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README.md
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@@ -71,6 +71,281 @@ for i, (label, prob) in enumerate(zip(labels, probabilities.tolist()), start=1):
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# 2) REFUTED 0.9981
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```
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| 74 |
## **Citation**
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| 75 |
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| 76 |
If you use **SemViQA-BC** in your research, please cite:
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| 71 |
# 2) REFUTED 0.9981
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```
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+
## **Evaluation Results**
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+
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+
SemViQA-BC achieved impressive results on the test set, demonstrating accurate and efficient classification capabilities. The detailed evaluation of SemViQA-BC is presented in the table below.
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+
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+
<table>
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+
<thead>
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| 80 |
+
<tr>
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| 81 |
+
<th colspan="2">Method</th>
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| 82 |
+
<th colspan="4">ISE-DSC01</th>
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+
</tr>
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+
<tr>
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+
<th>ER</th>
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+
<th>VC</th>
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+
<th>Strict Acc</th>
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+
<th>VC Acc</th>
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+
<th>ER Acc</th>
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+
<th>Time (s)</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">TF-IDF</td>
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| 96 |
+
<td>InfoXLM<sub>large</sub></td>
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| 97 |
+
<td>73.59</td>
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| 98 |
+
<td>78.08</td>
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| 99 |
+
<td>76.61</td>
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| 100 |
+
<td>378</td>
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+
</tr>
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| 102 |
+
<tr>
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| 103 |
+
<td>XLM-R<sub>large</sub></td>
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| 104 |
+
<td>75.61</td>
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| 105 |
+
<td>80.50</td>
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| 106 |
+
<td>78.58</td>
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| 107 |
+
<td>366</td>
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| 108 |
+
</tr>
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| 109 |
+
<tr>
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| 110 |
+
<td>Ernie-M<sub>large</sub></td>
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| 111 |
+
<td>78.19</td>
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| 112 |
+
<td>81.69</td>
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| 113 |
+
<td>80.65</td>
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| 114 |
+
<td>403</td>
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| 115 |
+
</tr>
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| 116 |
+
<tr>
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| 117 |
+
<td rowspan="3">BM25</td>
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| 118 |
+
<td>InfoXLM<sub>large</sub></td>
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| 119 |
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<td>72.09</td>
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| 120 |
+
<td>77.37</td>
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| 121 |
+
<td>75.04</td>
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+
<td>320</td>
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+
</tr>
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| 124 |
+
<tr>
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+
<td>XLM-R<sub>large</sub></td>
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| 126 |
+
<td>73.94</td>
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| 127 |
+
<td>79.37</td>
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| 128 |
+
<td>76.95</td>
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| 129 |
+
<td>333</td>
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| 130 |
+
</tr>
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| 131 |
+
<tr>
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| 132 |
+
<td>Ernie-M<sub>large</sub></td>
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| 133 |
+
<td>76.58</td>
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| 134 |
+
<td>80.76</td>
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| 135 |
+
<td>79.02</td>
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| 136 |
+
<td>381</td>
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| 137 |
+
</tr>
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| 138 |
+
<tr>
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| 139 |
+
<td rowspan="3">SBert</td>
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| 140 |
+
<td>InfoXLM<sub>large</sub></td>
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| 141 |
+
<td>71.20</td>
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| 142 |
+
<td>76.59</td>
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| 143 |
+
<td>74.15</td>
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| 144 |
+
<td>915</td>
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+
</tr>
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| 146 |
+
<tr>
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| 147 |
+
<td>XLM-R<sub>large</sub></td>
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| 148 |
+
<td>72.85</td>
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| 149 |
+
<td>78.78</td>
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+
<td>75.89</td>
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| 151 |
+
<td>835</td>
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| 152 |
+
</tr>
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| 153 |
+
<tr>
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| 154 |
+
<td>Ernie-M<sub>large</sub></td>
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| 155 |
+
<td>75.46</td>
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| 156 |
+
<td>79.89</td>
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| 157 |
+
<td>77.91</td>
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+
<td>920</td>
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+
</tr>
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| 160 |
+
<tr>
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| 161 |
+
<th colspan="1">QA-based approaches</th>
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| 162 |
+
<th colspan="1">VC</th>
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| 163 |
+
<th colspan="4"></th>
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| 164 |
+
</tr>
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| 165 |
+
<tr>
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| 166 |
+
<td rowspan="3">ViMRC<sub>large</sub></td>
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| 167 |
+
<td>InfoXLM<sub>large</sub></td>
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| 168 |
+
<td>54.36</td>
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| 169 |
+
<td>64.14</td>
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| 170 |
+
<td>56.84</td>
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| 171 |
+
<td>9798</td>
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| 172 |
+
</tr>
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| 173 |
+
<tr>
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| 174 |
+
<td>XLM-R<sub>large</sub></td>
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| 175 |
+
<td>53.98</td>
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| 176 |
+
<td>66.70</td>
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| 177 |
+
<td>57.77</td>
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| 178 |
+
<td>9809</td>
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| 179 |
+
</tr>
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| 180 |
+
<tr>
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| 181 |
+
<td>Ernie-M<sub>large</sub></td>
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| 182 |
+
<td>56.62</td>
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| 183 |
+
<td>62.19</td>
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| 184 |
+
<td>58.91</td>
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| 185 |
+
<td>9833</td>
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| 186 |
+
</tr>
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| 187 |
+
<tr>
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| 188 |
+
<td rowspan="3">InfoXLM<sub>large</sub></td>
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| 189 |
+
<td>InfoXLM<sub>large</sub></td>
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| 190 |
+
<td>53.50</td>
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| 191 |
+
<td>63.83</td>
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| 192 |
+
<td>56.17</td>
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| 193 |
+
<td>10057</td>
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| 194 |
+
</tr>
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| 195 |
+
<tr>
|
| 196 |
+
<td>XLM-R<sub>large</sub></td>
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| 197 |
+
<td>53.32</td>
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| 198 |
+
<td>66.70</td>
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| 199 |
+
<td>57.25</td>
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| 200 |
+
<td>10066</td>
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| 201 |
+
</tr>
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| 202 |
+
<tr>
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| 203 |
+
<td>Ernie-M<sub>large</sub></td>
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| 204 |
+
<td>56.34</td>
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| 205 |
+
<td>62.36</td>
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| 206 |
+
<td>58.69</td>
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| 207 |
+
<td>10078</td>
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| 208 |
+
</tr>
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| 209 |
+
<tr>
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| 210 |
+
<th colspan="2">LLM</th>
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| 211 |
+
<th colspan="4"></th>
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| 212 |
+
</tr>
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| 213 |
+
<tr>
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| 214 |
+
<td colspan="2">Qwen2.5-1.5B-Instruct</td>
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| 215 |
+
<td>59.23</td>
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| 216 |
+
<td>66.68</td>
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| 217 |
+
<td>65.51</td>
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| 218 |
+
<td>19780</td>
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| 219 |
+
</tr>
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| 220 |
+
<tr>
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| 221 |
+
<td colspan="2">Qwen2.5-3B-Instruct</td>
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| 222 |
+
<td>60.87</td>
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| 223 |
+
<td>66.92</td>
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| 224 |
+
<td>66.10</td>
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| 225 |
+
<td>31284</td>
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| 226 |
+
</tr>
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| 227 |
+
<tr>
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| 228 |
+
<th colspan="1">LLM</th>
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| 229 |
+
<th colspan="1">VC</th>
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| 230 |
+
<th colspan="4"></th>
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| 231 |
+
</tr>
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| 232 |
+
<tr>
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| 233 |
+
<td rowspan="3">Qwen2.5-1.5B-Instruct</td>
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| 234 |
+
<td>InfoXLM<sub>large</sub></td>
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| 235 |
+
<td>64.40</td>
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| 236 |
+
<td>68.37</td>
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| 237 |
+
<td>66.49</td>
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| 238 |
+
<td>19970</td>
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| 239 |
+
</tr>
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| 240 |
+
<tr>
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| 241 |
+
<td>XLM-R<sub>large</sub></td>
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| 242 |
+
<td>64.66</td>
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| 243 |
+
<td>69.63</td>
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| 244 |
+
<td>66.72</td>
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| 245 |
+
<td>19976</td>
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| 246 |
+
</tr>
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| 247 |
+
<tr>
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| 248 |
+
<td>Ernie-M<sub>large</sub></td>
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| 249 |
+
<td>65.70</td>
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| 250 |
+
<td>68.37</td>
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| 251 |
+
<td>67.33</td>
|
| 252 |
+
<td>20003</td>
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| 253 |
+
</tr>
|
| 254 |
+
<tr>
|
| 255 |
+
<td rowspan="3">Qwen2.5-3B-Instruct</td>
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| 256 |
+
<td>InfoXLM<sub>large</sub></td>
|
| 257 |
+
<td>65.72</td>
|
| 258 |
+
<td>69.66</td>
|
| 259 |
+
<td>67.51</td>
|
| 260 |
+
<td>31477</td>
|
| 261 |
+
</tr>
|
| 262 |
+
<tr>
|
| 263 |
+
<td>XLM-R<sub>large</sub></td>
|
| 264 |
+
<td>66.12</td>
|
| 265 |
+
<td>70.44</td>
|
| 266 |
+
<td>67.83</td>
|
| 267 |
+
<td>31483</td>
|
| 268 |
+
</tr>
|
| 269 |
+
<tr>
|
| 270 |
+
<td>Ernie-M<sub>large</sub></td>
|
| 271 |
+
<td>67.48</td>
|
| 272 |
+
<td>70.77</td>
|
| 273 |
+
<td>68.75</td>
|
| 274 |
+
<td>31512</td>
|
| 275 |
+
</tr>
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| 276 |
+
<tr>
|
| 277 |
+
<th colspan="1">SER Faster (ours)</th>
|
| 278 |
+
<th colspan="1">TVC (ours)</th>
|
| 279 |
+
<th colspan="4"></th>
|
| 280 |
+
</tr>
|
| 281 |
+
<tr>
|
| 282 |
+
<td>TF-IDF + ViMRC<sub>large</sub></td>
|
| 283 |
+
<td>Ernie-M<sub>large</sub></td>
|
| 284 |
+
<td style="color:blue">78.32</td>
|
| 285 |
+
<td style="color:blue">81.91</td>
|
| 286 |
+
<td style="color:blue">80.26</td>
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| 287 |
+
<td style="color:blue">995</td>
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| 288 |
+
</tr>
|
| 289 |
+
<tr>
|
| 290 |
+
<td>TF-IDF + InfoXLM<sub>large</sub></td>
|
| 291 |
+
<td>Ernie-M<sub>large</sub></td>
|
| 292 |
+
<td style="color:blue">78.37</td>
|
| 293 |
+
<td style="color:blue">81.91</td>
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| 294 |
+
<td style="color:blue">80.32</td>
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| 295 |
+
<td style="color:blue">925</td>
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| 296 |
+
</tr>
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| 297 |
+
<tr>
|
| 298 |
+
<th colspan="1">SER (ours)</th>
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| 299 |
+
<th colspan="1">TVC (ours)</th>
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| 300 |
+
<th colspan="4"></th>
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| 301 |
+
</tr>
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| 302 |
+
<tr>
|
| 303 |
+
<td rowspan="3">TF-IDF + ViMRC<sub>large</sub></td>
|
| 304 |
+
<td>InfoXLM<sub>large</sub></td>
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| 305 |
+
<td>75.13</td>
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| 306 |
+
<td>79.54</td>
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| 307 |
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<td>76.87</td>
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| 308 |
+
<td>5191</td>
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| 309 |
+
</tr>
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| 310 |
+
<tr>
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| 311 |
+
<td>XLM-R<sub>large</sub></td>
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| 312 |
+
<td>76.71</td>
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| 313 |
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<td>81.65</td>
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| 314 |
+
<td>78.91</td>
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| 315 |
+
<td>5219</td>
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| 316 |
+
</tr>
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| 317 |
+
<tr>
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| 318 |
+
<td>Ernie-M<sub>large</sub></td>
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| 319 |
+
<td><strong>78.97</strong></td>
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| 320 |
+
<td><strong>82.54</strong></td>
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| 321 |
+
<td><strong>80.91</strong></td>
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| 322 |
+
<td>5225</td>
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| 323 |
+
</tr>
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| 324 |
+
<tr>
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| 325 |
+
<td rowspan="3">TF-IDF + InfoXLM<sub>large</sub></td>
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| 326 |
+
<td>InfoXLM<sub>large</sub></td>
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| 327 |
+
<td>75.13</td>
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| 328 |
+
<td>79.60</td>
|
| 329 |
+
<td>76.87</td>
|
| 330 |
+
<td>5175</td>
|
| 331 |
+
</tr>
|
| 332 |
+
<tr>
|
| 333 |
+
<td>XLM-R<sub>large</sub></td>
|
| 334 |
+
<td>76.74</td>
|
| 335 |
+
<td>81.71</td>
|
| 336 |
+
<td>78.95</td>
|
| 337 |
+
<td>5200</td>
|
| 338 |
+
</tr>
|
| 339 |
+
<tr>
|
| 340 |
+
<td>Ernie-M<sub>large</sub></td>
|
| 341 |
+
<td><strong>78.97</strong></td>
|
| 342 |
+
<td>82.49</td>
|
| 343 |
+
<td><strong>80.91</strong></td>
|
| 344 |
+
<td>5297</td>
|
| 345 |
+
</tr>
|
| 346 |
+
</tbody>
|
| 347 |
+
</table>
|
| 348 |
+
|
| 349 |
## **Citation**
|
| 350 |
|
| 351 |
If you use **SemViQA-BC** in your research, please cite:
|