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@@ -491,6 +491,53 @@ <h2 class="title is-3">Main Results</h2>
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<!-- Table 4 -->
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<br>
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<div class="columns is-centered">
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<div class="column is-full-width">
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<div style="text-align: center;">
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<table class="data-table" style="width: 100%;">
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<caption>Scaling behaviour of our EvoLMM self-evolving framework across model sizes in the Qwen2.5-VL family.</caption>
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<thead>
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<tr>
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<th>Model</th>
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<th>ChartQA</th>
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<th>MathVista</th>
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<th>MathVision</th>
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<th>MathVerse</th>
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<th>InfoGraphic-VQA<sub>val</sub></th>
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<th>AI2D</th>
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<th>ScienceQA</th>
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<th>MMMU<sub>val</sub></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>Qwen2.5-VL-7B (Base)</td>
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<td>84.00</td><td>68.20</td><td>23.91</td><td>43.78</td>
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<td>80.44</td><td>82.61</td><td>88.30</td><td>51.11</td>
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</tr>
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<tr class="highlight">
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<td><b>Qwen2.5-VL-7B (EvoLMM)</b></td>
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<td><b>86.70</b></td><td><b>70.52</b></td><td><b>24.81</b></td><td><b>44.88</b></td>
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<td><b>81.06</b></td><td><b>83.41</b></td><td><b>89.50</b></td><td><b>52.01</b></td>
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</tr>
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<tr>
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<td>Qwen2.5-VL-72B (Base)</td>
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<td>88.20</td><td>73.93</td><td>36.92</td><td>54.09</td>
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<td>85.97</td><td>87.34</td><td>93.36</td><td>65.86</td>
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</tr>
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<tr class="highlight">
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<td><b>Qwen2.5-VL-72B (EvoLMM)</b></td>
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<td><b>91.04</b></td><td><b>76.44</b></td><td><b>38.31</b></td><td><b>55.45</b></td>
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<td><b>86.63</b></td><td><b>88.19</b></td><td><b>94.63</b></td><td><b>67.02</b></td>
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</tr>
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</tbody>
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</table>
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</div>
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</div>
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</div>
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</section>
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