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---
library_name: transformers
base_model: aubmindlab/bert-base-arabertv02
tags:
- generated_from_trainer
model-index:
- name: Arabic_FineTuningAraBERT_AugV4-trial2_k4_task1_organization_fold0
results: []
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# Arabic_FineTuningAraBERT_AugV4-trial2_k4_task1_organization_fold0
This model is a fine-tuned version of [aubmindlab/bert-base-arabertv02](https://huggingface.co./aubmindlab/bert-base-arabertv02) on the None dataset.
It achieves the following results on the evaluation set:
- Loss: 0.6817
- Qwk: 0.8349
- Mse: 0.6817
- Rmse: 0.8257
## 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 | 0.0230 | 2 | 4.6717 | 0.0120 | 4.6717 | 2.1614 |
| No log | 0.0460 | 4 | 2.6310 | 0.0904 | 2.6310 | 1.6220 |
| No log | 0.0690 | 6 | 1.8203 | 0.0985 | 1.8203 | 1.3492 |
| No log | 0.0920 | 8 | 1.2905 | 0.1582 | 1.2905 | 1.1360 |
| No log | 0.1149 | 10 | 1.1781 | 0.2533 | 1.1781 | 1.0854 |
| No log | 0.1379 | 12 | 1.7248 | 0.1873 | 1.7248 | 1.3133 |
| No log | 0.1609 | 14 | 2.0409 | 0.1873 | 2.0409 | 1.4286 |
| No log | 0.1839 | 16 | 1.7260 | 0.2145 | 1.7260 | 1.3138 |
| No log | 0.2069 | 18 | 1.4981 | 0.1163 | 1.4981 | 1.2240 |
| No log | 0.2299 | 20 | 1.6138 | 0.2145 | 1.6138 | 1.2704 |
| No log | 0.2529 | 22 | 1.6208 | 0.2145 | 1.6208 | 1.2731 |
| No log | 0.2759 | 24 | 1.5791 | 0.3226 | 1.5791 | 1.2566 |
| No log | 0.2989 | 26 | 1.5467 | 0.3043 | 1.5467 | 1.2437 |
| No log | 0.3218 | 28 | 1.5058 | 0.2776 | 1.5058 | 1.2271 |
| No log | 0.3448 | 30 | 1.5761 | 0.1913 | 1.5761 | 1.2554 |
| No log | 0.3678 | 32 | 1.8652 | 0.0801 | 1.8652 | 1.3657 |
| No log | 0.3908 | 34 | 2.0937 | 0.0801 | 2.0937 | 1.4470 |
| No log | 0.4138 | 36 | 2.0084 | 0.0801 | 2.0084 | 1.4172 |
| No log | 0.4368 | 38 | 1.8749 | 0.1075 | 1.8749 | 1.3693 |
| No log | 0.4598 | 40 | 1.7937 | 0.1075 | 1.7937 | 1.3393 |
| No log | 0.4828 | 42 | 1.8482 | 0.1075 | 1.8482 | 1.3595 |
| No log | 0.5057 | 44 | 1.7028 | 0.1873 | 1.7028 | 1.3049 |
| No log | 0.5287 | 46 | 1.4863 | 0.3226 | 1.4863 | 1.2191 |
| No log | 0.5517 | 48 | 1.3814 | 0.3511 | 1.3814 | 1.1753 |
| No log | 0.5747 | 50 | 1.3403 | 0.3511 | 1.3403 | 1.1577 |
| No log | 0.5977 | 52 | 1.2441 | 0.3259 | 1.2441 | 1.1154 |
| No log | 0.6207 | 54 | 1.1038 | 0.5095 | 1.1038 | 1.0506 |
| No log | 0.6437 | 56 | 0.9964 | 0.5095 | 0.9964 | 0.9982 |
| No log | 0.6667 | 58 | 1.0923 | 0.5064 | 1.0923 | 1.0451 |
| No log | 0.6897 | 60 | 1.2512 | 0.5273 | 1.2512 | 1.1186 |
| No log | 0.7126 | 62 | 0.9514 | 0.5916 | 0.9514 | 0.9754 |
| No log | 0.7356 | 64 | 0.8157 | 0.6915 | 0.8157 | 0.9031 |
| No log | 0.7586 | 66 | 0.7516 | 0.6915 | 0.7516 | 0.8670 |
| No log | 0.7816 | 68 | 1.1199 | 0.6030 | 1.1199 | 1.0583 |
| No log | 0.8046 | 70 | 1.3560 | 0.5714 | 1.3560 | 1.1645 |
| No log | 0.8276 | 72 | 1.1543 | 0.6818 | 1.1543 | 1.0744 |
| No log | 0.8506 | 74 | 0.7552 | 0.6842 | 0.7552 | 0.8691 |
| No log | 0.8736 | 76 | 0.7124 | 0.6003 | 0.7124 | 0.8440 |
| No log | 0.8966 | 78 | 0.8358 | 0.4316 | 0.8358 | 0.9142 |
| No log | 0.9195 | 80 | 0.7117 | 0.6274 | 0.7117 | 0.8436 |
| No log | 0.9425 | 82 | 0.6841 | 0.6774 | 0.6841 | 0.8271 |
| No log | 0.9655 | 84 | 0.7539 | 0.7277 | 0.7539 | 0.8683 |
| No log | 0.9885 | 86 | 0.9905 | 0.6509 | 0.9905 | 0.9953 |
| No log | 1.0115 | 88 | 0.9145 | 0.7063 | 0.9145 | 0.9563 |
| No log | 1.0345 | 90 | 0.8637 | 0.7704 | 0.8637 | 0.9293 |
| No log | 1.0575 | 92 | 0.7875 | 0.7614 | 0.7875 | 0.8874 |
| No log | 1.0805 | 94 | 0.7879 | 0.7451 | 0.7879 | 0.8877 |
| No log | 1.1034 | 96 | 0.7504 | 0.6524 | 0.7504 | 0.8662 |
| No log | 1.1264 | 98 | 0.7723 | 0.6038 | 0.7723 | 0.8788 |
| No log | 1.1494 | 100 | 0.7785 | 0.6706 | 0.7785 | 0.8823 |
| No log | 1.1724 | 102 | 0.9737 | 0.6996 | 0.9737 | 0.9867 |
| No log | 1.1954 | 104 | 1.0146 | 0.6917 | 1.0146 | 1.0073 |
| No log | 1.2184 | 106 | 0.9514 | 0.7430 | 0.9514 | 0.9754 |
| No log | 1.2414 | 108 | 0.7730 | 0.6836 | 0.7730 | 0.8792 |
| No log | 1.2644 | 110 | 0.6958 | 0.6309 | 0.6958 | 0.8341 |
| No log | 1.2874 | 112 | 0.7437 | 0.5898 | 0.7437 | 0.8624 |
| No log | 1.3103 | 114 | 0.7804 | 0.6143 | 0.7804 | 0.8834 |
| No log | 1.3333 | 116 | 0.8483 | 0.6143 | 0.8483 | 0.9211 |
| No log | 1.3563 | 118 | 0.9956 | 0.7226 | 0.9956 | 0.9978 |
| No log | 1.3793 | 120 | 0.9109 | 0.6635 | 0.9109 | 0.9544 |
| No log | 1.4023 | 122 | 0.7171 | 0.6775 | 0.7171 | 0.8468 |
| No log | 1.4253 | 124 | 0.6608 | 0.6310 | 0.6608 | 0.8129 |
| No log | 1.4483 | 126 | 0.6572 | 0.6354 | 0.6572 | 0.8107 |
| No log | 1.4713 | 128 | 0.7699 | 0.6246 | 0.7699 | 0.8774 |
| No log | 1.4943 | 130 | 1.0575 | 0.7709 | 1.0575 | 1.0283 |
| No log | 1.5172 | 132 | 1.1871 | 0.7157 | 1.1871 | 1.0895 |
| No log | 1.5402 | 134 | 1.0681 | 0.7157 | 1.0681 | 1.0335 |
| No log | 1.5632 | 136 | 0.8735 | 0.8019 | 0.8735 | 0.9346 |
| No log | 1.5862 | 138 | 0.8001 | 0.8019 | 0.8001 | 0.8945 |
| No log | 1.6092 | 140 | 0.8505 | 0.7793 | 0.8505 | 0.9222 |
| No log | 1.6322 | 142 | 1.0108 | 0.7157 | 1.0108 | 1.0054 |
| No log | 1.6552 | 144 | 1.1280 | 0.7081 | 1.1280 | 1.0621 |
| No log | 1.6782 | 146 | 1.0381 | 0.7014 | 1.0381 | 1.0189 |
| No log | 1.7011 | 148 | 0.8084 | 0.6907 | 0.8084 | 0.8991 |
| No log | 1.7241 | 150 | 0.6831 | 0.7689 | 0.6831 | 0.8265 |
| No log | 1.7471 | 152 | 0.6730 | 0.7689 | 0.6730 | 0.8204 |
| No log | 1.7701 | 154 | 0.7076 | 0.7156 | 0.7076 | 0.8412 |
| No log | 1.7931 | 156 | 0.8978 | 0.7277 | 0.8978 | 0.9475 |
| No log | 1.8161 | 158 | 1.2420 | 0.7081 | 1.2420 | 1.1144 |
| No log | 1.8391 | 160 | 1.3984 | 0.5211 | 1.3984 | 1.1825 |
| No log | 1.8621 | 162 | 1.3574 | 0.5211 | 1.3574 | 1.1651 |
| No log | 1.8851 | 164 | 1.2221 | 0.6447 | 1.2221 | 1.1055 |
| No log | 1.9080 | 166 | 1.0398 | 0.7692 | 1.0398 | 1.0197 |
| No log | 1.9310 | 168 | 0.8311 | 0.7692 | 0.8311 | 0.9117 |
| No log | 1.9540 | 170 | 0.7330 | 0.7525 | 0.7330 | 0.8562 |
| No log | 1.9770 | 172 | 0.7504 | 0.7346 | 0.7504 | 0.8663 |
| No log | 2.0 | 174 | 0.9387 | 0.7514 | 0.9387 | 0.9689 |
| No log | 2.0230 | 176 | 1.1613 | 0.7598 | 1.1613 | 1.0776 |
| No log | 2.0460 | 178 | 1.0575 | 0.7911 | 1.0575 | 1.0283 |
| No log | 2.0690 | 180 | 0.8279 | 0.8051 | 0.8279 | 0.9099 |
| No log | 2.0920 | 182 | 0.6375 | 0.7529 | 0.6375 | 0.7984 |
| No log | 2.1149 | 184 | 0.6003 | 0.7008 | 0.6003 | 0.7748 |
| No log | 2.1379 | 186 | 0.6390 | 0.7620 | 0.6390 | 0.7994 |
| No log | 2.1609 | 188 | 0.6215 | 0.8022 | 0.6215 | 0.7883 |
| No log | 2.1839 | 190 | 0.5734 | 0.7451 | 0.5734 | 0.7572 |
| No log | 2.2069 | 192 | 0.6156 | 0.7686 | 0.6156 | 0.7846 |
| No log | 2.2299 | 194 | 0.6535 | 0.7686 | 0.6535 | 0.8084 |
| No log | 2.2529 | 196 | 0.6376 | 0.7686 | 0.6376 | 0.7985 |
| No log | 2.2759 | 198 | 0.6920 | 0.7927 | 0.6920 | 0.8318 |
| No log | 2.2989 | 200 | 0.8408 | 0.8232 | 0.8408 | 0.9169 |
| No log | 2.3218 | 202 | 1.0101 | 0.8161 | 1.0101 | 1.0050 |
| No log | 2.3448 | 204 | 0.9326 | 0.8283 | 0.9326 | 0.9657 |
| No log | 2.3678 | 206 | 0.7578 | 0.8283 | 0.7578 | 0.8705 |
| No log | 2.3908 | 208 | 0.6422 | 0.8513 | 0.6422 | 0.8014 |
| No log | 2.4138 | 210 | 0.6539 | 0.8513 | 0.6539 | 0.8086 |
| No log | 2.4368 | 212 | 0.7591 | 0.8120 | 0.7591 | 0.8713 |
| No log | 2.4598 | 214 | 0.8696 | 0.7685 | 0.8696 | 0.9325 |
| No log | 2.4828 | 216 | 1.0539 | 0.7358 | 1.0539 | 1.0266 |
| No log | 2.5057 | 218 | 1.2073 | 0.7354 | 1.2073 | 1.0988 |
| No log | 2.5287 | 220 | 1.0148 | 0.7756 | 1.0148 | 1.0074 |
| No log | 2.5517 | 222 | 0.8602 | 0.7756 | 0.8602 | 0.9275 |
| No log | 2.5747 | 224 | 0.8278 | 0.7849 | 0.8278 | 0.9098 |
| No log | 2.5977 | 226 | 0.7453 | 0.8229 | 0.7453 | 0.8633 |
| No log | 2.6207 | 228 | 0.7337 | 0.8094 | 0.7337 | 0.8566 |
| No log | 2.6437 | 230 | 0.7196 | 0.8094 | 0.7196 | 0.8483 |
| No log | 2.6667 | 232 | 0.8002 | 0.8094 | 0.8002 | 0.8945 |
| No log | 2.6897 | 234 | 0.9353 | 0.7819 | 0.9353 | 0.9671 |
| No log | 2.7126 | 236 | 0.9431 | 0.7819 | 0.9431 | 0.9711 |
| No log | 2.7356 | 238 | 0.9533 | 0.7819 | 0.9533 | 0.9764 |
| No log | 2.7586 | 240 | 1.0508 | 0.7417 | 1.0508 | 1.0251 |
| No log | 2.7816 | 242 | 0.9901 | 0.7525 | 0.9901 | 0.9950 |
| No log | 2.8046 | 244 | 0.8684 | 0.8094 | 0.8684 | 0.9319 |
| No log | 2.8276 | 246 | 0.6818 | 0.7823 | 0.6818 | 0.8257 |
| No log | 2.8506 | 248 | 0.5072 | 0.7882 | 0.5072 | 0.7122 |
| No log | 2.8736 | 250 | 0.4467 | 0.7298 | 0.4467 | 0.6683 |
| No log | 2.8966 | 252 | 0.4544 | 0.7533 | 0.4544 | 0.6741 |
| No log | 2.9195 | 254 | 0.5785 | 0.8298 | 0.5785 | 0.7606 |
| No log | 2.9425 | 256 | 0.7819 | 0.7756 | 0.7819 | 0.8842 |
| No log | 2.9655 | 258 | 0.9088 | 0.7845 | 0.9088 | 0.9533 |
| No log | 2.9885 | 260 | 0.9513 | 0.7517 | 0.9513 | 0.9753 |
| No log | 3.0115 | 262 | 0.8475 | 0.7517 | 0.8475 | 0.9206 |
| No log | 3.0345 | 264 | 0.6880 | 0.8120 | 0.6880 | 0.8295 |
| No log | 3.0575 | 266 | 0.5656 | 0.7927 | 0.5656 | 0.7520 |
| No log | 3.0805 | 268 | 0.5064 | 0.7927 | 0.5064 | 0.7116 |
| No log | 3.1034 | 270 | 0.5153 | 0.7927 | 0.5153 | 0.7179 |
| No log | 3.1264 | 272 | 0.6420 | 0.8022 | 0.6420 | 0.8013 |
| No log | 3.1494 | 274 | 0.6813 | 0.8197 | 0.6813 | 0.8254 |
| No log | 3.1724 | 276 | 0.7549 | 0.8399 | 0.7549 | 0.8689 |
| No log | 3.1954 | 278 | 0.8808 | 0.7597 | 0.8808 | 0.9385 |
| No log | 3.2184 | 280 | 0.8030 | 0.8120 | 0.8030 | 0.8961 |
| No log | 3.2414 | 282 | 0.6763 | 0.7835 | 0.6763 | 0.8223 |
| No log | 3.2644 | 284 | 0.5468 | 0.7927 | 0.5468 | 0.7394 |
| No log | 3.2874 | 286 | 0.5140 | 0.8150 | 0.5140 | 0.7170 |
| No log | 3.3103 | 288 | 0.5496 | 0.7696 | 0.5496 | 0.7414 |
| No log | 3.3333 | 290 | 0.7231 | 0.8123 | 0.7231 | 0.8504 |
| No log | 3.3563 | 292 | 0.9629 | 0.7429 | 0.9629 | 0.9813 |
| No log | 3.3793 | 294 | 1.0615 | 0.7598 | 1.0615 | 1.0303 |
| No log | 3.4023 | 296 | 0.9991 | 0.7014 | 0.9991 | 0.9995 |
| No log | 3.4253 | 298 | 0.8510 | 0.7522 | 0.8510 | 0.9225 |
| No log | 3.4483 | 300 | 0.6672 | 0.7927 | 0.6672 | 0.8168 |
| No log | 3.4713 | 302 | 0.5390 | 0.7906 | 0.5390 | 0.7342 |
| No log | 3.4943 | 304 | 0.5188 | 0.7758 | 0.5188 | 0.7202 |
| No log | 3.5172 | 306 | 0.5292 | 0.7906 | 0.5292 | 0.7275 |
| No log | 3.5402 | 308 | 0.6265 | 0.7927 | 0.6265 | 0.7915 |
| No log | 3.5632 | 310 | 0.7258 | 0.7605 | 0.7258 | 0.8519 |
| No log | 3.5862 | 312 | 0.7836 | 0.7689 | 0.7836 | 0.8852 |
| No log | 3.6092 | 314 | 0.8736 | 0.7521 | 0.8736 | 0.9347 |
| No log | 3.6322 | 316 | 0.9596 | 0.7793 | 0.9596 | 0.9796 |
| No log | 3.6552 | 318 | 0.9495 | 0.7793 | 0.9495 | 0.9744 |
| No log | 3.6782 | 320 | 0.9750 | 0.7692 | 0.9750 | 0.9874 |
| No log | 3.7011 | 322 | 0.9118 | 0.7602 | 0.9118 | 0.9549 |
| No log | 3.7241 | 324 | 0.7570 | 0.8232 | 0.7570 | 0.8700 |
| No log | 3.7471 | 326 | 0.6461 | 0.8123 | 0.6461 | 0.8038 |
| No log | 3.7701 | 328 | 0.6694 | 0.8123 | 0.6694 | 0.8182 |
| No log | 3.7931 | 330 | 0.7815 | 0.7779 | 0.7815 | 0.8841 |
| No log | 3.8161 | 332 | 0.8746 | 0.7019 | 0.8746 | 0.9352 |
| No log | 3.8391 | 334 | 0.8640 | 0.7019 | 0.8640 | 0.9295 |
| No log | 3.8621 | 336 | 0.7644 | 0.7983 | 0.7644 | 0.8743 |
| No log | 3.8851 | 338 | 0.6863 | 0.8232 | 0.6863 | 0.8285 |
| No log | 3.9080 | 340 | 0.6880 | 0.8123 | 0.6880 | 0.8294 |
| No log | 3.9310 | 342 | 0.7232 | 0.7985 | 0.7232 | 0.8504 |
| No log | 3.9540 | 344 | 0.7433 | 0.7814 | 0.7433 | 0.8621 |
| No log | 3.9770 | 346 | 0.8563 | 0.7656 | 0.8563 | 0.9253 |
| No log | 4.0 | 348 | 0.9005 | 0.7656 | 0.9005 | 0.9490 |
| No log | 4.0230 | 350 | 0.7827 | 0.7733 | 0.7827 | 0.8847 |
| No log | 4.0460 | 352 | 0.6269 | 0.7814 | 0.6269 | 0.7918 |
| No log | 4.0690 | 354 | 0.5941 | 0.7927 | 0.5941 | 0.7708 |
| No log | 4.0920 | 356 | 0.6752 | 0.7526 | 0.6752 | 0.8217 |
| No log | 4.1149 | 358 | 0.8368 | 0.7601 | 0.8368 | 0.9148 |
| No log | 4.1379 | 360 | 1.0808 | 0.7514 | 1.0808 | 1.0396 |
| No log | 4.1609 | 362 | 1.3033 | 0.7076 | 1.3033 | 1.1416 |
| No log | 4.1839 | 364 | 1.3837 | 0.6860 | 1.3837 | 1.1763 |
| No log | 4.2069 | 366 | 1.2397 | 0.6934 | 1.2397 | 1.1134 |
| No log | 4.2299 | 368 | 0.9954 | 0.7602 | 0.9954 | 0.9977 |
| No log | 4.2529 | 370 | 0.7382 | 0.8019 | 0.7382 | 0.8592 |
| No log | 4.2759 | 372 | 0.6296 | 0.8123 | 0.6296 | 0.7935 |
| No log | 4.2989 | 374 | 0.6060 | 0.8022 | 0.6060 | 0.7785 |
| No log | 4.3218 | 376 | 0.6359 | 0.8022 | 0.6359 | 0.7974 |
| No log | 4.3448 | 378 | 0.7201 | 0.8019 | 0.7201 | 0.8486 |
| No log | 4.3678 | 380 | 0.7910 | 0.7601 | 0.7910 | 0.8894 |
| No log | 4.3908 | 382 | 0.8078 | 0.7601 | 0.8078 | 0.8988 |
| No log | 4.4138 | 384 | 0.7510 | 0.8019 | 0.7510 | 0.8666 |
| No log | 4.4368 | 386 | 0.6909 | 0.7924 | 0.6909 | 0.8312 |
| No log | 4.4598 | 388 | 0.6321 | 0.8022 | 0.6321 | 0.7950 |
| No log | 4.4828 | 390 | 0.5869 | 0.7786 | 0.5869 | 0.7661 |
| No log | 4.5057 | 392 | 0.6030 | 0.7986 | 0.6030 | 0.7765 |
| No log | 4.5287 | 394 | 0.6458 | 0.7986 | 0.6458 | 0.8036 |
| No log | 4.5517 | 396 | 0.7043 | 0.7986 | 0.7043 | 0.8392 |
| No log | 4.5747 | 398 | 0.7312 | 0.7875 | 0.7312 | 0.8551 |
| No log | 4.5977 | 400 | 0.7851 | 0.7875 | 0.7851 | 0.8861 |
| No log | 4.6207 | 402 | 0.7806 | 0.8120 | 0.7806 | 0.8835 |
| No log | 4.6437 | 404 | 0.7393 | 0.8120 | 0.7393 | 0.8598 |
| No log | 4.6667 | 406 | 0.6846 | 0.8019 | 0.6846 | 0.8274 |
| No log | 4.6897 | 408 | 0.5927 | 0.7686 | 0.5927 | 0.7699 |
| No log | 4.7126 | 410 | 0.5644 | 0.7686 | 0.5644 | 0.7513 |
| No log | 4.7356 | 412 | 0.5685 | 0.7686 | 0.5685 | 0.7540 |
| No log | 4.7586 | 414 | 0.6033 | 0.7686 | 0.6033 | 0.7767 |
| No log | 4.7816 | 416 | 0.6880 | 0.8243 | 0.6880 | 0.8295 |
| No log | 4.8046 | 418 | 0.7225 | 0.8019 | 0.7225 | 0.8500 |
| No log | 4.8276 | 420 | 0.7042 | 0.8019 | 0.7042 | 0.8392 |
| No log | 4.8506 | 422 | 0.6337 | 0.8019 | 0.6337 | 0.7960 |
| No log | 4.8736 | 424 | 0.6092 | 0.8123 | 0.6092 | 0.7805 |
| No log | 4.8966 | 426 | 0.5678 | 0.7906 | 0.5678 | 0.7535 |
| No log | 4.9195 | 428 | 0.5605 | 0.7689 | 0.5605 | 0.7487 |
| No log | 4.9425 | 430 | 0.5710 | 0.7994 | 0.5710 | 0.7556 |
| No log | 4.9655 | 432 | 0.5982 | 0.8352 | 0.5982 | 0.7734 |
| No log | 4.9885 | 434 | 0.6769 | 0.8019 | 0.6769 | 0.8227 |
| No log | 5.0115 | 436 | 0.7116 | 0.8120 | 0.7116 | 0.8436 |
| No log | 5.0345 | 438 | 0.7444 | 0.8120 | 0.7444 | 0.8628 |
| No log | 5.0575 | 440 | 0.8011 | 0.7875 | 0.8011 | 0.8950 |
| No log | 5.0805 | 442 | 0.7297 | 0.8120 | 0.7297 | 0.8542 |
| No log | 5.1034 | 444 | 0.6646 | 0.8120 | 0.6646 | 0.8152 |
| No log | 5.1264 | 446 | 0.5885 | 0.8565 | 0.5885 | 0.7672 |
| No log | 5.1494 | 448 | 0.5419 | 0.7773 | 0.5419 | 0.7361 |
| No log | 5.1724 | 450 | 0.5419 | 0.7773 | 0.5419 | 0.7361 |
| No log | 5.1954 | 452 | 0.5588 | 0.7862 | 0.5588 | 0.7475 |
| No log | 5.2184 | 454 | 0.5782 | 0.8565 | 0.5782 | 0.7604 |
| No log | 5.2414 | 456 | 0.6394 | 0.8120 | 0.6394 | 0.7997 |
| No log | 5.2644 | 458 | 0.7517 | 0.8120 | 0.7517 | 0.8670 |
| No log | 5.2874 | 460 | 0.8017 | 0.7979 | 0.8017 | 0.8954 |
| No log | 5.3103 | 462 | 0.8921 | 0.7979 | 0.8921 | 0.9445 |
| No log | 5.3333 | 464 | 0.9556 | 0.7517 | 0.9556 | 0.9775 |
| No log | 5.3563 | 466 | 0.9226 | 0.7517 | 0.9226 | 0.9605 |
| No log | 5.3793 | 468 | 0.8223 | 0.7979 | 0.8223 | 0.9068 |
| No log | 5.4023 | 470 | 0.7624 | 0.7875 | 0.7624 | 0.8732 |
| No log | 5.4253 | 472 | 0.7609 | 0.8120 | 0.7609 | 0.8723 |
| No log | 5.4483 | 474 | 0.7951 | 0.7685 | 0.7951 | 0.8917 |
| No log | 5.4713 | 476 | 0.7667 | 0.7685 | 0.7667 | 0.8756 |
| No log | 5.4943 | 478 | 0.6996 | 0.7921 | 0.6996 | 0.8364 |
| No log | 5.5172 | 480 | 0.6477 | 0.8243 | 0.6477 | 0.8048 |
| No log | 5.5402 | 482 | 0.6182 | 0.8243 | 0.6182 | 0.7862 |
| No log | 5.5632 | 484 | 0.6411 | 0.8243 | 0.6411 | 0.8007 |
| No log | 5.5862 | 486 | 0.6179 | 0.8243 | 0.6179 | 0.7861 |
| No log | 5.6092 | 488 | 0.6411 | 0.8349 | 0.6411 | 0.8007 |
| No log | 5.6322 | 490 | 0.6184 | 0.8349 | 0.6184 | 0.7864 |
| No log | 5.6552 | 492 | 0.6099 | 0.8349 | 0.6099 | 0.7810 |
| No log | 5.6782 | 494 | 0.5694 | 0.8465 | 0.5694 | 0.7546 |
| No log | 5.7011 | 496 | 0.5521 | 0.8465 | 0.5521 | 0.7430 |
| No log | 5.7241 | 498 | 0.5556 | 0.8465 | 0.5556 | 0.7454 |
| 0.5006 | 5.7471 | 500 | 0.6340 | 0.8120 | 0.6340 | 0.7962 |
| 0.5006 | 5.7701 | 502 | 0.7116 | 0.8120 | 0.7116 | 0.8436 |
| 0.5006 | 5.7931 | 504 | 0.7213 | 0.8120 | 0.7213 | 0.8493 |
| 0.5006 | 5.8161 | 506 | 0.6525 | 0.8232 | 0.6525 | 0.8078 |
| 0.5006 | 5.8391 | 508 | 0.6283 | 0.7986 | 0.6283 | 0.7927 |
| 0.5006 | 5.8621 | 510 | 0.6538 | 0.8232 | 0.6538 | 0.8086 |
| 0.5006 | 5.8851 | 512 | 0.7207 | 0.8120 | 0.7207 | 0.8489 |
| 0.5006 | 5.9080 | 514 | 0.8129 | 0.7685 | 0.8129 | 0.9016 |
| 0.5006 | 5.9310 | 516 | 0.8297 | 0.7685 | 0.8297 | 0.9109 |
| 0.5006 | 5.9540 | 518 | 0.9242 | 0.7350 | 0.9242 | 0.9614 |
| 0.5006 | 5.9770 | 520 | 0.9414 | 0.7350 | 0.9414 | 0.9703 |
| 0.5006 | 6.0 | 522 | 0.8676 | 0.7350 | 0.8676 | 0.9314 |
| 0.5006 | 6.0230 | 524 | 0.7727 | 0.8120 | 0.7727 | 0.8790 |
| 0.5006 | 6.0460 | 526 | 0.7625 | 0.8120 | 0.7625 | 0.8732 |
| 0.5006 | 6.0690 | 528 | 0.8048 | 0.8229 | 0.8048 | 0.8971 |
| 0.5006 | 6.0920 | 530 | 0.8503 | 0.8229 | 0.8503 | 0.9221 |
| 0.5006 | 6.1149 | 532 | 0.9143 | 0.7775 | 0.9143 | 0.9562 |
| 0.5006 | 6.1379 | 534 | 0.9309 | 0.7775 | 0.9309 | 0.9648 |
| 0.5006 | 6.1609 | 536 | 0.9228 | 0.7775 | 0.9228 | 0.9606 |
| 0.5006 | 6.1839 | 538 | 0.8999 | 0.7775 | 0.8999 | 0.9487 |
| 0.5006 | 6.2069 | 540 | 0.8988 | 0.7775 | 0.8988 | 0.9480 |
| 0.5006 | 6.2299 | 542 | 0.8555 | 0.7775 | 0.8555 | 0.9249 |
| 0.5006 | 6.2529 | 544 | 0.7665 | 0.8229 | 0.7665 | 0.8755 |
| 0.5006 | 6.2759 | 546 | 0.7023 | 0.8229 | 0.7023 | 0.8381 |
| 0.5006 | 6.2989 | 548 | 0.6287 | 0.8120 | 0.6287 | 0.7929 |
| 0.5006 | 6.3218 | 550 | 0.6218 | 0.8120 | 0.6218 | 0.7885 |
| 0.5006 | 6.3448 | 552 | 0.6093 | 0.8232 | 0.6093 | 0.7806 |
| 0.5006 | 6.3678 | 554 | 0.5847 | 0.8232 | 0.5847 | 0.7646 |
| 0.5006 | 6.3908 | 556 | 0.5689 | 0.8232 | 0.5689 | 0.7542 |
| 0.5006 | 6.4138 | 558 | 0.5345 | 0.8465 | 0.5345 | 0.7311 |
| 0.5006 | 6.4368 | 560 | 0.5059 | 0.7618 | 0.5059 | 0.7113 |
| 0.5006 | 6.4598 | 562 | 0.5049 | 0.7618 | 0.5049 | 0.7106 |
| 0.5006 | 6.4828 | 564 | 0.5365 | 0.8465 | 0.5365 | 0.7324 |
| 0.5006 | 6.5057 | 566 | 0.6025 | 0.8465 | 0.6025 | 0.7762 |
| 0.5006 | 6.5287 | 568 | 0.7043 | 0.8120 | 0.7043 | 0.8392 |
| 0.5006 | 6.5517 | 570 | 0.8388 | 0.7775 | 0.8388 | 0.9158 |
| 0.5006 | 6.5747 | 572 | 0.9070 | 0.7517 | 0.9070 | 0.9523 |
| 0.5006 | 6.5977 | 574 | 0.8936 | 0.7517 | 0.8936 | 0.9453 |
| 0.5006 | 6.6207 | 576 | 0.8203 | 0.7775 | 0.8203 | 0.9057 |
| 0.5006 | 6.6437 | 578 | 0.7140 | 0.8120 | 0.7140 | 0.8450 |
| 0.5006 | 6.6667 | 580 | 0.6358 | 0.8465 | 0.6358 | 0.7974 |
| 0.5006 | 6.6897 | 582 | 0.6184 | 0.8465 | 0.6184 | 0.7864 |
| 0.5006 | 6.7126 | 584 | 0.6351 | 0.8465 | 0.6351 | 0.7970 |
| 0.5006 | 6.7356 | 586 | 0.6896 | 0.8019 | 0.6896 | 0.8304 |
| 0.5006 | 6.7586 | 588 | 0.7073 | 0.7921 | 0.7073 | 0.8410 |
| 0.5006 | 6.7816 | 590 | 0.6939 | 0.8019 | 0.6939 | 0.8330 |
| 0.5006 | 6.8046 | 592 | 0.6551 | 0.8465 | 0.6551 | 0.8094 |
| 0.5006 | 6.8276 | 594 | 0.6199 | 0.8465 | 0.6199 | 0.7874 |
| 0.5006 | 6.8506 | 596 | 0.6236 | 0.8465 | 0.6236 | 0.7897 |
| 0.5006 | 6.8736 | 598 | 0.6669 | 0.8586 | 0.6669 | 0.8166 |
| 0.5006 | 6.8966 | 600 | 0.6832 | 0.8586 | 0.6832 | 0.8266 |
| 0.5006 | 6.9195 | 602 | 0.7225 | 0.8586 | 0.7225 | 0.8500 |
| 0.5006 | 6.9425 | 604 | 0.6976 | 0.8586 | 0.6976 | 0.8352 |
| 0.5006 | 6.9655 | 606 | 0.6513 | 0.8586 | 0.6513 | 0.8070 |
| 0.5006 | 6.9885 | 608 | 0.6465 | 0.8586 | 0.6465 | 0.8041 |
| 0.5006 | 7.0115 | 610 | 0.6275 | 0.8465 | 0.6275 | 0.7921 |
| 0.5006 | 7.0345 | 612 | 0.5886 | 0.8465 | 0.5886 | 0.7672 |
| 0.5006 | 7.0575 | 614 | 0.5715 | 0.8465 | 0.5715 | 0.7560 |
| 0.5006 | 7.0805 | 616 | 0.5324 | 0.8465 | 0.5324 | 0.7297 |
| 0.5006 | 7.1034 | 618 | 0.4953 | 0.8235 | 0.4953 | 0.7038 |
| 0.5006 | 7.1264 | 620 | 0.4984 | 0.8465 | 0.4984 | 0.7060 |
| 0.5006 | 7.1494 | 622 | 0.5362 | 0.8465 | 0.5362 | 0.7323 |
| 0.5006 | 7.1724 | 624 | 0.6042 | 0.8465 | 0.6042 | 0.7773 |
| 0.5006 | 7.1954 | 626 | 0.6876 | 0.8465 | 0.6876 | 0.8292 |
| 0.5006 | 7.2184 | 628 | 0.7849 | 0.7775 | 0.7849 | 0.8859 |
| 0.5006 | 7.2414 | 630 | 0.8728 | 0.7350 | 0.8728 | 0.9342 |
| 0.5006 | 7.2644 | 632 | 0.8664 | 0.7350 | 0.8664 | 0.9308 |
| 0.5006 | 7.2874 | 634 | 0.7901 | 0.7775 | 0.7901 | 0.8889 |
| 0.5006 | 7.3103 | 636 | 0.7387 | 0.8349 | 0.7387 | 0.8595 |
| 0.5006 | 7.3333 | 638 | 0.7398 | 0.8349 | 0.7398 | 0.8601 |
| 0.5006 | 7.3563 | 640 | 0.7659 | 0.8349 | 0.7659 | 0.8752 |
| 0.5006 | 7.3793 | 642 | 0.7939 | 0.8349 | 0.7939 | 0.8910 |
| 0.5006 | 7.4023 | 644 | 0.7976 | 0.7875 | 0.7976 | 0.8931 |
| 0.5006 | 7.4253 | 646 | 0.8052 | 0.7875 | 0.8052 | 0.8973 |
| 0.5006 | 7.4483 | 648 | 0.8428 | 0.7775 | 0.8428 | 0.9181 |
| 0.5006 | 7.4713 | 650 | 0.8216 | 0.7775 | 0.8216 | 0.9064 |
| 0.5006 | 7.4943 | 652 | 0.7662 | 0.8019 | 0.7662 | 0.8753 |
| 0.5006 | 7.5172 | 654 | 0.7106 | 0.8019 | 0.7106 | 0.8430 |
| 0.5006 | 7.5402 | 656 | 0.6574 | 0.8465 | 0.6574 | 0.8108 |
| 0.5006 | 7.5632 | 658 | 0.6135 | 0.8465 | 0.6135 | 0.7833 |
| 0.5006 | 7.5862 | 660 | 0.6019 | 0.8465 | 0.6019 | 0.7758 |
| 0.5006 | 7.6092 | 662 | 0.6180 | 0.8465 | 0.6180 | 0.7861 |
| 0.5006 | 7.6322 | 664 | 0.6466 | 0.8019 | 0.6466 | 0.8041 |
| 0.5006 | 7.6552 | 666 | 0.6663 | 0.8019 | 0.6663 | 0.8163 |
| 0.5006 | 7.6782 | 668 | 0.6661 | 0.8019 | 0.6661 | 0.8161 |
| 0.5006 | 7.7011 | 670 | 0.6634 | 0.8019 | 0.6634 | 0.8145 |
| 0.5006 | 7.7241 | 672 | 0.6827 | 0.8019 | 0.6827 | 0.8263 |
| 0.5006 | 7.7471 | 674 | 0.7110 | 0.8019 | 0.7110 | 0.8432 |
| 0.5006 | 7.7701 | 676 | 0.7582 | 0.7779 | 0.7582 | 0.8708 |
| 0.5006 | 7.7931 | 678 | 0.7944 | 0.7685 | 0.7944 | 0.8913 |
| 0.5006 | 7.8161 | 680 | 0.7921 | 0.7685 | 0.7921 | 0.8900 |
| 0.5006 | 7.8391 | 682 | 0.8039 | 0.7685 | 0.8039 | 0.8966 |
| 0.5006 | 7.8621 | 684 | 0.8084 | 0.7685 | 0.8084 | 0.8991 |
| 0.5006 | 7.8851 | 686 | 0.8328 | 0.7685 | 0.8328 | 0.9126 |
| 0.5006 | 7.9080 | 688 | 0.8646 | 0.7849 | 0.8646 | 0.9298 |
| 0.5006 | 7.9310 | 690 | 0.8588 | 0.7685 | 0.8588 | 0.9267 |
| 0.5006 | 7.9540 | 692 | 0.8386 | 0.7685 | 0.8386 | 0.9157 |
| 0.5006 | 7.9770 | 694 | 0.7926 | 0.7685 | 0.7926 | 0.8903 |
| 0.5006 | 8.0 | 696 | 0.7410 | 0.7921 | 0.7410 | 0.8608 |
| 0.5006 | 8.0230 | 698 | 0.6914 | 0.8019 | 0.6914 | 0.8315 |
| 0.5006 | 8.0460 | 700 | 0.6819 | 0.8465 | 0.6819 | 0.8258 |
| 0.5006 | 8.0690 | 702 | 0.6580 | 0.8465 | 0.6580 | 0.8112 |
| 0.5006 | 8.0920 | 704 | 0.6445 | 0.8465 | 0.6445 | 0.8028 |
| 0.5006 | 8.1149 | 706 | 0.6314 | 0.8465 | 0.6314 | 0.7946 |
| 0.5006 | 8.1379 | 708 | 0.6192 | 0.8465 | 0.6192 | 0.7869 |
| 0.5006 | 8.1609 | 710 | 0.6027 | 0.8465 | 0.6027 | 0.7763 |
| 0.5006 | 8.1839 | 712 | 0.6055 | 0.8465 | 0.6055 | 0.7782 |
| 0.5006 | 8.2069 | 714 | 0.6288 | 0.8465 | 0.6288 | 0.7930 |
| 0.5006 | 8.2299 | 716 | 0.6248 | 0.8465 | 0.6248 | 0.7905 |
| 0.5006 | 8.2529 | 718 | 0.6342 | 0.8465 | 0.6342 | 0.7964 |
| 0.5006 | 8.2759 | 720 | 0.6518 | 0.8465 | 0.6518 | 0.8073 |
| 0.5006 | 8.2989 | 722 | 0.6570 | 0.8465 | 0.6570 | 0.8105 |
| 0.5006 | 8.3218 | 724 | 0.6668 | 0.8465 | 0.6668 | 0.8166 |
| 0.5006 | 8.3448 | 726 | 0.7003 | 0.7921 | 0.7003 | 0.8368 |
| 0.5006 | 8.3678 | 728 | 0.7393 | 0.7921 | 0.7393 | 0.8598 |
| 0.5006 | 8.3908 | 730 | 0.7438 | 0.7921 | 0.7438 | 0.8624 |
| 0.5006 | 8.4138 | 732 | 0.7271 | 0.7921 | 0.7271 | 0.8527 |
| 0.5006 | 8.4368 | 734 | 0.7379 | 0.7921 | 0.7379 | 0.8590 |
| 0.5006 | 8.4598 | 736 | 0.7628 | 0.7921 | 0.7628 | 0.8734 |
| 0.5006 | 8.4828 | 738 | 0.7815 | 0.7921 | 0.7815 | 0.8840 |
| 0.5006 | 8.5057 | 740 | 0.8095 | 0.8016 | 0.8095 | 0.8997 |
| 0.5006 | 8.5287 | 742 | 0.8273 | 0.8016 | 0.8273 | 0.9095 |
| 0.5006 | 8.5517 | 744 | 0.8219 | 0.8016 | 0.8219 | 0.9066 |
| 0.5006 | 8.5747 | 746 | 0.7881 | 0.8016 | 0.7881 | 0.8878 |
| 0.5006 | 8.5977 | 748 | 0.7370 | 0.7921 | 0.7370 | 0.8585 |
| 0.5006 | 8.6207 | 750 | 0.6751 | 0.8349 | 0.6751 | 0.8217 |
| 0.5006 | 8.6437 | 752 | 0.6163 | 0.8465 | 0.6163 | 0.7850 |
| 0.5006 | 8.6667 | 754 | 0.5793 | 0.8681 | 0.5793 | 0.7611 |
| 0.5006 | 8.6897 | 756 | 0.5677 | 0.8681 | 0.5677 | 0.7534 |
| 0.5006 | 8.7126 | 758 | 0.5722 | 0.8681 | 0.5722 | 0.7565 |
| 0.5006 | 8.7356 | 760 | 0.5933 | 0.8465 | 0.5933 | 0.7703 |
| 0.5006 | 8.7586 | 762 | 0.6239 | 0.8465 | 0.6239 | 0.7898 |
| 0.5006 | 8.7816 | 764 | 0.6666 | 0.8349 | 0.6666 | 0.8165 |
| 0.5006 | 8.8046 | 766 | 0.7236 | 0.7921 | 0.7236 | 0.8507 |
| 0.5006 | 8.8276 | 768 | 0.7672 | 0.7921 | 0.7672 | 0.8759 |
| 0.5006 | 8.8506 | 770 | 0.7822 | 0.8016 | 0.7822 | 0.8844 |
| 0.5006 | 8.8736 | 772 | 0.7990 | 0.8016 | 0.7990 | 0.8938 |
| 0.5006 | 8.8966 | 774 | 0.8049 | 0.8016 | 0.8049 | 0.8971 |
| 0.5006 | 8.9195 | 776 | 0.7896 | 0.8016 | 0.7896 | 0.8886 |
| 0.5006 | 8.9425 | 778 | 0.7686 | 0.8016 | 0.7686 | 0.8767 |
| 0.5006 | 8.9655 | 780 | 0.7395 | 0.7921 | 0.7395 | 0.8600 |
| 0.5006 | 8.9885 | 782 | 0.7156 | 0.8349 | 0.7156 | 0.8460 |
| 0.5006 | 9.0115 | 784 | 0.6850 | 0.8349 | 0.6850 | 0.8276 |
| 0.5006 | 9.0345 | 786 | 0.6528 | 0.8349 | 0.6528 | 0.8080 |
| 0.5006 | 9.0575 | 788 | 0.6247 | 0.8465 | 0.6247 | 0.7904 |
| 0.5006 | 9.0805 | 790 | 0.5947 | 0.8465 | 0.5947 | 0.7712 |
| 0.5006 | 9.1034 | 792 | 0.5824 | 0.8465 | 0.5824 | 0.7632 |
| 0.5006 | 9.1264 | 794 | 0.5860 | 0.8465 | 0.5860 | 0.7655 |
| 0.5006 | 9.1494 | 796 | 0.5929 | 0.8465 | 0.5929 | 0.7700 |
| 0.5006 | 9.1724 | 798 | 0.5996 | 0.8465 | 0.5996 | 0.7743 |
| 0.5006 | 9.1954 | 800 | 0.5985 | 0.8465 | 0.5985 | 0.7736 |
| 0.5006 | 9.2184 | 802 | 0.6002 | 0.8465 | 0.6002 | 0.7747 |
| 0.5006 | 9.2414 | 804 | 0.6066 | 0.8465 | 0.6066 | 0.7788 |
| 0.5006 | 9.2644 | 806 | 0.6199 | 0.8465 | 0.6199 | 0.7874 |
| 0.5006 | 9.2874 | 808 | 0.6367 | 0.8465 | 0.6367 | 0.7979 |
| 0.5006 | 9.3103 | 810 | 0.6433 | 0.8465 | 0.6433 | 0.8021 |
| 0.5006 | 9.3333 | 812 | 0.6457 | 0.8465 | 0.6457 | 0.8035 |
| 0.5006 | 9.3563 | 814 | 0.6475 | 0.8465 | 0.6475 | 0.8047 |
| 0.5006 | 9.3793 | 816 | 0.6564 | 0.8349 | 0.6564 | 0.8102 |
| 0.5006 | 9.4023 | 818 | 0.6611 | 0.8349 | 0.6611 | 0.8131 |
| 0.5006 | 9.4253 | 820 | 0.6647 | 0.8349 | 0.6647 | 0.8153 |
| 0.5006 | 9.4483 | 822 | 0.6639 | 0.8465 | 0.6639 | 0.8148 |
| 0.5006 | 9.4713 | 824 | 0.6666 | 0.8349 | 0.6666 | 0.8165 |
| 0.5006 | 9.4943 | 826 | 0.6710 | 0.8349 | 0.6710 | 0.8191 |
| 0.5006 | 9.5172 | 828 | 0.6797 | 0.8349 | 0.6797 | 0.8245 |
| 0.5006 | 9.5402 | 830 | 0.6892 | 0.8349 | 0.6892 | 0.8302 |
| 0.5006 | 9.5632 | 832 | 0.6937 | 0.8349 | 0.6937 | 0.8329 |
| 0.5006 | 9.5862 | 834 | 0.6982 | 0.8349 | 0.6982 | 0.8356 |
| 0.5006 | 9.6092 | 836 | 0.7061 | 0.7921 | 0.7061 | 0.8403 |
| 0.5006 | 9.6322 | 838 | 0.7131 | 0.7921 | 0.7131 | 0.8444 |
| 0.5006 | 9.6552 | 840 | 0.7229 | 0.7921 | 0.7229 | 0.8502 |
| 0.5006 | 9.6782 | 842 | 0.7279 | 0.7921 | 0.7279 | 0.8532 |
| 0.5006 | 9.7011 | 844 | 0.7269 | 0.7921 | 0.7269 | 0.8526 |
| 0.5006 | 9.7241 | 846 | 0.7223 | 0.7921 | 0.7223 | 0.8499 |
| 0.5006 | 9.7471 | 848 | 0.7175 | 0.7921 | 0.7175 | 0.8470 |
| 0.5006 | 9.7701 | 850 | 0.7127 | 0.7921 | 0.7127 | 0.8442 |
| 0.5006 | 9.7931 | 852 | 0.7087 | 0.8349 | 0.7087 | 0.8419 |
| 0.5006 | 9.8161 | 854 | 0.7033 | 0.8349 | 0.7033 | 0.8386 |
| 0.5006 | 9.8391 | 856 | 0.6996 | 0.8349 | 0.6996 | 0.8364 |
| 0.5006 | 9.8621 | 858 | 0.6953 | 0.8349 | 0.6953 | 0.8339 |
| 0.5006 | 9.8851 | 860 | 0.6904 | 0.8349 | 0.6904 | 0.8309 |
| 0.5006 | 9.9080 | 862 | 0.6860 | 0.8349 | 0.6860 | 0.8283 |
| 0.5006 | 9.9310 | 864 | 0.6841 | 0.8349 | 0.6841 | 0.8271 |
| 0.5006 | 9.9540 | 866 | 0.6827 | 0.8349 | 0.6827 | 0.8263 |
| 0.5006 | 9.9770 | 868 | 0.6820 | 0.8349 | 0.6820 | 0.8258 |
| 0.5006 | 10.0 | 870 | 0.6817 | 0.8349 | 0.6817 | 0.8257 |
### Framework versions
- Transformers 4.44.2
- Pytorch 2.4.0+cu118
- Datasets 2.21.0
- Tokenizers 0.19.1
|