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ArabicNewSplits7_usingALLEssays_FineTuningAraBERT_run3_AugV5_k1_task5_organization

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  2. model.safetensors +1 -1
  3. training_args.bin +1 -1
README.md CHANGED
@@ -4,21 +4,21 @@ base_model: aubmindlab/bert-base-arabertv02
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  tags:
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  - generated_from_trainer
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  model-index:
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- - name: ArabicNewSplits7_usingALLEssays_FineTuningAraBERT_run3_AugV5_k1_task5_organization
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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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- # ArabicNewSplits7_usingALLEssays_FineTuningAraBERT_run3_AugV5_k1_task5_organization
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  This model is a fine-tuned version of [aubmindlab/bert-base-arabertv02](https://huggingface.co/aubmindlab/bert-base-arabertv02) on the None dataset.
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  It achieves the following results on the evaluation set:
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- - Loss: 1.4393
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- - Qwk: 0.0075
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- - Mse: 1.4393
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- - Rmse: 1.1997
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  ## Model description
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@@ -47,158 +47,271 @@ The following hyperparameters were used during training:
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  ### Training results
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- | Training Loss | Epoch | Step | Validation Loss | Qwk | Mse | Rmse |
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- |:-------------:|:-------:|:----:|:---------------:|:-------:|:------:|:------:|
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- | No log | 0.6667 | 2 | 3.9596 | -0.0033 | 3.9596 | 1.9899 |
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- | No log | 1.3333 | 4 | 2.3300 | 0.0790 | 2.3300 | 1.5264 |
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- | No log | 2.0 | 6 | 1.8935 | -0.0572 | 1.8935 | 1.3761 |
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- | No log | 2.6667 | 8 | 1.3708 | 0.1009 | 1.3708 | 1.1708 |
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- | No log | 3.3333 | 10 | 1.3418 | -0.0292 | 1.3418 | 1.1584 |
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- | No log | 4.0 | 12 | 1.5601 | 0.0509 | 1.5601 | 1.2490 |
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- | No log | 4.6667 | 14 | 1.5239 | 0.0120 | 1.5239 | 1.2345 |
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- | No log | 5.3333 | 16 | 1.4218 | -0.0383 | 1.4218 | 1.1924 |
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- | No log | 6.0 | 18 | 1.2589 | 0.0545 | 1.2589 | 1.1220 |
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- | No log | 6.6667 | 20 | 1.1636 | 0.0606 | 1.1636 | 1.0787 |
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- | No log | 7.3333 | 22 | 1.1787 | 0.0078 | 1.1787 | 1.0857 |
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- | No log | 8.0 | 24 | 1.2630 | -0.0100 | 1.2630 | 1.1238 |
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- | No log | 8.6667 | 26 | 1.4538 | -0.1111 | 1.4538 | 1.2057 |
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- | No log | 9.3333 | 28 | 1.5863 | -0.0614 | 1.5863 | 1.2595 |
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- | No log | 10.0 | 30 | 1.7460 | -0.0829 | 1.7460 | 1.3214 |
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- | No log | 10.6667 | 32 | 1.8288 | -0.1299 | 1.8288 | 1.3523 |
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- | No log | 11.3333 | 34 | 1.7362 | -0.0289 | 1.7362 | 1.3176 |
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- | No log | 12.0 | 36 | 1.5934 | -0.1743 | 1.5934 | 1.2623 |
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- | No log | 12.6667 | 38 | 1.6946 | -0.1275 | 1.6946 | 1.3018 |
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- | No log | 13.3333 | 40 | 2.0232 | -0.0932 | 2.0232 | 1.4224 |
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- | No log | 14.0 | 42 | 2.2190 | -0.0658 | 2.2190 | 1.4896 |
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- | No log | 14.6667 | 44 | 1.9805 | -0.0561 | 1.9805 | 1.4073 |
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- | No log | 15.3333 | 46 | 1.5454 | 0.0493 | 1.5454 | 1.2432 |
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- | No log | 16.0 | 48 | 1.3890 | -0.0182 | 1.3890 | 1.1786 |
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- | No log | 16.6667 | 50 | 1.3579 | -0.0150 | 1.3579 | 1.1653 |
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- | No log | 17.3333 | 52 | 1.3370 | -0.0033 | 1.3370 | 1.1563 |
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- | No log | 18.0 | 54 | 1.4133 | 0.0359 | 1.4133 | 1.1888 |
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- | No log | 18.6667 | 56 | 1.4778 | 0.0468 | 1.4778 | 1.2157 |
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- | No log | 19.3333 | 58 | 1.6680 | 0.0178 | 1.6680 | 1.2915 |
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- | No log | 20.0 | 60 | 1.6056 | 0.0607 | 1.6056 | 1.2671 |
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- | No log | 20.6667 | 62 | 1.4592 | -0.0021 | 1.4592 | 1.2080 |
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- | No log | 21.3333 | 64 | 1.4579 | -0.0021 | 1.4579 | 1.2074 |
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- | No log | 22.0 | 66 | 1.4523 | 0.0857 | 1.4523 | 1.2051 |
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- | No log | 22.6667 | 68 | 1.4463 | 0.1296 | 1.4463 | 1.2026 |
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- | No log | 23.3333 | 70 | 1.4531 | 0.0523 | 1.4531 | 1.2054 |
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- | No log | 24.0 | 72 | 1.3733 | 0.1296 | 1.3733 | 1.1719 |
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- | No log | 24.6667 | 74 | 1.2889 | 0.0970 | 1.2889 | 1.1353 |
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- | No log | 25.3333 | 76 | 1.3235 | 0.1296 | 1.3235 | 1.1504 |
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- | No log | 26.0 | 78 | 1.4238 | 0.0287 | 1.4238 | 1.1932 |
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- | No log | 26.6667 | 80 | 1.3831 | 0.0287 | 1.3831 | 1.1760 |
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- | No log | 27.3333 | 82 | 1.2619 | 0.1296 | 1.2619 | 1.1233 |
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- | No log | 28.0 | 84 | 1.2083 | 0.1043 | 1.2083 | 1.0992 |
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- | No log | 28.6667 | 86 | 1.2485 | 0.1528 | 1.2485 | 1.1173 |
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- | No log | 29.3333 | 88 | 1.2450 | 0.0868 | 1.2450 | 1.1158 |
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- | No log | 30.0 | 90 | 1.2627 | 0.1067 | 1.2627 | 1.1237 |
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- | No log | 30.6667 | 92 | 1.4421 | 0.0880 | 1.4421 | 1.2009 |
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- | No log | 31.3333 | 94 | 1.5942 | -0.0238 | 1.5942 | 1.2626 |
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- | No log | 32.0 | 96 | 1.5569 | 0.0287 | 1.5569 | 1.2478 |
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- | No log | 32.6667 | 98 | 1.4206 | 0.0880 | 1.4206 | 1.1919 |
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- | No log | 33.3333 | 100 | 1.3515 | -0.0445 | 1.3515 | 1.1625 |
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- | No log | 34.0 | 102 | 1.3542 | -0.0022 | 1.3542 | 1.1637 |
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- | No log | 34.6667 | 104 | 1.4106 | 0.0462 | 1.4106 | 1.1877 |
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- | No log | 35.3333 | 106 | 1.4767 | 0.0405 | 1.4767 | 1.2152 |
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- | No log | 36.0 | 108 | 1.4581 | 0.0462 | 1.4581 | 1.2075 |
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- | No log | 36.6667 | 110 | 1.4338 | -0.0108 | 1.4338 | 1.1974 |
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- | No log | 37.3333 | 112 | 1.3998 | -0.0479 | 1.3998 | 1.1831 |
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- | No log | 38.0 | 114 | 1.4070 | 0.0149 | 1.4070 | 1.1862 |
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- | No log | 38.6667 | 116 | 1.4325 | -0.0479 | 1.4325 | 1.1969 |
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- | No log | 39.3333 | 118 | 1.5206 | -0.0108 | 1.5206 | 1.2331 |
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- | No log | 40.0 | 120 | 1.6335 | -0.0428 | 1.6335 | 1.2781 |
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- | No log | 40.6667 | 122 | 1.6533 | -0.0394 | 1.6533 | 1.2858 |
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- | No log | 41.3333 | 124 | 1.6239 | -0.0428 | 1.6239 | 1.2743 |
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- | No log | 42.0 | 126 | 1.5340 | 0.0462 | 1.5340 | 1.2385 |
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- | No log | 42.6667 | 128 | 1.4595 | 0.0098 | 1.4595 | 1.2081 |
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- | No log | 43.3333 | 130 | 1.4447 | -0.0800 | 1.4447 | 1.2019 |
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- | No log | 44.0 | 132 | 1.4197 | -0.0450 | 1.4197 | 1.1915 |
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- | No log | 44.6667 | 134 | 1.3821 | -0.0187 | 1.3821 | 1.1756 |
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- | No log | 45.3333 | 136 | 1.3461 | -0.0667 | 1.3461 | 1.1602 |
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- | No log | 46.0 | 138 | 1.3496 | -0.0293 | 1.3496 | 1.1617 |
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- | No log | 46.6667 | 140 | 1.3635 | 0.0011 | 1.3635 | 1.1677 |
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- | No log | 47.3333 | 142 | 1.4126 | 0.0043 | 1.4126 | 1.1885 |
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- | No log | 48.0 | 144 | 1.4514 | 0.0462 | 1.4514 | 1.2047 |
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- | No log | 48.6667 | 146 | 1.4490 | 0.0462 | 1.4490 | 1.2037 |
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- | No log | 49.3333 | 148 | 1.4524 | 0.0462 | 1.4524 | 1.2052 |
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- | No log | 50.0 | 150 | 1.4802 | -0.0193 | 1.4802 | 1.2167 |
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- | No log | 50.6667 | 152 | 1.4834 | 0.0225 | 1.4834 | 1.2179 |
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- | No log | 51.3333 | 154 | 1.4823 | -0.0193 | 1.4823 | 1.2175 |
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- | No log | 52.0 | 156 | 1.4611 | 0.0462 | 1.4611 | 1.2088 |
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- | No log | 52.6667 | 158 | 1.4356 | 0.0098 | 1.4356 | 1.1982 |
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- | No log | 53.3333 | 160 | 1.3917 | -0.0479 | 1.3917 | 1.1797 |
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- | No log | 54.0 | 162 | 1.3662 | -0.0479 | 1.3662 | 1.1688 |
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- | No log | 54.6667 | 164 | 1.3670 | 0.0098 | 1.3670 | 1.1692 |
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- | No log | 55.3333 | 166 | 1.3887 | 0.0850 | 1.3887 | 1.1784 |
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- | No log | 56.0 | 168 | 1.3863 | 0.0462 | 1.3863 | 1.1774 |
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- | No log | 56.6667 | 170 | 1.3661 | 0.0970 | 1.3661 | 1.1688 |
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- | No log | 57.3333 | 172 | 1.3684 | 0.0970 | 1.3684 | 1.1698 |
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- | No log | 58.0 | 174 | 1.3705 | 0.0520 | 1.3705 | 1.1707 |
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- | No log | 58.6667 | 176 | 1.3686 | 0.0098 | 1.3686 | 1.1699 |
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- | No log | 59.3333 | 178 | 1.3720 | -0.0054 | 1.3720 | 1.1713 |
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- | No log | 60.0 | 180 | 1.4031 | 0.0098 | 1.4031 | 1.1845 |
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- | No log | 60.6667 | 182 | 1.4198 | 0.0098 | 1.4198 | 1.1916 |
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- | No log | 61.3333 | 184 | 1.4321 | -0.0054 | 1.4321 | 1.1967 |
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- | No log | 62.0 | 186 | 1.4606 | 0.0162 | 1.4606 | 1.2086 |
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- | No log | 62.6667 | 188 | 1.4817 | 0.0581 | 1.4817 | 1.2173 |
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- | No log | 63.3333 | 190 | 1.5115 | -0.0193 | 1.5115 | 1.2295 |
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- | No log | 64.0 | 192 | 1.5265 | -0.0193 | 1.5265 | 1.2355 |
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- | No log | 64.6667 | 194 | 1.5622 | -0.0011 | 1.5622 | 1.2499 |
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- | No log | 65.3333 | 196 | 1.5992 | 0.0053 | 1.5992 | 1.2646 |
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- | No log | 66.0 | 198 | 1.5878 | 0.0053 | 1.5878 | 1.2601 |
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- | No log | 66.6667 | 200 | 1.5421 | -0.0160 | 1.5421 | 1.2418 |
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- | No log | 67.3333 | 202 | 1.4822 | 0.0462 | 1.4822 | 1.2175 |
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- | No log | 68.0 | 204 | 1.4336 | -0.0054 | 1.4336 | 1.1973 |
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- | No log | 68.6667 | 206 | 1.4032 | -0.0479 | 1.4032 | 1.1846 |
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- | No log | 69.3333 | 208 | 1.3799 | 0.0517 | 1.3799 | 1.1747 |
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- | No log | 70.0 | 210 | 1.3670 | 0.0363 | 1.3670 | 1.1692 |
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- | No log | 70.6667 | 212 | 1.3682 | 0.0517 | 1.3682 | 1.1697 |
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- | No log | 71.3333 | 214 | 1.3782 | -0.0087 | 1.3782 | 1.1740 |
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- | No log | 72.0 | 216 | 1.3968 | 0.0520 | 1.3968 | 1.1819 |
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- | No log | 72.6667 | 218 | 1.4174 | 0.0462 | 1.4174 | 1.1905 |
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- | No log | 73.3333 | 220 | 1.4183 | 0.0493 | 1.4183 | 1.1909 |
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- | No log | 74.0 | 222 | 1.4220 | -0.0011 | 1.4220 | 1.1925 |
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- | No log | 74.6667 | 224 | 1.4280 | 0.0436 | 1.4280 | 1.1950 |
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- | No log | 75.3333 | 226 | 1.4448 | 0.0053 | 1.4448 | 1.2020 |
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- | No log | 76.0 | 228 | 1.4575 | 0.0053 | 1.4575 | 1.2073 |
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- | No log | 76.6667 | 230 | 1.4719 | 0.0053 | 1.4719 | 1.2132 |
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- | No log | 77.3333 | 232 | 1.4785 | 0.0053 | 1.4785 | 1.2159 |
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- | No log | 78.0 | 234 | 1.4713 | 0.0053 | 1.4713 | 1.2130 |
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- | No log | 78.6667 | 236 | 1.4547 | -0.0011 | 1.4547 | 1.2061 |
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- | No log | 79.3333 | 238 | 1.4431 | -0.0160 | 1.4431 | 1.2013 |
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- | No log | 80.0 | 240 | 1.4248 | 0.0493 | 1.4248 | 1.1936 |
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- | No log | 80.6667 | 242 | 1.4047 | 0.0462 | 1.4047 | 1.1852 |
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- | No log | 81.3333 | 244 | 1.3876 | 0.0701 | 1.3876 | 1.1780 |
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- | No log | 82.0 | 246 | 1.3723 | 0.0941 | 1.3723 | 1.1715 |
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- | No log | 82.6667 | 248 | 1.3634 | 0.0520 | 1.3634 | 1.1676 |
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- | No log | 83.3333 | 250 | 1.3607 | -0.0054 | 1.3607 | 1.1665 |
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- | No log | 84.0 | 252 | 1.3674 | -0.0054 | 1.3674 | 1.1694 |
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- | No log | 84.6667 | 254 | 1.3781 | 0.0369 | 1.3781 | 1.1739 |
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- | No log | 85.3333 | 256 | 1.3932 | 0.0520 | 1.3932 | 1.1803 |
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- | No log | 86.0 | 258 | 1.4069 | 0.0941 | 1.4069 | 1.1861 |
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- | No log | 86.6667 | 260 | 1.4213 | 0.0581 | 1.4213 | 1.1922 |
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- | No log | 87.3333 | 262 | 1.4330 | 0.0581 | 1.4330 | 1.1971 |
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- | No log | 88.0 | 264 | 1.4456 | 0.0880 | 1.4456 | 1.2023 |
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- | No log | 88.6667 | 266 | 1.4623 | -0.0160 | 1.4623 | 1.2093 |
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- | No log | 89.3333 | 268 | 1.4749 | -0.0160 | 1.4749 | 1.2145 |
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- | No log | 90.0 | 270 | 1.4803 | -0.0160 | 1.4803 | 1.2167 |
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- | No log | 90.6667 | 272 | 1.4815 | -0.0160 | 1.4815 | 1.2172 |
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- | No log | 91.3333 | 274 | 1.4782 | -0.0160 | 1.4782 | 1.2158 |
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- | No log | 92.0 | 276 | 1.4719 | -0.0160 | 1.4719 | 1.2132 |
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- | No log | 92.6667 | 278 | 1.4694 | -0.0160 | 1.4694 | 1.2122 |
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- | No log | 93.3333 | 280 | 1.4659 | 0.0493 | 1.4659 | 1.2108 |
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- | No log | 94.0 | 282 | 1.4609 | 0.0075 | 1.4609 | 1.2087 |
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- | No log | 94.6667 | 284 | 1.4602 | 0.0075 | 1.4602 | 1.2084 |
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- | No log | 95.3333 | 286 | 1.4567 | 0.0075 | 1.4567 | 1.2069 |
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- | No log | 96.0 | 288 | 1.4519 | 0.0075 | 1.4519 | 1.2049 |
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- | No log | 96.6667 | 290 | 1.4488 | 0.0075 | 1.4488 | 1.2036 |
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- | No log | 97.3333 | 292 | 1.4463 | 0.0075 | 1.4463 | 1.2026 |
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- | No log | 98.0 | 294 | 1.4437 | 0.0075 | 1.4437 | 1.2015 |
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- | No log | 98.6667 | 296 | 1.4414 | 0.0075 | 1.4414 | 1.2006 |
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- | No log | 99.3333 | 298 | 1.4399 | 0.0075 | 1.4399 | 1.1999 |
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- | No log | 100.0 | 300 | 1.4393 | 0.0075 | 1.4393 | 1.1997 |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ### Framework versions
 
4
  tags:
5
  - generated_from_trainer
6
  model-index:
7
+ - name: ArabicNewSplits7_usingALLEssays_FineTuningAraBERT_run2_AugV5_k20_task5_organization
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  results: []
9
  ---
10
 
11
  <!-- This model card has been generated automatically according to the information the Trainer had access to. You
12
  should probably proofread and complete it, then remove this comment. -->
13
 
14
+ # ArabicNewSplits7_usingALLEssays_FineTuningAraBERT_run2_AugV5_k20_task5_organization
15
 
16
  This model is a fine-tuned version of [aubmindlab/bert-base-arabertv02](https://huggingface.co/aubmindlab/bert-base-arabertv02) on the None dataset.
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  It achieves the following results on the evaluation set:
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+ - Loss: 0.7362
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+ - Qwk: 0.4968
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+ - Mse: 0.7362
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+ - Rmse: 0.8580
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  ## Model description
24
 
 
47
 
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  ### Training results
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+ | Training Loss | Epoch | Step | Validation Loss | Qwk | Mse | Rmse |
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+ |:-------------:|:------:|:----:|:---------------:|:-------:|:------:|:------:|
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+ | No log | 0.0312 | 2 | 4.0813 | -0.0061 | 4.0813 | 2.0202 |
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+ | No log | 0.0625 | 4 | 3.2642 | -0.0107 | 3.2642 | 1.8067 |
54
+ | No log | 0.0938 | 6 | 2.6855 | -0.0367 | 2.6855 | 1.6388 |
55
+ | No log | 0.125 | 8 | 1.4433 | -0.0457 | 1.4433 | 1.2014 |
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+ | No log | 0.1562 | 10 | 1.3022 | -0.0180 | 1.3022 | 1.1411 |
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+ | No log | 0.1875 | 12 | 1.2260 | 0.0790 | 1.2260 | 1.1073 |
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+ | No log | 0.2188 | 14 | 1.5237 | -0.0144 | 1.5237 | 1.2344 |
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+ | No log | 0.25 | 16 | 1.7827 | 0.0181 | 1.7827 | 1.3352 |
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+ | No log | 0.2812 | 18 | 2.0241 | 0.0916 | 2.0241 | 1.4227 |
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+ | No log | 0.3125 | 20 | 1.8281 | 0.0423 | 1.8281 | 1.3521 |
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+ | No log | 0.3438 | 22 | 1.3743 | 0.0116 | 1.3743 | 1.1723 |
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+ | No log | 0.375 | 24 | 1.2435 | 0.0085 | 1.2435 | 1.1151 |
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+ | No log | 0.4062 | 26 | 1.1194 | 0.1086 | 1.1194 | 1.0580 |
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+ | No log | 0.4375 | 28 | 1.0640 | 0.1953 | 1.0640 | 1.0315 |
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+ | No log | 0.4688 | 30 | 1.0920 | 0.1858 | 1.0920 | 1.0450 |
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+ | No log | 0.5 | 32 | 1.1134 | 0.1711 | 1.1134 | 1.0552 |
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+ | No log | 0.5312 | 34 | 1.2933 | 0.1086 | 1.2933 | 1.1372 |
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+ | No log | 0.5625 | 36 | 1.1165 | 0.1979 | 1.1165 | 1.0566 |
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+ | No log | 0.5938 | 38 | 0.9709 | 0.2192 | 0.9709 | 0.9853 |
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+ | No log | 0.625 | 40 | 0.9505 | 0.2448 | 0.9505 | 0.9749 |
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+ | No log | 0.6562 | 42 | 1.0792 | 0.2644 | 1.0792 | 1.0389 |
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+ | No log | 0.6875 | 44 | 1.6160 | 0.2059 | 1.6160 | 1.2712 |
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+ | No log | 0.7188 | 46 | 1.9860 | 0.1362 | 1.9860 | 1.4093 |
75
+ | No log | 0.75 | 48 | 1.8744 | 0.1187 | 1.8744 | 1.3691 |
76
+ | No log | 0.7812 | 50 | 1.5828 | 0.1674 | 1.5828 | 1.2581 |
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+ | No log | 0.8125 | 52 | 1.2218 | 0.1344 | 1.2218 | 1.1053 |
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+ | No log | 0.8438 | 54 | 1.0027 | 0.2828 | 1.0027 | 1.0013 |
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+ | No log | 0.875 | 56 | 1.0362 | 0.2306 | 1.0362 | 1.0179 |
80
+ | No log | 0.9062 | 58 | 1.0337 | 0.2163 | 1.0337 | 1.0167 |
81
+ | No log | 0.9375 | 60 | 1.0427 | 0.2448 | 1.0427 | 1.0211 |
82
+ | No log | 0.9688 | 62 | 1.0248 | 0.2755 | 1.0248 | 1.0123 |
83
+ | No log | 1.0 | 64 | 1.0250 | 0.3431 | 1.0250 | 1.0124 |
84
+ | No log | 1.0312 | 66 | 1.0459 | 0.3720 | 1.0459 | 1.0227 |
85
+ | No log | 1.0625 | 68 | 0.9425 | 0.2967 | 0.9425 | 0.9708 |
86
+ | No log | 1.0938 | 70 | 0.9093 | 0.4355 | 0.9093 | 0.9536 |
87
+ | No log | 1.125 | 72 | 0.9826 | 0.2692 | 0.9826 | 0.9913 |
88
+ | No log | 1.1562 | 74 | 1.1177 | 0.1848 | 1.1177 | 1.0572 |
89
+ | No log | 1.1875 | 76 | 1.0742 | 0.3328 | 1.0742 | 1.0365 |
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+ | No log | 1.2188 | 78 | 1.1386 | 0.3333 | 1.1386 | 1.0671 |
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+ | No log | 1.25 | 80 | 1.3412 | 0.3715 | 1.3412 | 1.1581 |
92
+ | No log | 1.2812 | 82 | 1.4205 | 0.3369 | 1.4205 | 1.1918 |
93
+ | No log | 1.3125 | 84 | 1.2296 | 0.3668 | 1.2296 | 1.1089 |
94
+ | No log | 1.3438 | 86 | 0.9793 | 0.4009 | 0.9793 | 0.9896 |
95
+ | No log | 1.375 | 88 | 0.8397 | 0.5074 | 0.8397 | 0.9164 |
96
+ | No log | 1.4062 | 90 | 0.8474 | 0.4843 | 0.8474 | 0.9205 |
97
+ | No log | 1.4375 | 92 | 0.8281 | 0.5098 | 0.8281 | 0.9100 |
98
+ | No log | 1.4688 | 94 | 0.8474 | 0.4368 | 0.8474 | 0.9206 |
99
+ | No log | 1.5 | 96 | 0.9561 | 0.4224 | 0.9561 | 0.9778 |
100
+ | No log | 1.5312 | 98 | 1.0941 | 0.3848 | 1.0941 | 1.0460 |
101
+ | No log | 1.5625 | 100 | 1.0303 | 0.4325 | 1.0303 | 1.0150 |
102
+ | No log | 1.5938 | 102 | 0.7931 | 0.5205 | 0.7931 | 0.8905 |
103
+ | No log | 1.625 | 104 | 0.7848 | 0.5067 | 0.7848 | 0.8859 |
104
+ | No log | 1.6562 | 106 | 0.8160 | 0.4373 | 0.8160 | 0.9033 |
105
+ | No log | 1.6875 | 108 | 0.7592 | 0.5017 | 0.7592 | 0.8713 |
106
+ | No log | 1.7188 | 110 | 0.7850 | 0.4963 | 0.7850 | 0.8860 |
107
+ | No log | 1.75 | 112 | 0.7723 | 0.5166 | 0.7723 | 0.8788 |
108
+ | No log | 1.7812 | 114 | 0.8020 | 0.4529 | 0.8020 | 0.8955 |
109
+ | No log | 1.8125 | 116 | 0.8463 | 0.4604 | 0.8463 | 0.9199 |
110
+ | No log | 1.8438 | 118 | 0.8727 | 0.4489 | 0.8727 | 0.9342 |
111
+ | No log | 1.875 | 120 | 0.7772 | 0.5343 | 0.7772 | 0.8816 |
112
+ | No log | 1.9062 | 122 | 0.8309 | 0.4657 | 0.8309 | 0.9115 |
113
+ | No log | 1.9375 | 124 | 0.8131 | 0.3970 | 0.8131 | 0.9017 |
114
+ | No log | 1.9688 | 126 | 0.7921 | 0.4893 | 0.7921 | 0.8900 |
115
+ | No log | 2.0 | 128 | 0.8198 | 0.5348 | 0.8198 | 0.9054 |
116
+ | No log | 2.0312 | 130 | 0.8223 | 0.4878 | 0.8223 | 0.9068 |
117
+ | No log | 2.0625 | 132 | 0.8266 | 0.4960 | 0.8266 | 0.9092 |
118
+ | No log | 2.0938 | 134 | 0.8578 | 0.3715 | 0.8578 | 0.9262 |
119
+ | No log | 2.125 | 136 | 0.8055 | 0.4329 | 0.8055 | 0.8975 |
120
+ | No log | 2.1562 | 138 | 0.8151 | 0.4419 | 0.8151 | 0.9028 |
121
+ | No log | 2.1875 | 140 | 0.8398 | 0.4538 | 0.8398 | 0.9164 |
122
+ | No log | 2.2188 | 142 | 0.8004 | 0.4983 | 0.8004 | 0.8947 |
123
+ | No log | 2.25 | 144 | 0.7929 | 0.5131 | 0.7929 | 0.8905 |
124
+ | No log | 2.2812 | 146 | 0.8476 | 0.5638 | 0.8476 | 0.9207 |
125
+ | No log | 2.3125 | 148 | 0.8558 | 0.4996 | 0.8558 | 0.9251 |
126
+ | No log | 2.3438 | 150 | 0.8795 | 0.4778 | 0.8795 | 0.9378 |
127
+ | No log | 2.375 | 152 | 0.8762 | 0.4769 | 0.8762 | 0.9361 |
128
+ | No log | 2.4062 | 154 | 0.8463 | 0.4771 | 0.8463 | 0.9200 |
129
+ | No log | 2.4375 | 156 | 0.8297 | 0.5287 | 0.8297 | 0.9109 |
130
+ | No log | 2.4688 | 158 | 0.8281 | 0.5176 | 0.8281 | 0.9100 |
131
+ | No log | 2.5 | 160 | 0.8220 | 0.5517 | 0.8220 | 0.9066 |
132
+ | No log | 2.5312 | 162 | 0.8326 | 0.5312 | 0.8326 | 0.9124 |
133
+ | No log | 2.5625 | 164 | 0.8608 | 0.5222 | 0.8608 | 0.9278 |
134
+ | No log | 2.5938 | 166 | 0.7835 | 0.6134 | 0.7835 | 0.8852 |
135
+ | No log | 2.625 | 168 | 0.7814 | 0.6068 | 0.7814 | 0.8840 |
136
+ | No log | 2.6562 | 170 | 0.7848 | 0.5818 | 0.7848 | 0.8859 |
137
+ | No log | 2.6875 | 172 | 0.7823 | 0.5818 | 0.7823 | 0.8845 |
138
+ | No log | 2.7188 | 174 | 0.7818 | 0.6217 | 0.7818 | 0.8842 |
139
+ | No log | 2.75 | 176 | 0.7951 | 0.4981 | 0.7951 | 0.8917 |
140
+ | No log | 2.7812 | 178 | 0.9116 | 0.4555 | 0.9116 | 0.9548 |
141
+ | No log | 2.8125 | 180 | 0.8534 | 0.3523 | 0.8534 | 0.9238 |
142
+ | No log | 2.8438 | 182 | 0.8482 | 0.4110 | 0.8482 | 0.9210 |
143
+ | No log | 2.875 | 184 | 0.8704 | 0.3856 | 0.8704 | 0.9330 |
144
+ | No log | 2.9062 | 186 | 0.8792 | 0.4161 | 0.8792 | 0.9377 |
145
+ | No log | 2.9375 | 188 | 0.8359 | 0.4124 | 0.8359 | 0.9143 |
146
+ | No log | 2.9688 | 190 | 0.8595 | 0.4335 | 0.8595 | 0.9271 |
147
+ | No log | 3.0 | 192 | 0.9152 | 0.4326 | 0.9152 | 0.9567 |
148
+ | No log | 3.0312 | 194 | 0.8635 | 0.4224 | 0.8635 | 0.9292 |
149
+ | No log | 3.0625 | 196 | 0.7899 | 0.5356 | 0.7899 | 0.8888 |
150
+ | No log | 3.0938 | 198 | 0.7662 | 0.5356 | 0.7662 | 0.8753 |
151
+ | No log | 3.125 | 200 | 0.7698 | 0.5342 | 0.7698 | 0.8774 |
152
+ | No log | 3.1562 | 202 | 0.7840 | 0.5648 | 0.7840 | 0.8854 |
153
+ | No log | 3.1875 | 204 | 0.8006 | 0.4867 | 0.8006 | 0.8948 |
154
+ | No log | 3.2188 | 206 | 0.7907 | 0.4867 | 0.7907 | 0.8892 |
155
+ | No log | 3.25 | 208 | 0.7968 | 0.4867 | 0.7968 | 0.8926 |
156
+ | No log | 3.2812 | 210 | 0.7965 | 0.4867 | 0.7965 | 0.8925 |
157
+ | No log | 3.3125 | 212 | 0.7860 | 0.5868 | 0.7860 | 0.8866 |
158
+ | No log | 3.3438 | 214 | 0.8105 | 0.5313 | 0.8105 | 0.9003 |
159
+ | No log | 3.375 | 216 | 0.9031 | 0.4671 | 0.9031 | 0.9503 |
160
+ | No log | 3.4062 | 218 | 0.8445 | 0.5737 | 0.8445 | 0.9190 |
161
+ | No log | 3.4375 | 220 | 0.8340 | 0.5523 | 0.8340 | 0.9133 |
162
+ | No log | 3.4688 | 222 | 0.8313 | 0.5462 | 0.8313 | 0.9117 |
163
+ | No log | 3.5 | 224 | 0.8679 | 0.4553 | 0.8679 | 0.9316 |
164
+ | No log | 3.5312 | 226 | 0.8503 | 0.4657 | 0.8503 | 0.9221 |
165
+ | No log | 3.5625 | 228 | 0.9179 | 0.4087 | 0.9179 | 0.9581 |
166
+ | No log | 3.5938 | 230 | 0.8777 | 0.3890 | 0.8777 | 0.9369 |
167
+ | No log | 3.625 | 232 | 0.7883 | 0.5146 | 0.7883 | 0.8879 |
168
+ | No log | 3.6562 | 234 | 0.8281 | 0.5494 | 0.8281 | 0.9100 |
169
+ | No log | 3.6875 | 236 | 0.7806 | 0.5797 | 0.7806 | 0.8835 |
170
+ | No log | 3.7188 | 238 | 0.7797 | 0.5038 | 0.7797 | 0.8830 |
171
+ | No log | 3.75 | 240 | 0.7950 | 0.4849 | 0.7950 | 0.8916 |
172
+ | No log | 3.7812 | 242 | 0.8149 | 0.4991 | 0.8149 | 0.9027 |
173
+ | No log | 3.8125 | 244 | 0.7546 | 0.5287 | 0.7546 | 0.8687 |
174
+ | No log | 3.8438 | 246 | 0.7430 | 0.5774 | 0.7430 | 0.8620 |
175
+ | No log | 3.875 | 248 | 0.7617 | 0.5540 | 0.7617 | 0.8728 |
176
+ | No log | 3.9062 | 250 | 0.7432 | 0.5121 | 0.7432 | 0.8621 |
177
+ | No log | 3.9375 | 252 | 0.7338 | 0.4792 | 0.7338 | 0.8566 |
178
+ | No log | 3.9688 | 254 | 0.7480 | 0.4659 | 0.7480 | 0.8648 |
179
+ | No log | 4.0 | 256 | 0.7659 | 0.4626 | 0.7659 | 0.8751 |
180
+ | No log | 4.0312 | 258 | 0.7719 | 0.4745 | 0.7719 | 0.8786 |
181
+ | No log | 4.0625 | 260 | 0.7595 | 0.4878 | 0.7595 | 0.8715 |
182
+ | No log | 4.0938 | 262 | 0.7871 | 0.4728 | 0.7871 | 0.8872 |
183
+ | No log | 4.125 | 264 | 0.7747 | 0.4869 | 0.7747 | 0.8802 |
184
+ | No log | 4.1562 | 266 | 0.7577 | 0.5450 | 0.7577 | 0.8704 |
185
+ | No log | 4.1875 | 268 | 0.7730 | 0.4594 | 0.7730 | 0.8792 |
186
+ | No log | 4.2188 | 270 | 0.8075 | 0.3719 | 0.8075 | 0.8986 |
187
+ | No log | 4.25 | 272 | 0.8009 | 0.4192 | 0.8009 | 0.8949 |
188
+ | No log | 4.2812 | 274 | 0.8211 | 0.5103 | 0.8211 | 0.9061 |
189
+ | No log | 4.3125 | 276 | 0.8161 | 0.4770 | 0.8161 | 0.9034 |
190
+ | No log | 4.3438 | 278 | 0.8178 | 0.3836 | 0.8178 | 0.9043 |
191
+ | No log | 4.375 | 280 | 0.8173 | 0.3896 | 0.8173 | 0.9040 |
192
+ | No log | 4.4062 | 282 | 0.8253 | 0.4527 | 0.8253 | 0.9085 |
193
+ | No log | 4.4375 | 284 | 0.8363 | 0.3496 | 0.8363 | 0.9145 |
194
+ | No log | 4.4688 | 286 | 0.8468 | 0.3428 | 0.8468 | 0.9202 |
195
+ | No log | 4.5 | 288 | 0.8348 | 0.5089 | 0.8348 | 0.9137 |
196
+ | No log | 4.5312 | 290 | 0.8086 | 0.4544 | 0.8086 | 0.8992 |
197
+ | No log | 4.5625 | 292 | 0.8155 | 0.4743 | 0.8155 | 0.9031 |
198
+ | No log | 4.5938 | 294 | 0.8813 | 0.5230 | 0.8813 | 0.9388 |
199
+ | No log | 4.625 | 296 | 0.8478 | 0.5042 | 0.8478 | 0.9208 |
200
+ | No log | 4.6562 | 298 | 0.8147 | 0.4180 | 0.8147 | 0.9026 |
201
+ | No log | 4.6875 | 300 | 0.8421 | 0.4174 | 0.8421 | 0.9177 |
202
+ | No log | 4.7188 | 302 | 0.8114 | 0.4444 | 0.8114 | 0.9008 |
203
+ | No log | 4.75 | 304 | 0.7688 | 0.4485 | 0.7688 | 0.8768 |
204
+ | No log | 4.7812 | 306 | 0.7544 | 0.4416 | 0.7544 | 0.8685 |
205
+ | No log | 4.8125 | 308 | 0.7513 | 0.4537 | 0.7513 | 0.8668 |
206
+ | No log | 4.8438 | 310 | 0.7446 | 0.3858 | 0.7446 | 0.8629 |
207
+ | No log | 4.875 | 312 | 0.7418 | 0.4361 | 0.7418 | 0.8613 |
208
+ | No log | 4.9062 | 314 | 0.7265 | 0.4503 | 0.7265 | 0.8524 |
209
+ | No log | 4.9375 | 316 | 0.7481 | 0.4433 | 0.7481 | 0.8649 |
210
+ | No log | 4.9688 | 318 | 0.7620 | 0.4312 | 0.7620 | 0.8729 |
211
+ | No log | 5.0 | 320 | 0.7492 | 0.4778 | 0.7492 | 0.8655 |
212
+ | No log | 5.0312 | 322 | 0.7558 | 0.5127 | 0.7558 | 0.8694 |
213
+ | No log | 5.0625 | 324 | 0.7601 | 0.4745 | 0.7601 | 0.8718 |
214
+ | No log | 5.0938 | 326 | 0.7569 | 0.4361 | 0.7569 | 0.8700 |
215
+ | No log | 5.125 | 328 | 0.7265 | 0.6043 | 0.7265 | 0.8524 |
216
+ | No log | 5.1562 | 330 | 0.7231 | 0.5844 | 0.7231 | 0.8503 |
217
+ | No log | 5.1875 | 332 | 0.6947 | 0.5131 | 0.6947 | 0.8335 |
218
+ | No log | 5.2188 | 334 | 0.6830 | 0.5131 | 0.6830 | 0.8264 |
219
+ | No log | 5.25 | 336 | 0.6932 | 0.4797 | 0.6932 | 0.8326 |
220
+ | No log | 5.2812 | 338 | 0.7050 | 0.4520 | 0.7050 | 0.8396 |
221
+ | No log | 5.3125 | 340 | 0.7063 | 0.4520 | 0.7063 | 0.8404 |
222
+ | No log | 5.3438 | 342 | 0.7191 | 0.4241 | 0.7191 | 0.8480 |
223
+ | No log | 5.375 | 344 | 0.7353 | 0.4878 | 0.7353 | 0.8575 |
224
+ | No log | 5.4062 | 346 | 0.7180 | 0.4912 | 0.7180 | 0.8473 |
225
+ | No log | 5.4375 | 348 | 0.7283 | 0.5480 | 0.7283 | 0.8534 |
226
+ | No log | 5.4688 | 350 | 0.7317 | 0.5450 | 0.7317 | 0.8554 |
227
+ | No log | 5.5 | 352 | 0.7172 | 0.4802 | 0.7172 | 0.8469 |
228
+ | No log | 5.5312 | 354 | 0.7841 | 0.4803 | 0.7841 | 0.8855 |
229
+ | No log | 5.5625 | 356 | 0.8646 | 0.4942 | 0.8646 | 0.9298 |
230
+ | No log | 5.5938 | 358 | 0.7791 | 0.4439 | 0.7791 | 0.8827 |
231
+ | No log | 5.625 | 360 | 0.6948 | 0.4660 | 0.6948 | 0.8336 |
232
+ | No log | 5.6562 | 362 | 0.7054 | 0.5131 | 0.7054 | 0.8399 |
233
+ | No log | 5.6875 | 364 | 0.6997 | 0.5503 | 0.6997 | 0.8365 |
234
+ | No log | 5.7188 | 366 | 0.7011 | 0.5274 | 0.7011 | 0.8373 |
235
+ | No log | 5.75 | 368 | 0.7190 | 0.5103 | 0.7190 | 0.8480 |
236
+ | No log | 5.7812 | 370 | 0.7098 | 0.4405 | 0.7098 | 0.8425 |
237
+ | No log | 5.8125 | 372 | 0.7169 | 0.4759 | 0.7169 | 0.8467 |
238
+ | No log | 5.8438 | 374 | 0.7342 | 0.5410 | 0.7342 | 0.8568 |
239
+ | No log | 5.875 | 376 | 0.7169 | 0.5036 | 0.7169 | 0.8467 |
240
+ | No log | 5.9062 | 378 | 0.7601 | 0.5542 | 0.7601 | 0.8718 |
241
+ | No log | 5.9375 | 380 | 0.7559 | 0.5530 | 0.7559 | 0.8694 |
242
+ | No log | 5.9688 | 382 | 0.7346 | 0.5979 | 0.7346 | 0.8571 |
243
+ | No log | 6.0 | 384 | 0.7417 | 0.6097 | 0.7417 | 0.8612 |
244
+ | No log | 6.0312 | 386 | 0.7791 | 0.5922 | 0.7791 | 0.8826 |
245
+ | No log | 6.0625 | 388 | 0.7184 | 0.5737 | 0.7184 | 0.8476 |
246
+ | No log | 6.0938 | 390 | 0.7050 | 0.5396 | 0.7050 | 0.8396 |
247
+ | No log | 6.125 | 392 | 0.7052 | 0.4834 | 0.7052 | 0.8398 |
248
+ | No log | 6.1562 | 394 | 0.7545 | 0.4883 | 0.7545 | 0.8686 |
249
+ | No log | 6.1875 | 396 | 0.8022 | 0.4797 | 0.8022 | 0.8956 |
250
+ | No log | 6.2188 | 398 | 0.8160 | 0.4808 | 0.8160 | 0.9033 |
251
+ | No log | 6.25 | 400 | 0.7430 | 0.5459 | 0.7430 | 0.8620 |
252
+ | No log | 6.2812 | 402 | 0.6882 | 0.5071 | 0.6882 | 0.8295 |
253
+ | No log | 6.3125 | 404 | 0.6891 | 0.5610 | 0.6891 | 0.8301 |
254
+ | No log | 6.3438 | 406 | 0.7275 | 0.5548 | 0.7275 | 0.8529 |
255
+ | No log | 6.375 | 408 | 0.7256 | 0.5674 | 0.7256 | 0.8518 |
256
+ | No log | 6.4062 | 410 | 0.6894 | 0.4927 | 0.6894 | 0.8303 |
257
+ | No log | 6.4375 | 412 | 0.6901 | 0.5721 | 0.6901 | 0.8307 |
258
+ | No log | 6.4688 | 414 | 0.6897 | 0.5593 | 0.6897 | 0.8305 |
259
+ | No log | 6.5 | 416 | 0.6824 | 0.4560 | 0.6824 | 0.8261 |
260
+ | No log | 6.5312 | 418 | 0.6868 | 0.4691 | 0.6868 | 0.8287 |
261
+ | No log | 6.5625 | 420 | 0.6864 | 0.5245 | 0.6864 | 0.8285 |
262
+ | No log | 6.5938 | 422 | 0.7214 | 0.5074 | 0.7214 | 0.8493 |
263
+ | No log | 6.625 | 424 | 0.7247 | 0.5074 | 0.7247 | 0.8513 |
264
+ | No log | 6.6562 | 426 | 0.6938 | 0.4503 | 0.6938 | 0.8330 |
265
+ | No log | 6.6875 | 428 | 0.7197 | 0.5463 | 0.7197 | 0.8484 |
266
+ | No log | 6.7188 | 430 | 0.7325 | 0.5351 | 0.7325 | 0.8559 |
267
+ | No log | 6.75 | 432 | 0.6932 | 0.5438 | 0.6932 | 0.8326 |
268
+ | No log | 6.7812 | 434 | 0.7059 | 0.5698 | 0.7059 | 0.8402 |
269
+ | No log | 6.8125 | 436 | 0.7684 | 0.5242 | 0.7684 | 0.8766 |
270
+ | No log | 6.8438 | 438 | 0.7521 | 0.5470 | 0.7521 | 0.8673 |
271
+ | No log | 6.875 | 440 | 0.7184 | 0.5329 | 0.7184 | 0.8476 |
272
+ | No log | 6.9062 | 442 | 0.7230 | 0.5224 | 0.7230 | 0.8503 |
273
+ | No log | 6.9375 | 444 | 0.7439 | 0.5645 | 0.7439 | 0.8625 |
274
+ | No log | 6.9688 | 446 | 0.7436 | 0.5431 | 0.7436 | 0.8623 |
275
+ | No log | 7.0 | 448 | 0.7480 | 0.5730 | 0.7480 | 0.8649 |
276
+ | No log | 7.0312 | 450 | 0.7475 | 0.5442 | 0.7475 | 0.8646 |
277
+ | No log | 7.0625 | 452 | 0.7405 | 0.5585 | 0.7405 | 0.8605 |
278
+ | No log | 7.0938 | 454 | 0.7376 | 0.4507 | 0.7376 | 0.8588 |
279
+ | No log | 7.125 | 456 | 0.7416 | 0.4507 | 0.7416 | 0.8612 |
280
+ | No log | 7.1562 | 458 | 0.7388 | 0.4804 | 0.7388 | 0.8595 |
281
+ | No log | 7.1875 | 460 | 0.7385 | 0.4804 | 0.7385 | 0.8594 |
282
+ | No log | 7.2188 | 462 | 0.7340 | 0.4643 | 0.7340 | 0.8567 |
283
+ | No log | 7.25 | 464 | 0.7324 | 0.4642 | 0.7324 | 0.8558 |
284
+ | No log | 7.2812 | 466 | 0.7284 | 0.4642 | 0.7284 | 0.8534 |
285
+ | No log | 7.3125 | 468 | 0.7077 | 0.4794 | 0.7077 | 0.8412 |
286
+ | No log | 7.3438 | 470 | 0.7320 | 0.5219 | 0.7320 | 0.8556 |
287
+ | No log | 7.375 | 472 | 0.9046 | 0.5139 | 0.9046 | 0.9511 |
288
+ | No log | 7.4062 | 474 | 0.9231 | 0.4526 | 0.9231 | 0.9608 |
289
+ | No log | 7.4375 | 476 | 0.7433 | 0.5442 | 0.7433 | 0.8622 |
290
+ | No log | 7.4688 | 478 | 0.7095 | 0.5359 | 0.7095 | 0.8423 |
291
+ | No log | 7.5 | 480 | 0.7366 | 0.5534 | 0.7366 | 0.8583 |
292
+ | No log | 7.5312 | 482 | 0.7140 | 0.5246 | 0.7140 | 0.8450 |
293
+ | No log | 7.5625 | 484 | 0.7255 | 0.5202 | 0.7255 | 0.8518 |
294
+ | No log | 7.5938 | 486 | 0.8117 | 0.5141 | 0.8117 | 0.9009 |
295
+ | No log | 7.625 | 488 | 0.8041 | 0.4784 | 0.8041 | 0.8967 |
296
+ | No log | 7.6562 | 490 | 0.7286 | 0.4838 | 0.7286 | 0.8536 |
297
+ | No log | 7.6875 | 492 | 0.6900 | 0.4807 | 0.6900 | 0.8307 |
298
+ | No log | 7.7188 | 494 | 0.6741 | 0.4883 | 0.6741 | 0.8210 |
299
+ | No log | 7.75 | 496 | 0.6649 | 0.5785 | 0.6649 | 0.8154 |
300
+ | No log | 7.7812 | 498 | 0.6984 | 0.5876 | 0.6984 | 0.8357 |
301
+ | 0.2888 | 7.8125 | 500 | 0.7981 | 0.5245 | 0.7981 | 0.8934 |
302
+ | 0.2888 | 7.8438 | 502 | 0.8137 | 0.5348 | 0.8137 | 0.9020 |
303
+ | 0.2888 | 7.875 | 504 | 0.7702 | 0.5128 | 0.7702 | 0.8776 |
304
+ | 0.2888 | 7.9062 | 506 | 0.7371 | 0.5674 | 0.7371 | 0.8586 |
305
+ | 0.2888 | 7.9375 | 508 | 0.7679 | 0.5125 | 0.7679 | 0.8763 |
306
+ | 0.2888 | 7.9688 | 510 | 0.8526 | 0.4903 | 0.8526 | 0.9234 |
307
+ | 0.2888 | 8.0 | 512 | 0.8807 | 0.5270 | 0.8807 | 0.9385 |
308
+ | 0.2888 | 8.0312 | 514 | 0.8176 | 0.5125 | 0.8176 | 0.9042 |
309
+ | 0.2888 | 8.0625 | 516 | 0.7301 | 0.5328 | 0.7301 | 0.8545 |
310
+ | 0.2888 | 8.0938 | 518 | 0.7235 | 0.4659 | 0.7235 | 0.8506 |
311
+ | 0.2888 | 8.125 | 520 | 0.7220 | 0.4659 | 0.7220 | 0.8497 |
312
+ | 0.2888 | 8.1562 | 522 | 0.7189 | 0.4540 | 0.7189 | 0.8479 |
313
+ | 0.2888 | 8.1875 | 524 | 0.7298 | 0.4826 | 0.7298 | 0.8543 |
314
+ | 0.2888 | 8.2188 | 526 | 0.7362 | 0.4968 | 0.7362 | 0.8580 |
315
 
316
 
317
  ### Framework versions
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