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LoRA-Flow

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@@ -56,79 +56,79 @@ We have released the results for LoRAs and LoRA-Flow
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  <th colspan="4">HumanEval (Code)</th>
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  </tr>
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  <tr>
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- <th>Zh</th>
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- <th>Ru</th>
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- <th>Es</th>
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- <th>Avg.</th>
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- <th>Zh</th>
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- <th>Ru</th>
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- <th>Es</th>
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- <th>Avg.</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>Base Model</td>
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- <td>4.4</td>
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- <td>3.2</td>
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- <td>2.4</td>
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- <td>3.3</td>
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- <td>0.0</td>
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- <td>0.0</td>
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- <td>2.4</td>
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- <td>0.8</td>
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  </tr>
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  <tr>
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  <td rowspan="2">Single LoRA</td>
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- <td>5.2</td>
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- <td>3.6</td>
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- <td>3.6</td>
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- <td>4.1</td>
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- <td>12.2</td>
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- <td>14.0</td>
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- <td>10.4</td>
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- <td>12.2</td>
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  </tr>
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  <tr>
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- <td>26.8</td>
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- <td>32.8</td>
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- <td>41.2</td>
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- <td>33.6</td>
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- <td>18.3</td>
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- <td>23.2</td>
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- <td>21.9</td>
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- <td>21.1</td>
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  </tr>
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  <tr>
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  <td rowspan="3">LoRA Fusion</td>
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- <td>12.8</td>
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- <td>10.4</td>
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- <td>18.4</td>
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- <td>13.9</td>
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- <td>17.1</td>
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- <td>17.7</td>
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- <td>18.3</td>
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- <td>17.7</td>
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  </tr>
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  <tr>
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- <td>20.8</td>
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- <td>28.4</td>
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- <td>36.8</td>
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- <td>28.7</td>
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- <td>19.5</td>
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- <td>21.3</td>
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- <td>20.1</td>
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- <td>20.3</td>
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  </tr>
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  <tr>
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- <td><strong>33.2</strong></td>
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- <td><strong>37.6</strong></td>
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- <td><strong>42.0</strong></td>
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- <td><strong>37.6</strong></td>
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- <td><strong>20.7</strong></td>
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- <td><strong>23.8</strong></td>
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- <td><strong>23.2</strong></td>
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- <td><strong>22.6</strong></td>
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  </tr>
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  </tbody>
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  </table>
@@ -137,6 +137,8 @@ We have released the results for LoRAs and LoRA-Flow
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  # Citation
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  ```bibtex
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  @inproceedings{wang-etal-2024-lora-flow,
 
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  <th colspan="4">HumanEval (Code)</th>
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  </tr>
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  <tr>
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+ <th style="text-align: right;">Zh</th>
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+ <th style="text-align: right;">Ru</th>
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+ <th style="text-align: right;">Es</th>
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+ <th style="text-align: right;">Avg.</th>
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+ <th style="text-align: right;">Zh</th>
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+ <th style="text-align: right;">Ru</th>
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+ <th style="text-align: right;">Es</th>
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+ <th style="text-align: right;">Avg.</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>Base Model</td>
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+ <td style="text-align: right;">4.4</td>
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+ <td style="text-align: right;">3.2</td>
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+ <td style="text-align: right;">2.4</td>
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+ <td style="text-align: right;">3.3</td>
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+ <td style="text-align: right;">0.0</td>
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+ <td style="text-align: right;">0.0</td>
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+ <td style="text-align: right;">2.4</td>
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+ <td style="text-align: right;">0.8</td>
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  </tr>
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  <tr>
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  <td rowspan="2">Single LoRA</td>
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+ <td style="text-align: right;">5.2</td>
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+ <td style="text-align: right;">3.6</td>
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+ <td style="text-align: right;">3.6</td>
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+ <td style="text-align: right;">4.1</td>
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+ <td style="text-align: right;">12.2</td>
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+ <td style="text-align: right;">14.0</td>
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+ <td style="text-align: right;">10.4</td>
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+ <td style="text-align: right;">12.2</td>
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  </tr>
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  <tr>
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+ <td style="text-align: right;">26.8</td>
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+ <td style="text-align: right;">32.8</td>
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+ <td style="text-align: right;">41.2</td>
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+ <td style="text-align: right;">33.6</td>
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+ <td style="text-align: right;">18.3</td>
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+ <td style="text-align: right;">23.2</td>
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+ <td style="text-align: right;">21.9</td>
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+ <td style="text-align: right;">21.1</td>
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  </tr>
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  <tr>
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  <td rowspan="3">LoRA Fusion</td>
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+ <td style="text-align: right;">12.8</td>
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+ <td style="text-align: right;">10.4</td>
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+ <td style="text-align: right;">18.4</td>
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+ <td style="text-align: right;">13.9</td>
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+ <td style="text-align: right;">17.1</td>
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+ <td style="text-align: right;">17.7</td>
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+ <td style="text-align: right;">18.3</td>
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+ <td style="text-align: right;">17.7</td>
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  </tr>
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  <tr>
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+ <td style="text-align: right;">20.8</td>
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+ <td style="text-align: right;">28.4</td>
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+ <td style="text-align: right;">36.8</td>
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+ <td style="text-align: right;">28.7</td>
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+ <td style="text-align: right;">19.5</td>
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+ <td style="text-align: right;">21.3</td>
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+ <td style="text-align: right;">20.1</td>
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+ <td style="text-align: right;">20.3</td>
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  </tr>
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  <tr>
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+ <td style="text-align: right;"><strong>33.2</strong></td>
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+ <td style="text-align: right;"><strong>37.6</strong></td>
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+ <td style="text-align: right;"><strong>42.0</strong></td>
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+ <td style="text-align: right;"><strong>37.6</strong></td>
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+ <td style="text-align: right;"><strong>20.7</strong></td>
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+ <td style="text-align: right;"><strong>23.8</strong></td>
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+ <td style="text-align: right;"><strong>23.2</strong></td>
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+ <td style="text-align: right;"><strong>22.6</strong></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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  ```bibtex
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  @inproceedings{wang-etal-2024-lora-flow,