| | |
| | | ### Chinese Dataset |
| | | |
| | | |
| | | <table> |
| | | <table border="1"> |
| | | <tr align="center"> |
| | | <td>Model</td> |
| | | <td>Offline/Online</td> |
| | | <td colspan="2">Aishell1</td> |
| | | <td colspan="4">Aishell2</td> |
| | | <td colspan="3">WenetSpeech</td> |
| | | <td style="border: 1px solid">Model</td> |
| | | <td style="border: 1px solid">Offline/Online</td> |
| | | <td colspan="2" style="border: 1px solid">Aishell1</td> |
| | | <td colspan="4" style="border: 1px solid">Aishell2</td> |
| | | <td colspan="3" style="border: 1px solid">WenetSpeech</td> |
| | | </tr> |
| | | <tr align="center"> |
| | | <td></td> |
| | | <td></td> |
| | | <td>dev</td> |
| | | <td>test</td> |
| | | <td>dev_ios</td> |
| | | <td>test_ios</td> |
| | | <td>test_android</td> |
| | | <td>test_mic</td> |
| | | <td>dev</td> |
| | | <td>test_meeting</td> |
| | | <td>test_net</td> |
| | | <td style="border: 1px solid"></td> |
| | | <td style="border: 1px solid"></td> |
| | | <td style="border: 1px solid">dev</td> |
| | | <td style="border: 1px solid">test</td> |
| | | <td style="border: 1px solid">dev_ios</td> |
| | | <td style="border: 1px solid">test_ios</td> |
| | | <td style="border: 1px solid">test_android</td> |
| | | <td style="border: 1px solid">test_mic</td> |
| | | <td style="border: 1px solid">dev</td> |
| | | <td style="border: 1px solid">test_meeting</td> |
| | | <td style="border: 1px solid">test_net</td> |
| | | </tr> |
| | | <tr align="center"> |
| | | <td> <a href="https://www.modelscope.cn/models/damo/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-pytorch/summary">Paraformer-large</a> </td> |
| | | <td>Offline</td> |
| | | <td>1.76</td> |
| | | <td>1.94</td> |
| | | <td>2.79</td> |
| | | <td>2.84</td> |
| | | <td>3.08</td> |
| | | <td>3.03</td> |
| | | <td>3.43</td> |
| | | <td>7.01</td> |
| | | <td>6.66</td> |
| | | <td style="border: 1px solid"> <a href="https://www.modelscope.cn/models/damo/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-pytorch/summary">Paraformer-large</a> </td> |
| | | <td style="border: 1px solid">Offline</td> |
| | | <td style="border: 1px solid">1.76</td> |
| | | <td style="border: 1px solid">1.94</td> |
| | | <td style="border: 1px solid">2.79</td> |
| | | <td style="border: 1px solid">2.84</td> |
| | | <td style="border: 1px solid">3.08</td> |
| | | <td style="border: 1px solid">3.03</td> |
| | | <td style="border: 1px solid">3.43</td> |
| | | <td style="border: 1px solid">7.01</td> |
| | | <td style="border: 1px solid">6.66</td> |
| | | </tr> |
| | | <tr align="center"> |
| | | <td> <a href="https://www.modelscope.cn/models/damo/speech_paraformer-large-vad-punc_asr_nat-zh-cn-16k-common-vocab8404-pytorch/summary">Paraformer-large-long</a> </td> |
| | | <td>Offline</td> |
| | | <td>1.80</td> |
| | | <td>2.10</td> |
| | | <td>2.78</td> |
| | | <td>2.87</td> |
| | | <td>3.12</td> |
| | | <td>3.11</td> |
| | | <td>3.44</td> |
| | | <td>13.28</td> |
| | | <td>7.08</td> |
| | | <td style="border: 1px solid"> <a href="https://www.modelscope.cn/models/damo/speech_paraformer-large-vad-punc_asr_nat-zh-cn-16k-common-vocab8404-pytorch/summary">Paraformer-large-long</a> </td> |
| | | <td style="border: 1px solid">Offline</td> |
| | | <td style="border: 1px solid">1.80</td> |
| | | <td style="border: 1px solid">2.10</td> |
| | | <td style="border: 1px solid">2.78</td> |
| | | <td style="border: 1px solid">2.87</td> |
| | | <td style="border: 1px solid">3.12</td> |
| | | <td style="border: 1px solid">3.11</td> |
| | | <td style="border: 1px solid">3.44</td> |
| | | <td style="border: 1px solid">13.28</td> |
| | | <td style="border: 1px solid">7.08</td> |
| | | </tr> |
| | | <tr align="center"> |
| | | <td> <a href="https://www.modelscope.cn/models/damo/speech_paraformer-large-contextual_asr_nat-zh-cn-16k-common-vocab8404/summary">Paraformer-large-contextual</a> </td> |
| | | <td>Offline</td> |
| | | <td>1.76</td> |
| | | <td>2.02</td> |
| | | <td>2.73</td> |
| | | <td>2.85</td> |
| | | <td>2.98</td> |
| | | <td>2.95</td> |
| | | <td>3.42</td> |
| | | <td>7.16</td> |
| | | <td>6.72</td> |
| | | <td style="border: 1px solid"> <a href="https://www.modelscope.cn/models/damo/speech_paraformer-large-contextual_asr_nat-zh-cn-16k-common-vocab8404/summary">Paraformer-large-contextual</a> </td> |
| | | <td style="border: 1px solid">Offline</td> |
| | | <td style="border: 1px solid">1.76</td> |
| | | <td style="border: 1px solid">2.02</td> |
| | | <td style="border: 1px solid">2.73</td> |
| | | <td style="border: 1px solid">2.85</td> |
| | | <td style="border: 1px solid">2.98</td> |
| | | <td style="border: 1px solid">2.95</td> |
| | | <td style="border: 1px solid">3.42</td> |
| | | <td style="border: 1px solid">7.16</td> |
| | | <td style="border: 1px solid">6.72</td> |
| | | </tr> |
| | | <tr align="center"> |
| | | <td> <a href="https://modelscope.cn/models/damo/speech_paraformer_asr_nat-zh-cn-16k-common-vocab8358-tensorflow1/summary">Paraformer</a> </td> |
| | | <td>Offline</td> |
| | | <td>3.24</td> |
| | | <td>3.69</td> |
| | | <td>4.58</td> |
| | | <td>4.63</td> |
| | | <td>4.83</td> |
| | | <td>4.71</td> |
| | | <td>4.19</td> |
| | | <td>8.32</td> |
| | | <td>9.19</td> |
| | | <td style="border: 1px solid"> <a href="https://modelscope.cn/models/damo/speech_paraformer_asr_nat-zh-cn-16k-common-vocab8358-tensorflow1/summary">Paraformer</a> </td> |
| | | <td style="border: 1px solid">Offline</td> |
| | | <td style="border: 1px solid">3.24</td> |
| | | <td style="border: 1px solid">3.69</td> |
| | | <td style="border: 1px solid">4.58</td> |
| | | <td style="border: 1px solid">4.63</td> |
| | | <td style="border: 1px solid">4.83</td> |
| | | <td style="border: 1px solid">4.71</td> |
| | | <td style="border: 1px solid">4.19</td> |
| | | <td style="border: 1px solid">8.32</td> |
| | | <td style="border: 1px solid">9.19</td> |
| | | </tr> |
| | | <tr align="center"> |
| | | <td> <a href="https://modelscope.cn/models/damo/speech_UniASR_asr_2pass-zh-cn-16k-common-vocab8358-tensorflow1-online/summary">UniASR</a> </td> |
| | | <td>Online</td> |
| | | <td>3.34</td> |
| | | <td>3.99</td> |
| | | <td>4.62</td> |
| | | <td>4.52</td> |
| | | <td>4.77</td> |
| | | <td>4.73</td> |
| | | <td>4.51</td> |
| | | <td>10.63</td> |
| | | <td>9.70</td> |
| | | <td style="border: 1px solid"> <a href="https://modelscope.cn/models/damo/speech_UniASR_asr_2pass-zh-cn-16k-common-vocab8358-tensorflow1-online/summary">UniASR</a> </td> |
| | | <td style="border: 1px solid">Online</td> |
| | | <td style="border: 1px solid">3.34</td> |
| | | <td style="border: 1px solid">3.99</td> |
| | | <td style="border: 1px solid">4.62</td> |
| | | <td style="border: 1px solid">4.52</td> |
| | | <td style="border: 1px solid">4.77</td> |
| | | <td style="border: 1px solid">4.73</td> |
| | | <td style="border: 1px solid">4.51</td> |
| | | <td style="border: 1px solid">10.63</td> |
| | | <td style="border: 1px solid">9.70</td> |
| | | </tr> |
| | | <tr align="center"> |
| | | <td> <a href="https://modelscope.cn/models/damo/speech_UniASR-large_asr_2pass-zh-cn-16k-common-vocab8358-tensorflow1-offline/summary">UniASR-large</a> </td> |
| | | <td>Offline</td> |
| | | <td>2.93</td> |
| | | <td>3.48</td> |
| | | <td>3.95</td> |
| | | <td>3.87</td> |
| | | <td>4.11</td> |
| | | <td>4.11</td> |
| | | <td>4.16</td> |
| | | <td>10.09</td> |
| | | <td>8.69</td> |
| | | <td style="border: 1px solid"> <a href="https://modelscope.cn/models/damo/speech_UniASR-large_asr_2pass-zh-cn-16k-common-vocab8358-tensorflow1-offline/summary">UniASR-large</a> </td> |
| | | <td style="border: 1px solid">Offline</td> |
| | | <td style="border: 1px solid">2.93</td> |
| | | <td style="border: 1px solid">3.48</td> |
| | | <td style="border: 1px solid">3.95</td> |
| | | <td style="border: 1px solid">3.87</td> |
| | | <td style="border: 1px solid">4.11</td> |
| | | <td style="border: 1px solid">4.11</td> |
| | | <td style="border: 1px solid">4.16</td> |
| | | <td style="border: 1px solid">10.09</td> |
| | | <td style="border: 1px solid">8.69</td> |
| | | </tr> |
| | | <tr align="center"> |
| | | <td> <a href="https://www.modelscope.cn/models/damo/speech_paraformer_asr_nat-aishell1-pytorch/summary">Paraformer-aishell</a> </td> |
| | | <td>Offline</td> |
| | | <td>4.88</td> |
| | | <td>5.43</td> |
| | | <td>-</td> |
| | | <td>-</td> |
| | | <td>-</td> |
| | | <td>-</td> |
| | | <td>-</td> |
| | | <td>-</td> |
| | | <td>-</td> |
| | | <td style="border: 1px solid"> <a href="https://www.modelscope.cn/models/damo/speech_paraformer_asr_nat-aishell1-pytorch/summary">Paraformer-aishell</a> </td> |
| | | <td style="border: 1px solid">Offline</td> |
| | | <td style="border: 1px solid">4.88</td> |
| | | <td style="border: 1px solid">5.43</td> |
| | | <td style="border: 1px solid">-</td> |
| | | <td style="border: 1px solid">-</td> |
| | | <td style="border: 1px solid">-</td> |
| | | <td style="border: 1px solid">-</td> |
| | | <td style="border: 1px solid">-</td> |
| | | <td style="border: 1px solid">-</td> |
| | | <td style="border: 1px solid">-</td> |
| | | </tr> |
| | | <tr align="center"> |
| | | <td> <a href="https://modelscope.cn/models/damo/speech_paraformerbert_asr_nat-zh-cn-16k-aishell1-vocab4234-pytorch/summary">ParaformerBert-aishell</a> </td> |
| | | <td>Offline</td> |
| | | <td>6.14</td> |
| | | <td>7.01</td> |
| | | <td>-</td> |
| | | <td>-</td> |
| | | <td>-</td> |
| | | <td>-</td> |
| | | <td>-</td> |
| | | <td>-</td> |
| | | <td>-</td> |
| | | <td style="border: 1px solid"> <a href="https://modelscope.cn/models/damo/speech_paraformerbert_asr_nat-zh-cn-16k-aishell1-vocab4234-pytorch/summary">ParaformerBert-aishell</a> </td> |
| | | <td style="border: 1px solid">Offline</td> |
| | | <td style="border: 1px solid">6.14</td> |
| | | <td style="border: 1px solid">7.01</td> |
| | | <td style="border: 1px solid">-</td> |
| | | <td style="border: 1px solid">-</td> |
| | | <td style="border: 1px solid">-</td> |
| | | <td style="border: 1px solid">-</td> |
| | | <td style="border: 1px solid">-</td> |
| | | <td style="border: 1px solid">-</td> |
| | | <td style="border: 1px solid">-</td> |
| | | </tr> |
| | | <tr align="center"> |
| | | <td> <a href="https://www.modelscope.cn/models/damo/speech_paraformer_asr_nat-zh-cn-16k-aishell2-vocab5212-pytorch/summary">Paraformer-aishell2</a> </td> |
| | | <td>Offline</td> |
| | | <td>-</td> |
| | | <td>-</td> |
| | | <td>5.82</td> |
| | | <td>6.30</td> |
| | | <td>6.60</td> |
| | | <td>5.83</td> |
| | | <td>-</td> |
| | | <td>-</td> |
| | | <td>-</td> |
| | | <td style="border: 1px solid"> <a href="https://www.modelscope.cn/models/damo/speech_paraformer_asr_nat-zh-cn-16k-aishell2-vocab5212-pytorch/summary">Paraformer-aishell2</a> </td> |
| | | <td style="border: 1px solid">Offline</td> |
| | | <td style="border: 1px solid">-</td> |
| | | <td style="border: 1px solid">-</td> |
| | | <td style="border: 1px solid">5.82</td> |
| | | <td style="border: 1px solid">6.30</td> |
| | | <td style="border: 1px solid">6.60</td> |
| | | <td style="border: 1px solid">5.83</td> |
| | | <td style="border: 1px solid">-</td> |
| | | <td style="border: 1px solid">-</td> |
| | | <td style="border: 1px solid">-</td> |
| | | </tr> |
| | | <tr align="center"> |
| | | <td> <a href="https://www.modelscope.cn/models/damo/speech_paraformerbert_asr_nat-zh-cn-16k-aishell2-vocab5212-pytorch/summary">ParaformerBert-aishell2</a> </td> |
| | | <td>Offline</td> |
| | | <td>-</td> |
| | | <td>-</td> |
| | | <td>4.95</td> |
| | | <td>5.45</td> |
| | | <td>5.59</td> |
| | | <td>5.83</td> |
| | | <td>-</td> |
| | | <td>-</td> |
| | | <td>-</td> |
| | | <td style="border: 1px solid"> <a href="https://www.modelscope.cn/models/damo/speech_paraformerbert_asr_nat-zh-cn-16k-aishell2-vocab5212-pytorch/summary">ParaformerBert-aishell2</a> </td> |
| | | <td style="border: 1px solid">Offline</td> |
| | | <td style="border: 1px solid">-</td> |
| | | <td style="border: 1px solid">-</td> |
| | | <td style="border: 1px solid">4.95</td> |
| | | <td style="border: 1px solid">5.45</td> |
| | | <td style="border: 1px solid">5.59</td> |
| | | <td style="border: 1px solid">5.83</td> |
| | | <td style="border: 1px solid">-</td> |
| | | <td style="border: 1px solid">-</td> |
| | | <td style="border: 1px solid">-</td> |
| | | </tr> |
| | | </table> |
| | | |