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README.md
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# Evaluation
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<table>
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</table>
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<table>
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</tr>
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<!-- Society & Culture -->
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<tr>
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<td rowspan="5"><b>Society & Culture</b></td>
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<td><b>K-Refer*</b></td>
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<td align="center">64.0</td>
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<td align="center">53.6</td>
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<td align="center">66.4</td>
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<td align="center">71.6</td>
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<td align="center">72.4</td>
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<td align="center">43.2</td>
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<td align="center"><b>89.6</b></td>
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</tr>
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<tr>
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<td><b>K-Refer-Hard*</b></td>
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<td align="center">67.1</td>
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<td align="center">42.9</td>
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<td align="center">61.4</td>
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<td align="center">69.3</td>
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<td align="center">65.7</td>
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<td align="center">36.4</td>
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<td align="center"><b>86.4</b></td>
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</tr>
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<tr>
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<td><b>Ko-Sovereign*</b></td>
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<td align="center">44.4</td>
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<td align="center">35.8</td>
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<td align="center">36.7</td>
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<td align="center">46.9</td>
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<td align="center"><b>49.8</b></td>
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<td align="center">33.8</td>
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<td align="center">56.3</td>
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</tr>
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<tr>
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<td><b>HAERAE*</b></td>
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<td align="center">61.3</td>
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<td align="center">50.6</td>
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<td align="center">70.8</td>
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<td align="center">72.9</td>
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<td align="center">68.4</td>
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<td align="center">49.5</td>
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<td align="center"><b>81.5</b></td>
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</tr>
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<tr>
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<td><b>Avg.</b></td>
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<td align="center">59.2</td>
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<td align="center">45.7</td>
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<td align="center">58.8</td>
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<td align="center">65.2</td>
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<td align="center">64.1</td>
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<td align="center">40.7</td>
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<td align="center"><b>78.4</b></td>
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</tr>
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<!-- Reasoning (Domain) -->
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<tr>
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<td rowspan="3"><b>Reasoning (Domain)</b></td>
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<td><b>KMMLU</b></td>
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<td align="center">43.5</td>
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<td align="center">50.6</td>
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<td align="center">45.1</td>
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<td align="center">52.6</td>
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<td align="center">55.4</td>
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<td align="center">33.0</td>
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<td align="center"><b>57.3</b></td>
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</tr>
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<tr>
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<td><b>Ko-Sovereign*</b></td>
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<td align="center">42.4</td>
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<td align="center">42.5</td>
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<td align="center">42.4</td>
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<td align="center">45.6</td>
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<td align="center">54.7</td>
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<td align="center">36.7</td>
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<td align="center"><b>58.0</b></td>
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</tr>
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<tr>
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<td><b>Avg.</b></td>
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<td align="center">43.0</td>
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<td align="center">46.5</td>
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<td align="center">43.8</td>
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<td align="center">49.1</td>
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<td align="center">55.1</td>
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<td align="center">34.8</td>
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<td align="center"><b>57.7</b></td>
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</tr>
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<!-- Instruction Following -->
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<tr>
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<td rowspan="3"><b>Instruction Following</b></td>
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<td><b>Ko-IFEval*</b></td>
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<td align="center">65.4</td>
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<td align="center">75.9</td>
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<td align="center">73.3</td>
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<td align="center">69.1</td>
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<td align="center"><b>83.6</b></td>
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<td align="center">60.1</td>
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<td align="center">82.0</td>
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</tr>
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<td><b>Ko-MTBench</b></td>
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<td align="center">74.0</td>
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<td align="center">63.0</td>
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<td align="center">74.0</td>
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<td align="center">79.6</td>
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<td align="center">71.0</td>
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<td align="center">57.0</td>
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<td align="center"><b>89.7</b></td>
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</tr>
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<td><b>Avg.</b></td>
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<td align="center">68.9</td>
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<td align="center">69.4</td>
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<td align="center">73.6</td>
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<td align="center">74.4</td>
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<td align="center">77.3</td>
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<td align="center">58.5</td>
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<td align="center"><b>85.9</b></td>
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</tr>
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</tbody>
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</table>
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`*` indicates KT proprietary evaluation resources.
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<br>
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# Usage
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### Contact
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Mi:dm 2.0 Technical Inquiries: [email protected]
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<br>
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# Evaluation
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#### Korean
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<!-- first half table-->
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<table>
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<tr>
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<th rowspan="2">Model</th>
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<th colspan="5" align="center">Society & Culture</th>
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<th colspan="3" align="center">General Knowledge</th>
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<th colspan="3" align="center">Instruction Following</th>
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</tr>
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<tr>
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<th align="center">K-Refer<sup>*</sup></th>
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<th align="center">K-Refer-Hard<sup>*</sup></th>
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<th align="center">Ko-Sovereign<sup>*</sup></th>
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<th align="center">HAERAE</th>
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<th align="center">Avg.</th>
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<th align="center">KMMLU</th>
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<th align="center">Ko-Sovereign<sup>*</sup></th>
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<th align="center">Avg.</th>
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<th align="center">Ko-IFEval</th>
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<th align="center">Ko-MTBench</th>
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<th align="center">Avg.</th>
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</tr>
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<!-- Small Models -->
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<tr>
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<td><strong>Qwen3-4B</strong></td>
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<td align="center">53.6</td>
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<td align="center">42.9</td>
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<td align="center">35.8</td>
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<td align="center">50.6</td>
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<td align="center">45.7</td>
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<td align="center"><strong>50.6</strong></td>
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<td align="center"><strong>42.5</strong></td>
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<td align="center"><strong>46.5</strong></td>
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<td align="center"><strong>75.9</strong></td>
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<td align="center">63.0</td>
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<td align="center">69.4</td>
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</tr>
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<tr>
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<td><strong>Exaone-3.5-2.4B-inst</strong></td>
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<td align="center">64.0</td>
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<td align="center"><strong>67.1</strong></td>
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<td align="center"><strong>44.4</strong></td>
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<td align="center">61.3</td>
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<td align="center"><strong>59.2</strong></td>
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<td align="center">43.5</td>
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<td align="center">42.4</td>
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<td align="center">43.0</td>
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<td align="center">65.4</td>
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<td align="center"><u>74.0</u></td>
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<td align="center">68.9</td>
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</tr>
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<tr>
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<td><strong>Mi:dm 2.0-Mini-inst</strong></td>
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<td align="center"><u>66.4</u></td>
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<td align="center">61.4</td>
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<td align="center">36.7</td>
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<td align="center"><u>70.8</u></td>
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<td align="center">58.8</td>
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<td align="center">45.1</td>
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<td align="center">42.4</td>
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<td align="center">43.8</td>
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<td align="center"><u>73.3</u></td>
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<td align="center"><strong>74.0</strong></td>
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<td align="center"><strong>73.6</strong></td>
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</tr>
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<!-- Spacer row -->
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<tr><td colspan="13"> </td></tr>
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<!-- Large Models -->
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<tr>
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<td><strong>Qwen3-14B</strong></td>
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<td align="center"><u>72.4</u></td>
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<td align="center">65.7</td>
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<td align="center"><u>49.8</u></td>
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<td align="center">68.4</td>
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<td align="center">64.1</td>
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<td align="center"><u>55.4</u></td>
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<td align="center"><u>54.7</u></td>
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<td align="center"><u>55.1</u></td>
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<td align="center"><strong>83.6</strong></td>
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<td align="center">71</td>
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<td align="center"><u>77.3</u></td>
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</tr>
|
217 |
+
<tr>
|
218 |
+
<td><strong>Llama-3.1-8B-inst</strong></td>
|
219 |
+
<td align="center">43.2</td>
|
220 |
+
<td align="center">36.4</td>
|
221 |
+
<td align="center">33.8</td>
|
222 |
+
<td align="center">49.5</td>
|
223 |
+
<td align="center">40.7</td>
|
224 |
+
<td align="center">33.0</td>
|
225 |
+
<td align="center">36.7</td>
|
226 |
+
<td align="center">34.8</td>
|
227 |
+
<td align="center">60.1</td>
|
228 |
+
<td align="center">57</td>
|
229 |
+
<td align="center">58.5</td>
|
230 |
+
</tr>
|
231 |
+
<tr>
|
232 |
+
<td><strong>Exaone-3.5-7.8B-inst</strong></td>
|
233 |
+
<td align="center">71.6</td>
|
234 |
+
<td align="center"><u>69.3</u></td>
|
235 |
+
<td align="center">46.9</td>
|
236 |
+
<td align="center"><u>72.9</u></td>
|
237 |
+
<td align="center"><u>65.2</u></td>
|
238 |
+
<td align="center">52.6</td>
|
239 |
+
<td align="center">45.6</td>
|
240 |
+
<td align="center">49.1</td>
|
241 |
+
<td align="center">69.1</td>
|
242 |
+
<td align="center"><u>79.6</u></td>
|
243 |
+
<td align="center">74.4</td>
|
244 |
+
</tr>
|
245 |
+
<tr>
|
246 |
+
<td><strong>Mi:dm 2.0-Base-inst</strong></td>
|
247 |
+
<td align="center"><strong>89.6</strong></td>
|
248 |
+
<td align="center"><strong>86.4</strong></td>
|
249 |
+
<td align="center"><strong>56.3</strong></td>
|
250 |
+
<td align="center"><strong>81.5</strong></td>
|
251 |
+
<td align="center"><strong>78.4</strong></td>
|
252 |
+
<td align="center"><strong>57.3</strong></td>
|
253 |
+
<td align="center"><strong>58.0</strong></td>
|
254 |
+
<td align="center"><strong>57.7</strong></td>
|
255 |
+
<td align="center"><u>82</u></td>
|
256 |
+
<td align="center"><strong>89.7</strong></td>
|
257 |
+
<td align="center"><strong>85.9</strong></td>
|
258 |
+
</tr>
|
259 |
</table>
|
260 |
|
261 |
+
<!-- second half table-->
|
262 |
<table>
|
263 |
+
<tr>
|
264 |
+
<th rowspan="2" align="center">Model</th>
|
265 |
+
<th colspan="5" align="center">Comprehension</th>
|
266 |
+
<th colspan="5" align="center">Reasoning</th>
|
267 |
+
</tr>
|
268 |
+
<tr>
|
269 |
+
<th align="center">K-Prag<sup>*</sup></th>
|
270 |
+
<th align="center">K-Refer-Hard<sup>*</sup></th>
|
271 |
+
<th align="center">Ko-Best</th>
|
272 |
+
<th align="center">Ko-Sovereign<sup>*</sup></th>
|
273 |
+
<th align="center">Avg.</th>
|
274 |
+
<th align="center">Ko-Winogrande</th>
|
275 |
+
<th align="center">Ko-Best</th>
|
276 |
+
<th align="center">LogicKor</th>
|
277 |
+
<th align="center">HRM8K</th>
|
278 |
+
<th align="center">Avg.</th>
|
279 |
+
</tr>
|
280 |
+
|
281 |
+
<!-- Small Models -->
|
282 |
+
<tr>
|
283 |
+
<td><strong>Qwen3-4B</strong></td>
|
284 |
+
<td align="center"><strong>73.9<strong></td>
|
285 |
+
<td align="center">56.7</td>
|
286 |
+
<td align="center"><strong>91.5</strong></td>
|
287 |
+
<td align="center"><strong>43.5</strong></td>
|
288 |
+
<td align="center"><strong>66.6</strong></td>
|
289 |
+
<td align="center"><strong>67.5</strong></td>
|
290 |
+
<td align="center"><strong>69.2</strong></td>
|
291 |
+
<td align="center">5.6</td>
|
292 |
+
<td align="center"><strong>56.7</strong></td>
|
293 |
+
<td align="center"><strong>43.8</strong></td>
|
294 |
+
</tr>
|
295 |
+
<tr>
|
296 |
+
<td><strong>Exaone-3.5-2.4B-inst</strong></td>
|
297 |
+
<td align="center">68.7</td>
|
298 |
+
<td align="center"><strong>58.5</strong></td>
|
299 |
+
<td align="center"><u>87.2</u></td>
|
300 |
+
<td align="center">38.0</td>
|
301 |
+
<td align="center"><u>62.5</u></td>
|
302 |
+
<td align="center">60.3</td>
|
303 |
+
<td align="center">64.1</td>
|
304 |
+
<td align="center">7.4</td>
|
305 |
+
<td align="center">38.5</td>
|
306 |
+
<td align="center">36.7</td>
|
307 |
+
</tr>
|
308 |
+
<tr>
|
309 |
+
<td><strong>Mi:dm 2.0-Mini-inst</strong></td>
|
310 |
+
<td align="center">69.5</td>
|
311 |
+
<td align="center">55.4</td>
|
312 |
+
<td align="center">80.5</td>
|
313 |
+
<td align="center">42.5</td>
|
314 |
+
<td align="center">61.9</td>
|
315 |
+
<td align="center"><u>61.7</u></td>
|
316 |
+
<td align="center"><u>64.5</u></td>
|
317 |
+
<td align="center"><strong>7.7</strong></td>
|
318 |
+
<td align="center"><u>39.9</u></td>
|
319 |
+
<td align="center"><u>37.4</u></td>
|
320 |
+
</tr>
|
321 |
+
|
322 |
+
<!-- Visual Spacer -->
|
323 |
+
<tr><td colspan="11"> </td></tr>
|
324 |
+
|
325 |
+
<!-- Large Models -->
|
326 |
+
<tr>
|
327 |
+
<td><strong>Qwen3-14B</strong></td>
|
328 |
+
<td align="center"><strong>86.7</strong></td>
|
329 |
+
<td align="center"><strong>74.0</strong></td>
|
330 |
+
<td align="center">93.9</td>
|
331 |
+
<td align="center">52.0</td>
|
332 |
+
<td align="center"><strong>76.8</strong></td>
|
333 |
+
<td align="center"><strong>77.2</strong></td>
|
334 |
+
<td align="center"><strong>75.4</strong></td>
|
335 |
+
<td align="center">6.4</td>
|
336 |
+
<td align="center"><strong>64.5</strong></td>
|
337 |
+
<td align="center"><strong>48.8</strong></td>
|
338 |
+
</tr>
|
339 |
+
<tr>
|
340 |
+
<td><strong>Llama-3.1-8B-inst</strong></td>
|
341 |
+
<td align="center">59.9</td>
|
342 |
+
<td align="center">48.6</td>
|
343 |
+
<td align="center">77.4</td>
|
344 |
+
<td align="center">31.5</td>
|
345 |
+
<td align="center">51.5</td>
|
346 |
+
<td align="center">40.1</td>
|
347 |
+
<td align="center">26.0</td>
|
348 |
+
<td align="center">2.4</td>
|
349 |
+
<td align="center">30.9</td>
|
350 |
+
<td align="center">19.8</td>
|
351 |
+
</tr>
|
352 |
+
<tr>
|
353 |
+
<td><strong>Exaone-3.5-7.8B-inst</strong></td>
|
354 |
+
<td align="center"><u>73.5</u></td>
|
355 |
+
<td align="center"><u>61.9</u></td>
|
356 |
+
<td align="center"><u>92.0</u></td>
|
357 |
+
<td align="center">44.0</td>
|
358 |
+
<td align="center">67.2</td>
|
359 |
+
<td align="center">64.6</td>
|
360 |
+
<td align="center">60.3</td>
|
361 |
+
<td align="center"><strong>8.6</strong></td>
|
362 |
+
<td align="center">49.7</td>
|
363 |
+
<td align="center">39.5</td>
|
364 |
+
</tr>
|
365 |
+
<tr>
|
366 |
+
<td><strong>Mi:dm 2.0-Base-inst</strong></td>
|
367 |
+
<td align="center"><u>86.5</u></td>
|
368 |
+
<td align="center"><u>70.8</u></td>
|
369 |
+
<td align="center"><strong>95.2</strong></td>
|
370 |
+
<td align="center"><strong>53.0</strong></td>
|
371 |
+
<td align="center"><u>76.1</u></td>
|
372 |
+
<td align="center"><u>75.1</u></td>
|
373 |
+
<td align="center"><u>73.0</u></td>
|
374 |
+
<td align="center"><strong>8.6</strong></td>
|
375 |
+
<td align="center"><u>52.9</u></td>
|
376 |
+
<td align="center"><u>44.8</u></td>
|
377 |
+
</tr>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
378 |
</table>
|
379 |
|
380 |
`*` indicates KT proprietary evaluation resources.
|
381 |
|
382 |
+
<br>
|
383 |
+
|
384 |
+
|
385 |
+
#### English
|
386 |
+
|
387 |
+
|
388 |
+
<table>
|
389 |
+
<tr>
|
390 |
+
<th rowspan="2" align="center">Model</th>
|
391 |
+
<th align="center">Instruction</th>
|
392 |
+
<th colspan="4" align="center">Reasoning</th>
|
393 |
+
<th align="center">Math</th>
|
394 |
+
<th align="center">Coding</th>
|
395 |
+
<th colspan="3" align="center">General Knowledge</th>
|
396 |
+
</tr>
|
397 |
+
<tr>
|
398 |
+
<th align="center">IFEval</th>
|
399 |
+
<th align="center">BBH</th>
|
400 |
+
<th align="center">GPQA</th>
|
401 |
+
<th align="center">MuSR</th>
|
402 |
+
<th align="center">Avg.</th>
|
403 |
+
<th align="center">GSM8K</th>
|
404 |
+
<th align="center">MBPP+</th>
|
405 |
+
<th align="center">MMLU-pro</th>
|
406 |
+
<th align="center">MMLU</th>
|
407 |
+
<th align="center">Avg.</th>
|
408 |
+
</tr>
|
409 |
+
|
410 |
+
<!-- Small Models -->
|
411 |
+
<tr>
|
412 |
+
<td><strong>Qwen3-4B</strong></td>
|
413 |
+
<td align="center"><u>79.7</u></td>
|
414 |
+
<td align="center"><strong>79.0</strong></td>
|
415 |
+
<td align="center"><u>39.8</u></td>
|
416 |
+
<td align="center"><strong>58.5</strong></td>
|
417 |
+
<td align="center"><strong>59.1</strong></td>
|
418 |
+
<td align="center"><strong>90.4</strong></td>
|
419 |
+
<td align="center"><u>62.4</u></td>
|
420 |
+
<td align="center">-</td>
|
421 |
+
<td align="center"><strong>73.3</strong></td>
|
422 |
+
<td align="center"><strong>73.3</strong></td>
|
423 |
+
</tr>
|
424 |
+
<tr>
|
425 |
+
<td><strong>Exaone-3.5-2.4B-inst</strong></td>
|
426 |
+
<td align="center"><strong>81.1</strong></td>
|
427 |
+
<td align="center">46.4</td>
|
428 |
+
<td align="center">28.1</td>
|
429 |
+
<td align="center">49.7</td>
|
430 |
+
<td align="center">41.4</td>
|
431 |
+
<td align="center"><u>82.5</u></td>
|
432 |
+
<td align="center">59.8</td>
|
433 |
+
<td align="center">-</td>
|
434 |
+
<td align="center">59.5</td>
|
435 |
+
<td align="center">59.5</td>
|
436 |
+
</tr>
|
437 |
+
<tr>
|
438 |
+
<td><strong>Mi:dm 2.0-Mini-inst</strong></td>
|
439 |
+
<td align="center">73.6</td>
|
440 |
+
<td align="center"><u>44.5</u></td>
|
441 |
+
<td align="center">26.6</td>
|
442 |
+
<td align="center"><u>51.7</u></td>
|
443 |
+
<td align="center"><u>40.9</u></td>
|
444 |
+
<td align="center">83.1</td>
|
445 |
+
<td align="center"><strong>60.9</strong></td>
|
446 |
+
<td align="center">-</td>
|
447 |
+
<td align="center">56.5</td>
|
448 |
+
<td align="center">56.5</td>
|
449 |
+
</tr>
|
450 |
+
|
451 |
+
<tr><td colspan="11"> </td></tr>
|
452 |
+
|
453 |
+
<!-- Large Models -->
|
454 |
+
<tr>
|
455 |
+
<td><strong>Qwen3-14B</strong></td>
|
456 |
+
<td align="center"><u>83.9</u></td>
|
457 |
+
<td align="center"><strong>83.4</strong></td>
|
458 |
+
<td align="center"><strong>49.8</strong></td>
|
459 |
+
<td align="center"><strong>57.7</strong></td>
|
460 |
+
<td align="center"><strong>63.6</strong></td>
|
461 |
+
<td align="center">88.0</td>
|
462 |
+
<td align="center">73.4</td>
|
463 |
+
<td align="center"><strong>70.5</strong></td>
|
464 |
+
<td align="center"><strong>82.7</strong></td>
|
465 |
+
<td align="center"><strong>76.6</strong></td>
|
466 |
+
</tr>
|
467 |
+
<tr>
|
468 |
+
<td><strong>Llama-3.1-8B-inst</strong></td>
|
469 |
+
<td align="center">79.9</td>
|
470 |
+
<td align="center"><u>60.3</u></td>
|
471 |
+
<td align="center">21.6</td>
|
472 |
+
<td align="center">50.3</td>
|
473 |
+
<td align="center">44.1</td>
|
474 |
+
<td align="center">81.2</td>
|
475 |
+
<td align="center"><strong>81.8</strong></td>
|
476 |
+
<td align="center">47.6</td>
|
477 |
+
<td align="center"><u>70.7</u></td>
|
478 |
+
<td align="center"><u>59.2</u></td>
|
479 |
+
</tr>
|
480 |
+
<tr>
|
481 |
+
<td><strong>Exaone-3.5-7.8B-inst</strong></td>
|
482 |
+
<td align="center">83.6</td>
|
483 |
+
<td align="center">50.1</td>
|
484 |
+
<td align="center"><u>33.1</u></td>
|
485 |
+
<td align="center"><u>51.2</u></td>
|
486 |
+
<td align="center"><u>44.8</u></td>
|
487 |
+
<td align="center">81.1</td>
|
488 |
+
<td align="center">79.4</td>
|
489 |
+
<td align="center">40.7</td>
|
490 |
+
<td align="center">69.0</td>
|
491 |
+
<td align="center">54.8</td>
|
492 |
+
</tr>
|
493 |
+
<tr>
|
494 |
+
<td><strong>Mi:dm 2.0-Base-inst</strong></td>
|
495 |
+
<td align="center"><strong>84.0</strong></td>
|
496 |
+
<td align="center">77.7</td>
|
497 |
+
<td align="center">33.5</td>
|
498 |
+
<td align="center">51.9</td>
|
499 |
+
<td align="center">54.4</td>
|
500 |
+
<td align="center"><strong>91.6</strong></td>
|
501 |
+
<td align="center"><u>77.5</u></td>
|
502 |
+
<td align="center"><u>53.3</u></td>
|
503 |
+
<td align="center">73.7</td>
|
504 |
+
<td align="center">63.5</td>
|
505 |
+
</tr>
|
506 |
+
</table>
|
507 |
+
|
508 |
+
|
509 |
<br>
|
510 |
|
511 |
# Usage
|
|
|
571 |
### Contact
|
572 |
Mi:dm 2.0 Technical Inquiries: [email protected]
|
573 |
|
574 |
+
<br>
|
575 |
+
|