Instructions to use MayBashendy/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run1_AugV5_k20_task2_organization with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use MayBashendy/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run1_AugV5_k20_task2_organization with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="MayBashendy/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run1_AugV5_k20_task2_organization")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run1_AugV5_k20_task2_organization") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run1_AugV5_k20_task2_organization", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run1_AugV5_k20_task2_organization
This model is a fine-tuned version of aubmindlab/bert-base-arabertv02 on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.8056
- Qwk: 0.5412
- Mse: 0.8056
- Rmse: 0.8976
Model description
More information needed
Intended uses & limitations
More information needed
Training and evaluation data
More information needed
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 2e-05
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 10
Training results
| Training Loss | Epoch | Step | Validation Loss | Qwk | Mse | Rmse |
|---|---|---|---|---|---|---|
| No log | 0.0179 | 2 | 3.9439 | -0.0062 | 3.9439 | 1.9859 |
| No log | 0.0357 | 4 | 1.7575 | 0.0687 | 1.7575 | 1.3257 |
| No log | 0.0536 | 6 | 1.3834 | 0.0743 | 1.3834 | 1.1762 |
| No log | 0.0714 | 8 | 1.2366 | -0.0260 | 1.2366 | 1.1120 |
| No log | 0.0893 | 10 | 0.7722 | 0.1598 | 0.7722 | 0.8788 |
| No log | 0.1071 | 12 | 0.6552 | 0.2200 | 0.6552 | 0.8095 |
| No log | 0.125 | 14 | 0.6385 | 0.2108 | 0.6385 | 0.7991 |
| No log | 0.1429 | 16 | 0.6660 | 0.2765 | 0.6660 | 0.8161 |
| No log | 0.1607 | 18 | 0.6720 | 0.2419 | 0.6720 | 0.8197 |
| No log | 0.1786 | 20 | 0.5998 | 0.3131 | 0.5998 | 0.7745 |
| No log | 0.1964 | 22 | 0.6695 | 0.1636 | 0.6695 | 0.8182 |
| No log | 0.2143 | 24 | 0.7153 | 0.1314 | 0.7153 | 0.8458 |
| No log | 0.2321 | 26 | 0.7087 | 0.1314 | 0.7087 | 0.8418 |
| No log | 0.25 | 28 | 0.6442 | 0.2946 | 0.6442 | 0.8026 |
| No log | 0.2679 | 30 | 0.5724 | 0.3680 | 0.5724 | 0.7566 |
| No log | 0.2857 | 32 | 0.8162 | 0.2484 | 0.8162 | 0.9035 |
| No log | 0.3036 | 34 | 1.0268 | 0.3009 | 1.0268 | 1.0133 |
| No log | 0.3214 | 36 | 0.9492 | 0.2641 | 0.9492 | 0.9743 |
| No log | 0.3393 | 38 | 0.6772 | 0.3123 | 0.6772 | 0.8229 |
| No log | 0.3571 | 40 | 0.5626 | 0.3784 | 0.5626 | 0.7501 |
| No log | 0.375 | 42 | 0.5422 | 0.3645 | 0.5422 | 0.7363 |
| No log | 0.3929 | 44 | 0.5561 | 0.4069 | 0.5561 | 0.7458 |
| No log | 0.4107 | 46 | 0.6309 | 0.4 | 0.6309 | 0.7943 |
| No log | 0.4286 | 48 | 0.7181 | 0.3960 | 0.7181 | 0.8474 |
| No log | 0.4464 | 50 | 0.7459 | 0.3907 | 0.7459 | 0.8636 |
| No log | 0.4643 | 52 | 0.6620 | 0.4929 | 0.6620 | 0.8137 |
| No log | 0.4821 | 54 | 0.5938 | 0.5428 | 0.5938 | 0.7706 |
| No log | 0.5 | 56 | 0.6298 | 0.5440 | 0.6298 | 0.7936 |
| No log | 0.5179 | 58 | 0.7030 | 0.5081 | 0.7030 | 0.8385 |
| No log | 0.5357 | 60 | 0.8249 | 0.5077 | 0.8249 | 0.9082 |
| No log | 0.5536 | 62 | 0.9740 | 0.4100 | 0.9740 | 0.9869 |
| No log | 0.5714 | 64 | 1.0677 | 0.3930 | 1.0677 | 1.0333 |
| No log | 0.5893 | 66 | 1.0164 | 0.4503 | 1.0164 | 1.0082 |
| No log | 0.6071 | 68 | 0.9278 | 0.4673 | 0.9278 | 0.9632 |
| No log | 0.625 | 70 | 0.9534 | 0.4690 | 0.9534 | 0.9764 |
| No log | 0.6429 | 72 | 1.0807 | 0.4095 | 1.0807 | 1.0396 |
| No log | 0.6607 | 74 | 1.0122 | 0.4114 | 1.0122 | 1.0061 |
| No log | 0.6786 | 76 | 0.7455 | 0.4690 | 0.7455 | 0.8634 |
| No log | 0.6964 | 78 | 0.6844 | 0.5152 | 0.6844 | 0.8273 |
| No log | 0.7143 | 80 | 0.8656 | 0.4701 | 0.8656 | 0.9304 |
| No log | 0.7321 | 82 | 1.1492 | 0.3834 | 1.1492 | 1.0720 |
| No log | 0.75 | 84 | 1.2196 | 0.3684 | 1.2196 | 1.1044 |
| No log | 0.7679 | 86 | 1.0654 | 0.4226 | 1.0654 | 1.0322 |
| No log | 0.7857 | 88 | 1.1490 | 0.4107 | 1.1490 | 1.0719 |
| No log | 0.8036 | 90 | 1.1951 | 0.3731 | 1.1951 | 1.0932 |
| No log | 0.8214 | 92 | 1.1546 | 0.3963 | 1.1546 | 1.0745 |
| No log | 0.8393 | 94 | 0.8336 | 0.5052 | 0.8336 | 0.9130 |
| No log | 0.8571 | 96 | 0.6582 | 0.5608 | 0.6582 | 0.8113 |
| No log | 0.875 | 98 | 0.6250 | 0.5702 | 0.6250 | 0.7906 |
| No log | 0.8929 | 100 | 0.6613 | 0.5091 | 0.6613 | 0.8132 |
| No log | 0.9107 | 102 | 0.7001 | 0.5509 | 0.7001 | 0.8367 |
| No log | 0.9286 | 104 | 0.8784 | 0.4723 | 0.8784 | 0.9372 |
| No log | 0.9464 | 106 | 1.2904 | 0.4290 | 1.2904 | 1.1359 |
| No log | 0.9643 | 108 | 1.5062 | 0.3767 | 1.5062 | 1.2273 |
| No log | 0.9821 | 110 | 1.4418 | 0.3642 | 1.4418 | 1.2007 |
| No log | 1.0 | 112 | 1.5807 | 0.3180 | 1.5807 | 1.2572 |
| No log | 1.0179 | 114 | 1.7608 | 0.3479 | 1.7608 | 1.3269 |
| No log | 1.0357 | 116 | 1.5638 | 0.3616 | 1.5638 | 1.2505 |
| No log | 1.0536 | 118 | 1.3358 | 0.4098 | 1.3358 | 1.1558 |
| No log | 1.0714 | 120 | 1.3994 | 0.4088 | 1.3994 | 1.1830 |
| No log | 1.0893 | 122 | 1.4714 | 0.3933 | 1.4714 | 1.2130 |
| No log | 1.1071 | 124 | 1.4362 | 0.3794 | 1.4362 | 1.1984 |
| No log | 1.125 | 126 | 1.2204 | 0.4278 | 1.2204 | 1.1047 |
| No log | 1.1429 | 128 | 1.0115 | 0.4766 | 1.0115 | 1.0057 |
| No log | 1.1607 | 130 | 0.8376 | 0.5045 | 0.8376 | 0.9152 |
| No log | 1.1786 | 132 | 0.8787 | 0.5274 | 0.8787 | 0.9374 |
| No log | 1.1964 | 134 | 1.1266 | 0.4822 | 1.1266 | 1.0614 |
| No log | 1.2143 | 136 | 1.6577 | 0.3841 | 1.6577 | 1.2875 |
| No log | 1.2321 | 138 | 1.5057 | 0.3303 | 1.5057 | 1.2271 |
| No log | 1.25 | 140 | 1.0787 | 0.3991 | 1.0787 | 1.0386 |
| No log | 1.2679 | 142 | 1.0636 | 0.4142 | 1.0636 | 1.0313 |
| No log | 1.2857 | 144 | 1.2296 | 0.3838 | 1.2296 | 1.1089 |
| No log | 1.3036 | 146 | 1.2539 | 0.4313 | 1.2539 | 1.1198 |
| No log | 1.3214 | 148 | 1.2174 | 0.4692 | 1.2174 | 1.1033 |
| No log | 1.3393 | 150 | 1.1080 | 0.4929 | 1.1080 | 1.0526 |
| No log | 1.3571 | 152 | 0.8537 | 0.5137 | 0.8537 | 0.9240 |
| No log | 1.375 | 154 | 0.7711 | 0.5736 | 0.7711 | 0.8781 |
| No log | 1.3929 | 156 | 0.8262 | 0.5514 | 0.8262 | 0.9090 |
| No log | 1.4107 | 158 | 0.9219 | 0.5042 | 0.9219 | 0.9602 |
| No log | 1.4286 | 160 | 1.2776 | 0.4256 | 1.2776 | 1.1303 |
| No log | 1.4464 | 162 | 1.7404 | 0.3984 | 1.7404 | 1.3192 |
| No log | 1.4643 | 164 | 1.9665 | 0.3622 | 1.9665 | 1.4023 |
| No log | 1.4821 | 166 | 1.7326 | 0.3841 | 1.7326 | 1.3163 |
| No log | 1.5 | 168 | 1.2625 | 0.4356 | 1.2625 | 1.1236 |
| No log | 1.5179 | 170 | 0.9412 | 0.4893 | 0.9412 | 0.9701 |
| No log | 1.5357 | 172 | 0.8495 | 0.5101 | 0.8495 | 0.9217 |
| No log | 1.5536 | 174 | 0.8449 | 0.5331 | 0.8449 | 0.9192 |
| No log | 1.5714 | 176 | 0.8751 | 0.5047 | 0.8751 | 0.9354 |
| No log | 1.5893 | 178 | 0.9350 | 0.4968 | 0.9350 | 0.9669 |
| No log | 1.6071 | 180 | 0.8618 | 0.5056 | 0.8618 | 0.9283 |
| No log | 1.625 | 182 | 0.7148 | 0.5289 | 0.7148 | 0.8454 |
| No log | 1.6429 | 184 | 0.6906 | 0.5008 | 0.6906 | 0.8310 |
| No log | 1.6607 | 186 | 0.6726 | 0.4978 | 0.6726 | 0.8201 |
| No log | 1.6786 | 188 | 0.7093 | 0.4785 | 0.7093 | 0.8422 |
| No log | 1.6964 | 190 | 0.7839 | 0.4878 | 0.7839 | 0.8854 |
| No log | 1.7143 | 192 | 0.8326 | 0.4804 | 0.8326 | 0.9125 |
| No log | 1.7321 | 194 | 0.9681 | 0.4386 | 0.9681 | 0.9839 |
| No log | 1.75 | 196 | 1.1011 | 0.4264 | 1.1011 | 1.0493 |
| No log | 1.7679 | 198 | 1.2994 | 0.3663 | 1.2994 | 1.1399 |
| No log | 1.7857 | 200 | 1.5137 | 0.3790 | 1.5137 | 1.2303 |
| No log | 1.8036 | 202 | 1.7001 | 0.3532 | 1.7001 | 1.3039 |
| No log | 1.8214 | 204 | 1.4723 | 0.3382 | 1.4723 | 1.2134 |
| No log | 1.8393 | 206 | 1.1631 | 0.4153 | 1.1631 | 1.0785 |
| No log | 1.8571 | 208 | 0.8374 | 0.4354 | 0.8374 | 0.9151 |
| No log | 1.875 | 210 | 0.7578 | 0.5325 | 0.7578 | 0.8705 |
| No log | 1.8929 | 212 | 0.7463 | 0.5697 | 0.7463 | 0.8639 |
| No log | 1.9107 | 214 | 0.8075 | 0.5255 | 0.8075 | 0.8986 |
| No log | 1.9286 | 216 | 0.8536 | 0.5019 | 0.8536 | 0.9239 |
| No log | 1.9464 | 218 | 0.8691 | 0.5068 | 0.8691 | 0.9323 |
| No log | 1.9643 | 220 | 0.8647 | 0.5074 | 0.8647 | 0.9299 |
| No log | 1.9821 | 222 | 0.8711 | 0.4893 | 0.8711 | 0.9333 |
| No log | 2.0 | 224 | 0.8912 | 0.4694 | 0.8912 | 0.9440 |
| No log | 2.0179 | 226 | 0.8862 | 0.5012 | 0.8862 | 0.9414 |
| No log | 2.0357 | 228 | 0.9618 | 0.4123 | 0.9618 | 0.9807 |
| No log | 2.0536 | 230 | 0.9747 | 0.4169 | 0.9747 | 0.9873 |
| No log | 2.0714 | 232 | 1.0021 | 0.4426 | 1.0021 | 1.0010 |
| No log | 2.0893 | 234 | 1.0430 | 0.4326 | 1.0430 | 1.0213 |
| No log | 2.1071 | 236 | 1.1866 | 0.4670 | 1.1866 | 1.0893 |
| No log | 2.125 | 238 | 1.2056 | 0.4705 | 1.2056 | 1.0980 |
| No log | 2.1429 | 240 | 1.1168 | 0.4610 | 1.1168 | 1.0568 |
| No log | 2.1607 | 242 | 1.0136 | 0.4689 | 1.0136 | 1.0068 |
| No log | 2.1786 | 244 | 0.9030 | 0.4785 | 0.9030 | 0.9503 |
| No log | 2.1964 | 246 | 0.9664 | 0.4551 | 0.9664 | 0.9831 |
| No log | 2.2143 | 248 | 1.1453 | 0.4471 | 1.1453 | 1.0702 |
| No log | 2.2321 | 250 | 1.3220 | 0.4506 | 1.3220 | 1.1498 |
| No log | 2.25 | 252 | 1.3038 | 0.4414 | 1.3038 | 1.1418 |
| No log | 2.2679 | 254 | 1.1042 | 0.4628 | 1.1042 | 1.0508 |
| No log | 2.2857 | 256 | 0.8709 | 0.4794 | 0.8709 | 0.9332 |
| No log | 2.3036 | 258 | 0.8144 | 0.5071 | 0.8144 | 0.9025 |
| No log | 2.3214 | 260 | 0.8533 | 0.4883 | 0.8533 | 0.9238 |
| No log | 2.3393 | 262 | 0.9587 | 0.4626 | 0.9587 | 0.9792 |
| No log | 2.3571 | 264 | 1.0344 | 0.4587 | 1.0344 | 1.0171 |
| No log | 2.375 | 266 | 1.0767 | 0.4820 | 1.0767 | 1.0376 |
| No log | 2.3929 | 268 | 0.9829 | 0.4858 | 0.9829 | 0.9914 |
| No log | 2.4107 | 270 | 0.8634 | 0.5252 | 0.8634 | 0.9292 |
| No log | 2.4286 | 272 | 0.7352 | 0.5421 | 0.7352 | 0.8575 |
| No log | 2.4464 | 274 | 0.7024 | 0.5405 | 0.7024 | 0.8381 |
| No log | 2.4643 | 276 | 0.7517 | 0.5438 | 0.7517 | 0.8670 |
| No log | 2.4821 | 278 | 0.9159 | 0.5063 | 0.9159 | 0.9570 |
| No log | 2.5 | 280 | 1.2403 | 0.4741 | 1.2403 | 1.1137 |
| No log | 2.5179 | 282 | 1.2932 | 0.4511 | 1.2932 | 1.1372 |
| No log | 2.5357 | 284 | 1.1013 | 0.4619 | 1.1013 | 1.0494 |
| No log | 2.5536 | 286 | 1.0521 | 0.4642 | 1.0521 | 1.0257 |
| No log | 2.5714 | 288 | 1.0746 | 0.4707 | 1.0746 | 1.0366 |
| No log | 2.5893 | 290 | 1.0411 | 0.4847 | 1.0411 | 1.0204 |
| No log | 2.6071 | 292 | 1.0215 | 0.4799 | 1.0215 | 1.0107 |
| No log | 2.625 | 294 | 1.1090 | 0.4805 | 1.1090 | 1.0531 |
| No log | 2.6429 | 296 | 1.2517 | 0.4351 | 1.2517 | 1.1188 |
| No log | 2.6607 | 298 | 1.2988 | 0.4206 | 1.2988 | 1.1396 |
| No log | 2.6786 | 300 | 1.3312 | 0.4083 | 1.3312 | 1.1538 |
| No log | 2.6964 | 302 | 1.2227 | 0.4346 | 1.2227 | 1.1058 |
| No log | 2.7143 | 304 | 1.0969 | 0.4623 | 1.0969 | 1.0473 |
| No log | 2.7321 | 306 | 0.9747 | 0.5431 | 0.9747 | 0.9873 |
| No log | 2.75 | 308 | 0.9733 | 0.5355 | 0.9733 | 0.9865 |
| No log | 2.7679 | 310 | 1.0348 | 0.5046 | 1.0348 | 1.0173 |
| No log | 2.7857 | 312 | 1.1401 | 0.4746 | 1.1401 | 1.0678 |
| No log | 2.8036 | 314 | 1.1222 | 0.4616 | 1.1222 | 1.0594 |
| No log | 2.8214 | 316 | 0.9910 | 0.4605 | 0.9910 | 0.9955 |
| No log | 2.8393 | 318 | 0.7747 | 0.5383 | 0.7747 | 0.8802 |
| No log | 2.8571 | 320 | 0.6676 | 0.5411 | 0.6676 | 0.8171 |
| No log | 2.875 | 322 | 0.6613 | 0.5039 | 0.6613 | 0.8132 |
| No log | 2.8929 | 324 | 0.6772 | 0.5226 | 0.6772 | 0.8229 |
| No log | 2.9107 | 326 | 0.8128 | 0.5171 | 0.8128 | 0.9016 |
| No log | 2.9286 | 328 | 1.0753 | 0.4202 | 1.0753 | 1.0370 |
| No log | 2.9464 | 330 | 1.1468 | 0.4337 | 1.1468 | 1.0709 |
| No log | 2.9643 | 332 | 1.0050 | 0.4329 | 1.0050 | 1.0025 |
| No log | 2.9821 | 334 | 0.8074 | 0.4936 | 0.8074 | 0.8986 |
| No log | 3.0 | 336 | 0.6991 | 0.5562 | 0.6991 | 0.8361 |
| No log | 3.0179 | 338 | 0.6836 | 0.5397 | 0.6836 | 0.8268 |
| No log | 3.0357 | 340 | 0.7047 | 0.54 | 0.7047 | 0.8395 |
| No log | 3.0536 | 342 | 0.8146 | 0.4985 | 0.8146 | 0.9026 |
| No log | 3.0714 | 344 | 1.0381 | 0.4694 | 1.0381 | 1.0189 |
| No log | 3.0893 | 346 | 1.1100 | 0.4880 | 1.1100 | 1.0536 |
| No log | 3.1071 | 348 | 1.0203 | 0.4924 | 1.0203 | 1.0101 |
| No log | 3.125 | 350 | 0.8502 | 0.4910 | 0.8502 | 0.9221 |
| No log | 3.1429 | 352 | 0.7837 | 0.5142 | 0.7837 | 0.8853 |
| No log | 3.1607 | 354 | 0.8262 | 0.4937 | 0.8262 | 0.9090 |
| No log | 3.1786 | 356 | 0.9497 | 0.4989 | 0.9497 | 0.9745 |
| No log | 3.1964 | 358 | 1.0506 | 0.4650 | 1.0506 | 1.0250 |
| No log | 3.2143 | 360 | 1.0554 | 0.4609 | 1.0554 | 1.0273 |
| No log | 3.2321 | 362 | 1.0313 | 0.4822 | 1.0313 | 1.0155 |
| No log | 3.25 | 364 | 0.9336 | 0.5244 | 0.9336 | 0.9662 |
| No log | 3.2679 | 366 | 0.8475 | 0.5579 | 0.8475 | 0.9206 |
| No log | 3.2857 | 368 | 0.8237 | 0.5569 | 0.8237 | 0.9076 |
| No log | 3.3036 | 370 | 0.8918 | 0.5317 | 0.8918 | 0.9443 |
| No log | 3.3214 | 372 | 1.0322 | 0.4866 | 1.0322 | 1.0160 |
| No log | 3.3393 | 374 | 1.0932 | 0.4589 | 1.0932 | 1.0456 |
| No log | 3.3571 | 376 | 1.0149 | 0.4703 | 1.0149 | 1.0074 |
| No log | 3.375 | 378 | 1.0063 | 0.4650 | 1.0063 | 1.0032 |
| No log | 3.3929 | 380 | 0.9779 | 0.4537 | 0.9779 | 0.9889 |
| No log | 3.4107 | 382 | 0.9800 | 0.4573 | 0.9800 | 0.9900 |
| No log | 3.4286 | 384 | 0.9378 | 0.4762 | 0.9378 | 0.9684 |
| No log | 3.4464 | 386 | 0.9332 | 0.4605 | 0.9332 | 0.9660 |
| No log | 3.4643 | 388 | 0.9814 | 0.4377 | 0.9814 | 0.9907 |
| No log | 3.4821 | 390 | 1.0239 | 0.4542 | 1.0239 | 1.0119 |
| No log | 3.5 | 392 | 1.1438 | 0.4636 | 1.1438 | 1.0695 |
| No log | 3.5179 | 394 | 1.1377 | 0.4425 | 1.1377 | 1.0666 |
| No log | 3.5357 | 396 | 0.9546 | 0.4666 | 0.9546 | 0.9770 |
| No log | 3.5536 | 398 | 0.7196 | 0.5078 | 0.7196 | 0.8483 |
| No log | 3.5714 | 400 | 0.6253 | 0.5738 | 0.6253 | 0.7908 |
| No log | 3.5893 | 402 | 0.6224 | 0.5811 | 0.6224 | 0.7889 |
| No log | 3.6071 | 404 | 0.6795 | 0.5418 | 0.6795 | 0.8243 |
| No log | 3.625 | 406 | 0.8421 | 0.5269 | 0.8421 | 0.9176 |
| No log | 3.6429 | 408 | 0.9605 | 0.4886 | 0.9605 | 0.9800 |
| No log | 3.6607 | 410 | 0.9643 | 0.4886 | 0.9643 | 0.9820 |
| No log | 3.6786 | 412 | 0.8153 | 0.5175 | 0.8153 | 0.9030 |
| No log | 3.6964 | 414 | 0.6524 | 0.5646 | 0.6524 | 0.8077 |
| No log | 3.7143 | 416 | 0.6260 | 0.5969 | 0.6260 | 0.7912 |
| No log | 3.7321 | 418 | 0.6496 | 0.5823 | 0.6496 | 0.8060 |
| No log | 3.75 | 420 | 0.7193 | 0.5307 | 0.7193 | 0.8481 |
| No log | 3.7679 | 422 | 0.9229 | 0.5112 | 0.9229 | 0.9607 |
| No log | 3.7857 | 424 | 1.1508 | 0.5082 | 1.1508 | 1.0728 |
| No log | 3.8036 | 426 | 1.2664 | 0.4895 | 1.2664 | 1.1254 |
| No log | 3.8214 | 428 | 1.1928 | 0.4701 | 1.1928 | 1.0922 |
| No log | 3.8393 | 430 | 1.0193 | 0.4791 | 1.0193 | 1.0096 |
| No log | 3.8571 | 432 | 0.8659 | 0.4944 | 0.8659 | 0.9306 |
| No log | 3.875 | 434 | 0.8219 | 0.5007 | 0.8219 | 0.9066 |
| No log | 3.8929 | 436 | 0.8164 | 0.4934 | 0.8164 | 0.9035 |
| No log | 3.9107 | 438 | 0.8865 | 0.5062 | 0.8865 | 0.9415 |
| No log | 3.9286 | 440 | 1.0037 | 0.4674 | 1.0037 | 1.0019 |
| No log | 3.9464 | 442 | 1.0320 | 0.4764 | 1.0320 | 1.0159 |
| No log | 3.9643 | 444 | 1.0527 | 0.4640 | 1.0527 | 1.0260 |
| No log | 3.9821 | 446 | 0.9484 | 0.4951 | 0.9484 | 0.9739 |
| No log | 4.0 | 448 | 0.8164 | 0.5617 | 0.8164 | 0.9035 |
| No log | 4.0179 | 450 | 0.7178 | 0.5790 | 0.7178 | 0.8472 |
| No log | 4.0357 | 452 | 0.7173 | 0.5724 | 0.7173 | 0.8469 |
| No log | 4.0536 | 454 | 0.7564 | 0.5656 | 0.7564 | 0.8697 |
| No log | 4.0714 | 456 | 0.8812 | 0.5567 | 0.8812 | 0.9387 |
| No log | 4.0893 | 458 | 0.9800 | 0.5254 | 0.9800 | 0.9899 |
| No log | 4.1071 | 460 | 0.9726 | 0.5101 | 0.9726 | 0.9862 |
| No log | 4.125 | 462 | 0.9475 | 0.5349 | 0.9475 | 0.9734 |
| No log | 4.1429 | 464 | 0.9142 | 0.5339 | 0.9142 | 0.9562 |
| No log | 4.1607 | 466 | 0.8706 | 0.5426 | 0.8706 | 0.9331 |
| No log | 4.1786 | 468 | 0.8736 | 0.5532 | 0.8736 | 0.9347 |
| No log | 4.1964 | 470 | 0.8105 | 0.5507 | 0.8105 | 0.9003 |
| No log | 4.2143 | 472 | 0.7698 | 0.5479 | 0.7698 | 0.8774 |
| No log | 4.2321 | 474 | 0.7391 | 0.5529 | 0.7391 | 0.8597 |
| No log | 4.25 | 476 | 0.6868 | 0.5489 | 0.6868 | 0.8287 |
| No log | 4.2679 | 478 | 0.6472 | 0.5587 | 0.6472 | 0.8045 |
| No log | 4.2857 | 480 | 0.6672 | 0.5935 | 0.6672 | 0.8168 |
| No log | 4.3036 | 482 | 0.7589 | 0.5697 | 0.7589 | 0.8711 |
| No log | 4.3214 | 484 | 0.8403 | 0.5780 | 0.8403 | 0.9167 |
| No log | 4.3393 | 486 | 0.9774 | 0.5448 | 0.9774 | 0.9887 |
| No log | 4.3571 | 488 | 1.0953 | 0.5116 | 1.0953 | 1.0466 |
| No log | 4.375 | 490 | 1.1132 | 0.4974 | 1.1132 | 1.0551 |
| No log | 4.3929 | 492 | 1.1130 | 0.4743 | 1.1130 | 1.0550 |
| No log | 4.4107 | 494 | 1.0477 | 0.4740 | 1.0477 | 1.0236 |
| No log | 4.4286 | 496 | 0.9713 | 0.5024 | 0.9713 | 0.9855 |
| No log | 4.4464 | 498 | 0.9269 | 0.4863 | 0.9269 | 0.9628 |
| 0.4537 | 4.4643 | 500 | 0.9619 | 0.4728 | 0.9619 | 0.9808 |
| 0.4537 | 4.4821 | 502 | 1.0508 | 0.4407 | 1.0508 | 1.0251 |
| 0.4537 | 4.5 | 504 | 1.0628 | 0.4166 | 1.0628 | 1.0309 |
| 0.4537 | 4.5179 | 506 | 1.1053 | 0.4196 | 1.1053 | 1.0513 |
| 0.4537 | 4.5357 | 508 | 1.2010 | 0.3861 | 1.2010 | 1.0959 |
| 0.4537 | 4.5536 | 510 | 1.2111 | 0.3919 | 1.2111 | 1.1005 |
| 0.4537 | 4.5714 | 512 | 1.1046 | 0.4292 | 1.1046 | 1.0510 |
| 0.4537 | 4.5893 | 514 | 1.0323 | 0.4513 | 1.0323 | 1.0160 |
| 0.4537 | 4.6071 | 516 | 1.0143 | 0.4570 | 1.0143 | 1.0071 |
| 0.4537 | 4.625 | 518 | 1.0235 | 0.4632 | 1.0235 | 1.0117 |
| 0.4537 | 4.6429 | 520 | 1.0637 | 0.4780 | 1.0637 | 1.0314 |
| 0.4537 | 4.6607 | 522 | 1.1008 | 0.4818 | 1.1008 | 1.0492 |
| 0.4537 | 4.6786 | 524 | 1.0105 | 0.4794 | 1.0105 | 1.0053 |
| 0.4537 | 4.6964 | 526 | 0.8589 | 0.4905 | 0.8589 | 0.9268 |
| 0.4537 | 4.7143 | 528 | 0.7749 | 0.5203 | 0.7749 | 0.8803 |
| 0.4537 | 4.7321 | 530 | 0.7165 | 0.5346 | 0.7165 | 0.8464 |
| 0.4537 | 4.75 | 532 | 0.7318 | 0.5585 | 0.7318 | 0.8554 |
| 0.4537 | 4.7679 | 534 | 0.7540 | 0.5331 | 0.7540 | 0.8683 |
| 0.4537 | 4.7857 | 536 | 0.8289 | 0.5221 | 0.8289 | 0.9104 |
| 0.4537 | 4.8036 | 538 | 0.8260 | 0.5221 | 0.8260 | 0.9088 |
| 0.4537 | 4.8214 | 540 | 0.8499 | 0.5295 | 0.8499 | 0.9219 |
| 0.4537 | 4.8393 | 542 | 0.8008 | 0.4813 | 0.8008 | 0.8949 |
| 0.4537 | 4.8571 | 544 | 0.7745 | 0.5128 | 0.7745 | 0.8800 |
| 0.4537 | 4.875 | 546 | 0.7740 | 0.4885 | 0.7740 | 0.8798 |
| 0.4537 | 4.8929 | 548 | 0.7887 | 0.4809 | 0.7887 | 0.8881 |
| 0.4537 | 4.9107 | 550 | 0.8253 | 0.5177 | 0.8253 | 0.9084 |
| 0.4537 | 4.9286 | 552 | 0.8995 | 0.5232 | 0.8995 | 0.9484 |
| 0.4537 | 4.9464 | 554 | 0.8666 | 0.5232 | 0.8666 | 0.9309 |
| 0.4537 | 4.9643 | 556 | 0.7769 | 0.5305 | 0.7769 | 0.8814 |
| 0.4537 | 4.9821 | 558 | 0.6853 | 0.5397 | 0.6853 | 0.8278 |
| 0.4537 | 5.0 | 560 | 0.6743 | 0.5416 | 0.6743 | 0.8212 |
| 0.4537 | 5.0179 | 562 | 0.7350 | 0.5533 | 0.7350 | 0.8573 |
| 0.4537 | 5.0357 | 564 | 0.8227 | 0.5443 | 0.8227 | 0.9070 |
| 0.4537 | 5.0536 | 566 | 0.8828 | 0.5379 | 0.8828 | 0.9396 |
| 0.4537 | 5.0714 | 568 | 0.9332 | 0.5134 | 0.9332 | 0.9660 |
| 0.4537 | 5.0893 | 570 | 0.9640 | 0.5245 | 0.9640 | 0.9818 |
| 0.4537 | 5.1071 | 572 | 1.0364 | 0.5124 | 1.0364 | 1.0180 |
| 0.4537 | 5.125 | 574 | 1.0530 | 0.5122 | 1.0530 | 1.0262 |
| 0.4537 | 5.1429 | 576 | 0.9466 | 0.5121 | 0.9466 | 0.9729 |
| 0.4537 | 5.1607 | 578 | 0.8021 | 0.5181 | 0.8021 | 0.8956 |
| 0.4537 | 5.1786 | 580 | 0.7376 | 0.5157 | 0.7376 | 0.8588 |
| 0.4537 | 5.1964 | 582 | 0.7295 | 0.5232 | 0.7295 | 0.8541 |
| 0.4537 | 5.2143 | 584 | 0.7690 | 0.5487 | 0.7690 | 0.8769 |
| 0.4537 | 5.2321 | 586 | 0.8170 | 0.5317 | 0.8170 | 0.9039 |
| 0.4537 | 5.25 | 588 | 0.8048 | 0.5213 | 0.8048 | 0.8971 |
| 0.4537 | 5.2679 | 590 | 0.7544 | 0.5128 | 0.7544 | 0.8686 |
| 0.4537 | 5.2857 | 592 | 0.7254 | 0.5350 | 0.7254 | 0.8517 |
| 0.4537 | 5.3036 | 594 | 0.7203 | 0.5304 | 0.7203 | 0.8487 |
| 0.4537 | 5.3214 | 596 | 0.7477 | 0.5487 | 0.7477 | 0.8647 |
| 0.4537 | 5.3393 | 598 | 0.8121 | 0.5325 | 0.8121 | 0.9012 |
| 0.4537 | 5.3571 | 600 | 0.8350 | 0.4862 | 0.8350 | 0.9138 |
| 0.4537 | 5.375 | 602 | 0.7864 | 0.5148 | 0.7864 | 0.8868 |
| 0.4537 | 5.3929 | 604 | 0.7184 | 0.5557 | 0.7184 | 0.8476 |
| 0.4537 | 5.4107 | 606 | 0.7020 | 0.5442 | 0.7020 | 0.8378 |
| 0.4537 | 5.4286 | 608 | 0.7247 | 0.5669 | 0.7247 | 0.8513 |
| 0.4537 | 5.4464 | 610 | 0.7376 | 0.5464 | 0.7376 | 0.8588 |
| 0.4537 | 5.4643 | 612 | 0.7558 | 0.5621 | 0.7558 | 0.8693 |
| 0.4537 | 5.4821 | 614 | 0.7759 | 0.5736 | 0.7759 | 0.8809 |
| 0.4537 | 5.5 | 616 | 0.7894 | 0.5698 | 0.7894 | 0.8885 |
| 0.4537 | 5.5179 | 618 | 0.7599 | 0.5661 | 0.7599 | 0.8717 |
| 0.4537 | 5.5357 | 620 | 0.7076 | 0.5683 | 0.7076 | 0.8412 |
| 0.4537 | 5.5536 | 622 | 0.6959 | 0.5644 | 0.6959 | 0.8342 |
| 0.4537 | 5.5714 | 624 | 0.7364 | 0.5261 | 0.7364 | 0.8582 |
| 0.4537 | 5.5893 | 626 | 0.8118 | 0.5288 | 0.8118 | 0.9010 |
| 0.4537 | 5.6071 | 628 | 0.8710 | 0.5033 | 0.8710 | 0.9333 |
| 0.4537 | 5.625 | 630 | 0.8763 | 0.4961 | 0.8763 | 0.9361 |
| 0.4537 | 5.6429 | 632 | 0.8401 | 0.5101 | 0.8401 | 0.9166 |
| 0.4537 | 5.6607 | 634 | 0.8188 | 0.5101 | 0.8188 | 0.9049 |
| 0.4537 | 5.6786 | 636 | 0.8283 | 0.5101 | 0.8283 | 0.9101 |
| 0.4537 | 5.6964 | 638 | 0.7960 | 0.5101 | 0.7960 | 0.8922 |
| 0.4537 | 5.7143 | 640 | 0.8043 | 0.5226 | 0.8043 | 0.8968 |
| 0.4537 | 5.7321 | 642 | 0.8142 | 0.5035 | 0.8142 | 0.9023 |
| 0.4537 | 5.75 | 644 | 0.8469 | 0.4824 | 0.8469 | 0.9203 |
| 0.4537 | 5.7679 | 646 | 0.8681 | 0.4824 | 0.8681 | 0.9317 |
| 0.4537 | 5.7857 | 648 | 0.8693 | 0.4824 | 0.8693 | 0.9323 |
| 0.4537 | 5.8036 | 650 | 0.8109 | 0.5417 | 0.8109 | 0.9005 |
| 0.4537 | 5.8214 | 652 | 0.7880 | 0.5375 | 0.7880 | 0.8877 |
| 0.4537 | 5.8393 | 654 | 0.7681 | 0.5527 | 0.7681 | 0.8764 |
| 0.4537 | 5.8571 | 656 | 0.7297 | 0.5584 | 0.7297 | 0.8542 |
| 0.4537 | 5.875 | 658 | 0.6877 | 0.5760 | 0.6877 | 0.8293 |
| 0.4537 | 5.8929 | 660 | 0.6575 | 0.5685 | 0.6575 | 0.8109 |
| 0.4537 | 5.9107 | 662 | 0.6610 | 0.5533 | 0.6610 | 0.8130 |
| 0.4537 | 5.9286 | 664 | 0.6956 | 0.5586 | 0.6956 | 0.8340 |
| 0.4537 | 5.9464 | 666 | 0.7251 | 0.5505 | 0.7251 | 0.8515 |
| 0.4537 | 5.9643 | 668 | 0.7400 | 0.5532 | 0.7400 | 0.8602 |
| 0.4537 | 5.9821 | 670 | 0.7521 | 0.5467 | 0.7521 | 0.8672 |
| 0.4537 | 6.0 | 672 | 0.7079 | 0.5311 | 0.7079 | 0.8414 |
| 0.4537 | 6.0179 | 674 | 0.6975 | 0.5281 | 0.6975 | 0.8352 |
| 0.4537 | 6.0357 | 676 | 0.7086 | 0.5142 | 0.7086 | 0.8418 |
| 0.4537 | 6.0536 | 678 | 0.7220 | 0.5665 | 0.7220 | 0.8497 |
| 0.4537 | 6.0714 | 680 | 0.7610 | 0.5570 | 0.7610 | 0.8723 |
| 0.4537 | 6.0893 | 682 | 0.7897 | 0.5156 | 0.7897 | 0.8887 |
| 0.4537 | 6.1071 | 684 | 0.7927 | 0.5129 | 0.7927 | 0.8903 |
| 0.4537 | 6.125 | 686 | 0.7635 | 0.5305 | 0.7635 | 0.8738 |
| 0.4537 | 6.1429 | 688 | 0.7679 | 0.5293 | 0.7679 | 0.8763 |
| 0.4537 | 6.1607 | 690 | 0.8125 | 0.5254 | 0.8125 | 0.9014 |
| 0.4537 | 6.1786 | 692 | 0.8453 | 0.4973 | 0.8453 | 0.9194 |
| 0.4537 | 6.1964 | 694 | 0.8082 | 0.5044 | 0.8082 | 0.8990 |
| 0.4537 | 6.2143 | 696 | 0.7624 | 0.5554 | 0.7624 | 0.8731 |
| 0.4537 | 6.2321 | 698 | 0.6943 | 0.5674 | 0.6943 | 0.8332 |
| 0.4537 | 6.25 | 700 | 0.6276 | 0.5874 | 0.6276 | 0.7922 |
| 0.4537 | 6.2679 | 702 | 0.6133 | 0.5828 | 0.6133 | 0.7831 |
| 0.4537 | 6.2857 | 704 | 0.6356 | 0.5869 | 0.6356 | 0.7972 |
| 0.4537 | 6.3036 | 706 | 0.6895 | 0.5911 | 0.6895 | 0.8303 |
| 0.4537 | 6.3214 | 708 | 0.7663 | 0.5716 | 0.7663 | 0.8754 |
| 0.4537 | 6.3393 | 710 | 0.8441 | 0.5249 | 0.8441 | 0.9187 |
| 0.4537 | 6.3571 | 712 | 0.9159 | 0.5263 | 0.9159 | 0.9570 |
| 0.4537 | 6.375 | 714 | 0.9085 | 0.5197 | 0.9085 | 0.9532 |
| 0.4537 | 6.3929 | 716 | 0.8313 | 0.5375 | 0.8313 | 0.9118 |
| 0.4537 | 6.4107 | 718 | 0.7549 | 0.5570 | 0.7549 | 0.8689 |
| 0.4537 | 6.4286 | 720 | 0.7024 | 0.5360 | 0.7024 | 0.8381 |
| 0.4537 | 6.4464 | 722 | 0.6852 | 0.5504 | 0.6852 | 0.8278 |
| 0.4537 | 6.4643 | 724 | 0.7233 | 0.5732 | 0.7233 | 0.8505 |
| 0.4537 | 6.4821 | 726 | 0.7413 | 0.5686 | 0.7413 | 0.8610 |
| 0.4537 | 6.5 | 728 | 0.7126 | 0.5786 | 0.7126 | 0.8442 |
| 0.4537 | 6.5179 | 730 | 0.7140 | 0.5786 | 0.7140 | 0.8450 |
| 0.4537 | 6.5357 | 732 | 0.7519 | 0.5554 | 0.7519 | 0.8671 |
| 0.4537 | 6.5536 | 734 | 0.8081 | 0.5475 | 0.8081 | 0.8989 |
| 0.4537 | 6.5714 | 736 | 0.8179 | 0.5475 | 0.8179 | 0.9044 |
| 0.4537 | 6.5893 | 738 | 0.8241 | 0.5474 | 0.8241 | 0.9078 |
| 0.4537 | 6.6071 | 740 | 0.8501 | 0.5474 | 0.8501 | 0.9220 |
| 0.4537 | 6.625 | 742 | 0.8306 | 0.5475 | 0.8306 | 0.9114 |
| 0.4537 | 6.6429 | 744 | 0.8038 | 0.5423 | 0.8038 | 0.8965 |
| 0.4537 | 6.6607 | 746 | 0.8087 | 0.5423 | 0.8087 | 0.8993 |
| 0.4537 | 6.6786 | 748 | 0.8114 | 0.5423 | 0.8114 | 0.9008 |
| 0.4537 | 6.6964 | 750 | 0.8499 | 0.5475 | 0.8499 | 0.9219 |
| 0.4537 | 6.7143 | 752 | 0.8520 | 0.5463 | 0.8520 | 0.9230 |
| 0.4537 | 6.7321 | 754 | 0.8191 | 0.5593 | 0.8191 | 0.9051 |
| 0.4537 | 6.75 | 756 | 0.7553 | 0.5462 | 0.7553 | 0.8691 |
| 0.4537 | 6.7679 | 758 | 0.6893 | 0.5654 | 0.6893 | 0.8303 |
| 0.4537 | 6.7857 | 760 | 0.6538 | 0.5760 | 0.6538 | 0.8086 |
| 0.4537 | 6.8036 | 762 | 0.6351 | 0.5851 | 0.6351 | 0.7970 |
| 0.4537 | 6.8214 | 764 | 0.6440 | 0.5851 | 0.6440 | 0.8025 |
| 0.4537 | 6.8393 | 766 | 0.6848 | 0.5916 | 0.6848 | 0.8275 |
| 0.4537 | 6.8571 | 768 | 0.7252 | 0.5823 | 0.7252 | 0.8516 |
| 0.4537 | 6.875 | 770 | 0.7321 | 0.5823 | 0.7321 | 0.8556 |
| 0.4537 | 6.8929 | 772 | 0.7604 | 0.5595 | 0.7604 | 0.8720 |
| 0.4537 | 6.9107 | 774 | 0.7759 | 0.5542 | 0.7759 | 0.8809 |
| 0.4537 | 6.9286 | 776 | 0.7945 | 0.5462 | 0.7945 | 0.8914 |
| 0.4537 | 6.9464 | 778 | 0.8270 | 0.5310 | 0.8270 | 0.9094 |
| 0.4537 | 6.9643 | 780 | 0.8341 | 0.5310 | 0.8341 | 0.9133 |
| 0.4537 | 6.9821 | 782 | 0.8363 | 0.5339 | 0.8363 | 0.9145 |
| 0.4537 | 7.0 | 784 | 0.8181 | 0.5339 | 0.8181 | 0.9045 |
| 0.4537 | 7.0179 | 786 | 0.8115 | 0.5339 | 0.8115 | 0.9008 |
| 0.4537 | 7.0357 | 788 | 0.7811 | 0.5606 | 0.7811 | 0.8838 |
| 0.4537 | 7.0536 | 790 | 0.7342 | 0.5748 | 0.7342 | 0.8569 |
| 0.4537 | 7.0714 | 792 | 0.6924 | 0.5420 | 0.6924 | 0.8321 |
| 0.4537 | 7.0893 | 794 | 0.6711 | 0.5587 | 0.6711 | 0.8192 |
| 0.4537 | 7.1071 | 796 | 0.6624 | 0.5632 | 0.6624 | 0.8139 |
| 0.4537 | 7.125 | 798 | 0.6821 | 0.5617 | 0.6821 | 0.8259 |
| 0.4537 | 7.1429 | 800 | 0.7287 | 0.5489 | 0.7287 | 0.8536 |
| 0.4537 | 7.1607 | 802 | 0.8238 | 0.4910 | 0.8238 | 0.9076 |
| 0.4537 | 7.1786 | 804 | 0.9359 | 0.5072 | 0.9359 | 0.9674 |
| 0.4537 | 7.1964 | 806 | 1.0356 | 0.4911 | 1.0356 | 1.0177 |
| 0.4537 | 7.2143 | 808 | 1.0527 | 0.4803 | 1.0527 | 1.0260 |
| 0.4537 | 7.2321 | 810 | 0.9989 | 0.4982 | 0.9989 | 0.9995 |
| 0.4537 | 7.25 | 812 | 0.9289 | 0.4961 | 0.9289 | 0.9638 |
| 0.4537 | 7.2679 | 814 | 0.8446 | 0.4888 | 0.8446 | 0.9190 |
| 0.4537 | 7.2857 | 816 | 0.7772 | 0.5297 | 0.7772 | 0.8816 |
| 0.4537 | 7.3036 | 818 | 0.7437 | 0.5413 | 0.7437 | 0.8624 |
| 0.4537 | 7.3214 | 820 | 0.7359 | 0.5395 | 0.7359 | 0.8578 |
| 0.4537 | 7.3393 | 822 | 0.7393 | 0.5395 | 0.7393 | 0.8598 |
| 0.4537 | 7.3571 | 824 | 0.7455 | 0.5453 | 0.7455 | 0.8634 |
| 0.4537 | 7.375 | 826 | 0.7288 | 0.5541 | 0.7288 | 0.8537 |
| 0.4537 | 7.3929 | 828 | 0.7006 | 0.5482 | 0.7006 | 0.8370 |
| 0.4537 | 7.4107 | 830 | 0.7095 | 0.5763 | 0.7095 | 0.8423 |
| 0.4537 | 7.4286 | 832 | 0.7231 | 0.5671 | 0.7231 | 0.8504 |
| 0.4537 | 7.4464 | 834 | 0.7282 | 0.5708 | 0.7282 | 0.8533 |
| 0.4537 | 7.4643 | 836 | 0.7301 | 0.5722 | 0.7301 | 0.8544 |
| 0.4537 | 7.4821 | 838 | 0.7683 | 0.5106 | 0.7683 | 0.8765 |
| 0.4537 | 7.5 | 840 | 0.8161 | 0.5281 | 0.8161 | 0.9034 |
| 0.4537 | 7.5179 | 842 | 0.8553 | 0.5375 | 0.8553 | 0.9248 |
| 0.4537 | 7.5357 | 844 | 0.8822 | 0.5132 | 0.8822 | 0.9393 |
| 0.4537 | 7.5536 | 846 | 0.8972 | 0.5010 | 0.8972 | 0.9472 |
| 0.4537 | 7.5714 | 848 | 0.8869 | 0.4960 | 0.8869 | 0.9417 |
| 0.4537 | 7.5893 | 850 | 0.8581 | 0.5084 | 0.8581 | 0.9264 |
| 0.4537 | 7.6071 | 852 | 0.8194 | 0.5284 | 0.8194 | 0.9052 |
| 0.4537 | 7.625 | 854 | 0.7947 | 0.5236 | 0.7947 | 0.8915 |
| 0.4537 | 7.6429 | 856 | 0.7928 | 0.5246 | 0.7928 | 0.8904 |
| 0.4537 | 7.6607 | 858 | 0.8161 | 0.5236 | 0.8161 | 0.9034 |
| 0.4537 | 7.6786 | 860 | 0.8688 | 0.4794 | 0.8688 | 0.9321 |
| 0.4537 | 7.6964 | 862 | 0.9125 | 0.4838 | 0.9125 | 0.9552 |
| 0.4537 | 7.7143 | 864 | 0.9382 | 0.4707 | 0.9382 | 0.9686 |
| 0.4537 | 7.7321 | 866 | 0.9395 | 0.4762 | 0.9395 | 0.9693 |
| 0.4537 | 7.75 | 868 | 0.9192 | 0.4788 | 0.9192 | 0.9587 |
| 0.4537 | 7.7679 | 870 | 0.8911 | 0.4788 | 0.8911 | 0.9440 |
| 0.4537 | 7.7857 | 872 | 0.8882 | 0.4863 | 0.8882 | 0.9425 |
| 0.4537 | 7.8036 | 874 | 0.8801 | 0.4863 | 0.8801 | 0.9381 |
| 0.4537 | 7.8214 | 876 | 0.8379 | 0.4875 | 0.8379 | 0.9154 |
| 0.4537 | 7.8393 | 878 | 0.8155 | 0.5189 | 0.8155 | 0.9031 |
| 0.4537 | 7.8571 | 880 | 0.8154 | 0.5240 | 0.8154 | 0.9030 |
| 0.4537 | 7.875 | 882 | 0.8093 | 0.5240 | 0.8093 | 0.8996 |
| 0.4537 | 7.8929 | 884 | 0.8239 | 0.4990 | 0.8239 | 0.9077 |
| 0.4537 | 7.9107 | 886 | 0.8165 | 0.5041 | 0.8165 | 0.9036 |
| 0.4537 | 7.9286 | 888 | 0.7969 | 0.5119 | 0.7969 | 0.8927 |
| 0.4537 | 7.9464 | 890 | 0.7978 | 0.5119 | 0.7978 | 0.8932 |
| 0.4537 | 7.9643 | 892 | 0.8190 | 0.4990 | 0.8190 | 0.9050 |
| 0.4537 | 7.9821 | 894 | 0.8506 | 0.4844 | 0.8506 | 0.9223 |
| 0.4537 | 8.0 | 896 | 0.8548 | 0.4844 | 0.8548 | 0.9245 |
| 0.4537 | 8.0179 | 898 | 0.8644 | 0.4844 | 0.8644 | 0.9297 |
| 0.4537 | 8.0357 | 900 | 0.8652 | 0.4844 | 0.8652 | 0.9302 |
| 0.4537 | 8.0536 | 902 | 0.8376 | 0.4743 | 0.8376 | 0.9152 |
| 0.4537 | 8.0714 | 904 | 0.8186 | 0.5317 | 0.8186 | 0.9048 |
| 0.4537 | 8.0893 | 906 | 0.8193 | 0.5317 | 0.8193 | 0.9051 |
| 0.4537 | 8.1071 | 908 | 0.8245 | 0.5189 | 0.8245 | 0.9080 |
| 0.4537 | 8.125 | 910 | 0.8175 | 0.5189 | 0.8175 | 0.9041 |
| 0.4537 | 8.1429 | 912 | 0.8252 | 0.5065 | 0.8252 | 0.9084 |
| 0.4537 | 8.1607 | 914 | 0.8223 | 0.5193 | 0.8223 | 0.9068 |
| 0.4537 | 8.1786 | 916 | 0.8165 | 0.5317 | 0.8165 | 0.9036 |
| 0.4537 | 8.1964 | 918 | 0.8039 | 0.5317 | 0.8039 | 0.8966 |
| 0.4537 | 8.2143 | 920 | 0.8221 | 0.5317 | 0.8221 | 0.9067 |
| 0.4537 | 8.2321 | 922 | 0.8521 | 0.5361 | 0.8521 | 0.9231 |
| 0.4537 | 8.25 | 924 | 0.8837 | 0.4990 | 0.8837 | 0.9400 |
| 0.4537 | 8.2679 | 926 | 0.8943 | 0.4990 | 0.8943 | 0.9457 |
| 0.4537 | 8.2857 | 928 | 0.8760 | 0.5062 | 0.8760 | 0.9360 |
| 0.4537 | 8.3036 | 930 | 0.8667 | 0.5299 | 0.8667 | 0.9310 |
| 0.4537 | 8.3214 | 932 | 0.8523 | 0.5310 | 0.8523 | 0.9232 |
| 0.4537 | 8.3393 | 934 | 0.8292 | 0.5310 | 0.8292 | 0.9106 |
| 0.4537 | 8.3571 | 936 | 0.8075 | 0.5310 | 0.8075 | 0.8986 |
| 0.4537 | 8.375 | 938 | 0.7901 | 0.5269 | 0.7901 | 0.8889 |
| 0.4537 | 8.3929 | 940 | 0.7815 | 0.5269 | 0.7815 | 0.8840 |
| 0.4537 | 8.4107 | 942 | 0.7865 | 0.5320 | 0.7865 | 0.8868 |
| 0.4537 | 8.4286 | 944 | 0.7873 | 0.5320 | 0.7873 | 0.8873 |
| 0.4537 | 8.4464 | 946 | 0.7916 | 0.5320 | 0.7916 | 0.8897 |
| 0.4537 | 8.4643 | 948 | 0.8075 | 0.5320 | 0.8075 | 0.8986 |
| 0.4537 | 8.4821 | 950 | 0.8327 | 0.5179 | 0.8327 | 0.9125 |
| 0.4537 | 8.5 | 952 | 0.8638 | 0.5332 | 0.8638 | 0.9294 |
| 0.4537 | 8.5179 | 954 | 0.8778 | 0.5206 | 0.8778 | 0.9369 |
| 0.4537 | 8.5357 | 956 | 0.8855 | 0.5206 | 0.8855 | 0.9410 |
| 0.4537 | 8.5536 | 958 | 0.8874 | 0.5332 | 0.8874 | 0.9420 |
| 0.4537 | 8.5714 | 960 | 0.9006 | 0.5206 | 0.9006 | 0.9490 |
| 0.4537 | 8.5893 | 962 | 0.9218 | 0.4968 | 0.9218 | 0.9601 |
| 0.4537 | 8.6071 | 964 | 0.9179 | 0.4968 | 0.9179 | 0.9581 |
| 0.4537 | 8.625 | 966 | 0.9059 | 0.5088 | 0.9059 | 0.9518 |
| 0.4537 | 8.6429 | 968 | 0.8809 | 0.5225 | 0.8809 | 0.9386 |
| 0.4537 | 8.6607 | 970 | 0.8488 | 0.5361 | 0.8488 | 0.9213 |
| 0.4537 | 8.6786 | 972 | 0.8338 | 0.5310 | 0.8338 | 0.9131 |
| 0.4537 | 8.6964 | 974 | 0.8238 | 0.5310 | 0.8238 | 0.9076 |
| 0.4537 | 8.7143 | 976 | 0.8126 | 0.5310 | 0.8126 | 0.9015 |
| 0.4537 | 8.7321 | 978 | 0.7993 | 0.5101 | 0.7993 | 0.8940 |
| 0.4537 | 8.75 | 980 | 0.7817 | 0.5243 | 0.7817 | 0.8841 |
| 0.4537 | 8.7679 | 982 | 0.7704 | 0.5243 | 0.7704 | 0.8777 |
| 0.4537 | 8.7857 | 984 | 0.7722 | 0.5243 | 0.7722 | 0.8787 |
| 0.4537 | 8.8036 | 986 | 0.7797 | 0.5243 | 0.7797 | 0.8830 |
| 0.4537 | 8.8214 | 988 | 0.7951 | 0.5243 | 0.7951 | 0.8917 |
| 0.4537 | 8.8393 | 990 | 0.7986 | 0.5243 | 0.7986 | 0.8936 |
| 0.4537 | 8.8571 | 992 | 0.8016 | 0.5280 | 0.8016 | 0.8953 |
| 0.4537 | 8.875 | 994 | 0.8039 | 0.5280 | 0.8039 | 0.8966 |
| 0.4537 | 8.8929 | 996 | 0.8132 | 0.5331 | 0.8132 | 0.9018 |
| 0.4537 | 8.9107 | 998 | 0.8365 | 0.5299 | 0.8365 | 0.9146 |
| 0.0718 | 8.9286 | 1000 | 0.8556 | 0.5391 | 0.8556 | 0.9250 |
| 0.0718 | 8.9464 | 1002 | 0.8726 | 0.5441 | 0.8726 | 0.9342 |
| 0.0718 | 8.9643 | 1004 | 0.8925 | 0.5441 | 0.8925 | 0.9447 |
| 0.0718 | 8.9821 | 1006 | 0.9086 | 0.5206 | 0.9086 | 0.9532 |
| 0.0718 | 9.0 | 1008 | 0.9225 | 0.5206 | 0.9225 | 0.9604 |
| 0.0718 | 9.0179 | 1010 | 0.9211 | 0.5206 | 0.9211 | 0.9597 |
| 0.0718 | 9.0357 | 1012 | 0.9106 | 0.5206 | 0.9106 | 0.9543 |
| 0.0718 | 9.0536 | 1014 | 0.8968 | 0.5206 | 0.8968 | 0.9470 |
| 0.0718 | 9.0714 | 1016 | 0.8741 | 0.5206 | 0.8741 | 0.9350 |
| 0.0718 | 9.0893 | 1018 | 0.8661 | 0.5161 | 0.8661 | 0.9306 |
| 0.0718 | 9.1071 | 1020 | 0.8499 | 0.54 | 0.8499 | 0.9219 |
| 0.0718 | 9.125 | 1022 | 0.8283 | 0.5349 | 0.8283 | 0.9101 |
| 0.0718 | 9.1429 | 1024 | 0.8149 | 0.5320 | 0.8149 | 0.9027 |
| 0.0718 | 9.1607 | 1026 | 0.8064 | 0.5320 | 0.8064 | 0.8980 |
| 0.0718 | 9.1786 | 1028 | 0.8040 | 0.5320 | 0.8040 | 0.8966 |
| 0.0718 | 9.1964 | 1030 | 0.8084 | 0.5320 | 0.8084 | 0.8991 |
| 0.0718 | 9.2143 | 1032 | 0.8162 | 0.5349 | 0.8162 | 0.9034 |
| 0.0718 | 9.2321 | 1034 | 0.8262 | 0.54 | 0.8262 | 0.9089 |
| 0.0718 | 9.25 | 1036 | 0.8365 | 0.54 | 0.8365 | 0.9146 |
| 0.0718 | 9.2679 | 1038 | 0.8540 | 0.5161 | 0.8540 | 0.9241 |
| 0.0718 | 9.2857 | 1040 | 0.8639 | 0.5161 | 0.8639 | 0.9294 |
| 0.0718 | 9.3036 | 1042 | 0.8659 | 0.5211 | 0.8659 | 0.9305 |
| 0.0718 | 9.3214 | 1044 | 0.8675 | 0.5211 | 0.8675 | 0.9314 |
| 0.0718 | 9.3393 | 1046 | 0.8666 | 0.5211 | 0.8666 | 0.9309 |
| 0.0718 | 9.3571 | 1048 | 0.8700 | 0.5211 | 0.8700 | 0.9327 |
| 0.0718 | 9.375 | 1050 | 0.8761 | 0.5211 | 0.8761 | 0.9360 |
| 0.0718 | 9.3929 | 1052 | 0.8825 | 0.5211 | 0.8825 | 0.9394 |
| 0.0718 | 9.4107 | 1054 | 0.8877 | 0.5211 | 0.8877 | 0.9422 |
| 0.0718 | 9.4286 | 1056 | 0.8873 | 0.5211 | 0.8873 | 0.9420 |
| 0.0718 | 9.4464 | 1058 | 0.8885 | 0.5211 | 0.8885 | 0.9426 |
| 0.0718 | 9.4643 | 1060 | 0.8811 | 0.5211 | 0.8811 | 0.9387 |
| 0.0718 | 9.4821 | 1062 | 0.8692 | 0.5161 | 0.8692 | 0.9323 |
| 0.0718 | 9.5 | 1064 | 0.8605 | 0.5161 | 0.8605 | 0.9276 |
| 0.0718 | 9.5179 | 1066 | 0.8495 | 0.5161 | 0.8495 | 0.9217 |
| 0.0718 | 9.5357 | 1068 | 0.8408 | 0.5161 | 0.8408 | 0.9170 |
| 0.0718 | 9.5536 | 1070 | 0.8255 | 0.54 | 0.8255 | 0.9086 |
| 0.0718 | 9.5714 | 1072 | 0.8088 | 0.5361 | 0.8088 | 0.8993 |
| 0.0718 | 9.5893 | 1074 | 0.7965 | 0.5310 | 0.7965 | 0.8925 |
| 0.0718 | 9.6071 | 1076 | 0.7875 | 0.5395 | 0.7875 | 0.8874 |
| 0.0718 | 9.625 | 1078 | 0.7785 | 0.5351 | 0.7785 | 0.8823 |
| 0.0718 | 9.6429 | 1080 | 0.7744 | 0.5297 | 0.7744 | 0.8800 |
| 0.0718 | 9.6607 | 1082 | 0.7730 | 0.5297 | 0.7730 | 0.8792 |
| 0.0718 | 9.6786 | 1084 | 0.7723 | 0.5297 | 0.7723 | 0.8788 |
| 0.0718 | 9.6964 | 1086 | 0.7725 | 0.5297 | 0.7725 | 0.8789 |
| 0.0718 | 9.7143 | 1088 | 0.7728 | 0.5297 | 0.7728 | 0.8791 |
| 0.0718 | 9.7321 | 1090 | 0.7760 | 0.5351 | 0.7760 | 0.8809 |
| 0.0718 | 9.75 | 1092 | 0.7805 | 0.5351 | 0.7805 | 0.8834 |
| 0.0718 | 9.7679 | 1094 | 0.7808 | 0.5351 | 0.7808 | 0.8836 |
| 0.0718 | 9.7857 | 1096 | 0.7820 | 0.5351 | 0.7820 | 0.8843 |
| 0.0718 | 9.8036 | 1098 | 0.7850 | 0.5395 | 0.7850 | 0.8860 |
| 0.0718 | 9.8214 | 1100 | 0.7885 | 0.5372 | 0.7885 | 0.8880 |
| 0.0718 | 9.8393 | 1102 | 0.7916 | 0.5423 | 0.7916 | 0.8897 |
| 0.0718 | 9.8571 | 1104 | 0.7957 | 0.5412 | 0.7957 | 0.8920 |
| 0.0718 | 9.875 | 1106 | 0.7989 | 0.5412 | 0.7989 | 0.8938 |
| 0.0718 | 9.8929 | 1108 | 0.8027 | 0.5412 | 0.8027 | 0.8959 |
| 0.0718 | 9.9107 | 1110 | 0.8041 | 0.5412 | 0.8041 | 0.8967 |
| 0.0718 | 9.9286 | 1112 | 0.8046 | 0.5412 | 0.8046 | 0.8970 |
| 0.0718 | 9.9464 | 1114 | 0.8047 | 0.5412 | 0.8047 | 0.8970 |
| 0.0718 | 9.9643 | 1116 | 0.8052 | 0.5412 | 0.8052 | 0.8973 |
| 0.0718 | 9.9821 | 1118 | 0.8055 | 0.5412 | 0.8055 | 0.8975 |
| 0.0718 | 10.0 | 1120 | 0.8056 | 0.5412 | 0.8056 | 0.8976 |
Framework versions
- Transformers 4.44.2
- Pytorch 2.4.0+cu118
- Datasets 2.21.0
- Tokenizers 0.19.1
- Downloads last month
- 2
Model tree for MayBashendy/ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run1_AugV5_k20_task2_organization
Base model
aubmindlab/bert-base-arabertv02