Model with WER of 75.7
<table> <thead> <tr> <th> <br>Step </th> <th> <br>Training Loss </th> <th> <br>Validation Loss </th> <th> <br>Wer </th> <th> <br>Wer Un Norm </th> <th> <br>Bleu </th> <th> <br>Bleu Un Norm </th> </tr> </thead> <tbody> <tr> <td> <br>100 </td> <td> <br>3.6816 </td> <td> <br>2.392145 </td> <td> <br>729.02228 </td> <td> <br>726.145382 </td> <td> <br>0.391999 </td> <td> <br>0.349957 </td> </tr> <tr> <td> <br>200 </td> <td> <br>2.2234 </td> <td> <br>2.113146 </td> <td> <br>369.348992 </td> <td> <br>368.51356 </td> <td> <br>1.40174 </td> <td> <br>1.412061 </td> </tr> <tr> <td> <br>300 </td> <td> <br>2.0032 </td> <td> <br>1.983352 </td> <td> <br>167.28046 </td> <td> <br>165.178441 </td> <td> <br>3.897032 </td> <td> <br>4.170831 </td> </tr> <tr> <td> <br>400 </td> <td> <br>1.8273 </td> <td> <br>1.896273 </td> <td> <br>179.503166 </td> <td> <br>177.559764 </td> <td> <br>4.327895 </td> <td> <br>4.640014 </td> </tr> <tr> <td> <br>500 </td> <td> <br>1.7754 </td> <td> <br>1.826463 </td> <td> <br>162.848582 </td> <td> <br>162.481133 </td> <td> <br>5.313027 </td> <td> <br>5.476712 </td> </tr> <tr> <td> <br>600 </td> <td> <br>1.7139 </td> <td> <br>1.773196 </td> <td> <br>146.537142 </td> <td> <br>147.329471 </td> <td> <br>6.289009 </td> <td> <br>6.589838 </td> </tr> <tr> <td> <br>700 </td> <td> <br>1.6181 </td> <td> <br>1.724686 </td> <td> <br>146.251994 </td> <td> <br>148.366522 </td> <td> <br>6.775205 </td> <td> <br>7.103747 </td> </tr> <tr> <td> <br>800 </td> <td> <br>1.4587 </td> <td> <br>1.68848 </td> <td> <br>128.741965 </td> <td> <br>128.84269 </td> <td> <br>8.388714 </td> <td> <br>8.923717 </td> </tr> <tr> <td> <br>900 </td> <td> <br>1.2679 </td> <td> <br>1.664613 </td> <td> <br>140.5152 </td> <td> <br>140.931886 </td> <td> <br>7.6391 </td> <td> <br>7.981722 </td> </tr> <tr> <td> <br>1000 </td> <td> <br>1.2513 </td> <td> <br>1.631319 </td> <td> <br>140.824513 </td> <td> <br>143.940796 </td> <td> <br>8.081829 </td> <td> <br>8.360869 </td> </tr> <tr> <td> <br>1100 </td> <td> <br>1.2326 </td> <td> <br>1.610381 </td> <td> <br>123.299986 </td> <td> <br>127.026632 </td> <td> <br>9.515088 </td> <td> <br>9.627785 </td> </tr> <tr> <td> <br>1200 </td> <td> <br>1.1491 </td> <td> <br>1.592326 </td> <td> <br>123.807453 </td> <td> <br>126.471591 </td> <td> <br>9.660822 </td> <td> <br>9.874226 </td> </tr> <tr> <td> <br>1300 </td> <td> <br>1.1964 </td> <td> <br>1.567344 </td> <td> <br>117.954666 </td> <td> <br>121.8998 </td> <td> <br>10.492051 </td> <td> <br>10.612238 </td> </tr> <tr> <td> <br>1400 </td> <td> <br>1.1144 </td> <td> <br>1.556149 </td> <td> <br>123.193659 </td> <td> <br>125.697454 </td> <td> <br>10.339111 </td> <td> <br>10.617892 </td> </tr> <tr> <td> <br>1500 </td> <td> <br>1.1275 </td> <td> <br>1.533514 </td> <td> <br>107.099705 </td> <td> <br>111.14952 </td> <td> <br>12.349676 </td> <td> <br>12.260823 </td> </tr> <tr> <td> <br>1600 </td> <td> <br>0.9602 </td> <td> <br>1.538467 </td> <td> <br>98.777246 </td> <td> <br>102.819027 </td> <td> <br>13.213602 </td> <td> <br>13.126181 </td> </tr> <tr> <td> <br>1700 </td> <td> <br>0.8513 </td> <td> <br>1.544867 </td> <td> <br>97.79131 </td> <td> <br>99.444958 </td> <td> <br>13.40251 </td> <td> <br>13.864389 </td> </tr> <tr> <td> <br>1800 </td> <td> <br>0.8479 </td> <td> <br>1.519826 </td> <td> <br>93.736407 </td> <td> <br>98.622134 </td> <td> <br>14.289348 </td> <td> <br>13.730261 </td> </tr> <tr> <td> <br>1900 </td> <td> <br>0.8481 </td> <td> <br>1.519499 </td> <td> <br>93.630081 </td> <td> <br>95.890744 </td> <td> <br>14.279009 </td> <td> <br>14.474117 </td> </tr> <tr> <td> <br>2000 </td> <td> <br>0.7845 </td> <td> <br>1.507687 </td> <td> <br>110.714804 </td> <td> <br>112.011296 </td> <td> <br>12.436779 </td> <td> <br>12.932187 </td> </tr> <tr> <td> <br>2100 </td> <td> <br>0.7898 </td> <td> <br>1.506574 </td> <td> <br>114.61505 </td> <td> <br>117.031014 </td> <td> <br>11.718285 </td> <td> <br>12.043461 </td> </tr> <tr> <td> <br>2200 </td> <td> <br>0.7831 </td> <td> <br>1.500533 </td> <td> <br>99.656856 </td> <td> <br>101.699206 </td> <td> <br>13.998852 </td> <td> <br>14.277833 </td> </tr> <tr> <td> <br>2300 </td> <td> <br>0.7539 </td> <td> <br>1.489868 </td> <td> <br>108.989416 </td> <td> <br>111.354009 </td> <td> <br>13.35961 </td> <td> <br>13.707473 </td> </tr> <tr> <td> <br>2400 </td> <td> <br>0.5725 </td> <td> <br>1.516225 </td> <td> <br>94.804504 </td> <td> <br>97.034909 </td> <td> <br>14.870967 </td> <td> <br>15.127174 </td> </tr> <tr> <td> <br>2500 </td> <td> <br>0.573 </td> <td> <br>1.523544 </td> <td> <br>104.86685 </td> <td> <br>106.864989 </td> <td> <br>13.859988 </td> <td> <br>14.288079 </td> </tr> <tr> <td> <br>2600 </td> <td> <br>0.5654 </td> <td> <br>1.527828 </td> <td> <br>100.227152 </td> <td> <br>102.906665 </td> <td> <br>14.250613 </td> <td> <br>14.635452 </td> </tr> <tr> <td> <br>2700 </td> <td> <br>0.5682 </td> <td> <br>1.517544 </td> <td> <br>105.292156 </td> <td> <br>106.17849 </td> <td> <br>13.585538 </td> <td> <br>14.187015 </td> </tr> <tr> <td> <br>2800 </td> <td> <br>0.54 </td> <td> <br>1.516578 </td> <td> <br>91.431057 </td> <td> <br>92.45825 </td> <td> <br>15.80101 </td> <td> <br>15.946968 </td> </tr> <tr> <td> <br>2900 </td> <td> <br>0.5199 </td> <td> <br>1.51551 </td> <td> <br>90.391958 </td> <td> <br>92.896441 </td> <td> <br>16.334399 </td> <td> <br>16.573056 </td> </tr> <tr> <td> <br>3000 </td> <td> <br>0.5502 </td> <td> <br>1.508968 </td> <td> <br>84.954811 </td> <td> <br>87.419056 </td> <td> <br>17.15677 </td> <td> <br>17.229214 </td> </tr> <tr> <td> <br>3100 </td> <td> <br>0.4631 </td> <td> <br>1.540384 </td> <td> <br>90.865594 </td> <td> <br>93.451483 </td> <td> <br>16.084694 </td> <td> <br>16.161478 </td> </tr> <tr> <td> <br>3200 </td> <td> <br>0.3874 </td> <td> <br>1.549461 </td> <td> <br>87.153835 </td> <td> <br>88.704416 </td> <td> <br>16.606294 </td> <td> <br>16.851206 </td> </tr> <tr> <td> <br>3300 </td> <td> <br>0.3734 </td> <td> <br>1.557186 </td> <td> <br>98.41477 </td> <td> <br>100.034082 </td> <td> <br>15.123503 </td> <td> <br>15.416167 </td> </tr> <tr> <td> <br>3400 </td> <td> <br>0.3847 </td> <td> <br>1.553226 </td> <td> <br>81.470204 </td> <td> <br>83.889186 </td> <td> <br>17.908715 </td> <td> <br>18.077431 </td> </tr> <tr> <td> <br>3500 </td> <td> <br>0.3566 </td> <td> <br>1.566881 </td> <td> <br>88.801895 </td> <td> <br>90.515604 </td> <td> <br>16.736677 </td> <td> <br>16.872279 </td> </tr> <tr> <td> <br>3600 </td> <td> <br>0.3517 </td> <td> <br>1.564744 </td> <td> <br>88.845392 </td> <td> <br>90.37441 </td> <td> <br>16.90368 </td> <td> <br>16.793642 </td> </tr> <tr> <td> <br>3700 </td> <td> <br>0.3543 </td> <td> <br>1.557089 </td> <td> <br>86.245227 </td> <td> <br>88.383076 </td> <td> <br>17.203078 </td> <td> <br>17.47995 </td> </tr> <tr> <td> <br>3800 </td> <td> <br>0.3461 </td> <td> <br>1.57522 </td> <td> <br>84.867817 </td> <td> <br>87.316812 </td> <td> <br>17.309623 </td> <td> <br>17.141061 </td> </tr> <tr> <td> <br>3900 </td> <td> <br>0.2567 </td> <td> <br>1.60344 </td> <td> <br>84.40868 </td> <td> <br>85.690637 </td> <td> <br>17.586885 </td> <td> <br>17.450184 </td> </tr> <tr> <td> <br>4000 </td> <td> <br>0.2317 </td> <td> <br>1.618322 </td> <td> <br>82.721956 </td> <td> <br>85.096645 </td> <td> <br>17.494154 </td> <td> <br>17.193019 </td> </tr> <tr> <td> <br>4100 </td> <td> <br>0.2381 </td> <td> <br>1.625626 </td> <td> <br>96.790875 </td> <td> <br>98.047617 </td> <td> <br>15.58334 </td> <td> <br>15.882444 </td> </tr> <tr> <td> <br>4200 </td> <td> <br>0.2287 </td> <td> <br>1.624966 </td> <td> <br>92.687642 </td> <td> <br>95.009494 </td> <td> <br>16.385899 </td> <td> <br>16.433272 </td> </tr> <tr> <td> <br>4300 </td> <td> <br>0.2343 </td> <td> <br>1.632548 </td> <td> <br>83.727224 </td> <td> <br>86.094747 </td> <td> <br>17.835843 </td> <td> <br>17.900975 </td> </tr> <tr> <td> <br>4400 </td> <td> <br>0.2295 </td> <td> <br>1.622179 </td> <td> <br>76.970664 </td> <td> <br>79.50241 </td> <td> <br>19.194797 </td> <td> <br>19.238961 </td> </tr> <tr> <td> <br>4500 </td> <td> <br>0.2287 </td> <td> <br>1.630086 </td> <td> <br>81.33488 </td> <td> <br>83.236769 </td> <td> <br>18.498231 </td> <td> <br>18.890384 </td> </tr> <tr> <td> <br>4600 </td> <td> <br>0.2267 </td> <td> <br>1.634346 </td> <td> <br>86.071239 </td> <td> <br>87.633283 </td> <td> <br>17.500871 </td> <td> <br>17.823633 </td> </tr> <tr> <td> <br>4700 </td> <td> <br>0.1434 </td> <td> <br>1.67623 </td> <td> <br>75.723745 </td> <td> <br>78.13915 </td> <td> <br>19.339155 </td> <td> <br>19.54684 </td> </tr> <tr> <td> <br>4800 </td> <td> <br>0.136 </td> <td> <br>1.683955 </td> <td> <br>85.515441 </td> <td> <br>87.229174 </td> <td> <br>17.897667 </td> <td> <br>18.150707 </td> </tr> <tr> <td> <br>4900 </td> <td> <br>0.143 </td> <td> <br>1.682836 </td> <td> <br>79.213184 </td> <td> <br>80.568674 </td> <td> <br>18.971222 </td> <td> <br>19.251104 </td> </tr> <tr> <td> <br>5000 </td> <td> <br>0.1438 </td> <td> <br>1.680524 </td> <td> <br>78.048427 </td> <td> <br>80.554068 </td> <td> <br>19.111728 </td> <td> <br>19.337727 </td> </tr> <tr> <td> <br>5100 </td> <td> <br>0.1438 </td> <td> <br>1.686076 </td> <td> <br>85.022474 </td> <td> <br>87.28273 </td> <td> <br>17.833104 </td> <td> <br>17.978243 </td> </tr> <tr> <td> <br>5200 </td> <td> <br>0.1463 </td> <td> <br>1.694764 </td> <td> <br>83.553236 </td> <td> <br>85.43746 </td> <td> <br>18.361079 </td> <td> <br>18.286384 </td> </tr> <tr> <td> <br>5300 </td> <td> <br>0.1462 </td> <td> <br>1.68418 </td> <td> <br>78.754048 </td> <td> <br>81.001996 </td> <td> <br>18.853231 </td> <td> <br>19.087852 </td> </tr> <tr> <td> <br>5400 </td> <td> <br>0.121 </td> <td> <br>1.715532 </td> <td> <br>82.741288 </td> <td> <br>84.809387 </td> <td> <br>18.437272 </td> <td> <br>18.526928 </td> </tr> <tr> <td> <br>5500 </td> <td> <br>0.0852 </td> <td> <br>1.727701 </td> <td> <br>82.190324 </td> <td> <br>84.025512 </td> <td> <br>18.433579 </td> <td> <br>18.553946 </td> </tr> <tr> <td> <br>5600 </td> <td> <br>0.0857 </td> <td> <br>1.732774 </td> <td> <br>75.883234 </td> <td> <br>77.968742 </td> <td> <br>19.839316 </td> <td> <br>20.146796 </td> </tr> <tr> <td> <br>5700 </td> <td> <br>0.0809 </td> <td> <br>1.731798 </td> <td> <br>80.469769 </td> <td> <br>81.79074 </td> <td> <br>19.230805 </td> <td> <br>19.211589 </td> </tr> <tr> <td> <br>5800 </td> <td> <br>0.0984 </td> <td> <br>1.73891 </td> <td> <br>82.847615 </td> <td> <br>84.979795 </td> <td> <br>18.520327 </td> <td> <br>18.931022 </td> </tr> <tr> <td> <br>5900 </td> <td> <br>0.0942 </td> <td> <br>1.760302 </td> <td> <br>80.208786 </td> <td> <br>82.345781 </td> <td> <br>18.779555 </td> <td> <br>18.694923 </td> </tr> <tr> <td> <br>6000 </td> <td> <br>0.0896 </td> <td> <br>1.761602 </td> <td> <br>80.431105 </td> <td> <br>82.574614 </td> <td> <br>18.919484 </td> <td> <br>19.005333 </td> </tr> <tr> <td> <br>6100 </td> <td> <br>0.0879 </td> <td> <br>1.794074 </td> <td> <br>82.683292 </td> <td> <br>84.780174 </td> <td> <br>18.332719 </td> <td> <br>18.62538 </td> </tr> <tr> <td> <br>6200 </td> <td> <br>0.0615 </td> <td> <br>1.790997 </td> <td> <br>79.295346 </td> <td> <br>81.454793 </td> <td> <br>19.337629 </td> <td> <br>19.413642 </td> </tr> <tr> <td> <br>6300 </td> <td> <br>0.0492 </td> <td> <br>1.802097 </td> <td> <br>75.303272 </td> <td> <br>77.662009 </td> <td> <br>20.205299 </td> <td> <br>20.274508 </td> </tr> <tr> <td> <br>6400 </td> <td> <br>0.0571 </td> <td> <br>1.803839 </td> <td> <br>77.134986 </td> <td> <br>79.278446 </td> <td> <br>19.845023 </td> <td> <br>20.112392 </td> </tr> <tr> <td> <br>6500 </td> <td> <br>0.052 </td> <td> <br>1.810304 </td> <td> <br>81.141559 </td> <td> <br>80.656312 </td> <td> <br>19.042161 </td> <td> <br>19.75678 </td> </tr> <tr> <td> <br>6600 </td> <td> <br>0.0513 </td> <td> <br>1.826114 </td> <td> <br>82.257987 </td> <td> <br>84.663323 </td> <td> <br>18.367229 </td> <td> <br>18.694806 </td> </tr> </tbody> </table>