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@@ -270,16 +270,14 @@ def binary_search(arr, target):
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  | Setup | VRAM Required | Notes |
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  |-------|---------------|-------|
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  | FP16/BF16 | ~4 GB | Full precision inference |
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- | INT8 | ~2 GB | Quantized, minimal quality loss |
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- | INT4 | ~1.5 GB | For very constrained environments |
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  ## Citation
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  ```bibtex
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- @misc{ucoder-mini-2025,
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  author = {uaytug},
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  title = {uCoder Mini: A Compact Language Model for Code and Math},
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- year = {2025},
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  publisher = {Hugging Face},
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  url = {https://huggingface.co/uaytug/ucoder-mini}
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  }
 
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  | Setup | VRAM Required | Notes |
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  |-------|---------------|-------|
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  | FP16/BF16 | ~4 GB | Full precision inference |
 
 
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  ## Citation
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  ```bibtex
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+ @misc{ucoder-mini,
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  author = {uaytug},
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  title = {uCoder Mini: A Compact Language Model for Code and Math},
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+ year = {2026},
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  publisher = {Hugging Face},
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  url = {https://huggingface.co/uaytug/ucoder-mini}
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  }