Instructions to use MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run3_AugV5_k16_task2_organization with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run3_AugV5_k16_task2_organization with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run3_AugV5_k16_task2_organization")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run3_AugV5_k16_task2_organization") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run3_AugV5_k16_task2_organization", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ArabicNewSplits5_FineTuningAraBERT_run3_AugV5_k16_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: 0.7415
- Qwk: 0.4887
- Mse: 0.7415
- Rmse: 0.8611
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 | 0.02 | 2 | 4.3665 | -0.0169 | 4.3665 | 2.0896 |
| No log | 0.04 | 4 | 2.7484 | -0.0140 | 2.7484 | 1.6578 |
| No log | 0.06 | 6 | 1.8249 | -0.0448 | 1.8249 | 1.3509 |
| No log | 0.08 | 8 | 2.1396 | -0.0455 | 2.1396 | 1.4627 |
| No log | 0.1 | 10 | 1.4677 | -0.0656 | 1.4677 | 1.2115 |
| No log | 0.12 | 12 | 1.1227 | 0.0196 | 1.1227 | 1.0596 |
| No log | 0.14 | 14 | 1.2025 | 0.0360 | 1.2025 | 1.0966 |
| No log | 0.16 | 16 | 1.5011 | 0.1008 | 1.5011 | 1.2252 |
| No log | 0.18 | 18 | 1.3216 | 0.1296 | 1.3216 | 1.1496 |
| No log | 0.2 | 20 | 1.3193 | 0.1800 | 1.3193 | 1.1486 |
| No log | 0.22 | 22 | 1.4071 | 0.1566 | 1.4071 | 1.1862 |
| No log | 0.24 | 24 | 1.3906 | 0.1464 | 1.3906 | 1.1793 |
| No log | 0.26 | 26 | 1.6753 | 0.1686 | 1.6753 | 1.2943 |
| No log | 0.28 | 28 | 1.4963 | 0.1360 | 1.4963 | 1.2232 |
| No log | 0.3 | 30 | 1.0491 | 0.1290 | 1.0491 | 1.0242 |
| No log | 0.32 | 32 | 0.7664 | 0.2919 | 0.7664 | 0.8754 |
| No log | 0.34 | 34 | 0.7263 | 0.2926 | 0.7263 | 0.8522 |
| No log | 0.36 | 36 | 0.8026 | 0.1346 | 0.8026 | 0.8959 |
| No log | 0.38 | 38 | 1.0035 | 0.1096 | 1.0035 | 1.0018 |
| No log | 0.4 | 40 | 1.2514 | 0.0812 | 1.2514 | 1.1187 |
| No log | 0.42 | 42 | 1.4368 | 0.1251 | 1.4368 | 1.1987 |
| No log | 0.44 | 44 | 1.4196 | 0.1477 | 1.4196 | 1.1915 |
| No log | 0.46 | 46 | 1.2378 | 0.1663 | 1.2378 | 1.1126 |
| No log | 0.48 | 48 | 1.0496 | 0.1971 | 1.0496 | 1.0245 |
| No log | 0.5 | 50 | 1.0320 | 0.1726 | 1.0320 | 1.0159 |
| No log | 0.52 | 52 | 1.1393 | 0.1980 | 1.1393 | 1.0674 |
| No log | 0.54 | 54 | 1.4774 | 0.2161 | 1.4774 | 1.2155 |
| No log | 0.56 | 56 | 1.8165 | 0.1979 | 1.8165 | 1.3478 |
| No log | 0.58 | 58 | 1.5416 | 0.2214 | 1.5416 | 1.2416 |
| No log | 0.6 | 60 | 1.3007 | 0.2608 | 1.3007 | 1.1405 |
| No log | 0.62 | 62 | 1.0406 | 0.3258 | 1.0406 | 1.0201 |
| No log | 0.64 | 64 | 0.9849 | 0.3682 | 0.9849 | 0.9924 |
| No log | 0.66 | 66 | 1.2906 | 0.2851 | 1.2906 | 1.1360 |
| No log | 0.68 | 68 | 1.2482 | 0.2903 | 1.2482 | 1.1172 |
| No log | 0.7 | 70 | 1.3208 | 0.2879 | 1.3208 | 1.1493 |
| No log | 0.72 | 72 | 1.2071 | 0.2859 | 1.2071 | 1.0987 |
| No log | 0.74 | 74 | 0.8153 | 0.3107 | 0.8153 | 0.9030 |
| No log | 0.76 | 76 | 0.6920 | 0.2904 | 0.6920 | 0.8319 |
| No log | 0.78 | 78 | 0.7759 | 0.3235 | 0.7759 | 0.8809 |
| No log | 0.8 | 80 | 1.0898 | 0.2411 | 1.0898 | 1.0440 |
| No log | 0.82 | 82 | 1.1630 | 0.2399 | 1.1630 | 1.0784 |
| No log | 0.84 | 84 | 1.1229 | 0.2348 | 1.1229 | 1.0597 |
| No log | 0.86 | 86 | 0.9638 | 0.2454 | 0.9638 | 0.9817 |
| No log | 0.88 | 88 | 0.8206 | 0.2818 | 0.8206 | 0.9059 |
| No log | 0.9 | 90 | 0.8330 | 0.3339 | 0.8330 | 0.9127 |
| No log | 0.92 | 92 | 0.7125 | 0.3812 | 0.7125 | 0.8441 |
| No log | 0.94 | 94 | 0.6213 | 0.4733 | 0.6213 | 0.7882 |
| No log | 0.96 | 96 | 0.7327 | 0.4392 | 0.7327 | 0.8560 |
| No log | 0.98 | 98 | 0.8160 | 0.3844 | 0.8160 | 0.9033 |
| No log | 1.0 | 100 | 0.6995 | 0.4426 | 0.6995 | 0.8364 |
| No log | 1.02 | 102 | 0.7254 | 0.4423 | 0.7254 | 0.8517 |
| No log | 1.04 | 104 | 0.8480 | 0.3658 | 0.8480 | 0.9209 |
| No log | 1.06 | 106 | 1.1117 | 0.3177 | 1.1117 | 1.0544 |
| No log | 1.08 | 108 | 1.1085 | 0.3141 | 1.1085 | 1.0529 |
| No log | 1.1 | 110 | 0.9854 | 0.3697 | 0.9854 | 0.9927 |
| No log | 1.12 | 112 | 0.6878 | 0.5 | 0.6878 | 0.8293 |
| No log | 1.1400 | 114 | 0.6529 | 0.4227 | 0.6529 | 0.8080 |
| No log | 1.16 | 116 | 0.6519 | 0.3838 | 0.6519 | 0.8074 |
| No log | 1.18 | 118 | 0.6737 | 0.3377 | 0.6737 | 0.8208 |
| No log | 1.2 | 120 | 0.7211 | 0.2980 | 0.7211 | 0.8492 |
| No log | 1.22 | 122 | 0.7252 | 0.3322 | 0.7252 | 0.8516 |
| No log | 1.24 | 124 | 0.8835 | 0.2838 | 0.8835 | 0.9400 |
| No log | 1.26 | 126 | 0.9150 | 0.2966 | 0.9150 | 0.9565 |
| No log | 1.28 | 128 | 0.7651 | 0.4283 | 0.7651 | 0.8747 |
| No log | 1.3 | 130 | 0.7613 | 0.4049 | 0.7613 | 0.8725 |
| No log | 1.32 | 132 | 0.8156 | 0.3732 | 0.8156 | 0.9031 |
| No log | 1.34 | 134 | 0.8477 | 0.3280 | 0.8477 | 0.9207 |
| No log | 1.3600 | 136 | 0.8254 | 0.3461 | 0.8254 | 0.9085 |
| No log | 1.38 | 138 | 0.8308 | 0.3450 | 0.8308 | 0.9115 |
| No log | 1.4 | 140 | 0.8526 | 0.3433 | 0.8526 | 0.9234 |
| No log | 1.42 | 142 | 0.8789 | 0.3157 | 0.8789 | 0.9375 |
| No log | 1.44 | 144 | 0.8467 | 0.3334 | 0.8467 | 0.9202 |
| No log | 1.46 | 146 | 0.8585 | 0.3124 | 0.8585 | 0.9266 |
| No log | 1.48 | 148 | 0.8775 | 0.3268 | 0.8775 | 0.9368 |
| No log | 1.5 | 150 | 0.9135 | 0.3049 | 0.9135 | 0.9558 |
| No log | 1.52 | 152 | 0.9019 | 0.2948 | 0.9019 | 0.9497 |
| No log | 1.54 | 154 | 0.9927 | 0.1970 | 0.9927 | 0.9964 |
| No log | 1.56 | 156 | 1.0150 | 0.1720 | 1.0150 | 1.0075 |
| No log | 1.58 | 158 | 0.8803 | 0.3038 | 0.8803 | 0.9383 |
| No log | 1.6 | 160 | 0.9704 | 0.2481 | 0.9704 | 0.9851 |
| No log | 1.62 | 162 | 1.0241 | 0.2829 | 1.0241 | 1.0120 |
| No log | 1.6400 | 164 | 0.8915 | 0.3412 | 0.8915 | 0.9442 |
| No log | 1.6600 | 166 | 1.2079 | 0.2698 | 1.2079 | 1.0990 |
| No log | 1.6800 | 168 | 1.6176 | 0.1829 | 1.6176 | 1.2718 |
| No log | 1.7 | 170 | 1.6246 | 0.2050 | 1.6246 | 1.2746 |
| No log | 1.72 | 172 | 1.2415 | 0.2440 | 1.2415 | 1.1142 |
| No log | 1.74 | 174 | 0.8414 | 0.3263 | 0.8414 | 0.9173 |
| No log | 1.76 | 176 | 0.8210 | 0.4374 | 0.8210 | 0.9061 |
| No log | 1.78 | 178 | 0.8079 | 0.4311 | 0.8079 | 0.8988 |
| No log | 1.8 | 180 | 0.8146 | 0.4108 | 0.8146 | 0.9025 |
| No log | 1.8200 | 182 | 1.1621 | 0.3178 | 1.1621 | 1.0780 |
| No log | 1.8400 | 184 | 1.7991 | 0.1975 | 1.7991 | 1.3413 |
| No log | 1.8600 | 186 | 1.9468 | 0.1674 | 1.9468 | 1.3953 |
| No log | 1.88 | 188 | 1.6237 | 0.2010 | 1.6237 | 1.2742 |
| No log | 1.9 | 190 | 1.0752 | 0.3308 | 1.0752 | 1.0369 |
| No log | 1.92 | 192 | 0.7511 | 0.3811 | 0.7511 | 0.8667 |
| No log | 1.94 | 194 | 0.7423 | 0.3686 | 0.7423 | 0.8616 |
| No log | 1.96 | 196 | 0.7691 | 0.3405 | 0.7691 | 0.8770 |
| No log | 1.98 | 198 | 0.7981 | 0.3773 | 0.7981 | 0.8934 |
| No log | 2.0 | 200 | 0.9026 | 0.3827 | 0.9026 | 0.9500 |
| No log | 2.02 | 202 | 0.9439 | 0.3438 | 0.9439 | 0.9715 |
| No log | 2.04 | 204 | 1.0103 | 0.3277 | 1.0103 | 1.0051 |
| No log | 2.06 | 206 | 1.1295 | 0.3235 | 1.1295 | 1.0628 |
| No log | 2.08 | 208 | 1.1479 | 0.3276 | 1.1479 | 1.0714 |
| No log | 2.1 | 210 | 1.1151 | 0.3103 | 1.1151 | 1.0560 |
| No log | 2.12 | 212 | 1.0924 | 0.3436 | 1.0924 | 1.0452 |
| No log | 2.14 | 214 | 1.0362 | 0.3571 | 1.0362 | 1.0179 |
| No log | 2.16 | 216 | 0.8474 | 0.3759 | 0.8474 | 0.9206 |
| No log | 2.18 | 218 | 0.7235 | 0.3798 | 0.7235 | 0.8506 |
| No log | 2.2 | 220 | 0.7203 | 0.3864 | 0.7203 | 0.8487 |
| No log | 2.22 | 222 | 0.7522 | 0.3723 | 0.7522 | 0.8673 |
| No log | 2.24 | 224 | 0.8009 | 0.3918 | 0.8009 | 0.8949 |
| No log | 2.26 | 226 | 0.9306 | 0.3540 | 0.9306 | 0.9647 |
| No log | 2.2800 | 228 | 1.0853 | 0.3186 | 1.0853 | 1.0418 |
| No log | 2.3 | 230 | 1.2085 | 0.3041 | 1.2085 | 1.0993 |
| No log | 2.32 | 232 | 1.0999 | 0.3434 | 1.0999 | 1.0487 |
| No log | 2.34 | 234 | 0.9450 | 0.3702 | 0.9450 | 0.9721 |
| No log | 2.36 | 236 | 0.9431 | 0.3947 | 0.9431 | 0.9712 |
| No log | 2.38 | 238 | 1.0167 | 0.3530 | 1.0167 | 1.0083 |
| No log | 2.4 | 240 | 1.0228 | 0.3363 | 1.0228 | 1.0113 |
| No log | 2.42 | 242 | 0.9137 | 0.4046 | 0.9137 | 0.9559 |
| No log | 2.44 | 244 | 0.8814 | 0.4114 | 0.8814 | 0.9388 |
| No log | 2.46 | 246 | 1.0260 | 0.3643 | 1.0260 | 1.0129 |
| No log | 2.48 | 248 | 1.0228 | 0.3723 | 1.0228 | 1.0113 |
| No log | 2.5 | 250 | 0.9104 | 0.3632 | 0.9104 | 0.9542 |
| No log | 2.52 | 252 | 0.8872 | 0.4090 | 0.8872 | 0.9419 |
| No log | 2.54 | 254 | 0.9659 | 0.3322 | 0.9659 | 0.9828 |
| No log | 2.56 | 256 | 0.9677 | 0.3733 | 0.9677 | 0.9837 |
| No log | 2.58 | 258 | 0.9153 | 0.4273 | 0.9153 | 0.9567 |
| No log | 2.6 | 260 | 0.9293 | 0.4052 | 0.9293 | 0.9640 |
| No log | 2.62 | 262 | 1.0351 | 0.3674 | 1.0351 | 1.0174 |
| No log | 2.64 | 264 | 1.1151 | 0.3225 | 1.1151 | 1.0560 |
| No log | 2.66 | 266 | 1.0611 | 0.3581 | 1.0611 | 1.0301 |
| No log | 2.68 | 268 | 0.9202 | 0.4263 | 0.9202 | 0.9593 |
| No log | 2.7 | 270 | 0.8918 | 0.3934 | 0.8918 | 0.9444 |
| No log | 2.7200 | 272 | 0.9569 | 0.3919 | 0.9569 | 0.9782 |
| No log | 2.74 | 274 | 0.9414 | 0.3630 | 0.9414 | 0.9702 |
| No log | 2.76 | 276 | 0.8809 | 0.3227 | 0.8809 | 0.9385 |
| No log | 2.7800 | 278 | 0.8226 | 0.4296 | 0.8226 | 0.9070 |
| No log | 2.8 | 280 | 0.8666 | 0.3849 | 0.8666 | 0.9309 |
| No log | 2.82 | 282 | 0.8833 | 0.3649 | 0.8833 | 0.9399 |
| No log | 2.84 | 284 | 0.8132 | 0.4377 | 0.8132 | 0.9018 |
| No log | 2.86 | 286 | 0.7614 | 0.4171 | 0.7614 | 0.8726 |
| No log | 2.88 | 288 | 0.7759 | 0.3875 | 0.7759 | 0.8808 |
| No log | 2.9 | 290 | 0.7460 | 0.3928 | 0.7460 | 0.8637 |
| No log | 2.92 | 292 | 0.7043 | 0.4018 | 0.7043 | 0.8392 |
| No log | 2.94 | 294 | 0.7499 | 0.4324 | 0.7499 | 0.8660 |
| No log | 2.96 | 296 | 0.9389 | 0.3887 | 0.9389 | 0.9689 |
| No log | 2.98 | 298 | 1.1010 | 0.3394 | 1.1010 | 1.0493 |
| No log | 3.0 | 300 | 1.1553 | 0.3264 | 1.1553 | 1.0748 |
| No log | 3.02 | 302 | 1.0436 | 0.3288 | 1.0436 | 1.0216 |
| No log | 3.04 | 304 | 0.8657 | 0.4133 | 0.8657 | 0.9304 |
| No log | 3.06 | 306 | 0.7254 | 0.4220 | 0.7254 | 0.8517 |
| No log | 3.08 | 308 | 0.6916 | 0.4447 | 0.6916 | 0.8316 |
| No log | 3.1 | 310 | 0.6993 | 0.4464 | 0.6993 | 0.8362 |
| No log | 3.12 | 312 | 0.6962 | 0.4297 | 0.6962 | 0.8344 |
| No log | 3.14 | 314 | 0.6987 | 0.4243 | 0.6987 | 0.8359 |
| No log | 3.16 | 316 | 0.7781 | 0.4455 | 0.7781 | 0.8821 |
| No log | 3.18 | 318 | 0.9420 | 0.4011 | 0.9420 | 0.9705 |
| No log | 3.2 | 320 | 0.9910 | 0.4243 | 0.9910 | 0.9955 |
| No log | 3.22 | 322 | 0.8815 | 0.4277 | 0.8815 | 0.9389 |
| No log | 3.24 | 324 | 0.7603 | 0.4766 | 0.7603 | 0.8719 |
| No log | 3.26 | 326 | 0.6951 | 0.4221 | 0.6951 | 0.8338 |
| No log | 3.2800 | 328 | 0.7005 | 0.4633 | 0.7005 | 0.8370 |
| No log | 3.3 | 330 | 0.7238 | 0.4754 | 0.7238 | 0.8508 |
| No log | 3.32 | 332 | 0.7321 | 0.4618 | 0.7321 | 0.8557 |
| No log | 3.34 | 334 | 0.7550 | 0.4633 | 0.7550 | 0.8689 |
| No log | 3.36 | 336 | 0.7739 | 0.4694 | 0.7739 | 0.8797 |
| No log | 3.38 | 338 | 0.8107 | 0.4038 | 0.8107 | 0.9004 |
| No log | 3.4 | 340 | 0.8600 | 0.4138 | 0.8600 | 0.9274 |
| No log | 3.42 | 342 | 0.8576 | 0.4021 | 0.8576 | 0.9261 |
| No log | 3.44 | 344 | 0.8175 | 0.3990 | 0.8175 | 0.9041 |
| No log | 3.46 | 346 | 0.7965 | 0.4355 | 0.7965 | 0.8925 |
| No log | 3.48 | 348 | 0.8124 | 0.4554 | 0.8124 | 0.9013 |
| No log | 3.5 | 350 | 0.8152 | 0.4591 | 0.8152 | 0.9029 |
| No log | 3.52 | 352 | 0.7938 | 0.4554 | 0.7938 | 0.8909 |
| No log | 3.54 | 354 | 0.7697 | 0.4272 | 0.7697 | 0.8774 |
| No log | 3.56 | 356 | 0.7466 | 0.4294 | 0.7466 | 0.8641 |
| No log | 3.58 | 358 | 0.7261 | 0.4235 | 0.7261 | 0.8521 |
| No log | 3.6 | 360 | 0.7094 | 0.4319 | 0.7094 | 0.8422 |
| No log | 3.62 | 362 | 0.7124 | 0.4133 | 0.7124 | 0.8440 |
| No log | 3.64 | 364 | 0.7229 | 0.4321 | 0.7229 | 0.8502 |
| No log | 3.66 | 366 | 0.7700 | 0.4110 | 0.7700 | 0.8775 |
| No log | 3.68 | 368 | 0.7858 | 0.4092 | 0.7858 | 0.8864 |
| No log | 3.7 | 370 | 0.7605 | 0.3988 | 0.7605 | 0.8720 |
| No log | 3.7200 | 372 | 0.7182 | 0.4301 | 0.7182 | 0.8475 |
| No log | 3.74 | 374 | 0.7284 | 0.4553 | 0.7284 | 0.8534 |
| No log | 3.76 | 376 | 0.7490 | 0.4686 | 0.7490 | 0.8655 |
| No log | 3.7800 | 378 | 0.7685 | 0.4534 | 0.7685 | 0.8766 |
| No log | 3.8 | 380 | 0.8238 | 0.4206 | 0.8238 | 0.9076 |
| No log | 3.82 | 382 | 0.8426 | 0.4206 | 0.8426 | 0.9179 |
| No log | 3.84 | 384 | 0.8415 | 0.4206 | 0.8415 | 0.9174 |
| No log | 3.86 | 386 | 0.8268 | 0.4088 | 0.8268 | 0.9093 |
| No log | 3.88 | 388 | 0.7838 | 0.4323 | 0.7838 | 0.8853 |
| No log | 3.9 | 390 | 0.7391 | 0.4319 | 0.7391 | 0.8597 |
| No log | 3.92 | 392 | 0.7120 | 0.4638 | 0.7120 | 0.8438 |
| No log | 3.94 | 394 | 0.7071 | 0.4514 | 0.7071 | 0.8409 |
| No log | 3.96 | 396 | 0.6669 | 0.4315 | 0.6669 | 0.8167 |
| No log | 3.98 | 398 | 0.6424 | 0.4316 | 0.6424 | 0.8015 |
| No log | 4.0 | 400 | 0.6266 | 0.4399 | 0.6266 | 0.7916 |
| No log | 4.02 | 402 | 0.6135 | 0.4718 | 0.6135 | 0.7832 |
| No log | 4.04 | 404 | 0.6194 | 0.4636 | 0.6194 | 0.7870 |
| No log | 4.06 | 406 | 0.6509 | 0.4969 | 0.6509 | 0.8068 |
| No log | 4.08 | 408 | 0.6723 | 0.4892 | 0.6723 | 0.8200 |
| No log | 4.1 | 410 | 0.7087 | 0.4862 | 0.7087 | 0.8418 |
| No log | 4.12 | 412 | 0.7300 | 0.4731 | 0.7300 | 0.8544 |
| No log | 4.14 | 414 | 0.7340 | 0.4764 | 0.7340 | 0.8567 |
| No log | 4.16 | 416 | 0.7527 | 0.4909 | 0.7527 | 0.8676 |
| No log | 4.18 | 418 | 0.7865 | 0.4950 | 0.7865 | 0.8869 |
| No log | 4.2 | 420 | 0.7710 | 0.4902 | 0.7710 | 0.8780 |
| No log | 4.22 | 422 | 0.7441 | 0.4577 | 0.7441 | 0.8626 |
| No log | 4.24 | 424 | 0.7170 | 0.4731 | 0.7170 | 0.8468 |
| No log | 4.26 | 426 | 0.7002 | 0.4718 | 0.7002 | 0.8368 |
| No log | 4.28 | 428 | 0.6782 | 0.4873 | 0.6782 | 0.8235 |
| No log | 4.3 | 430 | 0.6971 | 0.4826 | 0.6971 | 0.8349 |
| No log | 4.32 | 432 | 0.7781 | 0.4864 | 0.7781 | 0.8821 |
| No log | 4.34 | 434 | 0.8565 | 0.4462 | 0.8565 | 0.9255 |
| No log | 4.36 | 436 | 0.8455 | 0.4444 | 0.8455 | 0.9195 |
| No log | 4.38 | 438 | 0.7641 | 0.4656 | 0.7641 | 0.8742 |
| No log | 4.4 | 440 | 0.7089 | 0.4873 | 0.7089 | 0.8420 |
| No log | 4.42 | 442 | 0.7283 | 0.4896 | 0.7283 | 0.8534 |
| No log | 4.44 | 444 | 0.7686 | 0.4631 | 0.7686 | 0.8767 |
| No log | 4.46 | 446 | 0.7685 | 0.4788 | 0.7685 | 0.8766 |
| No log | 4.48 | 448 | 0.7549 | 0.4896 | 0.7549 | 0.8689 |
| No log | 4.5 | 450 | 0.7341 | 0.4677 | 0.7341 | 0.8568 |
| No log | 4.52 | 452 | 0.7431 | 0.4380 | 0.7431 | 0.8620 |
| No log | 4.54 | 454 | 0.7586 | 0.4324 | 0.7586 | 0.8710 |
| No log | 4.5600 | 456 | 0.7576 | 0.4456 | 0.7576 | 0.8704 |
| No log | 4.58 | 458 | 0.7530 | 0.4432 | 0.7530 | 0.8678 |
| No log | 4.6 | 460 | 0.7522 | 0.4511 | 0.7522 | 0.8673 |
| No log | 4.62 | 462 | 0.7259 | 0.4413 | 0.7259 | 0.8520 |
| No log | 4.64 | 464 | 0.7256 | 0.4637 | 0.7256 | 0.8518 |
| No log | 4.66 | 466 | 0.7371 | 0.4651 | 0.7371 | 0.8585 |
| No log | 4.68 | 468 | 0.7437 | 0.4524 | 0.7437 | 0.8624 |
| No log | 4.7 | 470 | 0.7565 | 0.4502 | 0.7565 | 0.8698 |
| No log | 4.72 | 472 | 0.7675 | 0.4502 | 0.7675 | 0.8761 |
| No log | 4.74 | 474 | 0.7787 | 0.4870 | 0.7787 | 0.8824 |
| No log | 4.76 | 476 | 0.7497 | 0.4577 | 0.7497 | 0.8658 |
| No log | 4.78 | 478 | 0.7340 | 0.4636 | 0.7340 | 0.8567 |
| No log | 4.8 | 480 | 0.7620 | 0.4703 | 0.7620 | 0.8729 |
| No log | 4.82 | 482 | 0.7752 | 0.4773 | 0.7752 | 0.8805 |
| No log | 4.84 | 484 | 0.7445 | 0.4478 | 0.7445 | 0.8629 |
| No log | 4.86 | 486 | 0.7205 | 0.4713 | 0.7205 | 0.8488 |
| No log | 4.88 | 488 | 0.7135 | 0.4974 | 0.7135 | 0.8447 |
| No log | 4.9 | 490 | 0.7096 | 0.4856 | 0.7096 | 0.8424 |
| No log | 4.92 | 492 | 0.7329 | 0.5006 | 0.7329 | 0.8561 |
| No log | 4.9400 | 494 | 0.7631 | 0.4882 | 0.7631 | 0.8735 |
| No log | 4.96 | 496 | 0.7466 | 0.5094 | 0.7466 | 0.8641 |
| No log | 4.98 | 498 | 0.7099 | 0.4816 | 0.7099 | 0.8426 |
| 0.4864 | 5.0 | 500 | 0.7016 | 0.4929 | 0.7016 | 0.8376 |
| 0.4864 | 5.02 | 502 | 0.7134 | 0.4849 | 0.7134 | 0.8446 |
| 0.4864 | 5.04 | 504 | 0.7194 | 0.4838 | 0.7194 | 0.8482 |
| 0.4864 | 5.06 | 506 | 0.7242 | 0.4827 | 0.7242 | 0.8510 |
| 0.4864 | 5.08 | 508 | 0.7218 | 0.4884 | 0.7218 | 0.8496 |
| 0.4864 | 5.1 | 510 | 0.7285 | 0.4884 | 0.7285 | 0.8535 |
| 0.4864 | 5.12 | 512 | 0.7420 | 0.4827 | 0.7420 | 0.8614 |
| 0.4864 | 5.14 | 514 | 0.7531 | 0.4838 | 0.7531 | 0.8678 |
| 0.4864 | 5.16 | 516 | 0.7605 | 0.4849 | 0.7605 | 0.8721 |
| 0.4864 | 5.18 | 518 | 0.7581 | 0.4697 | 0.7581 | 0.8707 |
| 0.4864 | 5.2 | 520 | 0.7607 | 0.4913 | 0.7607 | 0.8722 |
| 0.4864 | 5.22 | 522 | 0.7630 | 0.4493 | 0.7630 | 0.8735 |
| 0.4864 | 5.24 | 524 | 0.7380 | 0.4667 | 0.7380 | 0.8591 |
| 0.4864 | 5.26 | 526 | 0.7143 | 0.4560 | 0.7143 | 0.8452 |
| 0.4864 | 5.28 | 528 | 0.7338 | 0.4892 | 0.7338 | 0.8566 |
| 0.4864 | 5.3 | 530 | 0.7571 | 0.4816 | 0.7571 | 0.8701 |
| 0.4864 | 5.32 | 532 | 0.7495 | 0.4816 | 0.7495 | 0.8657 |
| 0.4864 | 5.34 | 534 | 0.7446 | 0.4475 | 0.7446 | 0.8629 |
| 0.4864 | 5.36 | 536 | 0.7501 | 0.4437 | 0.7501 | 0.8661 |
| 0.4864 | 5.38 | 538 | 0.7395 | 0.4359 | 0.7395 | 0.8599 |
| 0.4864 | 5.4 | 540 | 0.7354 | 0.4377 | 0.7354 | 0.8575 |
| 0.4864 | 5.42 | 542 | 0.7324 | 0.4260 | 0.7324 | 0.8558 |
| 0.4864 | 5.44 | 544 | 0.7354 | 0.4397 | 0.7354 | 0.8576 |
| 0.4864 | 5.46 | 546 | 0.7281 | 0.4202 | 0.7281 | 0.8533 |
| 0.4864 | 5.48 | 548 | 0.7272 | 0.4577 | 0.7272 | 0.8528 |
| 0.4864 | 5.5 | 550 | 0.7183 | 0.4420 | 0.7183 | 0.8475 |
| 0.4864 | 5.52 | 552 | 0.7103 | 0.4202 | 0.7103 | 0.8428 |
| 0.4864 | 5.54 | 554 | 0.7076 | 0.4359 | 0.7076 | 0.8412 |
| 0.4864 | 5.5600 | 556 | 0.7088 | 0.4750 | 0.7088 | 0.8419 |
| 0.4864 | 5.58 | 558 | 0.7089 | 0.4437 | 0.7089 | 0.8419 |
| 0.4864 | 5.6 | 560 | 0.7109 | 0.4160 | 0.7109 | 0.8432 |
| 0.4864 | 5.62 | 562 | 0.7204 | 0.4137 | 0.7204 | 0.8488 |
| 0.4864 | 5.64 | 564 | 0.7204 | 0.4218 | 0.7204 | 0.8488 |
| 0.4864 | 5.66 | 566 | 0.7329 | 0.4338 | 0.7329 | 0.8561 |
| 0.4864 | 5.68 | 568 | 0.7314 | 0.4338 | 0.7314 | 0.8552 |
| 0.4864 | 5.7 | 570 | 0.7238 | 0.4458 | 0.7238 | 0.8507 |
| 0.4864 | 5.72 | 572 | 0.7173 | 0.4261 | 0.7173 | 0.8470 |
| 0.4864 | 5.74 | 574 | 0.7171 | 0.4081 | 0.7171 | 0.8468 |
| 0.4864 | 5.76 | 576 | 0.7215 | 0.4320 | 0.7215 | 0.8494 |
| 0.4864 | 5.78 | 578 | 0.7220 | 0.4378 | 0.7220 | 0.8497 |
| 0.4864 | 5.8 | 580 | 0.7294 | 0.4454 | 0.7294 | 0.8540 |
| 0.4864 | 5.82 | 582 | 0.7227 | 0.4317 | 0.7227 | 0.8501 |
| 0.4864 | 5.84 | 584 | 0.7185 | 0.4218 | 0.7185 | 0.8476 |
| 0.4864 | 5.86 | 586 | 0.7159 | 0.3940 | 0.7159 | 0.8461 |
| 0.4864 | 5.88 | 588 | 0.7180 | 0.3940 | 0.7180 | 0.8473 |
| 0.4864 | 5.9 | 590 | 0.7130 | 0.4083 | 0.7130 | 0.8444 |
| 0.4864 | 5.92 | 592 | 0.7063 | 0.4710 | 0.7063 | 0.8404 |
| 0.4864 | 5.9400 | 594 | 0.6953 | 0.4874 | 0.6953 | 0.8338 |
| 0.4864 | 5.96 | 596 | 0.6944 | 0.4819 | 0.6944 | 0.8333 |
| 0.4864 | 5.98 | 598 | 0.6929 | 0.4915 | 0.6929 | 0.8324 |
| 0.4864 | 6.0 | 600 | 0.7076 | 0.5049 | 0.7076 | 0.8412 |
| 0.4864 | 6.02 | 602 | 0.7064 | 0.4925 | 0.7064 | 0.8405 |
| 0.4864 | 6.04 | 604 | 0.7221 | 0.4429 | 0.7221 | 0.8498 |
| 0.4864 | 6.06 | 606 | 0.7422 | 0.4486 | 0.7422 | 0.8615 |
| 0.4864 | 6.08 | 608 | 0.7521 | 0.4486 | 0.7521 | 0.8673 |
| 0.4864 | 6.1 | 610 | 0.7429 | 0.4429 | 0.7429 | 0.8619 |
| 0.4864 | 6.12 | 612 | 0.7470 | 0.4429 | 0.7470 | 0.8643 |
| 0.4864 | 6.14 | 614 | 0.7419 | 0.4448 | 0.7419 | 0.8613 |
| 0.4864 | 6.16 | 616 | 0.7233 | 0.4524 | 0.7233 | 0.8505 |
| 0.4864 | 6.18 | 618 | 0.7097 | 0.4382 | 0.7097 | 0.8424 |
| 0.4864 | 6.2 | 620 | 0.7003 | 0.4555 | 0.7003 | 0.8368 |
| 0.4864 | 6.22 | 622 | 0.6960 | 0.4551 | 0.6960 | 0.8343 |
| 0.4864 | 6.24 | 624 | 0.6855 | 0.4305 | 0.6855 | 0.8279 |
| 0.4864 | 6.26 | 626 | 0.6713 | 0.4200 | 0.6713 | 0.8193 |
| 0.4864 | 6.28 | 628 | 0.6733 | 0.4299 | 0.6733 | 0.8205 |
| 0.4864 | 6.3 | 630 | 0.6790 | 0.4358 | 0.6790 | 0.8240 |
| 0.4864 | 6.32 | 632 | 0.6929 | 0.4726 | 0.6929 | 0.8324 |
| 0.4864 | 6.34 | 634 | 0.7198 | 0.4856 | 0.7198 | 0.8484 |
| 0.4864 | 6.36 | 636 | 0.7634 | 0.5014 | 0.7634 | 0.8737 |
| 0.4864 | 6.38 | 638 | 0.7729 | 0.5014 | 0.7729 | 0.8791 |
| 0.4864 | 6.4 | 640 | 0.7612 | 0.5032 | 0.7612 | 0.8725 |
| 0.4864 | 6.42 | 642 | 0.7536 | 0.4942 | 0.7536 | 0.8681 |
| 0.4864 | 6.44 | 644 | 0.7408 | 0.4627 | 0.7408 | 0.8607 |
| 0.4864 | 6.46 | 646 | 0.7182 | 0.4223 | 0.7182 | 0.8475 |
| 0.4864 | 6.48 | 648 | 0.7136 | 0.4416 | 0.7136 | 0.8448 |
| 0.4864 | 6.5 | 650 | 0.7023 | 0.4398 | 0.7023 | 0.8380 |
| 0.4864 | 6.52 | 652 | 0.7012 | 0.4360 | 0.7012 | 0.8374 |
| 0.4864 | 6.54 | 654 | 0.6983 | 0.4360 | 0.6983 | 0.8356 |
| 0.4864 | 6.5600 | 656 | 0.6896 | 0.4495 | 0.6896 | 0.8304 |
| 0.4864 | 6.58 | 658 | 0.6764 | 0.4498 | 0.6764 | 0.8224 |
| 0.4864 | 6.6 | 660 | 0.6731 | 0.4691 | 0.6731 | 0.8204 |
| 0.4864 | 6.62 | 662 | 0.6833 | 0.5137 | 0.6833 | 0.8266 |
| 0.4864 | 6.64 | 664 | 0.6969 | 0.5060 | 0.6969 | 0.8348 |
| 0.4864 | 6.66 | 666 | 0.7020 | 0.5137 | 0.7020 | 0.8378 |
| 0.4864 | 6.68 | 668 | 0.7255 | 0.5050 | 0.7255 | 0.8518 |
| 0.4864 | 6.7 | 670 | 0.7429 | 0.5049 | 0.7429 | 0.8619 |
| 0.4864 | 6.72 | 672 | 0.7586 | 0.5049 | 0.7586 | 0.8710 |
| 0.4864 | 6.74 | 674 | 0.7804 | 0.4909 | 0.7804 | 0.8834 |
| 0.4864 | 6.76 | 676 | 0.7988 | 0.5057 | 0.7988 | 0.8938 |
| 0.4864 | 6.78 | 678 | 0.7907 | 0.5136 | 0.7907 | 0.8892 |
| 0.4864 | 6.8 | 680 | 0.7709 | 0.4929 | 0.7709 | 0.8780 |
| 0.4864 | 6.82 | 682 | 0.7446 | 0.4779 | 0.7446 | 0.8629 |
| 0.4864 | 6.84 | 684 | 0.7357 | 0.4817 | 0.7357 | 0.8577 |
| 0.4864 | 6.86 | 686 | 0.7384 | 0.5161 | 0.7384 | 0.8593 |
| 0.4864 | 6.88 | 688 | 0.7502 | 0.5137 | 0.7502 | 0.8661 |
| 0.4864 | 6.9 | 690 | 0.7577 | 0.5175 | 0.7577 | 0.8705 |
| 0.4864 | 6.92 | 692 | 0.7405 | 0.5186 | 0.7405 | 0.8606 |
| 0.4864 | 6.9400 | 694 | 0.7275 | 0.5137 | 0.7275 | 0.8529 |
| 0.4864 | 6.96 | 696 | 0.7314 | 0.5137 | 0.7314 | 0.8552 |
| 0.4864 | 6.98 | 698 | 0.7292 | 0.5154 | 0.7292 | 0.8540 |
| 0.4864 | 7.0 | 700 | 0.7354 | 0.5154 | 0.7354 | 0.8576 |
| 0.4864 | 7.02 | 702 | 0.7390 | 0.5154 | 0.7390 | 0.8597 |
| 0.4864 | 7.04 | 704 | 0.7380 | 0.5154 | 0.7380 | 0.8590 |
| 0.4864 | 7.06 | 706 | 0.7332 | 0.5161 | 0.7332 | 0.8563 |
| 0.4864 | 7.08 | 708 | 0.7438 | 0.5192 | 0.7438 | 0.8624 |
| 0.4864 | 7.1 | 710 | 0.7338 | 0.4910 | 0.7338 | 0.8566 |
| 0.4864 | 7.12 | 712 | 0.7286 | 0.4910 | 0.7286 | 0.8536 |
| 0.4864 | 7.14 | 714 | 0.7196 | 0.4834 | 0.7196 | 0.8483 |
| 0.4864 | 7.16 | 716 | 0.6964 | 0.4852 | 0.6964 | 0.8345 |
| 0.4864 | 7.18 | 718 | 0.6855 | 0.4553 | 0.6855 | 0.8279 |
| 0.4864 | 7.2 | 720 | 0.6863 | 0.4587 | 0.6863 | 0.8284 |
| 0.4864 | 7.22 | 722 | 0.6883 | 0.4569 | 0.6883 | 0.8296 |
| 0.4864 | 7.24 | 724 | 0.6930 | 0.4718 | 0.6930 | 0.8325 |
| 0.4864 | 7.26 | 726 | 0.7003 | 0.4816 | 0.7003 | 0.8368 |
| 0.4864 | 7.28 | 728 | 0.7062 | 0.5060 | 0.7062 | 0.8404 |
| 0.4864 | 7.3 | 730 | 0.7192 | 0.5175 | 0.7192 | 0.8481 |
| 0.4864 | 7.32 | 732 | 0.7156 | 0.5175 | 0.7156 | 0.8460 |
| 0.4864 | 7.34 | 734 | 0.6961 | 0.5060 | 0.6961 | 0.8343 |
| 0.4864 | 7.36 | 736 | 0.6831 | 0.4804 | 0.6831 | 0.8265 |
| 0.4864 | 7.38 | 738 | 0.6817 | 0.5060 | 0.6817 | 0.8257 |
| 0.4864 | 7.4 | 740 | 0.6966 | 0.5186 | 0.6966 | 0.8346 |
| 0.4864 | 7.42 | 742 | 0.7260 | 0.5158 | 0.7260 | 0.8520 |
| 0.4864 | 7.44 | 744 | 0.7335 | 0.5147 | 0.7335 | 0.8565 |
| 0.4864 | 7.46 | 746 | 0.7223 | 0.5234 | 0.7223 | 0.8499 |
| 0.4864 | 7.48 | 748 | 0.7065 | 0.5234 | 0.7065 | 0.8405 |
| 0.4864 | 7.5 | 750 | 0.6994 | 0.5192 | 0.6994 | 0.8363 |
| 0.4864 | 7.52 | 752 | 0.6933 | 0.4731 | 0.6933 | 0.8326 |
| 0.4864 | 7.54 | 754 | 0.6994 | 0.4920 | 0.6994 | 0.8363 |
| 0.4864 | 7.5600 | 756 | 0.7156 | 0.5192 | 0.7156 | 0.8460 |
| 0.4864 | 7.58 | 758 | 0.7286 | 0.5239 | 0.7286 | 0.8536 |
| 0.4864 | 7.6 | 760 | 0.7309 | 0.5239 | 0.7309 | 0.8549 |
| 0.4864 | 7.62 | 762 | 0.7231 | 0.5239 | 0.7231 | 0.8504 |
| 0.4864 | 7.64 | 764 | 0.7105 | 0.5192 | 0.7105 | 0.8429 |
| 0.4864 | 7.66 | 766 | 0.6999 | 0.5017 | 0.6999 | 0.8366 |
| 0.4864 | 7.68 | 768 | 0.7003 | 0.5035 | 0.7003 | 0.8368 |
| 0.4864 | 7.7 | 770 | 0.6991 | 0.4863 | 0.6991 | 0.8361 |
| 0.4864 | 7.72 | 772 | 0.6937 | 0.4692 | 0.6937 | 0.8329 |
| 0.4864 | 7.74 | 774 | 0.6920 | 0.4767 | 0.6920 | 0.8319 |
| 0.4864 | 7.76 | 776 | 0.6926 | 0.4767 | 0.6926 | 0.8322 |
| 0.4864 | 7.78 | 778 | 0.6958 | 0.4880 | 0.6958 | 0.8341 |
| 0.4864 | 7.8 | 780 | 0.6993 | 0.4977 | 0.6993 | 0.8362 |
| 0.4864 | 7.82 | 782 | 0.7047 | 0.5066 | 0.7047 | 0.8395 |
| 0.4864 | 7.84 | 784 | 0.7033 | 0.5309 | 0.7033 | 0.8386 |
| 0.4864 | 7.86 | 786 | 0.7085 | 0.5158 | 0.7085 | 0.8417 |
| 0.4864 | 7.88 | 788 | 0.7103 | 0.5158 | 0.7103 | 0.8428 |
| 0.4864 | 7.9 | 790 | 0.6968 | 0.5158 | 0.6968 | 0.8347 |
| 0.4864 | 7.92 | 792 | 0.6823 | 0.5250 | 0.6823 | 0.8260 |
| 0.4864 | 7.9400 | 794 | 0.6698 | 0.4892 | 0.6698 | 0.8184 |
| 0.4864 | 7.96 | 796 | 0.6571 | 0.4870 | 0.6571 | 0.8106 |
| 0.4864 | 7.98 | 798 | 0.6574 | 0.4591 | 0.6574 | 0.8108 |
| 0.4864 | 8.0 | 800 | 0.6648 | 0.4533 | 0.6648 | 0.8154 |
| 0.4864 | 8.02 | 802 | 0.6758 | 0.4533 | 0.6758 | 0.8221 |
| 0.4864 | 8.04 | 804 | 0.6821 | 0.4533 | 0.6821 | 0.8259 |
| 0.4864 | 8.06 | 806 | 0.6836 | 0.4587 | 0.6836 | 0.8268 |
| 0.4864 | 8.08 | 808 | 0.6950 | 0.4912 | 0.6950 | 0.8336 |
| 0.4864 | 8.1 | 810 | 0.7159 | 0.5130 | 0.7159 | 0.8461 |
| 0.4864 | 8.12 | 812 | 0.7401 | 0.5187 | 0.7401 | 0.8603 |
| 0.4864 | 8.14 | 814 | 0.7550 | 0.5039 | 0.7550 | 0.8689 |
| 0.4864 | 8.16 | 816 | 0.7680 | 0.5030 | 0.7680 | 0.8763 |
| 0.4864 | 8.18 | 818 | 0.7625 | 0.5039 | 0.7625 | 0.8732 |
| 0.4864 | 8.2 | 820 | 0.7651 | 0.5039 | 0.7651 | 0.8747 |
| 0.4864 | 8.22 | 822 | 0.7626 | 0.5232 | 0.7626 | 0.8733 |
| 0.4864 | 8.24 | 824 | 0.7559 | 0.5187 | 0.7559 | 0.8694 |
| 0.4864 | 8.26 | 826 | 0.7457 | 0.5140 | 0.7457 | 0.8636 |
| 0.4864 | 8.28 | 828 | 0.7410 | 0.5140 | 0.7410 | 0.8608 |
| 0.4864 | 8.3 | 830 | 0.7336 | 0.5140 | 0.7336 | 0.8565 |
| 0.4864 | 8.32 | 832 | 0.7434 | 0.5197 | 0.7434 | 0.8622 |
| 0.4864 | 8.34 | 834 | 0.7605 | 0.5244 | 0.7605 | 0.8720 |
| 0.4864 | 8.36 | 836 | 0.7606 | 0.5244 | 0.7606 | 0.8721 |
| 0.4864 | 8.38 | 838 | 0.7613 | 0.5244 | 0.7613 | 0.8725 |
| 0.4864 | 8.4 | 840 | 0.7599 | 0.5187 | 0.7599 | 0.8717 |
| 0.4864 | 8.42 | 842 | 0.7546 | 0.5244 | 0.7546 | 0.8687 |
| 0.4864 | 8.44 | 844 | 0.7393 | 0.5187 | 0.7393 | 0.8598 |
| 0.4864 | 8.46 | 846 | 0.7320 | 0.5197 | 0.7320 | 0.8556 |
| 0.4864 | 8.48 | 848 | 0.7324 | 0.5197 | 0.7324 | 0.8558 |
| 0.4864 | 8.5 | 850 | 0.7345 | 0.5187 | 0.7345 | 0.8570 |
| 0.4864 | 8.52 | 852 | 0.7429 | 0.5181 | 0.7429 | 0.8619 |
| 0.4864 | 8.54 | 854 | 0.7478 | 0.5239 | 0.7478 | 0.8647 |
| 0.4864 | 8.56 | 856 | 0.7427 | 0.5181 | 0.7427 | 0.8618 |
| 0.4864 | 8.58 | 858 | 0.7408 | 0.5255 | 0.7408 | 0.8607 |
| 0.4864 | 8.6 | 860 | 0.7353 | 0.5260 | 0.7353 | 0.8575 |
| 0.4864 | 8.62 | 862 | 0.7302 | 0.5157 | 0.7302 | 0.8545 |
| 0.4864 | 8.64 | 864 | 0.7368 | 0.5157 | 0.7368 | 0.8584 |
| 0.4864 | 8.66 | 866 | 0.7496 | 0.5203 | 0.7496 | 0.8658 |
| 0.4864 | 8.68 | 868 | 0.7601 | 0.5248 | 0.7601 | 0.8718 |
| 0.4864 | 8.7 | 870 | 0.7643 | 0.5232 | 0.7643 | 0.8742 |
| 0.4864 | 8.72 | 872 | 0.7604 | 0.5232 | 0.7604 | 0.8720 |
| 0.4864 | 8.74 | 874 | 0.7548 | 0.5244 | 0.7548 | 0.8688 |
| 0.4864 | 8.76 | 876 | 0.7474 | 0.5244 | 0.7474 | 0.8645 |
| 0.4864 | 8.78 | 878 | 0.7395 | 0.5255 | 0.7395 | 0.8599 |
| 0.4864 | 8.8 | 880 | 0.7401 | 0.5255 | 0.7401 | 0.8603 |
| 0.4864 | 8.82 | 882 | 0.7475 | 0.5170 | 0.7475 | 0.8646 |
| 0.4864 | 8.84 | 884 | 0.7486 | 0.5170 | 0.7486 | 0.8652 |
| 0.4864 | 8.86 | 886 | 0.7524 | 0.5170 | 0.7524 | 0.8674 |
| 0.4864 | 8.88 | 888 | 0.7598 | 0.5160 | 0.7598 | 0.8717 |
| 0.4864 | 8.9 | 890 | 0.7602 | 0.5160 | 0.7602 | 0.8719 |
| 0.4864 | 8.92 | 892 | 0.7555 | 0.5160 | 0.7555 | 0.8692 |
| 0.4864 | 8.94 | 894 | 0.7495 | 0.5160 | 0.7495 | 0.8657 |
| 0.4864 | 8.96 | 896 | 0.7476 | 0.5170 | 0.7476 | 0.8646 |
| 0.4864 | 8.98 | 898 | 0.7468 | 0.5170 | 0.7468 | 0.8642 |
| 0.4864 | 9.0 | 900 | 0.7434 | 0.5113 | 0.7434 | 0.8622 |
| 0.4864 | 9.02 | 902 | 0.7428 | 0.5113 | 0.7428 | 0.8619 |
| 0.4864 | 9.04 | 904 | 0.7439 | 0.5113 | 0.7439 | 0.8625 |
| 0.4864 | 9.06 | 906 | 0.7398 | 0.5113 | 0.7398 | 0.8601 |
| 0.4864 | 9.08 | 908 | 0.7310 | 0.5123 | 0.7310 | 0.8550 |
| 0.4864 | 9.1 | 910 | 0.7291 | 0.4934 | 0.7291 | 0.8539 |
| 0.4864 | 9.12 | 912 | 0.7319 | 0.5123 | 0.7319 | 0.8555 |
| 0.4864 | 9.14 | 914 | 0.7368 | 0.5123 | 0.7368 | 0.8584 |
| 0.4864 | 9.16 | 916 | 0.7456 | 0.5113 | 0.7456 | 0.8635 |
| 0.4864 | 9.18 | 918 | 0.7621 | 0.5164 | 0.7621 | 0.8730 |
| 0.4864 | 9.2 | 920 | 0.7771 | 0.5006 | 0.7771 | 0.8815 |
| 0.4864 | 9.22 | 922 | 0.7832 | 0.5006 | 0.7832 | 0.8850 |
| 0.4864 | 9.24 | 924 | 0.7823 | 0.5006 | 0.7823 | 0.8845 |
| 0.4864 | 9.26 | 926 | 0.7753 | 0.5022 | 0.7753 | 0.8805 |
| 0.4864 | 9.28 | 928 | 0.7649 | 0.5170 | 0.7649 | 0.8746 |
| 0.4864 | 9.3 | 930 | 0.7553 | 0.5064 | 0.7553 | 0.8691 |
| 0.4864 | 9.32 | 932 | 0.7478 | 0.4887 | 0.7478 | 0.8648 |
| 0.4864 | 9.34 | 934 | 0.7389 | 0.4961 | 0.7389 | 0.8596 |
| 0.4864 | 9.36 | 936 | 0.7327 | 0.4905 | 0.7327 | 0.8560 |
| 0.4864 | 9.38 | 938 | 0.7281 | 0.4912 | 0.7281 | 0.8533 |
| 0.4864 | 9.4 | 940 | 0.7240 | 0.4912 | 0.7240 | 0.8509 |
| 0.4864 | 9.42 | 942 | 0.7220 | 0.4912 | 0.7220 | 0.8497 |
| 0.4864 | 9.44 | 944 | 0.7213 | 0.4912 | 0.7213 | 0.8493 |
| 0.4864 | 9.46 | 946 | 0.7234 | 0.4912 | 0.7234 | 0.8506 |
| 0.4864 | 9.48 | 948 | 0.7251 | 0.4912 | 0.7251 | 0.8515 |
| 0.4864 | 9.5 | 950 | 0.7275 | 0.4961 | 0.7275 | 0.8529 |
| 0.4864 | 9.52 | 952 | 0.7332 | 0.4887 | 0.7332 | 0.8563 |
| 0.4864 | 9.54 | 954 | 0.7416 | 0.5066 | 0.7416 | 0.8611 |
| 0.4864 | 9.56 | 956 | 0.7465 | 0.5058 | 0.7465 | 0.8640 |
| 0.4864 | 9.58 | 958 | 0.7487 | 0.5058 | 0.7487 | 0.8653 |
| 0.4864 | 9.6 | 960 | 0.7509 | 0.5116 | 0.7509 | 0.8665 |
| 0.4864 | 9.62 | 962 | 0.7502 | 0.5116 | 0.7502 | 0.8661 |
| 0.4864 | 9.64 | 964 | 0.7481 | 0.5116 | 0.7481 | 0.8649 |
| 0.4864 | 9.66 | 966 | 0.7470 | 0.5116 | 0.7470 | 0.8643 |
| 0.4864 | 9.68 | 968 | 0.7466 | 0.5116 | 0.7466 | 0.8641 |
| 0.4864 | 9.7 | 970 | 0.7444 | 0.5058 | 0.7444 | 0.8628 |
| 0.4864 | 9.72 | 972 | 0.7416 | 0.5066 | 0.7416 | 0.8612 |
| 0.4864 | 9.74 | 974 | 0.7388 | 0.5073 | 0.7388 | 0.8596 |
| 0.4864 | 9.76 | 976 | 0.7375 | 0.4887 | 0.7375 | 0.8588 |
| 0.4864 | 9.78 | 978 | 0.7374 | 0.4887 | 0.7374 | 0.8587 |
| 0.4864 | 9.8 | 980 | 0.7373 | 0.4887 | 0.7373 | 0.8587 |
| 0.4864 | 9.82 | 982 | 0.7384 | 0.4887 | 0.7384 | 0.8593 |
| 0.4864 | 9.84 | 984 | 0.7394 | 0.4887 | 0.7394 | 0.8599 |
| 0.4864 | 9.86 | 986 | 0.7403 | 0.4887 | 0.7403 | 0.8604 |
| 0.4864 | 9.88 | 988 | 0.7411 | 0.4887 | 0.7411 | 0.8609 |
| 0.4864 | 9.9 | 990 | 0.7413 | 0.4887 | 0.7413 | 0.8610 |
| 0.4864 | 9.92 | 992 | 0.7415 | 0.4887 | 0.7415 | 0.8611 |
| 0.4864 | 9.94 | 994 | 0.7414 | 0.4887 | 0.7414 | 0.8610 |
| 0.4864 | 9.96 | 996 | 0.7415 | 0.4887 | 0.7415 | 0.8611 |
| 0.4864 | 9.98 | 998 | 0.7415 | 0.4887 | 0.7415 | 0.8611 |
| 0.0728 | 10.0 | 1000 | 0.7415 | 0.4887 | 0.7415 | 0.8611 |
Framework versions
- Transformers 4.44.2
- Pytorch 2.4.0+cu118
- Datasets 2.21.0
- Tokenizers 0.19.1
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Model tree for MayBashendy/ArabicNewSplits5_FineTuningAraBERT_run3_AugV5_k16_task2_organization
Base model
aubmindlab/bert-base-arabertv02