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  - Training focus: Python logic, standard library usage, algorithmic reasoning
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  - Alignment: Partially uncensored (developer-oriented)
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  #### Benchmark
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  <p class="justified-text">
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  <td>~57–59</td>
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  <td>Community benchmarks; strong instruction-following but less consistent zero-shot behavior</td>
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  </tr>
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- <tr>
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- <td>StarCoder 3B*</td>
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- <td>~21.6 (estimate)</td>
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- <td>Indicative proxy from published code-task performance breakdowns (not a strict HumanEval pass@1)</td>
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- </tr>
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  </tbody>
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  </table>
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  <p class="justified-text">
 
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  - Training focus: Python logic, standard library usage, algorithmic reasoning
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  - Alignment: Partially uncensored (developer-oriented)
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+ #### Nerdsking Python Coder Family
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+
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+ <a href="https://huggingface.co/Nerdsking/nerdsking-python-coder-3B-i"> Nerdsking Python Coder 3B-i </a>
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+
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+ <a href="https://huggingface.co/Nerdsking/Nerdsking-python-coder-7B-i"> Nerdsking Python Coder 7B-i </a>
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  #### Benchmark
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  <p class="justified-text">
 
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  <td>~57–59</td>
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  <td>Community benchmarks; strong instruction-following but less consistent zero-shot behavior</td>
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  </tr>
 
 
 
 
 
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  </tbody>
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  </table>
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  <p class="justified-text">