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@@ -128,125 +128,140 @@ Falcon3-7B is trained on 256 H100 nodes (world size 2048).
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  | | | during the training |
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  # Evaluation
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-
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  <table border="1" style="width: 100%; text-align: center; border-collapse: collapse;">
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  <colgroup>
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- <col style="width: 10%;">
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- <col style="width: 10%;">
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- <col style="width: 7%;">
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- <col style="width: 7%;">
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- <col style="width: 7%;">
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- <col style="background-color: rgba(80, 15, 213, 0.5); width: 7%;">
 
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  </colgroup>
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  <thead>
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  <tr>
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  <th>Category</th>
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  <th>Benchmark</th>
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- <th>Llama3.1-8B</th>
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- <th>Qwen2-7B</th>
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- <th>Qwen2.5-7B</th>
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- <th>Falcon3-7B-Base</th>
 
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  </tr>
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  </thead>
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  <tbody>
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  <tr>
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  <td rowspan="3">General</td>
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  <td>MMLU (5-shot)</td>
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- <td>65.2</td>
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- <td>70.4</td>
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- <td>74.2</td>
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- <td>67.5</td>
 
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  </tr>
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  <tr>
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  <td>MMLU-PRO (5-shot)</td>
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- <td>32.7</td>
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- <td>42.1</td>
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- <td>43.5</td>
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- <td>39.2</td>
 
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  </tr>
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  <tr>
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  <td>IFEval</td>
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- <td>12.0</td>
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- <td>30.6</td>
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- <td>33.9</td>
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- <td>34.3</td>
 
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  </tr>
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  <tr>
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  <td rowspan="2">Math</td>
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  <td>GSM8K (5-shot)</td>
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- <td>49.4</td>
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- <td>77.9</td>
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- <td>82.9</td>
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- <td>76.2</td>
 
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  </tr>
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  <tr>
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- <td>MATH(4-shot)</td>
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- <td>4.1</td>
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- <td>17.5</td>
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- <td>15.5</td>
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- <td>18.0</td>
 
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  </tr>
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  <tr>
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  <td rowspan="4">Reasoning</td>
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  <td>Arc Challenge (25-shot)</td>
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- <td>53.4</td>
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- <td>57.4</td>
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- <td>59.0</td>
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- <td>59.6</td>
 
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  </tr>
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  <tr>
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  <td>GPQA (0-shot)</td>
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- <td>31.0</td>
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- <td>31.9</td>
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- <td>33.0</td>
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- <td>35.5</td>
 
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  </tr>
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  <tr>
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  <td>MUSR (0-shot)</td>
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- <td>38.0</td>
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- <td>44.1</td>
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- <td>44.2</td>
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- <td>47.3</td>
 
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  </tr>
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  <tr>
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  <td>BBH (3-shot)</td>
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- <td>46.5</td>
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- <td>53.3</td>
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- <td>54.0</td>
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- <td>51.0</td>
 
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  </tr>
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  <tr>
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  <td rowspan="4">CommonSense Understanding</td>
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  <td>PIQA (0-shot)</td>
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- <td>80.3</td>
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- <td>79.8</td>
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- <td>78.7</td>
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- <td>77.7</td>
 
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  </tr>
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  <tr>
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  <td>SciQ (0-shot)</td>
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- <td>96.3</td>
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- <td>95.9</td>
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- <td>96.6</td>
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- <td>95.3</td>
 
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  </tr>
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  <tr>
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  <td>Winogrande (0-shot)</td>
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- <td>74.0</td>
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- <td>72.1</td>
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- <td>72.9</td>
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- <td>71.0</td>
 
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  </tr>
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  <tr>
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  <td>OpenbookQA (0-shot)</td>
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- <td>33.4</td>
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- <td>35.2</td>
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- <td>33.6</td>
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- <td>31.4</td>
 
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  </tr>
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  </tbody>
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  </table>
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  # Citation
 
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  | | | during the training |
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  # Evaluation
 
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  <table border="1" style="width: 100%; text-align: center; border-collapse: collapse;">
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  <colgroup>
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+ <col style="width: 15%;">
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+ <col style="width: 15%;">
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+ <col style="width: 14%;">
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+ <col style="width: 14%;">
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+ <col style="width: 14%;">
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+ <col style="width: 14%;">
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+ <col style="background-color: rgba(80, 15, 213, 0.5); width: 14%;">
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  </colgroup>
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  <thead>
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  <tr>
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  <th>Category</th>
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  <th>Benchmark</th>
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+ <th>meta-llama/Llama-3.2-1B</th>
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+ <th>Qwen/Qwen2.5-1.5B</th>
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+ <th>HuggingFaceTB/SmolLM2-1.7B</th>
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+ <th>google/gemma-2-2b</th>
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+ <th>Falcon3-1B-Base</th>
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  </tr>
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  </thead>
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  <tbody>
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  <tr>
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  <td rowspan="3">General</td>
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  <td>MMLU (5-shot)</td>
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+ <td>31.1</td>
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+ <td>61</td>
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+ <td>50.2</td>
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+ <td>53.1</td>
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+ <td>42.5</td>
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  </tr>
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  <tr>
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  <td>MMLU-PRO (5-shot)</td>
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+ <td>11.7</td>
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+ <td>28.5</td>
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+ <td>21.4</td>
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+ <td>22.1</td>
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+ <td>16.2</td>
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  </tr>
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  <tr>
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  <td>IFEval</td>
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+ <td>14.9</td>
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+ <td>26.1</td>
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+ <td>24.2</td>
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+ <td>20.4</td>
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+ <td>25.3</td>
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  </tr>
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  <tr>
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  <td rowspan="2">Math</td>
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  <td>GSM8K (5-shot)</td>
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+ <td>6.6</td>
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+ <td>62.3</td>
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+ <td>31.1</td>
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+ <td>25.6</td>
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+ <td>34.3</td>
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  </tr>
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  <tr>
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+ <td>MATH (4-shot)</td>
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+ <td>0.3</td>
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+ <td>6.8</td>
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+ <td>1.5</td>
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+ <td>2.6</td>
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+ <td>2.2</td>
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  </tr>
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  <tr>
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  <td rowspan="4">Reasoning</td>
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  <td>Arc Challenge (25-shot)</td>
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+ <td>40.2</td>
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+ <td>54.8</td>
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+ <td>54.1</td>
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+ <td>53.7</td>
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+ <td>48.2</td>
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  </tr>
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  <tr>
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  <td>GPQA (0-shot)</td>
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+ <td>24.3</td>
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+ <td>28.2</td>
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+ <td>28.9</td>
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+ <td>25.5</td>
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+ <td>28.1</td>
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  </tr>
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  <tr>
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  <td>MUSR (0-shot)</td>
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+ <td>34.5</td>
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+ <td>35.5</td>
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+ <td>34.8</td>
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+ <td>42.8</td>
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+ <td>41.9</td>
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  </tr>
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  <tr>
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  <td>BBH (3-shot)</td>
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+ <td>31.2</td>
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+ <td>41.1</td>
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+ <td>34.3</td>
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+ <td>36.8</td>
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+ <td>36.1</td>
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  </tr>
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  <tr>
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  <td rowspan="4">CommonSense Understanding</td>
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  <td>PIQA (0-shot)</td>
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+ <td>74.6</td>
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+ <td>76</td>
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+ <td>77.5</td>
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+ <td>79.2</td>
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+ <td>74.5</td>
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  </tr>
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  <tr>
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  <td>SciQ (0-shot)</td>
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+ <td>88.5</td>
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+ <td>93.1</td>
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+ <td>90.8</td>
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+ <td>95.7</td>
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+ <td>91.1</td>
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  </tr>
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  <tr>
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  <td>Winogrande (0-shot)</td>
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+ <td>60.4</td>
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+ <td>63</td>
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+ <td>66.1</td>
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+ <td>68.6</td>
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+ <td>61.2</td>
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  </tr>
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  <tr>
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  <td>OpenbookQA (0-shot)</td>
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+ <td>37.4</td>
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+ <td>40.4</td>
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+ <td>44</td>
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+ <td>41.8</td>
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+ <td>41</td>
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  </tr>
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  </tbody>
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  </table>
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+
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  # Citation