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README.md
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<th></th>
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<th style="text-align: center;" colspan="2" >Document Visual Question Answering<br>1680W x 2240H<br>64/128</th>
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<th style="text-align: center;" colspan="2" >Visual Reasoning <br>640W x 480H<br>128/128</th>
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<th style="text-align: center;" colspan="2" >Image Captioning<br>480W x 360H<br>0/128</th>
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</tr>
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<th>Hardware</th>
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<th>Model</th>
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<th>Average Cost Reduction</th>
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<th>Latency (s)</th>
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</thead>
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<td>Qwen/Qwen2.5-VL-72B-Instruct</td>
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<td></td>
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<td>6.4</td>
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<td>113</td>
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<td>neuralmagic/Qwen2.5-VL-72B-Instruct-quantized.w8a8</td>
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<td>1.85</td>
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<td>7.0</td>
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<td>211</td>
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</tr>
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<td>
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<td>neuralmagic/Qwen2.5-VL-72B-Instruct-quantized.w4a16</td>
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<td>3.33</td>
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<td>9.4</td>
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<td>420</td>
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</tr>
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<tr>
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<td>Qwen/Qwen2.5-VL-72B-Instruct</td>
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<td></td>
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<td>4.3</td>
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<td>100</td>
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</tr>
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<tr>
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<td>
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<td>neuralmagic/Qwen2.5-VL-72B-Instruct-FP8-Dynamic</td>
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<td>1.79</td>
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<td>4.6</td>
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<td>177</td>
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</tr>
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<tr>
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<td>
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<td>neuralmagic/Qwen2.5-VL-72B-Instruct-quantized.w4a16</td>
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<td>5.66</td>
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<td>4.3</td>
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</thead>
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<tbody style="text-align: center">
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<tr>
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<
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<td>Qwen/Qwen2.5-VL-72B-Instruct</td>
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<td></td>
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<td>0.4</td>
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@@ -352,29 +356,27 @@ The following performance benchmarks were conducted with [vLLM](https://docs.vll
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<td>595</td>
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</tr>
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<tr>
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<td>A100x2</td>
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<td>neuralmagic/Qwen2.5-VL-72B-Instruct-quantized.w8a8</td>
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<td>1.80</td>
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<td>
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<td>289</td>
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<td>
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<td>1020</td>
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<td>
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<td>1133</td>
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</tr>
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<tr>
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<td>A100x1</td>
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<td>neuralmagic/Qwen2.5-VL-72B-Instruct-quantized.w4a16</td>
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<td>2.75</td>
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<td>341</td>
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<td>1588</td>
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<td>4
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<td>2037</td>
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</tr>
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<tr>
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<td>Qwen/Qwen2.5-VL-72B-Instruct</td>
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<td></td>
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<td>0.5</td>
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@@ -385,25 +387,23 @@ The following performance benchmarks were conducted with [vLLM](https://docs.vll
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<td>379</td>
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</tr>
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<tr>
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<td>H100x2</td>
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<td>neuralmagic/Qwen2.5-VL-72B-Instruct-FP8-Dynamic</td>
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<td>1.73</td>
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<td>247</td>
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<td>621</td>
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<td>669</td>
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</tr>
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<tr>
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<td>H100x1</td>
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<td>neuralmagic/Qwen2.5-VL-72B-Instruct-quantized.w4a16</td>
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<td>8.27</td>
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<td>913</td>
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<td>913</td>
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<td>6777</td>
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</tr>
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</tbody>
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<th></th>
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<th></th>
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<th></th>
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<th></th>
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<th style="text-align: center;" colspan="2" >Document Visual Question Answering<br>1680W x 2240H<br>64/128</th>
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<th style="text-align: center;" colspan="2" >Visual Reasoning <br>640W x 480H<br>128/128</th>
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<th style="text-align: center;" colspan="2" >Image Captioning<br>480W x 360H<br>0/128</th>
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</tr>
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<tr>
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<th>Hardware</th>
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<th>Number of GPUs</th>
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<th>Model</th>
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<th>Average Cost Reduction</th>
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<th>Latency (s)</th>
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</thead>
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<tbody>
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<tr>
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<th rowspan="3" valign="top">A100</td>
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<td>4</td>
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<td>Qwen/Qwen2.5-VL-72B-Instruct</td>
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<td></td>
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<td>6.4</td>
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<td>113</td>
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</tr>
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<tr>
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<td>2</td>
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<td>neuralmagic/Qwen2.5-VL-72B-Instruct-quantized.w8a8</td>
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<td>1.85</td>
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<td>7.0</td>
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<td>211</td>
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</tr>
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<tr>
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<td>1</td>
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<td>neuralmagic/Qwen2.5-VL-72B-Instruct-quantized.w4a16</td>
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<td>3.33</td>
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<td>9.4</td>
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<td>420</td>
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</tr>
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<tr>
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<th rowspan="3" valign="top">H100</td>
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<td>4</td>
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<td>Qwen/Qwen2.5-VL-72B-Instruct</td>
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<td></td>
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<td>4.3</td>
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<td>100</td>
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</tr>
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<tr>
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<td>2</td>
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<td>neuralmagic/Qwen2.5-VL-72B-Instruct-FP8-Dynamic</td>
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<td>1.79</td>
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<td>4.6</td>
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<td>177</td>
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</tr>
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<tr>
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<td>1</td>
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<td>neuralmagic/Qwen2.5-VL-72B-Instruct-quantized.w4a16</td>
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<td>5.66</td>
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<td>4.3</td>
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</thead>
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<tbody style="text-align: center">
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<tr>
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<th rowspan="3" valign="top">A100x4</th>
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<td>Qwen/Qwen2.5-VL-72B-Instruct</td>
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<td></td>
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<td>0.4</td>
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<td>595</td>
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</tr>
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<tr>
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<td>neuralmagic/Qwen2.5-VL-72B-Instruct-quantized.w8a8</td>
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<td>1.80</td>
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<td>1.2</td>
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<td>289</td>
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<td>4.0</td>
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<td>1020</td>
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<td>4.6</td>
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<td>1133</td>
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</tr>
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<tr>
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<td>neuralmagic/Qwen2.5-VL-72B-Instruct-quantized.w4a16</td>
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<td>2.75</td>
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<td>2.8</td>
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<td>341</td>
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<td>12.8</td>
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<td>1588</td>
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<td>16.4</td>
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<td>2037</td>
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</tr>
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<tr>
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<th rowspan="3" valign="top">H100x4</th>
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<td>Qwen/Qwen2.5-VL-72B-Instruct</td>
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<td></td>
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<td>0.5</td>
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<td>379</td>
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</tr>
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<tr>
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<td>neuralmagic/Qwen2.5-VL-72B-Instruct-FP8-Dynamic</td>
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<td>1.73</td>
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<td>1.8</td>
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<td>247</td>
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<td>4.4</td>
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<td>621</td>
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<td>4.8</td>
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<td>669</td>
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</tr>
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<tr>
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<td>neuralmagic/Qwen2.5-VL-72B-Instruct-quantized.w4a16</td>
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<td>8.27</td>
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<td>13.2</td>
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<td>913</td>
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<td>13.2</td>
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<td>913</td>
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<td>99.2</td>
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<td>6777</td>
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</tr>
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</tbody>
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