Update README.md

README.md

@@ -90,7 +90,6 @@ print(evidence)
     <tr>
       <th colspan="2">Method</th>
       <th colspan="4">ViWikiFC</th>
-      <th colspan="4">ISE-DSC01</th>
     </tr>
     <tr>
       <th>ER</th>
@@ -99,10 +98,6 @@ print(evidence)
       <th>VC Acc</th>
       <th>ER Acc</th>
       <th>Time (s)</th>
-      <th>Strict Acc</th>
-      <th>VC Acc</th>
-      <th>ER Acc</th>
-      <th>Time (s)</th>
     </tr>
   </thead>
   <tbody>
@@ -113,10 +108,6 @@ print(evidence)
       <td>82.21</td>
       <td>90.15</td>
       <td>131</td>
-      <td>73.59</td>
-      <td>78.08</td>
-      <td>76.61</td>
-      <td>378</td>
     </tr>
     <tr>
       <td>XLM-R<sub>large</sub></td>
@@ -124,10 +115,6 @@ print(evidence)
       <td>82.78</td>
       <td>90.15</td>
       <td>134</td>
-      <td>75.61</td>
-      <td>80.50</td>
-      <td>78.58</td>
-      <td>366</td>
     </tr>
     <tr>
       <td>Ernie-M<sub>large</sub></td>
@@ -135,10 +122,6 @@ print(evidence)
       <td>81.83</td>
       <td>90.15</td>
       <td>144</td>
-      <td>78.19</td>
-      <td>81.69</td>
-      <td>80.65</td>
-      <td>403</td>
     </tr>
     <tr>
       <td rowspan="3">BM25</td>
@@ -147,10 +130,6 @@ print(evidence)
       <td>79.01</td>
       <td>83.50</td>
       <td>130</td>
-      <td>72.09</td>
-      <td>77.37</td>
-      <td>75.04</td>
-      <td>320</td>
     </tr>
     <tr>
       <td>XLM-R<sub>large</sub></td>
@@ -158,10 +137,6 @@ print(evidence)
       <td>78.91</td>
       <td>83.50</td>
       <td>132</td>
-      <td>73.94</td>
-      <td>79.37</td>
-      <td>76.95</td>
-      <td>333</td>
     </tr>
     <tr>
       <td>Ernie-M<sub>large</sub></td>
@@ -169,10 +144,6 @@ print(evidence)
       <td>78.29</td>
       <td>83.50</td>
       <td>141</td>
-      <td>76.58</td>
-      <td>80.76</td>
-      <td>79.02</td>
-      <td>381</td>
     </tr>
     <tr>
       <td rowspan="3">SBert</td>
@@ -181,10 +152,6 @@ print(evidence)
       <td>81.59</td>
       <td>89.72</td>
       <td>195</td>
-      <td>71.20</td>
-      <td>76.59</td>
-      <td>74.15</td>
-      <td>915</td>
     </tr>
     <tr>
       <td>XLM-R<sub>large</sub></td>
@@ -192,10 +159,6 @@ print(evidence)
       <td>82.35</td>
       <td>89.72</td>
       <td>194</td>
-      <td>72.85</td>
-      <td>78.78</td>
-      <td>75.89</td>
-      <td>835</td>
     </tr>
     <tr>
       <td>Ernie-M<sub>large</sub></td>
@@ -203,15 +166,11 @@ print(evidence)
       <td>81.44</td>
       <td>89.72</td>
       <td>203</td>
-      <td>75.46</td>
-      <td>79.89</td>
-      <td>77.91</td>
-      <td>920</td>
     </tr>
     <tr>
       <th colspan="1">QA-based approaches</th>
       <th colspan="1">VC</th>
-      <th colspan="8"></th>
+      <th colspan="4"></th>
     </tr>
     <tr>
       <td rowspan="3">ViMRC<sub>large</sub></td>
@@ -220,10 +179,6 @@ print(evidence)
       <td>81.97</td>
       <td>92.49</td>
       <td>3778</td>
-      <td>54.36</td>
-      <td>64.14</td>
-      <td>56.84</td>
-      <td>9798</td>
     </tr>
     <tr>
       <td>XLM-R<sub>large</sub></td>
@@ -231,10 +186,6 @@ print(evidence)
       <td>82.83</td>
       <td>92.49</td>
       <td>3824</td>
-      <td>53.98</td>
-      <td>66.70</td>
-      <td>57.77</td>
-      <td>9809</td>
     </tr>
     <tr>
       <td>Ernie-M<sub>large</sub></td>
@@ -242,10 +193,6 @@ print(evidence)
       <td>81.92</td>
       <td>92.49</td>
       <td>3785</td>
-      <td>56.62</td>
-      <td>62.19</td>
-      <td>58.91</td>
-      <td>9833</td>
     </tr>
     <tr>
       <td rowspan="3">InfoXLM<sub>large</sub></td>
@@ -254,10 +201,6 @@ print(evidence)
       <td>82.07</td>
       <td>93.45</td>
       <td>4092</td>
-      <td>53.50</td>
-      <td>63.83</td>
-      <td>56.17</td>
-      <td>10057</td>
     </tr>
     <tr>
       <td>XLM-R<sub>large</sub></td>
@@ -265,10 +208,6 @@ print(evidence)
       <td>83.07</td>
       <td>93.45</td>
       <td>4096</td>
-      <td>53.32</td>
-      <td>66.70</td>
-      <td>57.25</td>
-      <td>10066</td>
     </tr>
     <tr>
       <td>Ernie-M<sub>large</sub></td>
@@ -276,14 +215,10 @@ print(evidence)
       <td>82.21</td>
       <td>93.45</td>
       <td>4102</td>
-      <td>56.34</td>
-      <td>62.36</td>
-      <td>58.69</td>
-      <td>10078</td>
     </tr>
     <tr>
       <th colspan="2">LLM</th> 
-      <th colspan="8"></th>
+      <th colspan="4"></th>
     </tr>
     <tr>
       <td colspan="2">Qwen2.5-1.5B-Instruct</td>
@@ -291,10 +226,6 @@ print(evidence)
       <td>65.18</td>
       <td>78.96</td>
       <td>7665</td>
-      <td>59.23</td>
-      <td>66.68</td>
-      <td>65.51</td>
-      <td>19780</td>
     </tr>
     <tr>
       <td colspan="2">Qwen2.5-3B-Instruct</td>
@@ -302,15 +233,11 @@ print(evidence)
       <td>62.31</td>
       <td>71.35</td>
       <td>12123</td>
-      <td>60.87</td>
-      <td>66.92</td>
-      <td>66.10</td>
-      <td>31284</td>
     </tr>
     <tr>
       <th colspan="1">LLM</th>
       <th colspan="1">VC</th>
-      <th colspan="8"></th>
+      <th colspan="4"></th>
     </tr>
     <tr>
       <td rowspan="3">Qwen2.5-1.5B-Instruct</td>
@@ -319,10 +246,6 @@ print(evidence)
       <td>76.47</td>
       <td>78.96</td>
       <td>7788</td>
-      <td>64.40</td>
-      <td>68.37</td>
-      <td>66.49</td>
-      <td>19970</td>
     </tr>
     <tr>
       <td>XLM-R<sub>large</sub></td>
@@ -330,10 +253,6 @@ print(evidence)
       <td>78.10</td>
       <td>78.96</td>
       <td>7789</td>
-      <td>64.66</td>
-      <td>69.63</td>
-      <td>66.72</td>
-      <td>19976</td>
     </tr>
     <tr>
       <td>Ernie-M<sub>large</sub></td>
@@ -341,10 +260,6 @@ print(evidence)
       <td>76.52</td>
       <td>78.96</td>
       <td>7794</td>
-      <td>65.70</td>
-      <td>68.37</td>
-      <td>67.33</td>
-      <td>20003</td>
     </tr>
     <tr>
       <td rowspan="3">Qwen2.5-3B-Instruct</td>
@@ -353,10 +268,6 @@ print(evidence)
       <td>72.50</td>
       <td>71.35</td>
       <td>12246</td>
-      <td>65.72</td>
-      <td>69.66</td>
-      <td>67.51</td>
-      <td>31477</td>
     </tr>
     <tr>
       <td>XLM-R<sub>large</sub></td>
@@ -364,10 +275,6 @@ print(evidence)
       <td>73.08</td>
       <td>71.35</td>
       <td>12246</td>
-      <td>66.12</td>
-      <td>70.44</td>
-      <td>67.83</td>
-      <td>31483</td>
     </tr>
     <tr>
       <td>Ernie-M<sub>large</sub></td>
@@ -375,44 +282,32 @@ print(evidence)
       <td>72.21</td>
       <td>71.35</td>
       <td>12251</td>
-      <td>67.48</td>
-      <td>70.77</td>
-      <td>68.75</td>
-      <td>31512</td>
     </tr>
     <tr>
       <th colspan="1">SER Faster (ours)</th>
       <th colspan="1">TVC (ours)</th>
-      <th colspan="8"></th>
+      <th colspan="4"></th>
     </tr>
     <tr>
       <td>TF-IDF + ViMRC<sub>large</sub></td>
       <td>Ernie-M<sub>large</sub></td>
-      <td>79.44</td>
-      <td>82.93</td>
-      <td>94.60</td>
-      <td>410</td>
-      <td>78.32</td>
-      <td>81.91</td>
-      <td>80.26</td>
-      <td>995</td>
+      <td style="color:blue">79.44</td>
+      <td style="color:blue">82.93</td>
+      <td style="color:blue">94.60</td>
+      <td style="color:blue">410</td>
     </tr>
     <tr>
       <td>TF-IDF + InfoXLM<sub>large</sub></td>
       <td>Ernie-M<sub>large</sub></td>
-      <td>79.77</td>
-      <td>83.07</td>
-      <td>95.03</td>
-      <td>487</td>
-      <td>78.37</td>
-      <td>81.91</td>
-      <td>80.32</td>
-      <td>925</td>
+      <td style="color:blue">79.77</td>
+      <td style="color:blue">83.07</td>
+      <td style="color:blue">95.03</td>
+      <td style="color:blue">487</td>
     </tr>
     <tr>
       <th colspan="1">SER (ours)</th>
       <th colspan="1">TVC (ours)</th>
-      <th colspan="8"></th>
+      <th colspan="4"></th>
     </tr>
     <tr>
       <td rowspan="3">TF-IDF + ViMRC<sub>large</sub></td>
@@ -421,10 +316,6 @@ print(evidence)
       <td>83.84</td>
       <td>94.69</td>
       <td>2731</td>
-      <td>75.13</td>
-      <td>79.54</td>
-      <td>76.87</td>
-      <td>5191</td>
     </tr>
     <tr>
       <td>XLM-R<sub>large</sub></td>
@@ -432,10 +323,6 @@ print(evidence)
       <td>83.64</td>
       <td>94.69</td>
       <td>2733</td>
-      <td>76.71</td>
-      <td>81.65</td>
-      <td>78.91</td>
-      <td>5219</td>
     </tr>
     <tr>
       <td>Ernie-M<sub>large</sub></td>
@@ -443,44 +330,28 @@ print(evidence)
       <td>82.97</td>
       <td>94.69</td>
       <td>2733</td>
-      <td>78.97</td>
-      <td>82.54</td>
-      <td>80.91</td>
-      <td>5225</td>
     </tr>
     <tr>
       <td rowspan="3">TF-IDF + InfoXLM<sub>large</sub></td>
       <td>InfoXLM<sub>large</sub></td>
       <td>80.68</td>
-      <td>83.98</td>
-      <td>95.31</td>
+      <td><strong>83.98</strong></td>
+      <td><strong>95.31</strong></td>
       <td>3860</td>
-      <td>75.13</td>
-      <td>79.60</td>
-      <td>76.87</td>
-      <td>5175</td>
     </tr>
     <tr>
       <td>XLM-R<sub>large</sub></td>
-      <td>80.82</td>
+      <td><strong>80.82</strong></td>
       <td>83.88</td>
-      <td>95.31</td>
+      <td><strong>95.31</strong></td>
       <td>3843</td>
-      <td>76.74</td>
-      <td>81.71</td>
-      <td>78.95</td>
-      <td>5200</td>
     </tr>
     <tr>
       <td>Ernie-M<sub>large</sub></td>
       <td>80.06</td>
       <td>83.17</td>
-      <td>95.31</td>
+      <td><strong>95.31</strong></td>
       <td>3891</td>
-      <td>78.97</td>
-      <td>82.49</td>
-      <td>80.91</td>
-      <td>5297</td>
     </tr>
   </tbody>
 </table>