Instructions to use MayBashendy/ArabicNewSplits6_FineTuningAraBERT_run3_AugV5_k20_task1_organization with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use MayBashendy/ArabicNewSplits6_FineTuningAraBERT_run3_AugV5_k20_task1_organization with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="MayBashendy/ArabicNewSplits6_FineTuningAraBERT_run3_AugV5_k20_task1_organization")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("MayBashendy/ArabicNewSplits6_FineTuningAraBERT_run3_AugV5_k20_task1_organization") model = AutoModelForSequenceClassification.from_pretrained("MayBashendy/ArabicNewSplits6_FineTuningAraBERT_run3_AugV5_k20_task1_organization", device_map="auto") - Notebooks
- Google Colab
- Kaggle
ArabicNewSplits6_FineTuningAraBERT_run3_AugV5_k20_task1_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: 0.6910
- Qwk: 0.6693
- Mse: 0.6910
- Rmse: 0.8313
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 | 0.0202 | 2 | 5.0712 | 0.0035 | 5.0712 | 2.2519 |
| No log | 0.0404 | 4 | 3.0357 | 0.0796 | 3.0357 | 1.7423 |
| No log | 0.0606 | 6 | 2.1336 | -0.0150 | 2.1336 | 1.4607 |
| No log | 0.0808 | 8 | 1.9487 | -0.0603 | 1.9487 | 1.3960 |
| No log | 0.1010 | 10 | 1.4318 | 0.0437 | 1.4318 | 1.1966 |
| No log | 0.1212 | 12 | 1.2990 | 0.1850 | 1.2990 | 1.1397 |
| No log | 0.1414 | 14 | 1.2280 | 0.2376 | 1.2280 | 1.1082 |
| No log | 0.1616 | 16 | 1.1879 | 0.3032 | 1.1879 | 1.0899 |
| No log | 0.1818 | 18 | 1.3753 | 0.0786 | 1.3753 | 1.1727 |
| No log | 0.2020 | 20 | 1.4810 | 0.0343 | 1.4810 | 1.2170 |
| No log | 0.2222 | 22 | 1.3899 | 0.0936 | 1.3899 | 1.1789 |
| No log | 0.2424 | 24 | 1.2932 | 0.1830 | 1.2932 | 1.1372 |
| No log | 0.2626 | 26 | 1.7261 | -0.0766 | 1.7261 | 1.3138 |
| No log | 0.2828 | 28 | 1.7037 | -0.0519 | 1.7037 | 1.3052 |
| No log | 0.3030 | 30 | 1.5627 | 0.0606 | 1.5627 | 1.2501 |
| No log | 0.3232 | 32 | 1.6574 | 0.0676 | 1.6574 | 1.2874 |
| No log | 0.3434 | 34 | 2.0449 | 0.0724 | 2.0449 | 1.4300 |
| No log | 0.3636 | 36 | 2.0315 | 0.0946 | 2.0315 | 1.4253 |
| No log | 0.3838 | 38 | 1.7299 | 0.1473 | 1.7299 | 1.3153 |
| No log | 0.4040 | 40 | 1.3455 | 0.2375 | 1.3455 | 1.1600 |
| No log | 0.4242 | 42 | 1.1569 | 0.2718 | 1.1569 | 1.0756 |
| No log | 0.4444 | 44 | 1.1289 | 0.2981 | 1.1289 | 1.0625 |
| No log | 0.4646 | 46 | 1.1353 | 0.2281 | 1.1353 | 1.0655 |
| No log | 0.4848 | 48 | 1.1887 | 0.1880 | 1.1887 | 1.0903 |
| No log | 0.5051 | 50 | 1.2709 | 0.1755 | 1.2709 | 1.1273 |
| No log | 0.5253 | 52 | 1.1859 | 0.2086 | 1.1859 | 1.0890 |
| No log | 0.5455 | 54 | 1.0957 | 0.2807 | 1.0957 | 1.0468 |
| No log | 0.5657 | 56 | 1.1001 | 0.2981 | 1.1001 | 1.0488 |
| No log | 0.5859 | 58 | 1.0993 | 0.2889 | 1.0993 | 1.0485 |
| No log | 0.6061 | 60 | 1.1754 | 0.3080 | 1.1754 | 1.0842 |
| No log | 0.6263 | 62 | 1.2306 | 0.2630 | 1.2306 | 1.1093 |
| No log | 0.6465 | 64 | 1.4350 | 0.1944 | 1.4350 | 1.1979 |
| No log | 0.6667 | 66 | 1.6130 | 0.2014 | 1.6130 | 1.2701 |
| No log | 0.6869 | 68 | 1.8101 | 0.1849 | 1.8101 | 1.3454 |
| No log | 0.7071 | 70 | 1.5889 | 0.2014 | 1.5889 | 1.2605 |
| No log | 0.7273 | 72 | 1.1616 | 0.2352 | 1.1616 | 1.0778 |
| No log | 0.7475 | 74 | 1.0129 | 0.3701 | 1.0129 | 1.0064 |
| No log | 0.7677 | 76 | 1.0365 | 0.3550 | 1.0365 | 1.0181 |
| No log | 0.7879 | 78 | 1.0132 | 0.3445 | 1.0132 | 1.0066 |
| No log | 0.8081 | 80 | 1.0147 | 0.3608 | 1.0147 | 1.0073 |
| No log | 0.8283 | 82 | 1.0068 | 0.3567 | 1.0068 | 1.0034 |
| No log | 0.8485 | 84 | 0.9538 | 0.3437 | 0.9538 | 0.9766 |
| No log | 0.8687 | 86 | 0.9470 | 0.4236 | 0.9470 | 0.9731 |
| No log | 0.8889 | 88 | 0.9310 | 0.4609 | 0.9310 | 0.9649 |
| No log | 0.9091 | 90 | 1.0358 | 0.4375 | 1.0358 | 1.0177 |
| No log | 0.9293 | 92 | 1.6329 | 0.2913 | 1.6329 | 1.2779 |
| No log | 0.9495 | 94 | 2.0969 | 0.2610 | 2.0969 | 1.4481 |
| No log | 0.9697 | 96 | 1.7125 | 0.3145 | 1.7125 | 1.3086 |
| No log | 0.9899 | 98 | 1.0611 | 0.4701 | 1.0611 | 1.0301 |
| No log | 1.0101 | 100 | 0.8593 | 0.5113 | 0.8593 | 0.9270 |
| No log | 1.0303 | 102 | 0.9590 | 0.4237 | 0.9590 | 0.9793 |
| No log | 1.0505 | 104 | 0.8962 | 0.4403 | 0.8962 | 0.9467 |
| No log | 1.0707 | 106 | 0.8407 | 0.4976 | 0.8407 | 0.9169 |
| No log | 1.0909 | 108 | 0.8174 | 0.5372 | 0.8174 | 0.9041 |
| No log | 1.1111 | 110 | 0.8221 | 0.5229 | 0.8221 | 0.9067 |
| No log | 1.1313 | 112 | 0.8436 | 0.4779 | 0.8436 | 0.9185 |
| No log | 1.1515 | 114 | 0.8703 | 0.4556 | 0.8703 | 0.9329 |
| No log | 1.1717 | 116 | 0.8632 | 0.4773 | 0.8632 | 0.9291 |
| No log | 1.1919 | 118 | 0.8801 | 0.5030 | 0.8801 | 0.9382 |
| No log | 1.2121 | 120 | 0.8213 | 0.5146 | 0.8213 | 0.9063 |
| No log | 1.2323 | 122 | 0.7988 | 0.5012 | 0.7988 | 0.8938 |
| No log | 1.2525 | 124 | 0.8255 | 0.5210 | 0.8255 | 0.9086 |
| No log | 1.2727 | 126 | 0.9387 | 0.5102 | 0.9387 | 0.9689 |
| No log | 1.2929 | 128 | 1.0692 | 0.4934 | 1.0692 | 1.0340 |
| No log | 1.3131 | 130 | 1.1291 | 0.4559 | 1.1291 | 1.0626 |
| No log | 1.3333 | 132 | 1.2800 | 0.4113 | 1.2800 | 1.1314 |
| No log | 1.3535 | 134 | 1.3948 | 0.3448 | 1.3948 | 1.1810 |
| No log | 1.3737 | 136 | 1.2676 | 0.4627 | 1.2676 | 1.1259 |
| No log | 1.3939 | 138 | 1.2601 | 0.4575 | 1.2601 | 1.1225 |
| No log | 1.4141 | 140 | 1.2295 | 0.4745 | 1.2295 | 1.1088 |
| No log | 1.4343 | 142 | 0.9371 | 0.5124 | 0.9371 | 0.9680 |
| No log | 1.4545 | 144 | 0.7586 | 0.5939 | 0.7586 | 0.8710 |
| No log | 1.4747 | 146 | 0.7625 | 0.5632 | 0.7625 | 0.8732 |
| No log | 1.4949 | 148 | 0.8997 | 0.5062 | 0.8997 | 0.9485 |
| No log | 1.5152 | 150 | 0.9642 | 0.4335 | 0.9642 | 0.9819 |
| No log | 1.5354 | 152 | 0.9797 | 0.4330 | 0.9797 | 0.9898 |
| No log | 1.5556 | 154 | 1.0004 | 0.4197 | 1.0004 | 1.0002 |
| No log | 1.5758 | 156 | 1.0295 | 0.4326 | 1.0295 | 1.0146 |
| No log | 1.5960 | 158 | 1.0259 | 0.4806 | 1.0259 | 1.0129 |
| No log | 1.6162 | 160 | 1.0254 | 0.5131 | 1.0254 | 1.0126 |
| No log | 1.6364 | 162 | 1.0219 | 0.5457 | 1.0219 | 1.0109 |
| No log | 1.6566 | 164 | 1.0022 | 0.5860 | 1.0022 | 1.0011 |
| No log | 1.6768 | 166 | 1.0030 | 0.5838 | 1.0030 | 1.0015 |
| No log | 1.6970 | 168 | 0.9277 | 0.5860 | 0.9277 | 0.9631 |
| No log | 1.7172 | 170 | 0.8231 | 0.5985 | 0.8231 | 0.9072 |
| No log | 1.7374 | 172 | 0.7660 | 0.6481 | 0.7660 | 0.8752 |
| No log | 1.7576 | 174 | 0.7943 | 0.6071 | 0.7943 | 0.8912 |
| No log | 1.7778 | 176 | 0.8805 | 0.5982 | 0.8805 | 0.9384 |
| No log | 1.7980 | 178 | 0.9168 | 0.5991 | 0.9168 | 0.9575 |
| No log | 1.8182 | 180 | 1.0003 | 0.5127 | 1.0003 | 1.0001 |
| No log | 1.8384 | 182 | 1.0756 | 0.5027 | 1.0756 | 1.0371 |
| No log | 1.8586 | 184 | 1.1325 | 0.4555 | 1.1325 | 1.0642 |
| No log | 1.8788 | 186 | 1.0798 | 0.4177 | 1.0798 | 1.0391 |
| No log | 1.8990 | 188 | 1.0731 | 0.3953 | 1.0731 | 1.0359 |
| No log | 1.9192 | 190 | 1.0092 | 0.4224 | 1.0092 | 1.0046 |
| No log | 1.9394 | 192 | 0.9236 | 0.5077 | 0.9236 | 0.9610 |
| No log | 1.9596 | 194 | 0.9107 | 0.5403 | 0.9107 | 0.9543 |
| No log | 1.9798 | 196 | 0.9436 | 0.5666 | 0.9436 | 0.9714 |
| No log | 2.0 | 198 | 1.0671 | 0.5381 | 1.0671 | 1.0330 |
| No log | 2.0202 | 200 | 0.9896 | 0.5689 | 0.9896 | 0.9948 |
| No log | 2.0404 | 202 | 0.8297 | 0.6298 | 0.8297 | 0.9109 |
| No log | 2.0606 | 204 | 0.7733 | 0.6525 | 0.7733 | 0.8794 |
| No log | 2.0808 | 206 | 0.7270 | 0.6403 | 0.7270 | 0.8526 |
| No log | 2.1010 | 208 | 0.7129 | 0.6533 | 0.7129 | 0.8444 |
| No log | 2.1212 | 210 | 0.7257 | 0.6606 | 0.7257 | 0.8519 |
| No log | 2.1414 | 212 | 0.8204 | 0.6199 | 0.8204 | 0.9058 |
| No log | 2.1616 | 214 | 0.8866 | 0.6229 | 0.8866 | 0.9416 |
| No log | 2.1818 | 216 | 0.8628 | 0.6323 | 0.8628 | 0.9289 |
| No log | 2.2020 | 218 | 0.8511 | 0.6287 | 0.8511 | 0.9226 |
| No log | 2.2222 | 220 | 0.8390 | 0.6426 | 0.8390 | 0.9159 |
| No log | 2.2424 | 222 | 0.8260 | 0.6361 | 0.8260 | 0.9089 |
| No log | 2.2626 | 224 | 0.8634 | 0.6295 | 0.8634 | 0.9292 |
| No log | 2.2828 | 226 | 0.8194 | 0.6302 | 0.8194 | 0.9052 |
| No log | 2.3030 | 228 | 0.7154 | 0.6273 | 0.7154 | 0.8458 |
| No log | 2.3232 | 230 | 0.7018 | 0.6366 | 0.7018 | 0.8377 |
| No log | 2.3434 | 232 | 0.6990 | 0.6247 | 0.6990 | 0.8361 |
| No log | 2.3636 | 234 | 0.7008 | 0.6430 | 0.7008 | 0.8371 |
| No log | 2.3838 | 236 | 0.7395 | 0.6212 | 0.7395 | 0.8600 |
| No log | 2.4040 | 238 | 0.7248 | 0.6584 | 0.7248 | 0.8513 |
| No log | 2.4242 | 240 | 0.7273 | 0.6428 | 0.7273 | 0.8528 |
| No log | 2.4444 | 242 | 0.7139 | 0.6706 | 0.7139 | 0.8449 |
| No log | 2.4646 | 244 | 0.7214 | 0.6814 | 0.7214 | 0.8494 |
| No log | 2.4848 | 246 | 0.7376 | 0.6760 | 0.7376 | 0.8588 |
| No log | 2.5051 | 248 | 0.7637 | 0.6805 | 0.7637 | 0.8739 |
| No log | 2.5253 | 250 | 0.7829 | 0.6851 | 0.7829 | 0.8848 |
| No log | 2.5455 | 252 | 0.8163 | 0.6620 | 0.8163 | 0.9035 |
| No log | 2.5657 | 254 | 0.8380 | 0.6610 | 0.8380 | 0.9154 |
| No log | 2.5859 | 256 | 0.8073 | 0.6522 | 0.8073 | 0.8985 |
| No log | 2.6061 | 258 | 0.7789 | 0.6575 | 0.7789 | 0.8825 |
| No log | 2.6263 | 260 | 0.7544 | 0.6437 | 0.7544 | 0.8686 |
| No log | 2.6465 | 262 | 0.7416 | 0.6658 | 0.7416 | 0.8612 |
| No log | 2.6667 | 264 | 0.7649 | 0.6337 | 0.7649 | 0.8746 |
| No log | 2.6869 | 266 | 0.8286 | 0.6505 | 0.8286 | 0.9103 |
| No log | 2.7071 | 268 | 0.9060 | 0.6281 | 0.9060 | 0.9518 |
| No log | 2.7273 | 270 | 0.8536 | 0.6537 | 0.8536 | 0.9239 |
| No log | 2.7475 | 272 | 0.8047 | 0.6370 | 0.8047 | 0.8971 |
| No log | 2.7677 | 274 | 0.7909 | 0.6348 | 0.7909 | 0.8893 |
| No log | 2.7879 | 276 | 0.7974 | 0.6139 | 0.7974 | 0.8930 |
| No log | 2.8081 | 278 | 0.7521 | 0.6261 | 0.7521 | 0.8673 |
| No log | 2.8283 | 280 | 0.7648 | 0.6539 | 0.7648 | 0.8745 |
| No log | 2.8485 | 282 | 0.8608 | 0.6563 | 0.8608 | 0.9278 |
| No log | 2.8687 | 284 | 0.8290 | 0.6594 | 0.8290 | 0.9105 |
| No log | 2.8889 | 286 | 0.7566 | 0.6580 | 0.7566 | 0.8698 |
| No log | 2.9091 | 288 | 0.6950 | 0.6859 | 0.6950 | 0.8337 |
| No log | 2.9293 | 290 | 0.7178 | 0.6569 | 0.7178 | 0.8472 |
| No log | 2.9495 | 292 | 0.7829 | 0.6513 | 0.7829 | 0.8848 |
| No log | 2.9697 | 294 | 0.8657 | 0.6499 | 0.8657 | 0.9304 |
| No log | 2.9899 | 296 | 0.7394 | 0.6383 | 0.7394 | 0.8599 |
| No log | 3.0101 | 298 | 0.6713 | 0.6791 | 0.6713 | 0.8193 |
| No log | 3.0303 | 300 | 0.6956 | 0.6438 | 0.6956 | 0.8340 |
| No log | 3.0505 | 302 | 0.7655 | 0.6360 | 0.7655 | 0.8749 |
| No log | 3.0707 | 304 | 0.9612 | 0.6328 | 0.9612 | 0.9804 |
| No log | 3.0909 | 306 | 0.9868 | 0.6240 | 0.9868 | 0.9934 |
| No log | 3.1111 | 308 | 0.8719 | 0.6496 | 0.8719 | 0.9338 |
| No log | 3.1313 | 310 | 0.6952 | 0.6999 | 0.6952 | 0.8338 |
| No log | 3.1515 | 312 | 0.6899 | 0.6553 | 0.6899 | 0.8306 |
| No log | 3.1717 | 314 | 0.6949 | 0.6464 | 0.6949 | 0.8336 |
| No log | 3.1919 | 316 | 0.6601 | 0.6931 | 0.6601 | 0.8125 |
| No log | 3.2121 | 318 | 0.7269 | 0.6831 | 0.7269 | 0.8526 |
| No log | 3.2323 | 320 | 0.8087 | 0.6382 | 0.8087 | 0.8993 |
| No log | 3.2525 | 322 | 0.7222 | 0.6459 | 0.7222 | 0.8498 |
| No log | 3.2727 | 324 | 0.6167 | 0.7410 | 0.6167 | 0.7853 |
| No log | 3.2929 | 326 | 0.6046 | 0.6718 | 0.6046 | 0.7776 |
| No log | 3.3131 | 328 | 0.6090 | 0.6680 | 0.6090 | 0.7804 |
| No log | 3.3333 | 330 | 0.6641 | 0.6964 | 0.6641 | 0.8149 |
| No log | 3.3535 | 332 | 0.7560 | 0.6705 | 0.7560 | 0.8695 |
| No log | 3.3737 | 334 | 0.7782 | 0.6662 | 0.7782 | 0.8822 |
| No log | 3.3939 | 336 | 0.7079 | 0.6791 | 0.7079 | 0.8414 |
| No log | 3.4141 | 338 | 0.6511 | 0.6780 | 0.6511 | 0.8069 |
| No log | 3.4343 | 340 | 0.6587 | 0.6686 | 0.6587 | 0.8116 |
| No log | 3.4545 | 342 | 0.7083 | 0.6982 | 0.7083 | 0.8416 |
| No log | 3.4747 | 344 | 0.7194 | 0.6944 | 0.7194 | 0.8482 |
| No log | 3.4949 | 346 | 0.7491 | 0.6446 | 0.7491 | 0.8655 |
| No log | 3.5152 | 348 | 0.7812 | 0.6438 | 0.7812 | 0.8839 |
| No log | 3.5354 | 350 | 0.7565 | 0.6443 | 0.7565 | 0.8698 |
| No log | 3.5556 | 352 | 0.7139 | 0.6716 | 0.7139 | 0.8449 |
| No log | 3.5758 | 354 | 0.7004 | 0.6351 | 0.7004 | 0.8369 |
| No log | 3.5960 | 356 | 0.7007 | 0.6640 | 0.7007 | 0.8371 |
| No log | 3.6162 | 358 | 0.7019 | 0.6709 | 0.7019 | 0.8378 |
| No log | 3.6364 | 360 | 0.7289 | 0.6377 | 0.7289 | 0.8538 |
| No log | 3.6566 | 362 | 0.7915 | 0.6355 | 0.7915 | 0.8897 |
| No log | 3.6768 | 364 | 0.7643 | 0.6423 | 0.7643 | 0.8743 |
| No log | 3.6970 | 366 | 0.7165 | 0.6655 | 0.7165 | 0.8464 |
| No log | 3.7172 | 368 | 0.7692 | 0.6484 | 0.7692 | 0.8770 |
| No log | 3.7374 | 370 | 0.8482 | 0.6367 | 0.8482 | 0.9210 |
| No log | 3.7576 | 372 | 0.8060 | 0.6590 | 0.8060 | 0.8978 |
| No log | 3.7778 | 374 | 0.7233 | 0.6829 | 0.7233 | 0.8505 |
| No log | 3.7980 | 376 | 0.7360 | 0.6606 | 0.7360 | 0.8579 |
| No log | 3.8182 | 378 | 0.7868 | 0.6360 | 0.7868 | 0.8870 |
| No log | 3.8384 | 380 | 0.7911 | 0.6194 | 0.7911 | 0.8894 |
| No log | 3.8586 | 382 | 0.7831 | 0.6436 | 0.7831 | 0.8849 |
| No log | 3.8788 | 384 | 0.7533 | 0.6517 | 0.7533 | 0.8679 |
| No log | 3.8990 | 386 | 0.7217 | 0.6882 | 0.7217 | 0.8495 |
| No log | 3.9192 | 388 | 0.6993 | 0.6763 | 0.6993 | 0.8362 |
| No log | 3.9394 | 390 | 0.6573 | 0.7051 | 0.6573 | 0.8108 |
| No log | 3.9596 | 392 | 0.6380 | 0.6752 | 0.6380 | 0.7988 |
| No log | 3.9798 | 394 | 0.6241 | 0.6969 | 0.6241 | 0.7900 |
| No log | 4.0 | 396 | 0.6449 | 0.6902 | 0.6449 | 0.8030 |
| No log | 4.0202 | 398 | 0.7365 | 0.6618 | 0.7365 | 0.8582 |
| No log | 4.0404 | 400 | 0.7793 | 0.6296 | 0.7793 | 0.8828 |
| No log | 4.0606 | 402 | 0.7710 | 0.6442 | 0.7710 | 0.8781 |
| No log | 4.0808 | 404 | 0.6949 | 0.6666 | 0.6949 | 0.8336 |
| No log | 4.1010 | 406 | 0.6598 | 0.6857 | 0.6598 | 0.8123 |
| No log | 4.1212 | 408 | 0.6900 | 0.6722 | 0.6900 | 0.8307 |
| No log | 4.1414 | 410 | 0.7622 | 0.6484 | 0.7622 | 0.8731 |
| No log | 4.1616 | 412 | 0.8498 | 0.6386 | 0.8498 | 0.9218 |
| No log | 4.1818 | 414 | 0.9196 | 0.6344 | 0.9196 | 0.9589 |
| No log | 4.2020 | 416 | 0.9042 | 0.6371 | 0.9042 | 0.9509 |
| No log | 4.2222 | 418 | 0.8123 | 0.6400 | 0.8123 | 0.9013 |
| No log | 4.2424 | 420 | 0.7188 | 0.6681 | 0.7188 | 0.8478 |
| No log | 4.2626 | 422 | 0.6624 | 0.6875 | 0.6624 | 0.8139 |
| No log | 4.2828 | 424 | 0.6669 | 0.6915 | 0.6669 | 0.8166 |
| No log | 4.3030 | 426 | 0.7051 | 0.6966 | 0.7051 | 0.8397 |
| No log | 4.3232 | 428 | 0.7744 | 0.6797 | 0.7744 | 0.8800 |
| No log | 4.3434 | 430 | 0.7937 | 0.6642 | 0.7937 | 0.8909 |
| No log | 4.3636 | 432 | 0.7461 | 0.7029 | 0.7461 | 0.8638 |
| No log | 4.3838 | 434 | 0.7246 | 0.6890 | 0.7246 | 0.8513 |
| No log | 4.4040 | 436 | 0.6990 | 0.6768 | 0.6990 | 0.8361 |
| No log | 4.4242 | 438 | 0.6907 | 0.6820 | 0.6907 | 0.8311 |
| No log | 4.4444 | 440 | 0.7009 | 0.6811 | 0.7009 | 0.8372 |
| No log | 4.4646 | 442 | 0.7685 | 0.6585 | 0.7685 | 0.8766 |
| No log | 4.4848 | 444 | 0.8879 | 0.6249 | 0.8879 | 0.9423 |
| No log | 4.5051 | 446 | 0.9842 | 0.6310 | 0.9842 | 0.9921 |
| No log | 4.5253 | 448 | 0.9109 | 0.6478 | 0.9109 | 0.9544 |
| No log | 4.5455 | 450 | 0.7378 | 0.6674 | 0.7378 | 0.8589 |
| No log | 4.5657 | 452 | 0.6200 | 0.7106 | 0.6200 | 0.7874 |
| No log | 4.5859 | 454 | 0.6025 | 0.7107 | 0.6025 | 0.7762 |
| No log | 4.6061 | 456 | 0.6165 | 0.6814 | 0.6165 | 0.7852 |
| No log | 4.6263 | 458 | 0.6227 | 0.6871 | 0.6227 | 0.7891 |
| No log | 4.6465 | 460 | 0.6386 | 0.7121 | 0.6386 | 0.7991 |
| No log | 4.6667 | 462 | 0.7126 | 0.6888 | 0.7126 | 0.8442 |
| No log | 4.6869 | 464 | 0.7352 | 0.6899 | 0.7352 | 0.8574 |
| No log | 4.7071 | 466 | 0.6949 | 0.6787 | 0.6949 | 0.8336 |
| No log | 4.7273 | 468 | 0.6840 | 0.6743 | 0.6840 | 0.8271 |
| No log | 4.7475 | 470 | 0.6484 | 0.6887 | 0.6484 | 0.8052 |
| No log | 4.7677 | 472 | 0.6189 | 0.6849 | 0.6189 | 0.7867 |
| No log | 4.7879 | 474 | 0.6329 | 0.6786 | 0.6329 | 0.7955 |
| No log | 4.8081 | 476 | 0.6558 | 0.6871 | 0.6558 | 0.8098 |
| No log | 4.8283 | 478 | 0.6860 | 0.6819 | 0.6860 | 0.8283 |
| No log | 4.8485 | 480 | 0.7267 | 0.7037 | 0.7267 | 0.8525 |
| No log | 4.8687 | 482 | 0.7439 | 0.7024 | 0.7439 | 0.8625 |
| No log | 4.8889 | 484 | 0.7327 | 0.6591 | 0.7327 | 0.8560 |
| No log | 4.9091 | 486 | 0.7008 | 0.6890 | 0.7008 | 0.8371 |
| No log | 4.9293 | 488 | 0.6673 | 0.7053 | 0.6673 | 0.8169 |
| No log | 4.9495 | 490 | 0.6547 | 0.6996 | 0.6547 | 0.8092 |
| No log | 4.9697 | 492 | 0.6630 | 0.6908 | 0.6630 | 0.8142 |
| No log | 4.9899 | 494 | 0.7142 | 0.6517 | 0.7142 | 0.8451 |
| No log | 5.0101 | 496 | 0.7484 | 0.6548 | 0.7484 | 0.8651 |
| No log | 5.0303 | 498 | 0.7317 | 0.6540 | 0.7317 | 0.8554 |
| 0.509 | 5.0505 | 500 | 0.7254 | 0.6589 | 0.7254 | 0.8517 |
| 0.509 | 5.0707 | 502 | 0.7142 | 0.6606 | 0.7142 | 0.8451 |
| 0.509 | 5.0909 | 504 | 0.6913 | 0.6451 | 0.6913 | 0.8315 |
| 0.509 | 5.1111 | 506 | 0.6921 | 0.6382 | 0.6921 | 0.8319 |
| 0.509 | 5.1313 | 508 | 0.7177 | 0.6451 | 0.7177 | 0.8471 |
| 0.509 | 5.1515 | 510 | 0.7723 | 0.6422 | 0.7723 | 0.8788 |
| 0.509 | 5.1717 | 512 | 0.7890 | 0.6422 | 0.7890 | 0.8883 |
| 0.509 | 5.1919 | 514 | 0.7577 | 0.6410 | 0.7577 | 0.8705 |
| 0.509 | 5.2121 | 516 | 0.7088 | 0.6661 | 0.7088 | 0.8419 |
| 0.509 | 5.2323 | 518 | 0.6902 | 0.6735 | 0.6902 | 0.8308 |
| 0.509 | 5.2525 | 520 | 0.6927 | 0.6724 | 0.6927 | 0.8323 |
| 0.509 | 5.2727 | 522 | 0.6934 | 0.6924 | 0.6934 | 0.8327 |
| 0.509 | 5.2929 | 524 | 0.7168 | 0.6443 | 0.7168 | 0.8466 |
| 0.509 | 5.3131 | 526 | 0.7814 | 0.6718 | 0.7814 | 0.8840 |
| 0.509 | 5.3333 | 528 | 0.8316 | 0.6723 | 0.8316 | 0.9119 |
| 0.509 | 5.3535 | 530 | 0.8482 | 0.6544 | 0.8482 | 0.9210 |
| 0.509 | 5.3737 | 532 | 0.8292 | 0.6578 | 0.8292 | 0.9106 |
| 0.509 | 5.3939 | 534 | 0.7775 | 0.6659 | 0.7775 | 0.8818 |
| 0.509 | 5.4141 | 536 | 0.7151 | 0.6632 | 0.7151 | 0.8456 |
| 0.509 | 5.4343 | 538 | 0.6826 | 0.6524 | 0.6826 | 0.8262 |
| 0.509 | 5.4545 | 540 | 0.6749 | 0.6630 | 0.6749 | 0.8215 |
| 0.509 | 5.4747 | 542 | 0.6765 | 0.6596 | 0.6765 | 0.8225 |
| 0.509 | 5.4949 | 544 | 0.7016 | 0.6440 | 0.7016 | 0.8376 |
| 0.509 | 5.5152 | 546 | 0.7568 | 0.6545 | 0.7568 | 0.8700 |
| 0.509 | 5.5354 | 548 | 0.8263 | 0.6324 | 0.8263 | 0.9090 |
| 0.509 | 5.5556 | 550 | 0.8772 | 0.6373 | 0.8772 | 0.9366 |
| 0.509 | 5.5758 | 552 | 0.8678 | 0.6415 | 0.8678 | 0.9315 |
| 0.509 | 5.5960 | 554 | 0.8502 | 0.6415 | 0.8502 | 0.9220 |
| 0.509 | 5.6162 | 556 | 0.8056 | 0.6532 | 0.8056 | 0.8976 |
| 0.509 | 5.6364 | 558 | 0.7437 | 0.6441 | 0.7437 | 0.8624 |
| 0.509 | 5.6566 | 560 | 0.7075 | 0.6589 | 0.7075 | 0.8412 |
| 0.509 | 5.6768 | 562 | 0.6913 | 0.6927 | 0.6913 | 0.8314 |
| 0.509 | 5.6970 | 564 | 0.6992 | 0.6534 | 0.6992 | 0.8362 |
| 0.509 | 5.7172 | 566 | 0.7381 | 0.6662 | 0.7381 | 0.8591 |
| 0.509 | 5.7374 | 568 | 0.8089 | 0.6502 | 0.8089 | 0.8994 |
| 0.509 | 5.7576 | 570 | 0.8262 | 0.6502 | 0.8262 | 0.9090 |
| 0.509 | 5.7778 | 572 | 0.8001 | 0.6459 | 0.8001 | 0.8945 |
| 0.509 | 5.7980 | 574 | 0.7473 | 0.6688 | 0.7473 | 0.8645 |
| 0.509 | 5.8182 | 576 | 0.7259 | 0.6725 | 0.7259 | 0.8520 |
| 0.509 | 5.8384 | 578 | 0.7078 | 0.6802 | 0.7078 | 0.8413 |
| 0.509 | 5.8586 | 580 | 0.7144 | 0.6772 | 0.7144 | 0.8452 |
| 0.509 | 5.8788 | 582 | 0.7333 | 0.6635 | 0.7333 | 0.8563 |
| 0.509 | 5.8990 | 584 | 0.7775 | 0.6512 | 0.7775 | 0.8818 |
| 0.509 | 5.9192 | 586 | 0.7874 | 0.6623 | 0.7874 | 0.8873 |
| 0.509 | 5.9394 | 588 | 0.7837 | 0.6556 | 0.7837 | 0.8852 |
| 0.509 | 5.9596 | 590 | 0.7579 | 0.6523 | 0.7579 | 0.8706 |
| 0.509 | 5.9798 | 592 | 0.7315 | 0.6485 | 0.7315 | 0.8553 |
| 0.509 | 6.0 | 594 | 0.7049 | 0.6600 | 0.7049 | 0.8396 |
| 0.509 | 6.0202 | 596 | 0.6993 | 0.6976 | 0.6993 | 0.8363 |
| 0.509 | 6.0404 | 598 | 0.7002 | 0.6631 | 0.7002 | 0.8368 |
| 0.509 | 6.0606 | 600 | 0.7129 | 0.6485 | 0.7129 | 0.8443 |
| 0.509 | 6.0808 | 602 | 0.7417 | 0.6734 | 0.7417 | 0.8612 |
| 0.509 | 6.1010 | 604 | 0.7997 | 0.6709 | 0.7997 | 0.8943 |
| 0.509 | 6.1212 | 606 | 0.8108 | 0.6640 | 0.8108 | 0.9004 |
| 0.509 | 6.1414 | 608 | 0.8188 | 0.6545 | 0.8188 | 0.9048 |
| 0.509 | 6.1616 | 610 | 0.7985 | 0.6657 | 0.7985 | 0.8936 |
| 0.509 | 6.1818 | 612 | 0.7579 | 0.6707 | 0.7579 | 0.8706 |
| 0.509 | 6.2020 | 614 | 0.7530 | 0.6707 | 0.7530 | 0.8677 |
| 0.509 | 6.2222 | 616 | 0.7855 | 0.6612 | 0.7855 | 0.8863 |
| 0.509 | 6.2424 | 618 | 0.8061 | 0.6553 | 0.8061 | 0.8978 |
| 0.509 | 6.2626 | 620 | 0.7776 | 0.6647 | 0.7776 | 0.8818 |
| 0.509 | 6.2828 | 622 | 0.7743 | 0.6647 | 0.7743 | 0.8799 |
| 0.509 | 6.3030 | 624 | 0.7607 | 0.6664 | 0.7607 | 0.8722 |
| 0.509 | 6.3232 | 626 | 0.7279 | 0.6583 | 0.7279 | 0.8531 |
| 0.509 | 6.3434 | 628 | 0.7170 | 0.6562 | 0.7170 | 0.8468 |
| 0.509 | 6.3636 | 630 | 0.6965 | 0.6473 | 0.6965 | 0.8346 |
| 0.509 | 6.3838 | 632 | 0.6783 | 0.6509 | 0.6783 | 0.8236 |
| 0.509 | 6.4040 | 634 | 0.6853 | 0.6509 | 0.6853 | 0.8278 |
| 0.509 | 6.4242 | 636 | 0.7070 | 0.6706 | 0.7070 | 0.8408 |
| 0.509 | 6.4444 | 638 | 0.7201 | 0.6683 | 0.7201 | 0.8486 |
| 0.509 | 6.4646 | 640 | 0.7512 | 0.6773 | 0.7512 | 0.8667 |
| 0.509 | 6.4848 | 642 | 0.7701 | 0.6739 | 0.7701 | 0.8776 |
| 0.509 | 6.5051 | 644 | 0.7680 | 0.6739 | 0.7680 | 0.8763 |
| 0.509 | 6.5253 | 646 | 0.7893 | 0.6722 | 0.7893 | 0.8884 |
| 0.509 | 6.5455 | 648 | 0.8025 | 0.6621 | 0.8025 | 0.8958 |
| 0.509 | 6.5657 | 650 | 0.7923 | 0.6587 | 0.7923 | 0.8901 |
| 0.509 | 6.5859 | 652 | 0.7935 | 0.6630 | 0.7935 | 0.8908 |
| 0.509 | 6.6061 | 654 | 0.7963 | 0.6588 | 0.7963 | 0.8923 |
| 0.509 | 6.6263 | 656 | 0.7777 | 0.6544 | 0.7777 | 0.8819 |
| 0.509 | 6.6465 | 658 | 0.7436 | 0.6783 | 0.7436 | 0.8623 |
| 0.509 | 6.6667 | 660 | 0.6987 | 0.6799 | 0.6987 | 0.8359 |
| 0.509 | 6.6869 | 662 | 0.6626 | 0.7029 | 0.6626 | 0.8140 |
| 0.509 | 6.7071 | 664 | 0.6584 | 0.7022 | 0.6584 | 0.8114 |
| 0.509 | 6.7273 | 666 | 0.6739 | 0.6902 | 0.6739 | 0.8209 |
| 0.509 | 6.7475 | 668 | 0.7074 | 0.6823 | 0.7074 | 0.8410 |
| 0.509 | 6.7677 | 670 | 0.7604 | 0.6824 | 0.7604 | 0.8720 |
| 0.509 | 6.7879 | 672 | 0.8068 | 0.6782 | 0.8068 | 0.8982 |
| 0.509 | 6.8081 | 674 | 0.8077 | 0.6815 | 0.8077 | 0.8987 |
| 0.509 | 6.8283 | 676 | 0.7713 | 0.6763 | 0.7713 | 0.8783 |
| 0.509 | 6.8485 | 678 | 0.7353 | 0.6850 | 0.7353 | 0.8575 |
| 0.509 | 6.8687 | 680 | 0.7255 | 0.6751 | 0.7255 | 0.8518 |
| 0.509 | 6.8889 | 682 | 0.7265 | 0.6671 | 0.7265 | 0.8524 |
| 0.509 | 6.9091 | 684 | 0.7208 | 0.6628 | 0.7208 | 0.8490 |
| 0.509 | 6.9293 | 686 | 0.7104 | 0.6628 | 0.7104 | 0.8428 |
| 0.509 | 6.9495 | 688 | 0.7122 | 0.6664 | 0.7122 | 0.8439 |
| 0.509 | 6.9697 | 690 | 0.7195 | 0.6674 | 0.7195 | 0.8483 |
| 0.509 | 6.9899 | 692 | 0.7413 | 0.6686 | 0.7413 | 0.8610 |
| 0.509 | 7.0101 | 694 | 0.7690 | 0.6714 | 0.7690 | 0.8769 |
| 0.509 | 7.0303 | 696 | 0.7641 | 0.6714 | 0.7641 | 0.8741 |
| 0.509 | 7.0505 | 698 | 0.7378 | 0.6735 | 0.7378 | 0.8590 |
| 0.509 | 7.0707 | 700 | 0.7289 | 0.6703 | 0.7289 | 0.8538 |
| 0.509 | 7.0909 | 702 | 0.7325 | 0.6703 | 0.7325 | 0.8559 |
| 0.509 | 7.1111 | 704 | 0.7498 | 0.6686 | 0.7498 | 0.8659 |
| 0.509 | 7.1313 | 706 | 0.7610 | 0.6607 | 0.7610 | 0.8723 |
| 0.509 | 7.1515 | 708 | 0.7691 | 0.6512 | 0.7691 | 0.8770 |
| 0.509 | 7.1717 | 710 | 0.7614 | 0.6512 | 0.7614 | 0.8726 |
| 0.509 | 7.1919 | 712 | 0.7425 | 0.6640 | 0.7425 | 0.8617 |
| 0.509 | 7.2121 | 714 | 0.7145 | 0.6767 | 0.7145 | 0.8453 |
| 0.509 | 7.2323 | 716 | 0.7019 | 0.6731 | 0.7019 | 0.8378 |
| 0.509 | 7.2525 | 718 | 0.7006 | 0.6688 | 0.7006 | 0.8370 |
| 0.509 | 7.2727 | 720 | 0.7134 | 0.6666 | 0.7134 | 0.8446 |
| 0.509 | 7.2929 | 722 | 0.7449 | 0.6521 | 0.7449 | 0.8631 |
| 0.509 | 7.3131 | 724 | 0.7986 | 0.6498 | 0.7986 | 0.8936 |
| 0.509 | 7.3333 | 726 | 0.8536 | 0.6366 | 0.8536 | 0.9239 |
| 0.509 | 7.3535 | 728 | 0.8637 | 0.6409 | 0.8637 | 0.9294 |
| 0.509 | 7.3737 | 730 | 0.8685 | 0.6409 | 0.8685 | 0.9319 |
| 0.509 | 7.3939 | 732 | 0.8501 | 0.6537 | 0.8501 | 0.9220 |
| 0.509 | 7.4141 | 734 | 0.8191 | 0.6544 | 0.8191 | 0.9050 |
| 0.509 | 7.4343 | 736 | 0.7817 | 0.6587 | 0.7817 | 0.8841 |
| 0.509 | 7.4545 | 738 | 0.7262 | 0.6603 | 0.7262 | 0.8522 |
| 0.509 | 7.4747 | 740 | 0.6827 | 0.6601 | 0.6827 | 0.8262 |
| 0.509 | 7.4949 | 742 | 0.6662 | 0.6713 | 0.6662 | 0.8162 |
| 0.509 | 7.5152 | 744 | 0.6643 | 0.6668 | 0.6643 | 0.8150 |
| 0.509 | 7.5354 | 746 | 0.6753 | 0.6617 | 0.6753 | 0.8217 |
| 0.509 | 7.5556 | 748 | 0.6943 | 0.6635 | 0.6943 | 0.8332 |
| 0.509 | 7.5758 | 750 | 0.6990 | 0.6602 | 0.6990 | 0.8360 |
| 0.509 | 7.5960 | 752 | 0.7053 | 0.6558 | 0.7053 | 0.8398 |
| 0.509 | 7.6162 | 754 | 0.7179 | 0.6703 | 0.7179 | 0.8473 |
| 0.509 | 7.6364 | 756 | 0.7297 | 0.6713 | 0.7297 | 0.8542 |
| 0.509 | 7.6566 | 758 | 0.7491 | 0.6662 | 0.7491 | 0.8655 |
| 0.509 | 7.6768 | 760 | 0.7625 | 0.6553 | 0.7625 | 0.8732 |
| 0.509 | 7.6970 | 762 | 0.7551 | 0.6505 | 0.7551 | 0.8690 |
| 0.509 | 7.7172 | 764 | 0.7332 | 0.6679 | 0.7332 | 0.8563 |
| 0.509 | 7.7374 | 766 | 0.7151 | 0.6703 | 0.7151 | 0.8456 |
| 0.509 | 7.7576 | 768 | 0.7214 | 0.6703 | 0.7214 | 0.8494 |
| 0.509 | 7.7778 | 770 | 0.7538 | 0.6610 | 0.7538 | 0.8682 |
| 0.509 | 7.7980 | 772 | 0.7820 | 0.6562 | 0.7820 | 0.8843 |
| 0.509 | 7.8182 | 774 | 0.7869 | 0.6562 | 0.7869 | 0.8871 |
| 0.509 | 7.8384 | 776 | 0.7615 | 0.6671 | 0.7615 | 0.8726 |
| 0.509 | 7.8586 | 778 | 0.7242 | 0.6771 | 0.7242 | 0.8510 |
| 0.509 | 7.8788 | 780 | 0.6887 | 0.6695 | 0.6887 | 0.8299 |
| 0.509 | 7.8990 | 782 | 0.6712 | 0.6695 | 0.6712 | 0.8193 |
| 0.509 | 7.9192 | 784 | 0.6636 | 0.6712 | 0.6636 | 0.8146 |
| 0.509 | 7.9394 | 786 | 0.6709 | 0.6712 | 0.6709 | 0.8191 |
| 0.509 | 7.9596 | 788 | 0.6879 | 0.6567 | 0.6879 | 0.8294 |
| 0.509 | 7.9798 | 790 | 0.7090 | 0.6659 | 0.7090 | 0.8420 |
| 0.509 | 8.0 | 792 | 0.7256 | 0.6659 | 0.7256 | 0.8518 |
| 0.509 | 8.0202 | 794 | 0.7278 | 0.6598 | 0.7278 | 0.8531 |
| 0.509 | 8.0404 | 796 | 0.7082 | 0.6467 | 0.7082 | 0.8415 |
| 0.509 | 8.0606 | 798 | 0.6878 | 0.6593 | 0.6878 | 0.8294 |
| 0.509 | 8.0808 | 800 | 0.6637 | 0.6836 | 0.6637 | 0.8147 |
| 0.509 | 8.1010 | 802 | 0.6615 | 0.6761 | 0.6615 | 0.8133 |
| 0.509 | 8.1212 | 804 | 0.6590 | 0.6761 | 0.6590 | 0.8118 |
| 0.509 | 8.1414 | 806 | 0.6604 | 0.6761 | 0.6604 | 0.8126 |
| 0.509 | 8.1616 | 808 | 0.6650 | 0.6761 | 0.6650 | 0.8155 |
| 0.509 | 8.1818 | 810 | 0.6669 | 0.6894 | 0.6669 | 0.8166 |
| 0.509 | 8.2020 | 812 | 0.6712 | 0.6758 | 0.6712 | 0.8193 |
| 0.509 | 8.2222 | 814 | 0.6889 | 0.6698 | 0.6889 | 0.8300 |
| 0.509 | 8.2424 | 816 | 0.7169 | 0.6761 | 0.7169 | 0.8467 |
| 0.509 | 8.2626 | 818 | 0.7418 | 0.6702 | 0.7418 | 0.8613 |
| 0.509 | 8.2828 | 820 | 0.7610 | 0.6688 | 0.7610 | 0.8724 |
| 0.509 | 8.3030 | 822 | 0.7783 | 0.6560 | 0.7783 | 0.8822 |
| 0.509 | 8.3232 | 824 | 0.7841 | 0.6613 | 0.7841 | 0.8855 |
| 0.509 | 8.3434 | 826 | 0.7809 | 0.6613 | 0.7809 | 0.8837 |
| 0.509 | 8.3636 | 828 | 0.7700 | 0.6671 | 0.7700 | 0.8775 |
| 0.509 | 8.3838 | 830 | 0.7522 | 0.6671 | 0.7522 | 0.8673 |
| 0.509 | 8.4040 | 832 | 0.7327 | 0.6626 | 0.7327 | 0.8560 |
| 0.509 | 8.4242 | 834 | 0.7174 | 0.6756 | 0.7174 | 0.8470 |
| 0.509 | 8.4444 | 836 | 0.7069 | 0.6756 | 0.7069 | 0.8407 |
| 0.509 | 8.4646 | 838 | 0.7038 | 0.6800 | 0.7038 | 0.8389 |
| 0.509 | 8.4848 | 840 | 0.7079 | 0.6756 | 0.7079 | 0.8414 |
| 0.509 | 8.5051 | 842 | 0.7117 | 0.6756 | 0.7117 | 0.8436 |
| 0.509 | 8.5253 | 844 | 0.7069 | 0.6756 | 0.7069 | 0.8408 |
| 0.509 | 8.5455 | 846 | 0.7028 | 0.6693 | 0.7028 | 0.8383 |
| 0.509 | 8.5657 | 848 | 0.7111 | 0.6659 | 0.7111 | 0.8433 |
| 0.509 | 8.5859 | 850 | 0.7175 | 0.6659 | 0.7175 | 0.8471 |
| 0.509 | 8.6061 | 852 | 0.7291 | 0.6706 | 0.7291 | 0.8539 |
| 0.509 | 8.6263 | 854 | 0.7310 | 0.6706 | 0.7310 | 0.8550 |
| 0.509 | 8.6465 | 856 | 0.7209 | 0.6626 | 0.7209 | 0.8491 |
| 0.509 | 8.6667 | 858 | 0.7036 | 0.6800 | 0.7036 | 0.8388 |
| 0.509 | 8.6869 | 860 | 0.6984 | 0.6800 | 0.6984 | 0.8357 |
| 0.509 | 8.7071 | 862 | 0.6958 | 0.6800 | 0.6958 | 0.8341 |
| 0.509 | 8.7273 | 864 | 0.6856 | 0.6737 | 0.6856 | 0.8280 |
| 0.509 | 8.7475 | 866 | 0.6789 | 0.6807 | 0.6789 | 0.8239 |
| 0.509 | 8.7677 | 868 | 0.6700 | 0.6681 | 0.6700 | 0.8185 |
| 0.509 | 8.7879 | 870 | 0.6668 | 0.6681 | 0.6668 | 0.8166 |
| 0.509 | 8.8081 | 872 | 0.6647 | 0.6698 | 0.6647 | 0.8153 |
| 0.509 | 8.8283 | 874 | 0.6665 | 0.6681 | 0.6665 | 0.8164 |
| 0.509 | 8.8485 | 876 | 0.6728 | 0.6674 | 0.6728 | 0.8203 |
| 0.509 | 8.8687 | 878 | 0.6845 | 0.6674 | 0.6845 | 0.8274 |
| 0.509 | 8.8889 | 880 | 0.7022 | 0.6756 | 0.7022 | 0.8380 |
| 0.509 | 8.9091 | 882 | 0.7209 | 0.6645 | 0.7209 | 0.8491 |
| 0.509 | 8.9293 | 884 | 0.7377 | 0.6700 | 0.7377 | 0.8589 |
| 0.509 | 8.9495 | 886 | 0.7438 | 0.6716 | 0.7438 | 0.8625 |
| 0.509 | 8.9697 | 888 | 0.7393 | 0.6723 | 0.7393 | 0.8598 |
| 0.509 | 8.9899 | 890 | 0.7265 | 0.6739 | 0.7265 | 0.8523 |
| 0.509 | 9.0101 | 892 | 0.7073 | 0.6676 | 0.7073 | 0.8410 |
| 0.509 | 9.0303 | 894 | 0.6846 | 0.6654 | 0.6846 | 0.8274 |
| 0.509 | 9.0505 | 896 | 0.6669 | 0.6900 | 0.6669 | 0.8166 |
| 0.509 | 9.0707 | 898 | 0.6534 | 0.6845 | 0.6534 | 0.8083 |
| 0.509 | 9.0909 | 900 | 0.6469 | 0.6782 | 0.6469 | 0.8043 |
| 0.509 | 9.1111 | 902 | 0.6469 | 0.6782 | 0.6469 | 0.8043 |
| 0.509 | 9.1313 | 904 | 0.6489 | 0.6782 | 0.6489 | 0.8055 |
| 0.509 | 9.1515 | 906 | 0.6543 | 0.6782 | 0.6543 | 0.8089 |
| 0.509 | 9.1717 | 908 | 0.6567 | 0.6845 | 0.6567 | 0.8104 |
| 0.509 | 9.1919 | 910 | 0.6599 | 0.6845 | 0.6599 | 0.8124 |
| 0.509 | 9.2121 | 912 | 0.6603 | 0.6845 | 0.6603 | 0.8126 |
| 0.509 | 9.2323 | 914 | 0.6606 | 0.6838 | 0.6606 | 0.8128 |
| 0.509 | 9.2525 | 916 | 0.6605 | 0.6838 | 0.6605 | 0.8127 |
| 0.509 | 9.2727 | 918 | 0.6620 | 0.6706 | 0.6620 | 0.8136 |
| 0.509 | 9.2929 | 920 | 0.6671 | 0.6627 | 0.6671 | 0.8168 |
| 0.509 | 9.3131 | 922 | 0.6757 | 0.6674 | 0.6757 | 0.8220 |
| 0.509 | 9.3333 | 924 | 0.6842 | 0.6737 | 0.6842 | 0.8272 |
| 0.509 | 9.3535 | 926 | 0.6862 | 0.6737 | 0.6862 | 0.8284 |
| 0.509 | 9.3737 | 928 | 0.6901 | 0.6693 | 0.6901 | 0.8307 |
| 0.509 | 9.3939 | 930 | 0.6894 | 0.6693 | 0.6894 | 0.8303 |
| 0.509 | 9.4141 | 932 | 0.6872 | 0.6674 | 0.6872 | 0.8290 |
| 0.509 | 9.4343 | 934 | 0.6834 | 0.6674 | 0.6834 | 0.8267 |
| 0.509 | 9.4545 | 936 | 0.6852 | 0.6674 | 0.6852 | 0.8278 |
| 0.509 | 9.4747 | 938 | 0.6898 | 0.6693 | 0.6898 | 0.8305 |
| 0.509 | 9.4949 | 940 | 0.6896 | 0.6693 | 0.6896 | 0.8304 |
| 0.509 | 9.5152 | 942 | 0.6909 | 0.6693 | 0.6909 | 0.8312 |
| 0.509 | 9.5354 | 944 | 0.6931 | 0.6693 | 0.6931 | 0.8325 |
| 0.509 | 9.5556 | 946 | 0.6956 | 0.6703 | 0.6956 | 0.8340 |
| 0.509 | 9.5758 | 948 | 0.7002 | 0.6703 | 0.7002 | 0.8368 |
| 0.509 | 9.5960 | 950 | 0.7040 | 0.6723 | 0.7040 | 0.8391 |
| 0.509 | 9.6162 | 952 | 0.7055 | 0.6723 | 0.7055 | 0.8399 |
| 0.509 | 9.6364 | 954 | 0.7042 | 0.6723 | 0.7042 | 0.8392 |
| 0.509 | 9.6566 | 956 | 0.7029 | 0.6723 | 0.7029 | 0.8384 |
| 0.509 | 9.6768 | 958 | 0.7004 | 0.6741 | 0.7004 | 0.8369 |
| 0.509 | 9.6970 | 960 | 0.6976 | 0.6703 | 0.6976 | 0.8352 |
| 0.509 | 9.7172 | 962 | 0.6942 | 0.6693 | 0.6942 | 0.8332 |
| 0.509 | 9.7374 | 964 | 0.6925 | 0.6629 | 0.6925 | 0.8322 |
| 0.509 | 9.7576 | 966 | 0.6899 | 0.6629 | 0.6899 | 0.8306 |
| 0.509 | 9.7778 | 968 | 0.6886 | 0.6629 | 0.6886 | 0.8298 |
| 0.509 | 9.7980 | 970 | 0.6892 | 0.6629 | 0.6892 | 0.8302 |
| 0.509 | 9.8182 | 972 | 0.6913 | 0.6629 | 0.6913 | 0.8314 |
| 0.509 | 9.8384 | 974 | 0.6933 | 0.6693 | 0.6933 | 0.8326 |
| 0.509 | 9.8586 | 976 | 0.6940 | 0.6693 | 0.6940 | 0.8330 |
| 0.509 | 9.8788 | 978 | 0.6937 | 0.6693 | 0.6937 | 0.8329 |
| 0.509 | 9.8990 | 980 | 0.6932 | 0.6693 | 0.6932 | 0.8326 |
| 0.509 | 9.9192 | 982 | 0.6924 | 0.6693 | 0.6924 | 0.8321 |
| 0.509 | 9.9394 | 984 | 0.6918 | 0.6693 | 0.6918 | 0.8318 |
| 0.509 | 9.9596 | 986 | 0.6914 | 0.6693 | 0.6914 | 0.8315 |
| 0.509 | 9.9798 | 988 | 0.6912 | 0.6693 | 0.6912 | 0.8314 |
| 0.509 | 10.0 | 990 | 0.6910 | 0.6693 | 0.6910 | 0.8313 |
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/ArabicNewSplits6_FineTuningAraBERT_run3_AugV5_k20_task1_organization
Base model
aubmindlab/bert-base-arabertv02