add new results

README.md

@@ -103,6 +103,7 @@ The belief state have three sections: semi, book and booked. Semi refers to slot
 <tr><td><a href="https://arxiv.org/pdf/1911.10484.pdf">DAMD</a> (Zhang et al. 2019)</td><td>76.3</td><td>60.4</td><td> 18.6</td><td> </td><td> </td><td> </td></tr>
 <tr><td><a href="https://arxiv.org/pdf/2009.08115.pdf">LABES-S2S</a> (Zhang et al. 2020)</td><td></td><td></td><td> </td><td>78.07 </td><td> 67.06</td><td> 18.3</td></tr>
 <tr><td><a href="https://arxiv.org/pdf/2005.00796.pdf">SimpleTOD</a> (Hosseini-Asl et al. 2020)</td><td>84.4</td><td>70.1</td><td> 15.01</td><td> </td><td></td><td></td></tr>
+<tr><td><a href="https://arxiv.org/pdf/2103.06648.pdf">DoTS</a> (Jeon et al. 2021)</td><td>86.59</td><td>74.14</td><td>15.06</td><td>86.65</td><td>74.18</td><td>15.90</td></tr>
  <tr><td><a href="https://arxiv.org/pdf/2005.05298.pdf">SOLOIST</a> (Peng et al. 2020)</td><td>85.50</td><td>72.90</td><td> 16.54</td><td> </td><td></td><td> </td></tr>
   <tr><td><a href="https://arxiv.org/pdf/2009.12005.pdf">MinTL-BART</a> (Lin et al. 2020)</td><td>84.88</td><td>74.91</td><td> 17.89</td><td> </td><td></td><td> </td></tr>
  <tr><td><a href="https://www.aclweb.org/anthology/2020.coling-main.41.pdf">LAVA</a> (Lubis et al. 2020)</td><td>91.80</td><td>81.80</td><td>12.03</td><td> </td><td> </td><td> </td></tr>
@@ -237,4 +238,4 @@ MultiWOZ is an open source toolkit for building end-to-end trainable task-orient
 It is released by Paweł Budzianowski from Cambridge Dialogue Systems Group under Apache License 2.0.
 
 # Bug Report
-If you have found any bugs in the code, please contact: pfb30 at cam dot ac dot uk
+If you have found any bugs in the code, please contact: pfb30 at cam dot ac dot uk