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Teamim-medium_Random-True_OriginalData

Automatic Speech Recognition
Transformers
TensorBoard
Safetensors
Hebrew
whisper
hf-asr-leaderboard
Generated from Trainer
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@@ -1,41 +1,38 @@
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  ---
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- language:
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- - he
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  base_model: cantillation/Teamim-AllNusah-whisper-medium_Random-True_Mid
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  tags:
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- - hf-asr-leaderboard
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  - generated_from_trainer
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  metrics:
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  - wer
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  model-index:
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- - name: he-cantillation
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  results: []
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  ---
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  <!-- This model card has been generated automatically according to the information the Trainer had access to. You
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  should probably proofread and complete it, then remove this comment. -->
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- # he-cantillation
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  This model is a fine-tuned version of [cantillation/Teamim-AllNusah-whisper-medium_Random-True_Mid](https://huggingface.co/cantillation/Teamim-AllNusah-whisper-medium_Random-True_Mid) on an unknown dataset.
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  It achieves the following results on the evaluation set:
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- - Loss: 0.3257
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- - Wer: 16.3898
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- - Avg Precision Exact: 0.7720
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- - Avg Recall Exact: 0.7795
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- - Avg F1 Exact: 0.7752
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- - Avg Precision Letter Shift: 0.7948
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- - Avg Recall Letter Shift: 0.8030
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- - Avg F1 Letter Shift: 0.7984
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- - Avg Precision Word Level: 0.7987
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- - Avg Recall Word Level: 0.8064
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- - Avg F1 Word Level: 0.8020
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- - Avg Precision Word Shift: 0.9512
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- - Avg Recall Word Shift: 0.9567
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- - Avg F1 Word Shift: 0.9531
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- - Precision Median Exact: 0.9286
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- - Recall Median Exact: 0.9286
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- - F1 Median Exact: 0.9286
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  - Precision Max Exact: 1.0
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  - Recall Max Exact: 1.0
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  - F1 Max Exact: 1.0
@@ -48,9 +45,9 @@ It achieves the following results on the evaluation set:
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  - Precision Min Word Level: 0.0
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  - Recall Min Word Level: 0.0
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  - F1 Min Word Level: 0.0
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- - Precision Min Word Shift: 0.625
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- - Recall Min Word Shift: 0.3846
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- - F1 Min Word Shift: 0.4762
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  ## Model description
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@@ -76,114 +73,24 @@ The following hyperparameters were used during training:
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  - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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  - lr_scheduler_type: linear
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  - lr_scheduler_warmup_steps: 100
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- - training_steps: 20000
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  - mixed_precision_training: Native AMP
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  ### Training results
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- | Training Loss | Epoch | Step | Validation Loss | Wer | Avg Precision Exact | Avg Recall Exact | Avg F1 Exact | Avg Precision Letter Shift | Avg Recall Letter Shift | Avg F1 Letter Shift | Avg Precision Word Level | Avg Recall Word Level | Avg F1 Word Level | Avg Precision Word Shift | Avg Recall Word Shift | Avg F1 Word Shift | Precision Median Exact | Recall Median Exact | F1 Median Exact | Precision Max Exact | Recall Max Exact | F1 Max Exact | Precision Min Exact | Recall Min Exact | F1 Min Exact | Precision Min Letter Shift | Recall Min Letter Shift | F1 Min Letter Shift | Precision Min Word Level | Recall Min Word Level | F1 Min Word Level | Precision Min Word Shift | Recall Min Word Shift | F1 Min Word Shift |
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- |:-------------:|:-----:|:-----:|:---------------:|:-------:|:-------------------:|:----------------:|:------------:|:--------------------------:|:-----------------------:|:-------------------:|:------------------------:|:---------------------:|:-----------------:|:------------------------:|:---------------------:|:-----------------:|:----------------------:|:-------------------:|:---------------:|:-------------------:|:----------------:|:------------:|:-------------------:|:----------------:|:------------:|:--------------------------:|:-----------------------:|:-------------------:|:------------------------:|:---------------------:|:-----------------:|:------------------------:|:---------------------:|:-----------------:|
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- | No log | 0.0 | 1 | 3.0875 | 92.7705 | 0.1200 | 0.1291 | 0.1235 | 0.1536 | 0.1660 | 0.1584 | 0.1729 | 0.1858 | 0.1777 | 0.3246 | 0.3547 | 0.3360 | 0.0769 | 0.0833 | 0.08 | 0.6364 | 0.6667 | 0.6154 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
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- | 0.5843 | 0.02 | 200 | 0.3079 | 28.8729 | 0.6900 | 0.6952 | 0.6917 | 0.7266 | 0.7326 | 0.7287 | 0.7355 | 0.7363 | 0.7350 | 0.8912 | 0.8924 | 0.8907 | 0.8182 | 0.8333 | 0.8182 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3077 | 0.3333 | 0.32 |
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- | 0.403 | 0.03 | 400 | 0.2384 | 22.4517 | 0.7302 | 0.7376 | 0.7332 | 0.7561 | 0.7630 | 0.7588 | 0.7618 | 0.7666 | 0.7635 | 0.9218 | 0.9277 | 0.9239 | 0.8667 | 0.9 | 0.8824 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4615 | 0.5 | 0.4800 |
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- | 0.3571 | 0.05 | 600 | 0.2071 | 20.1167 | 0.7445 | 0.7460 | 0.7446 | 0.7723 | 0.7737 | 0.7724 | 0.7781 | 0.7791 | 0.7780 | 0.9362 | 0.9375 | 0.9361 | 0.9167 | 0.9167 | 0.9 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4615 | 0.5 | 0.4800 |
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- | 0.3036 | 0.06 | 800 | 0.2031 | 19.7575 | 0.7337 | 0.7381 | 0.7350 | 0.7567 | 0.7618 | 0.7584 | 0.7625 | 0.7658 | 0.7634 | 0.9344 | 0.9391 | 0.9356 | 0.9091 | 0.9091 | 0.9032 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5385 | 0.5714 | 0.5600 |
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- | 0.2841 | 0.08 | 1000 | 0.1875 | 18.2308 | 0.7511 | 0.7550 | 0.7525 | 0.7782 | 0.7814 | 0.7793 | 0.7831 | 0.7855 | 0.7838 | 0.9429 | 0.9432 | 0.9423 | 0.9167 | 0.9231 | 0.9091 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1875 | 0.1765 | 0.1818 |
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- | 0.2368 | 0.1 | 1200 | 0.1976 | 17.6471 | 0.7766 | 0.7821 | 0.7788 | 0.8009 | 0.8061 | 0.8029 | 0.8057 | 0.8100 | 0.8072 | 0.9425 | 0.9430 | 0.9419 | 0.9231 | 0.9231 | 0.9231 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5 | 0.5 | 0.5 |
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- | 0.207 | 0.11 | 1400 | 0.1883 | 17.4674 | 0.7537 | 0.7571 | 0.7548 | 0.7772 | 0.7804 | 0.7782 | 0.7809 | 0.7838 | 0.7817 | 0.9392 | 0.9394 | 0.9385 | 0.9231 | 0.9231 | 0.9091 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3846 | 0.4167 | 0.4 |
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- | 0.1948 | 0.13 | 1600 | 0.1900 | 17.4225 | 0.7423 | 0.7413 | 0.7412 | 0.7651 | 0.7642 | 0.7641 | 0.7698 | 0.7685 | 0.7686 | 0.9511 | 0.9464 | 0.9477 | 0.9231 | 0.9231 | 0.9231 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6154 | 0.5385 | 0.5926 |
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- | 0.2009 | 0.14 | 1800 | 0.1866 | 16.7490 | 0.7789 | 0.7880 | 0.7828 | 0.8017 | 0.8112 | 0.8058 | 0.8054 | 0.8144 | 0.8093 | 0.9498 | 0.9548 | 0.9515 | 0.9231 | 0.9286 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5 | 0.5385 | 0.5185 |
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- | 0.1781 | 0.16 | 2000 | 0.2005 | 16.7939 | 0.7860 | 0.7891 | 0.7870 | 0.8119 | 0.8156 | 0.8132 | 0.8187 | 0.8199 | 0.8188 | 0.9484 | 0.9471 | 0.9470 | 0.9231 | 0.9231 | 0.9231 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5 | 0.5385 | 0.5185 |
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- | 0.1603 | 0.18 | 2200 | 0.2003 | 16.6592 | 0.7789 | 0.7877 | 0.7827 | 0.8014 | 0.8109 | 0.8056 | 0.8077 | 0.8160 | 0.8113 | 0.9391 | 0.9455 | 0.9414 | 0.9231 | 0.9286 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2 | 0.2143 | 0.2069 |
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- | 0.1425 | 0.19 | 2400 | 0.1991 | 16.4796 | 0.7763 | 0.7780 | 0.7766 | 0.7980 | 0.8003 | 0.7986 | 0.8037 | 0.8052 | 0.8039 | 0.9492 | 0.9492 | 0.9484 | 0.9231 | 0.9286 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3846 | 0.4167 | 0.4 |
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- | 0.1474 | 0.21 | 2600 | 0.2058 | 16.7939 | 0.7699 | 0.7716 | 0.7703 | 0.7913 | 0.7928 | 0.7916 | 0.7945 | 0.7955 | 0.7946 | 0.9493 | 0.9478 | 0.9477 | 0.9231 | 0.9231 | 0.9231 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3846 | 0.4167 | 0.4 |
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- | 0.1242 | 0.22 | 2800 | 0.2106 | 16.3000 | 0.7512 | 0.7584 | 0.7543 | 0.7727 | 0.7806 | 0.7761 | 0.7765 | 0.7831 | 0.7793 | 0.9420 | 0.9448 | 0.9425 | 0.9286 | 0.9286 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0909 | 0.0909 | 0.0909 |
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- | 0.1266 | 0.24 | 3000 | 0.2048 | 16.3000 | 0.7434 | 0.7540 | 0.7481 | 0.7638 | 0.7752 | 0.7690 | 0.7686 | 0.7783 | 0.7730 | 0.9450 | 0.9518 | 0.9477 | 0.9231 | 0.9286 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2 | 0.2143 | 0.2069 |
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- | 0.1108 | 0.26 | 3200 | 0.2176 | 17.0184 | 0.7458 | 0.7547 | 0.7496 | 0.7685 | 0.7777 | 0.7725 | 0.7726 | 0.7806 | 0.7760 | 0.9447 | 0.9500 | 0.9464 | 0.9231 | 0.9286 | 0.9231 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5625 | 0.6154 | 0.5926 |
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- | 0.1024 | 0.27 | 3400 | 0.2136 | 16.4347 | 0.7635 | 0.7682 | 0.7653 | 0.7863 | 0.7909 | 0.7881 | 0.7911 | 0.7942 | 0.7921 | 0.9528 | 0.9554 | 0.9533 | 0.9231 | 0.9286 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5 | 0.5833 | 0.5385 |
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- | 0.1067 | 0.29 | 3600 | 0.2274 | 16.3898 | 0.7502 | 0.7587 | 0.7538 | 0.7702 | 0.7790 | 0.7740 | 0.7750 | 0.7829 | 0.7783 | 0.9434 | 0.9499 | 0.9457 | 0.9231 | 0.9286 | 0.9231 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2 | 0.2308 | 0.2143 |
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- | 0.0821 | 0.3 | 3800 | 0.2225 | 15.9856 | 0.7632 | 0.7630 | 0.7625 | 0.7840 | 0.7839 | 0.7834 | 0.7876 | 0.7872 | 0.7868 | 0.9571 | 0.9534 | 0.9543 | 0.9286 | 0.9286 | 0.9333 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4286 | 0.5 | 0.4615 |
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- | 0.0919 | 0.32 | 4000 | 0.2356 | 16.8388 | 0.7516 | 0.7552 | 0.7529 | 0.7765 | 0.7804 | 0.7779 | 0.7818 | 0.7845 | 0.7827 | 0.9475 | 0.9472 | 0.9466 | 0.9231 | 0.9231 | 0.9231 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2 | 0.2143 | 0.2069 |
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- | 0.0961 | 0.34 | 4200 | 0.2267 | 15.6713 | 0.7842 | 0.7900 | 0.7866 | 0.8050 | 0.8108 | 0.8073 | 0.8085 | 0.8140 | 0.8107 | 0.9517 | 0.9543 | 0.9523 | 0.9286 | 0.9333 | 0.9375 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5 | 0.4667 | 0.4828 |
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- | 0.0745 | 0.35 | 4400 | 0.2388 | 16.2551 | 0.7643 | 0.7717 | 0.7675 | 0.7859 | 0.7936 | 0.7892 | 0.7891 | 0.7957 | 0.7918 | 0.9508 | 0.9559 | 0.9525 | 0.9286 | 0.9286 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5 | 0.5385 | 0.5185 |
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- | 0.0765 | 0.37 | 4600 | 0.2338 | 15.9407 | 0.7670 | 0.7747 | 0.7702 | 0.7883 | 0.7967 | 0.7919 | 0.7929 | 0.7995 | 0.7957 | 0.9510 | 0.9559 | 0.9526 | 0.9286 | 0.9286 | 0.9333 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5 | 0.4167 | 0.5 |
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- | 0.075 | 0.38 | 4800 | 0.2344 | 16.0754 | 0.7550 | 0.7657 | 0.7598 | 0.7772 | 0.7884 | 0.7823 | 0.7818 | 0.7921 | 0.7864 | 0.9499 | 0.9565 | 0.9525 | 0.9231 | 0.9333 | 0.9333 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5385 | 0.5714 | 0.5600 |
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- | 0.059 | 0.4 | 5000 | 0.2541 | 16.0754 | 0.7735 | 0.7818 | 0.7771 | 0.7981 | 0.8070 | 0.8020 | 0.8019 | 0.8096 | 0.8053 | 0.9529 | 0.9562 | 0.9536 | 0.9231 | 0.9286 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5385 | 0.3571 | 0.4545 |
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- | 0.0602 | 0.42 | 5200 | 0.2499 | 16.7490 | 0.7461 | 0.7514 | 0.7482 | 0.7660 | 0.7716 | 0.7683 | 0.7702 | 0.7742 | 0.7718 | 0.9430 | 0.9481 | 0.9448 | 0.9231 | 0.9286 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5 | 0.4444 | 0.4706 |
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- | 0.0503 | 0.43 | 5400 | 0.2487 | 16.0305 | 0.7566 | 0.7613 | 0.7584 | 0.7765 | 0.7813 | 0.7784 | 0.7789 | 0.7844 | 0.7811 | 0.9532 | 0.9558 | 0.9537 | 0.9231 | 0.9286 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.625 | 0.5 | 0.5556 |
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- | 0.0576 | 0.45 | 5600 | 0.2561 | 15.8958 | 0.7680 | 0.7798 | 0.7734 | 0.7872 | 0.7997 | 0.7929 | 0.7904 | 0.8019 | 0.7956 | 0.9438 | 0.9539 | 0.9482 | 0.9231 | 0.9286 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.125 | 0.125 | 0.125 |
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- | 0.05 | 0.46 | 5800 | 0.2421 | 16.6143 | 0.7334 | 0.7405 | 0.7365 | 0.7536 | 0.7614 | 0.7570 | 0.7565 | 0.7632 | 0.7594 | 0.9505 | 0.9592 | 0.9541 | 0.9231 | 0.9231 | 0.9231 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6429 | 0.6 | 0.6429 |
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- | 0.0401 | 0.48 | 6000 | 0.2524 | 16.4796 | 0.7404 | 0.7502 | 0.7448 | 0.7620 | 0.7722 | 0.7666 | 0.7651 | 0.7740 | 0.7691 | 0.9526 | 0.9616 | 0.9564 | 0.9231 | 0.9286 | 0.9231 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6429 | 0.6 | 0.6429 |
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- | 0.0432 | 0.5 | 6200 | 0.2494 | 17.2878 | 0.6982 | 0.7067 | 0.7020 | 0.7175 | 0.7260 | 0.7212 | 0.7219 | 0.7285 | 0.7247 | 0.9506 | 0.9577 | 0.9533 | 0.9231 | 0.9286 | 0.9231 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4667 | 0.3846 | 0.4545 |
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- | 0.0441 | 0.51 | 6400 | 0.2724 | 16.4796 | 0.7226 | 0.7309 | 0.7262 | 0.7436 | 0.7526 | 0.7476 | 0.7477 | 0.7559 | 0.7513 | 0.9465 | 0.9546 | 0.9498 | 0.9231 | 0.9286 | 0.9231 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.375 | 0.375 | 0.375 |
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- | 0.0403 | 0.53 | 6600 | 0.2704 | 16.4796 | 0.7408 | 0.7534 | 0.7465 | 0.7635 | 0.7766 | 0.7695 | 0.7682 | 0.7807 | 0.7739 | 0.9498 | 0.9614 | 0.9548 | 0.9231 | 0.9286 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6429 | 0.6 | 0.6429 |
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- | 0.051 | 0.54 | 6800 | 0.2673 | 17.0184 | 0.7506 | 0.7602 | 0.7547 | 0.7717 | 0.7819 | 0.7761 | 0.7757 | 0.7851 | 0.7798 | 0.9488 | 0.9573 | 0.9522 | 0.9231 | 0.9286 | 0.9231 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.625 | 0.5 | 0.5556 |
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- | 0.0366 | 0.56 | 7000 | 0.2728 | 16.6592 | 0.7201 | 0.7281 | 0.7236 | 0.7416 | 0.7504 | 0.7455 | 0.7458 | 0.7524 | 0.7486 | 0.9548 | 0.9614 | 0.9573 | 0.9231 | 0.9286 | 0.9231 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5556 | 0.3846 | 0.4545 |
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- | 0.0285 | 0.58 | 7200 | 0.2742 | 17.0633 | 0.7749 | 0.7802 | 0.7771 | 0.7986 | 0.8041 | 0.8008 | 0.8034 | 0.8079 | 0.8052 | 0.9542 | 0.9564 | 0.9545 | 0.9286 | 0.9286 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6429 | 0.6364 | 0.6429 |
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- | 0.0269 | 0.59 | 7400 | 0.2927 | 16.7490 | 0.7488 | 0.7618 | 0.7546 | 0.7718 | 0.7850 | 0.7777 | 0.7761 | 0.7879 | 0.7814 | 0.9489 | 0.9565 | 0.9519 | 0.9167 | 0.9286 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5333 | 0.4545 | 0.5263 |
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- | 0.0331 | 0.61 | 7600 | 0.2769 | 15.9407 | 0.7422 | 0.7506 | 0.7458 | 0.7615 | 0.7706 | 0.7654 | 0.7664 | 0.7752 | 0.7702 | 0.9492 | 0.9557 | 0.9515 | 0.9231 | 0.9286 | 0.9231 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2143 | 0.2308 | 0.2222 |
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- | 0.0377 | 0.62 | 7800 | 0.2745 | 15.5815 | 0.7683 | 0.7777 | 0.7724 | 0.7888 | 0.7985 | 0.7930 | 0.7935 | 0.8022 | 0.7973 | 0.9538 | 0.9600 | 0.9561 | 0.9231 | 0.9286 | 0.9333 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6154 | 0.4167 | 0.5 |
126
- | 0.0319 | 0.64 | 8000 | 0.2877 | 16.8388 | 0.7644 | 0.7670 | 0.7650 | 0.7822 | 0.7853 | 0.7830 | 0.7874 | 0.7893 | 0.7877 | 0.9482 | 0.9477 | 0.9471 | 0.9231 | 0.9286 | 0.9231 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4444 | 0.3077 | 0.3636 |
127
- | 0.0319 | 0.66 | 8200 | 0.2816 | 15.5366 | 0.7825 | 0.7894 | 0.7854 | 0.8052 | 0.8122 | 0.8082 | 0.8098 | 0.8156 | 0.8122 | 0.9552 | 0.9593 | 0.9566 | 0.9286 | 0.9286 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5556 | 0.4167 | 0.4762 |
128
- | 0.0272 | 0.67 | 8400 | 0.2778 | 15.7611 | 0.7401 | 0.7497 | 0.7444 | 0.7588 | 0.7687 | 0.7633 | 0.7619 | 0.7714 | 0.7662 | 0.9501 | 0.9587 | 0.9537 | 0.9231 | 0.9286 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5 | 0.4 | 0.4444 |
129
- | 0.026 | 0.69 | 8600 | 0.2888 | 16.5694 | 0.7446 | 0.7522 | 0.7478 | 0.7693 | 0.7776 | 0.7729 | 0.7725 | 0.7795 | 0.7754 | 0.9462 | 0.9517 | 0.9481 | 0.9231 | 0.9286 | 0.9231 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4667 | 0.3571 | 0.4348 |
130
- | 0.0226 | 0.7 | 8800 | 0.2739 | 16.0305 | 0.7581 | 0.7654 | 0.7612 | 0.7758 | 0.7845 | 0.7796 | 0.7793 | 0.7870 | 0.7826 | 0.9515 | 0.9567 | 0.9533 | 0.9286 | 0.9286 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5333 | 0.4167 | 0.5 |
131
- | 0.0219 | 0.72 | 9000 | 0.2921 | 17.3776 | 0.7348 | 0.7415 | 0.7375 | 0.7536 | 0.7613 | 0.7568 | 0.7578 | 0.7645 | 0.7605 | 0.9479 | 0.9532 | 0.9496 | 0.9231 | 0.9231 | 0.9231 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4667 | 0.3846 | 0.4762 |
132
- | 0.0235 | 0.74 | 9200 | 0.2905 | 16.1203 | 0.7654 | 0.7720 | 0.7681 | 0.7843 | 0.7915 | 0.7873 | 0.7877 | 0.7938 | 0.7902 | 0.9534 | 0.9577 | 0.9545 | 0.9286 | 0.9286 | 0.9333 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4667 | 0.4615 | 0.4828 |
133
- | 0.0199 | 0.75 | 9400 | 0.2859 | 16.1203 | 0.7646 | 0.7744 | 0.7690 | 0.7853 | 0.7953 | 0.7897 | 0.7896 | 0.7987 | 0.7936 | 0.9506 | 0.9599 | 0.9543 | 0.9231 | 0.9286 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5 | 0.5385 | 0.5185 |
134
- | 0.0236 | 0.77 | 9600 | 0.2980 | 17.0184 | 0.7494 | 0.7583 | 0.7532 | 0.7677 | 0.7773 | 0.7718 | 0.7724 | 0.7804 | 0.7757 | 0.9456 | 0.9509 | 0.9474 | 0.9231 | 0.9286 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4444 | 0.2857 | 0.3478 |
135
- | 0.0216 | 0.78 | 9800 | 0.3010 | 17.1531 | 0.7516 | 0.7634 | 0.7568 | 0.7715 | 0.7835 | 0.7768 | 0.7757 | 0.7868 | 0.7806 | 0.9418 | 0.9489 | 0.9443 | 0.9231 | 0.9333 | 0.9333 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2727 | 0.3 | 0.2857 |
136
- | 0.023 | 0.8 | 10000 | 0.2964 | 16.9286 | 0.7629 | 0.7701 | 0.7659 | 0.7868 | 0.7943 | 0.7900 | 0.7910 | 0.7968 | 0.7934 | 0.9427 | 0.9470 | 0.9441 | 0.9231 | 0.9286 | 0.9231 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2727 | 0.25 | 0.2857 |
137
- | 0.0226 | 0.82 | 10200 | 0.3011 | 15.7162 | 0.7703 | 0.7782 | 0.7736 | 0.7897 | 0.7983 | 0.7933 | 0.7934 | 0.8010 | 0.7966 | 0.9512 | 0.9579 | 0.9537 | 0.9286 | 0.9333 | 0.9333 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4444 | 0.3077 | 0.3636 |
138
- | 0.0173 | 0.83 | 10400 | 0.3126 | 17.4674 | 0.7601 | 0.7597 | 0.7593 | 0.7815 | 0.7817 | 0.7810 | 0.7843 | 0.7833 | 0.7832 | 0.9497 | 0.9466 | 0.9472 | 0.9231 | 0.9231 | 0.9167 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4444 | 0.2667 | 0.3333 |
139
- | 0.017 | 0.85 | 10600 | 0.3006 | 17.0184 | 0.7632 | 0.7701 | 0.7660 | 0.7858 | 0.7930 | 0.7887 | 0.7894 | 0.7962 | 0.7921 | 0.9517 | 0.9557 | 0.9528 | 0.9231 | 0.9286 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5556 | 0.3333 | 0.4167 |
140
- | 0.0141 | 0.86 | 10800 | 0.2959 | 16.6143 | 0.7550 | 0.7658 | 0.7597 | 0.7750 | 0.7867 | 0.7801 | 0.7789 | 0.7901 | 0.7839 | 0.9514 | 0.9632 | 0.9563 | 0.9231 | 0.9286 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.625 | 0.4167 | 0.5 |
141
- | 0.0181 | 0.88 | 11000 | 0.3084 | 16.8388 | 0.7508 | 0.7583 | 0.7538 | 0.7733 | 0.7814 | 0.7766 | 0.7783 | 0.7844 | 0.7807 | 0.9467 | 0.9552 | 0.9501 | 0.9231 | 0.9286 | 0.9231 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4444 | 0.3077 | 0.3636 |
142
- | 0.0135 | 0.9 | 11200 | 0.3086 | 17.0184 | 0.7440 | 0.7542 | 0.7484 | 0.7638 | 0.7746 | 0.7685 | 0.7681 | 0.7787 | 0.7727 | 0.9424 | 0.9532 | 0.9469 | 0.9231 | 0.9286 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2727 | 0.3 | 0.2857 |
143
- | 0.0124 | 0.91 | 11400 | 0.3190 | 16.5245 | 0.7686 | 0.7769 | 0.7721 | 0.7903 | 0.7987 | 0.7938 | 0.7950 | 0.8025 | 0.7981 | 0.9468 | 0.9550 | 0.9501 | 0.9231 | 0.9286 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3333 | 0.2143 | 0.2609 |
144
- | 0.0164 | 0.93 | 11600 | 0.3156 | 16.6143 | 0.7677 | 0.7763 | 0.7713 | 0.7886 | 0.7979 | 0.7926 | 0.7933 | 0.8017 | 0.7969 | 0.9489 | 0.9573 | 0.9522 | 0.9231 | 0.9286 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5556 | 0.3571 | 0.4348 |
145
- | 0.0157 | 0.94 | 11800 | 0.3012 | 17.0184 | 0.7320 | 0.7368 | 0.7337 | 0.7545 | 0.7600 | 0.7565 | 0.7589 | 0.7634 | 0.7605 | 0.9492 | 0.9522 | 0.9498 | 0.9167 | 0.9231 | 0.9231 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4444 | 0.2857 | 0.3478 |
146
- | 0.0105 | 0.96 | 12000 | 0.3136 | 16.5245 | 0.7472 | 0.7533 | 0.7495 | 0.7676 | 0.7743 | 0.7702 | 0.7728 | 0.7782 | 0.7749 | 0.9550 | 0.9579 | 0.9557 | 0.9231 | 0.9286 | 0.9231 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4444 | 0.3077 | 0.3636 |
147
- | 0.0119 | 0.98 | 12200 | 0.3047 | 16.3898 | 0.7606 | 0.7672 | 0.7632 | 0.7831 | 0.7903 | 0.7860 | 0.7876 | 0.7937 | 0.7900 | 0.9532 | 0.9584 | 0.9550 | 0.9231 | 0.9286 | 0.9231 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5556 | 0.3571 | 0.4348 |
148
- | 0.016 | 0.99 | 12400 | 0.3080 | 16.7939 | 0.7491 | 0.7539 | 0.7508 | 0.7704 | 0.7759 | 0.7724 | 0.7740 | 0.7789 | 0.7758 | 0.9501 | 0.9533 | 0.9508 | 0.9231 | 0.9286 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5556 | 0.3571 | 0.4348 |
149
- | 0.0131 | 1.01 | 12600 | 0.3027 | 16.4796 | 0.7591 | 0.7684 | 0.7630 | 0.7803 | 0.7903 | 0.7846 | 0.7852 | 0.7948 | 0.7893 | 0.9494 | 0.9586 | 0.9531 | 0.9231 | 0.9286 | 0.9231 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5 | 0.3333 | 0.4 |
150
- | 0.0177 | 1.02 | 12800 | 0.3070 | 16.2101 | 0.7593 | 0.7673 | 0.7626 | 0.7799 | 0.7886 | 0.7835 | 0.7833 | 0.7917 | 0.7867 | 0.9502 | 0.9564 | 0.9524 | 0.9231 | 0.9286 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.375 | 0.25 | 0.3 |
151
- | 0.0097 | 1.04 | 13000 | 0.3001 | 16.2551 | 0.7685 | 0.7786 | 0.7728 | 0.7907 | 0.8010 | 0.7951 | 0.7950 | 0.8038 | 0.7987 | 0.9537 | 0.9597 | 0.9558 | 0.9231 | 0.9286 | 0.9231 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.625 | 0.4167 | 0.5 |
152
- | 0.0094 | 1.06 | 13200 | 0.3113 | 15.9856 | 0.7613 | 0.7683 | 0.7642 | 0.7841 | 0.7913 | 0.7870 | 0.7888 | 0.7947 | 0.7911 | 0.9490 | 0.9544 | 0.9509 | 0.9231 | 0.9286 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2727 | 0.2857 | 0.2857 |
153
- | 0.0072 | 1.07 | 13400 | 0.3153 | 16.6592 | 0.7734 | 0.7786 | 0.7754 | 0.7948 | 0.8006 | 0.7971 | 0.7991 | 0.8042 | 0.8010 | 0.9494 | 0.9558 | 0.9518 | 0.9231 | 0.9286 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4444 | 0.2857 | 0.3478 |
154
- | 0.0095 | 1.09 | 13600 | 0.3182 | 15.9407 | 0.7702 | 0.7764 | 0.7726 | 0.7910 | 0.7974 | 0.7935 | 0.7954 | 0.8010 | 0.7975 | 0.9534 | 0.9595 | 0.9556 | 0.9286 | 0.9333 | 0.9333 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4444 | 0.2857 | 0.3478 |
155
- | 0.0076 | 1.1 | 13800 | 0.3251 | 16.0305 | 0.7701 | 0.7777 | 0.7733 | 0.7905 | 0.7983 | 0.7938 | 0.7948 | 0.8015 | 0.7975 | 0.9521 | 0.9588 | 0.9545 | 0.9231 | 0.9286 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5556 | 0.3571 | 0.4348 |
156
- | 0.0093 | 1.12 | 14000 | 0.3157 | 16.6143 | 0.7647 | 0.7718 | 0.7677 | 0.7849 | 0.7930 | 0.7884 | 0.7895 | 0.7965 | 0.7924 | 0.9480 | 0.9539 | 0.9500 | 0.9231 | 0.9286 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5385 | 0.3846 | 0.4762 |
157
- | 0.0124 | 1.14 | 14200 | 0.3082 | 16.5245 | 0.7614 | 0.7671 | 0.7636 | 0.7807 | 0.7875 | 0.7835 | 0.7839 | 0.7896 | 0.7862 | 0.9515 | 0.9588 | 0.9542 | 0.9231 | 0.9286 | 0.9333 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5 | 0.3333 | 0.4 |
158
- | 0.0084 | 1.15 | 14400 | 0.3117 | 15.8958 | 0.7602 | 0.7684 | 0.7636 | 0.7824 | 0.7911 | 0.7860 | 0.7859 | 0.7937 | 0.7891 | 0.9519 | 0.9606 | 0.9554 | 0.9286 | 0.9286 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5556 | 0.3571 | 0.4348 |
159
- | 0.01 | 1.17 | 14600 | 0.3115 | 17.1980 | 0.7328 | 0.7384 | 0.7349 | 0.7539 | 0.7605 | 0.7565 | 0.7576 | 0.7640 | 0.7602 | 0.9455 | 0.9513 | 0.9475 | 0.9231 | 0.9231 | 0.9231 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3571 | 0.3125 | 0.3333 |
160
- | 0.0072 | 1.18 | 14800 | 0.3151 | 16.1652 | 0.7555 | 0.7662 | 0.7603 | 0.7784 | 0.7896 | 0.7835 | 0.7824 | 0.7925 | 0.7869 | 0.9535 | 0.9641 | 0.9579 | 0.9231 | 0.9286 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6429 | 0.5 | 0.6 |
161
- | 0.008 | 1.2 | 15000 | 0.3088 | 16.2551 | 0.7507 | 0.7597 | 0.7546 | 0.7722 | 0.7819 | 0.7764 | 0.7761 | 0.7848 | 0.7799 | 0.9485 | 0.9588 | 0.9527 | 0.9231 | 0.9286 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.625 | 0.4167 | 0.5 |
162
- | 0.0071 | 1.22 | 15200 | 0.3111 | 15.9856 | 0.7734 | 0.7811 | 0.7766 | 0.7963 | 0.8043 | 0.7996 | 0.8011 | 0.8081 | 0.8038 | 0.9514 | 0.9582 | 0.9539 | 0.9231 | 0.9286 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5556 | 0.3571 | 0.4348 |
163
- | 0.0054 | 1.23 | 15400 | 0.3121 | 15.8958 | 0.7770 | 0.7865 | 0.7810 | 0.7985 | 0.8087 | 0.8029 | 0.8027 | 0.8120 | 0.8066 | 0.9488 | 0.9580 | 0.9526 | 0.9231 | 0.9286 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3333 | 0.2143 | 0.2609 |
164
- | 0.0087 | 1.25 | 15600 | 0.3220 | 16.0754 | 0.7720 | 0.7813 | 0.7760 | 0.7955 | 0.8055 | 0.7998 | 0.7991 | 0.8078 | 0.8028 | 0.9512 | 0.9590 | 0.9543 | 0.9231 | 0.9286 | 0.9231 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4444 | 0.3077 | 0.3636 |
165
- | 0.0058 | 1.26 | 15800 | 0.3216 | 16.3449 | 0.7768 | 0.7861 | 0.7808 | 0.7995 | 0.8095 | 0.8038 | 0.8037 | 0.8127 | 0.8075 | 0.9498 | 0.9587 | 0.9534 | 0.9286 | 0.9286 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4444 | 0.3077 | 0.3636 |
166
- | 0.0074 | 1.28 | 16000 | 0.3174 | 16.1652 | 0.7638 | 0.7684 | 0.7655 | 0.7863 | 0.7913 | 0.7881 | 0.7907 | 0.7948 | 0.7921 | 0.9535 | 0.9561 | 0.9539 | 0.9231 | 0.9286 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.625 | 0.4167 | 0.5 |
167
- | 0.0053 | 1.3 | 16200 | 0.3262 | 16.1652 | 0.7642 | 0.7715 | 0.7673 | 0.7845 | 0.7921 | 0.7877 | 0.7883 | 0.7954 | 0.7912 | 0.9535 | 0.9593 | 0.9555 | 0.9231 | 0.9286 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6429 | 0.5 | 0.6 |
168
- | 0.0057 | 1.31 | 16400 | 0.3220 | 16.5245 | 0.7652 | 0.7725 | 0.7682 | 0.7856 | 0.7934 | 0.7889 | 0.7901 | 0.7972 | 0.7930 | 0.9519 | 0.9569 | 0.9536 | 0.9231 | 0.9286 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.625 | 0.4167 | 0.5 |
169
- | 0.0071 | 1.33 | 16600 | 0.3234 | 16.5694 | 0.7685 | 0.7757 | 0.7714 | 0.7903 | 0.7981 | 0.7935 | 0.7953 | 0.8024 | 0.7982 | 0.9403 | 0.9458 | 0.9422 | 0.9231 | 0.9286 | 0.9231 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.125 | 0.1111 | 0.1176 |
170
- | 0.0058 | 1.34 | 16800 | 0.3220 | 16.3000 | 0.7747 | 0.7817 | 0.7775 | 0.7964 | 0.8040 | 0.7995 | 0.7995 | 0.8063 | 0.8022 | 0.9447 | 0.9506 | 0.9468 | 0.9231 | 0.9333 | 0.9333 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.125 | 0.1111 | 0.1176 |
171
- | 0.0049 | 1.36 | 17000 | 0.3240 | 16.4796 | 0.7686 | 0.7750 | 0.7711 | 0.7915 | 0.7981 | 0.7940 | 0.7945 | 0.8004 | 0.7967 | 0.9506 | 0.9560 | 0.9524 | 0.9231 | 0.9286 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5556 | 0.3571 | 0.4348 |
172
- | 0.0074 | 1.38 | 17200 | 0.3250 | 16.5245 | 0.7732 | 0.7814 | 0.7767 | 0.7956 | 0.8041 | 0.7992 | 0.7991 | 0.8069 | 0.8023 | 0.9522 | 0.9580 | 0.9541 | 0.9231 | 0.9286 | 0.9333 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6429 | 0.5 | 0.6 |
173
- | 0.0069 | 1.39 | 17400 | 0.3287 | 16.7490 | 0.7776 | 0.7858 | 0.7811 | 0.8000 | 0.8086 | 0.8036 | 0.8034 | 0.8115 | 0.8068 | 0.9501 | 0.9553 | 0.9518 | 0.9231 | 0.9286 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5333 | 0.5 | 0.5714 |
174
- | 0.0022 | 1.41 | 17600 | 0.3293 | 16.3449 | 0.7782 | 0.7869 | 0.7819 | 0.7993 | 0.8087 | 0.8034 | 0.8027 | 0.8115 | 0.8065 | 0.9504 | 0.9569 | 0.9527 | 0.9231 | 0.9286 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.625 | 0.3846 | 0.4762 |
175
- | 0.0029 | 1.42 | 17800 | 0.3332 | 16.6143 | 0.7732 | 0.7813 | 0.7766 | 0.7938 | 0.8025 | 0.7975 | 0.7978 | 0.8059 | 0.8012 | 0.9509 | 0.9570 | 0.9529 | 0.9231 | 0.9286 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.625 | 0.3571 | 0.4545 |
176
- | 0.0049 | 1.44 | 18000 | 0.3328 | 16.7490 | 0.7668 | 0.7737 | 0.7697 | 0.7893 | 0.7970 | 0.7926 | 0.7929 | 0.8002 | 0.7960 | 0.9505 | 0.9561 | 0.9524 | 0.9231 | 0.9286 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.625 | 0.3846 | 0.4762 |
177
- | 0.0051 | 1.46 | 18200 | 0.3349 | 16.7041 | 0.7628 | 0.7713 | 0.7664 | 0.7847 | 0.7940 | 0.7886 | 0.7880 | 0.7970 | 0.7919 | 0.9495 | 0.9549 | 0.9513 | 0.9231 | 0.9286 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4444 | 0.2667 | 0.3333 |
178
- | 0.0031 | 1.47 | 18400 | 0.3261 | 16.5245 | 0.7673 | 0.7769 | 0.7715 | 0.7896 | 0.8001 | 0.7942 | 0.7940 | 0.8038 | 0.7983 | 0.9499 | 0.9569 | 0.9524 | 0.9231 | 0.9286 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.625 | 0.3571 | 0.4545 |
179
- | 0.0042 | 1.49 | 18600 | 0.3264 | 16.3000 | 0.7682 | 0.7769 | 0.7720 | 0.7904 | 0.7999 | 0.7946 | 0.7944 | 0.8032 | 0.7983 | 0.9515 | 0.9578 | 0.9538 | 0.9231 | 0.9286 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.625 | 0.4167 | 0.5 |
180
- | 0.0019 | 1.5 | 18800 | 0.3229 | 15.9856 | 0.7752 | 0.7828 | 0.7785 | 0.7975 | 0.8059 | 0.8011 | 0.8019 | 0.8096 | 0.8053 | 0.9550 | 0.9600 | 0.9566 | 0.9286 | 0.9333 | 0.9333 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.625 | 0.3846 | 0.4762 |
181
- | 0.0059 | 1.52 | 19000 | 0.3244 | 15.8958 | 0.7710 | 0.7779 | 0.7740 | 0.7929 | 0.8004 | 0.7961 | 0.7977 | 0.8046 | 0.8007 | 0.9556 | 0.9606 | 0.9572 | 0.9231 | 0.9286 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.625 | 0.3846 | 0.4762 |
182
- | 0.0026 | 1.54 | 19200 | 0.3240 | 16.0305 | 0.7741 | 0.7815 | 0.7773 | 0.7964 | 0.8045 | 0.7999 | 0.8007 | 0.8082 | 0.8040 | 0.9519 | 0.9580 | 0.9540 | 0.9286 | 0.9333 | 0.9333 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5333 | 0.3846 | 0.4762 |
183
- | 0.0037 | 1.55 | 19400 | 0.3246 | 16.3449 | 0.7724 | 0.7799 | 0.7756 | 0.7952 | 0.8035 | 0.7988 | 0.7996 | 0.8072 | 0.8029 | 0.9520 | 0.9575 | 0.9539 | 0.9286 | 0.9286 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.625 | 0.3846 | 0.4762 |
184
- | 0.0038 | 1.57 | 19600 | 0.3250 | 16.3449 | 0.7724 | 0.7791 | 0.7753 | 0.7952 | 0.8027 | 0.7984 | 0.7996 | 0.8064 | 0.8025 | 0.9521 | 0.9568 | 0.9535 | 0.9286 | 0.9286 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.625 | 0.3846 | 0.4762 |
185
- | 0.0078 | 1.58 | 19800 | 0.3253 | 16.4347 | 0.7720 | 0.7791 | 0.7751 | 0.7948 | 0.8027 | 0.7982 | 0.7992 | 0.8064 | 0.8023 | 0.9517 | 0.9568 | 0.9533 | 0.9286 | 0.9286 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.625 | 0.3846 | 0.4762 |
186
- | 0.0034 | 1.6 | 20000 | 0.3257 | 16.3898 | 0.7720 | 0.7795 | 0.7752 | 0.7948 | 0.8030 | 0.7984 | 0.7987 | 0.8064 | 0.8020 | 0.9512 | 0.9567 | 0.9531 | 0.9286 | 0.9286 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.625 | 0.3846 | 0.4762 |
187
 
188
 
189
  ### Framework versions
 
1
  ---
 
 
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  base_model: cantillation/Teamim-AllNusah-whisper-medium_Random-True_Mid
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  tags:
 
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  - generated_from_trainer
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  metrics:
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  - wer
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  model-index:
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+ - name: Teamim-medium_Random-True_OriginalData
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  results: []
10
  ---
11
 
12
  <!-- This model card has been generated automatically according to the information the Trainer had access to. You
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  should probably proofread and complete it, then remove this comment. -->
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15
+ # Teamim-medium_Random-True_OriginalData
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17
  This model is a fine-tuned version of [cantillation/Teamim-AllNusah-whisper-medium_Random-True_Mid](https://huggingface.co/cantillation/Teamim-AllNusah-whisper-medium_Random-True_Mid) on an unknown dataset.
18
  It achieves the following results on the evaluation set:
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+ - Loss: 0.1410
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+ - Wer: 11.6348
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+ - Avg Precision Exact: 0.8905
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+ - Avg Recall Exact: 0.8961
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+ - Avg F1 Exact: 0.8928
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+ - Avg Precision Letter Shift: 0.9069
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+ - Avg Recall Letter Shift: 0.9133
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+ - Avg F1 Letter Shift: 0.9096
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+ - Avg Precision Word Level: 0.9091
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+ - Avg Recall Word Level: 0.9146
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+ - Avg F1 Word Level: 0.9114
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+ - Avg Precision Word Shift: 0.9658
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+ - Avg Recall Word Shift: 0.9719
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+ - Avg F1 Word Shift: 0.9683
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+ - Precision Median Exact: 0.9375
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+ - Recall Median Exact: 0.9412
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+ - F1 Median Exact: 0.9630
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  - Precision Max Exact: 1.0
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  - Recall Max Exact: 1.0
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  - F1 Max Exact: 1.0
 
45
  - Precision Min Word Level: 0.0
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  - Recall Min Word Level: 0.0
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  - F1 Min Word Level: 0.0
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+ - Precision Min Word Shift: 0.6
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+ - Recall Min Word Shift: 0.6429
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+ - F1 Min Word Shift: 0.6429
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52
  ## Model description
53
 
 
73
  - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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  - lr_scheduler_type: linear
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  - lr_scheduler_warmup_steps: 100
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+ - training_steps: 5000
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  - mixed_precision_training: Native AMP
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  ### Training results
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81
+ | Training Loss | Epoch | Step | Validation Loss | Wer | Avg Precision Exact | Avg Recall Exact | Avg F1 Exact | Avg Precision Letter Shift | Avg Recall Letter Shift | Avg F1 Letter Shift | Avg Precision Word Level | Avg Recall Word Level | Avg F1 Word Level | Avg Precision Word Shift | Avg Recall Word Shift | Avg F1 Word Shift | Precision Median Exact | Recall Median Exact | F1 Median Exact | Precision Max Exact | Recall Max Exact | F1 Max Exact | Precision Min Exact | Recall Min Exact | F1 Min Exact | Precision Min Letter Shift | Recall Min Letter Shift | F1 Min Letter Shift | Precision Min Word Level | Recall Min Word Level | F1 Min Word Level | Precision Min Word Shift | Recall Min Word Shift | F1 Min Word Shift |
82
+ |:-------------:|:-----:|:----:|:---------------:|:-------:|:-------------------:|:----------------:|:------------:|:--------------------------:|:-----------------------:|:-------------------:|:------------------------:|:---------------------:|:-----------------:|:------------------------:|:---------------------:|:-----------------:|:----------------------:|:-------------------:|:---------------:|:-------------------:|:----------------:|:------------:|:-------------------:|:----------------:|:------------:|:--------------------------:|:-----------------------:|:-------------------:|:------------------------:|:---------------------:|:-----------------:|:------------------------:|:---------------------:|:-----------------:|
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+ | No log | 0.0 | 1 | 2.8792 | 88.9597 | 0.1569 | 0.1670 | 0.1602 | 0.1946 | 0.2074 | 0.1987 | 0.2144 | 0.2256 | 0.2176 | 0.3720 | 0.3988 | 0.3809 | 0.1088 | 0.125 | 0.1213 | 0.75 | 0.7692 | 0.7407 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
84
+ | 0.2893 | 0.04 | 500 | 0.1747 | 17.9830 | 0.8373 | 0.8390 | 0.8373 | 0.8615 | 0.8649 | 0.8624 | 0.8683 | 0.8713 | 0.8691 | 0.9388 | 0.9424 | 0.9398 | 0.9199 | 0.9199 | 0.9016 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
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+ | 0.209 | 0.08 | 1000 | 0.1427 | 14.5648 | 0.8556 | 0.8629 | 0.8586 | 0.8786 | 0.8862 | 0.8818 | 0.8835 | 0.8907 | 0.8865 | 0.9515 | 0.9579 | 0.9541 | 0.9286 | 0.9286 | 0.9286 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3333 | 0.3077 | 0.32 |
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+ | 0.1831 | 0.12 | 1500 | 0.1381 | 14.2675 | 0.8740 | 0.8825 | 0.8776 | 0.8951 | 0.9045 | 0.8991 | 0.8990 | 0.9074 | 0.9026 | 0.9536 | 0.9605 | 0.9565 | 0.9286 | 0.9310 | 0.9333 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6 | 0.6429 | 0.6207 |
87
+ | 0.1371 | 0.16 | 2000 | 0.1376 | 13.5244 | 0.8738 | 0.8789 | 0.8757 | 0.8951 | 0.9004 | 0.8971 | 0.8987 | 0.9032 | 0.9004 | 0.9588 | 0.9627 | 0.9602 | 0.9333 | 0.9333 | 0.9333 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6923 | 0.7143 | 0.7333 |
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+ | 0.1138 | 0.2 | 2500 | 0.1359 | 12.7601 | 0.8774 | 0.8859 | 0.8811 | 0.8963 | 0.9055 | 0.9003 | 0.9003 | 0.9072 | 0.9032 | 0.9582 | 0.9665 | 0.9618 | 0.9333 | 0.9333 | 0.9600 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6 | 0.6923 | 0.6429 |
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+ | 0.1104 | 0.24 | 3000 | 0.1356 | 12.8450 | 0.8749 | 0.8821 | 0.8780 | 0.8912 | 0.8993 | 0.8947 | 0.8940 | 0.9010 | 0.8970 | 0.9582 | 0.9657 | 0.9614 | 0.9333 | 0.9333 | 0.9565 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6 | 0.7273 | 0.6667 |
90
+ | 0.0909 | 0.28 | 3500 | 0.1409 | 12.4204 | 0.8808 | 0.8873 | 0.8835 | 0.9007 | 0.9080 | 0.9038 | 0.9031 | 0.9100 | 0.9060 | 0.9639 | 0.9706 | 0.9667 | 0.9333 | 0.9333 | 0.9488 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6 | 0.6923 | 0.6429 |
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+ | 0.09 | 0.32 | 4000 | 0.1370 | 12.0170 | 0.8886 | 0.8910 | 0.8893 | 0.9053 | 0.9085 | 0.9064 | 0.9079 | 0.9106 | 0.9088 | 0.9655 | 0.9685 | 0.9665 | 0.9375 | 0.9393 | 0.9630 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6667 | 0.7333 | 0.7143 |
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+ | 0.0685 | 0.36 | 4500 | 0.1405 | 11.9533 | 0.8912 | 0.8946 | 0.8924 | 0.9079 | 0.9121 | 0.9095 | 0.9103 | 0.9140 | 0.9117 | 0.9650 | 0.9703 | 0.9672 | 0.9412 | 0.9412 | 0.9630 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6 | 0.6429 | 0.6429 |
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+ | 0.0647 | 0.4 | 5000 | 0.1410 | 11.6348 | 0.8905 | 0.8961 | 0.8928 | 0.9069 | 0.9133 | 0.9096 | 0.9091 | 0.9146 | 0.9114 | 0.9658 | 0.9719 | 0.9683 | 0.9375 | 0.9412 | 0.9630 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6 | 0.6429 | 0.6429 |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
94
 
95
 
96
  ### Framework versions