google/gemma-2-27b-it | google/gemma-3-27b-it | Qwen/Qwen2.5-72B-Instruct | meta-llama/Llama-3-1-70B-Instruct |
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| -------------------- | ------------------------ | ------------------------ | -------------------- | ----------------------------------- | --------------------- | ------------------- | ------------------------- | --------------------- | --------------------- | ------------------------- | --------------------------------- |
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| **MMLU (tr)** | **61.19** | 56.31 | 61.07 | 63.85 | 63.92 | 65.28 | 70.93 | 66.49 | 70.20 | 77.28 | 74.00 |
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| **Truthful_QA (tr)** | **55.21** | 55.99 | 55.77 | 54.21 | 57.16 | 59.00 | 57.87 | 57.45 | 57.06 | 59.86 | 51.41 |
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| **ARC (tr)** | **55.03** | 42.06 | 56.31 | 59.64 | 60.67 | 50.00 | 57.00 | 63.65 | 66.98 | 61.52 | 59.64 |
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| **Hellaswag (tr)** | **64.36** | 44.71 | 56.48 | 64.19 | 62.00 | 52.22 | 57.04 | 63.86 | 66.58 | 61.98 | 64.31 |
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| **Gsm8K (tr)** | **74.49** | 64.16 | 63.10 | 73.42 | 72.06 | 76.77 | 77.83 | 76.54 | 77.52 | 83.60 | 66.13 |
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| **Winogrande (tr)** | **63.43** | 59.66 | 62.09 | 64.53 | 61.77 | 58.77 | 61.77 | 65.40 | 65.80 | 61.92 | 66.90 |
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## Acknowledgments
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- Thanks to [ytu-ce-cosmos](https://huggingface.co/ytu-ce-cosmos) for their amazing Turkish-Gemma-9b-v0.1 model.
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- Thanks to [axolotl](https://github.com/OpenAccess-AI-Collective/axolotl) for making the repository I used to make this model.
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- Thanks to all Turkish open source AI community.
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[<img src="https://raw.githubusercontent.com/OpenAccess-AI-Collective/axolotl/main/image/axolotl-badge-web.png" alt="Built with Axolotl" width="200" height="32"/>](https://github.com/OpenAccess-AI-Collective/axolotl)
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## Citation
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```
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@misc{sungur_collection_2025,
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title = {Sungur (Hugging Face Collection)},
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author = {Şuayp Talha Kocabay},
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year = {2025},
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howpublished = {\url{https://huggingface.co/collections/suayptalha/sungur-68dcd094da7f8976cdc5898e}},
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note = {Turkish LLM family and dataset collection}
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}
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```
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## Support
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<a href="https://www.buymeacoffee.com/suayptalha" target="_blank"><img src="https://cdn.buymeacoffee.com/buttons/v2/default-yellow.png" alt="Buy Me A Coffee" style="height: 60px !important;width: 217px !important;" ></a>
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---
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license: gemma2
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---
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