Update README.md

README.md

@@ -21,7 +21,7 @@
 
   <tr><td align="left" colspan="11"><b>w/o LLM</b></td></tr>
   <tr>
-    <td align="left"><b>Conformer-Yue⭐</b></td><td align="center">130</td><td align="center"><b>16.57</b></td><td align="center">7.82</td><td align="center">7.72</td><td align="center">11.42</td><td align="center">5.73</td><td align="center">5.73</td><td align="center">8.97</td><td align="center"><ins>5.05</ins></td><td align="center">8.89</td>
+    <td align="left"><b>U2pp-Conformer-Yue⭐</b></td><td align="center">130</td><td align="center"><b>16.57</b></td><td align="center">7.82</td><td align="center">7.72</td><td align="center">11.42</td><td align="center">5.73</td><td align="center">5.73</td><td align="center">8.97</td><td align="center"><ins>5.05</ins></td><td align="center">8.89</td>
   </tr>
   <tr>
     <td align="left">Paraformer</td><td align="center">220</td><td align="center">83.22</td><td align="center">51.97</td><td align="center">70.16</td><td align="center">68.49</td><td align="center">47.67</td><td align="center">79.31</td><td align="center">69.32</td><td align="center">73.64</td><td align="center">89.00</td>
@@ -29,7 +29,7 @@
   <tr>
     <td align="left">SenseVoice-small</td><td align="center">234</td><td align="center">21.08</td><td align="center"><ins>6.52</ins></td><td align="center">8.05</td><td align="center"><b>7.34</b></td><td align="center">6.34</td><td align="center">5.74</td><td align="center"><ins>6.65</ins></td><td align="center">6.69</td><td align="center">9.95</td>
   <tr>
-    <td align="left"><b>SenseVoice-s-Yue⭐</b></td><td align="center">234</td><td align="center">19.19</td><td align="center">6.71</td><td align="center">6.87</td><td align="center">8.68</td><td align="center"><ins>5.43</ins></td><td align="center">5.24</td><td align="center">6.93</td><td align="center">5.23</td><td align="center">8.63</td>
+    <td align="left"><b>SenseVoice-small-Yue⭐</b></td><td align="center">234</td><td align="center">19.19</td><td align="center">6.71</td><td align="center">6.87</td><td align="center">8.68</td><td align="center"><ins>5.43</ins></td><td align="center">5.24</td><td align="center">6.93</td><td align="center">5.23</td><td align="center">8.63</td>
   </tr>
   </tr>
   <tr>
@@ -42,7 +42,7 @@
     <td align="left">Whisper-medium</td><td align="center">769</td><td align="center">75.50</td><td align="center">68.69</td><td align="center">59.44</td><td align="center">62.50</td><td align="center">62.31</td><td align="center">64.41</td><td align="center">80.41</td><td align="center">80.82</td><td align="center">50.96</td>
   </tr>
   <tr>
-    <td align="left"><b>Whisper-m-Yue⭐</b></td><td align="center">769</td><td align="center">18.69</td><td align="center">6.86</td><td align="center"><ins>6.86</ins></td><td align="center">11.03</td><td align="center">5.49</td><td align="center"><ins>4.70</ins></td><td align="center">8.51</td><td align="center"><ins>5.05</ins></td><td align="center"><ins>8.05</ins></td>
+    <td align="left"><b>Whisper-medium-Yue⭐</b></td><td align="center">769</td><td align="center">18.69</td><td align="center">6.86</td><td align="center"><ins>6.86</ins></td><td align="center">11.03</td><td align="center">5.49</td><td align="center"><ins>4.70</ins></td><td align="center">8.51</td><td align="center"><ins>5.05</ins></td><td align="center"><ins>8.05</ins></td>
   </tr>
 
   <tr>
@@ -64,6 +64,48 @@
     <td align="left">FireRedASR-LLM-L</td><td align="center">8300</td><td align="center">73.70</td><td align="center">18.72</td><td align="center">43.93</td><td align="center">43.33</td><td align="center">34.53</td><td align="center">48.05</td><td align="center">49.99</td><td align="center">49.87</td><td align="center">45.92</td>
   </tr>
   <tr>
-    <td align="left"><b>Conformer-LLM-Yue⭐</b></td><td align="center">4200</td><td align="center"><ins>17.22</ins></td><td align="center"><b>6.21</b></td><td align="center"><b>6.23</b></td><td align="center">9.52</td><td align="center"><b>4.35</b></td><td align="center"><b>4.57</b></td><td align="center">6.98</td><td align="center"><b>4.73</b></td><td align="center"><b>7.91</b></td>
+    <td align="left"><b>U2pp-Conformer-LLM-Yue⭐</b></td><td align="center">4200</td><td align="center"><ins>17.22</ins></td><td align="center"><b>6.21</b></td><td align="center"><b>6.23</b></td><td align="center">9.52</td><td align="center"><b>4.35</b></td><td align="center"><b>4.57</b></td><td align="center">6.98</td><td align="center"><b>4.73</b></td><td align="center"><b>7.91</b></td>
   </tr>
-</table>
+</table>
+
+## ASR Inference
+### U2pp_Conformer_Yue
+```
+dir=u2pp_conformer_yue
+decode_checkpoint=$dir/u2pp_conformer_yue.pt
+test_set=path/to/test_set
+test_result_dir=path/to/test_result_dir
+
+python wenet/bin/recognize.py \
+  --gpu 0 \
+  --modes attention_rescoring \
+  --config $dir/train.yaml \
+  --test_data $test_set/data.list \
+  --checkpoint $decode_checkpoint \
+  --beam_size 10 \
+  --batch_size 32 \
+  --ctc_weight 0.5 \
+  --result_dir $test_result_dir \
+  --decoding_chunk_size -1
+```
+### Whisper_Medium_Yue
+```
+dir=whisper_medium_yue
+decode_checkpoint=$dir/whisper_medium_yue.pt
+test_set=path/to/test_set
+test_result_dir=path/to/test_result_dir
+
+python wenet/bin/recognize.py \
+  --gpu 0 \
+  --modes attention \
+  --config $dir/train.yaml \
+  --test_data $test_set/data.list \
+  --checkpoint $decode_checkpoint \
+  --beam_size 10 \
+  --batch_size 32 \
+  --blank_penalty 0.0 \
+  --ctc_weight 0.0 \
+  --reverse_weight 0.0 \
+  --result_dir $test_result_dir \
+  --decoding_chunk_size -1
+```