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---
library_name: transformers
base_model: aubmindlab/bert-base-arabertv02
tags:
- generated_from_trainer
model-index:
- name: ArabicNewSplits7_OSS_usingWellWrittenEssays_FineTuningAraBERT_run1_AugV5_k17_task1_organization
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. -->
# ArabicNewSplits7_OSS_usingWellWrittenEssays_FineTuningAraBERT_run1_AugV5_k17_task1_organization
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: 1.0089
- Qwk: 0.6571
- Mse: 1.0089
- Rmse: 1.0045
## 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: 100
### Training results
| Training Loss | Epoch | Step | Validation Loss | Qwk | Mse | Rmse |
|:-------------:|:------:|:----:|:---------------:|:-------:|:------:|:------:|
| No log | 0.0157 | 2 | 6.7476 | 0.0176 | 6.7476 | 2.5976 |
| No log | 0.0315 | 4 | 4.4495 | 0.0658 | 4.4495 | 2.1094 |
| No log | 0.0472 | 6 | 2.7180 | 0.0387 | 2.7180 | 1.6486 |
| No log | 0.0630 | 8 | 2.9479 | 0.0127 | 2.9479 | 1.7169 |
| No log | 0.0787 | 10 | 2.5987 | 0.0559 | 2.5987 | 1.6121 |
| No log | 0.0945 | 12 | 1.9367 | 0.1905 | 1.9367 | 1.3917 |
| No log | 0.1102 | 14 | 2.2068 | 0.0348 | 2.2068 | 1.4855 |
| No log | 0.1260 | 16 | 2.2904 | -0.0667 | 2.2904 | 1.5134 |
| No log | 0.1417 | 18 | 2.1190 | 0.1143 | 2.1190 | 1.4557 |
| No log | 0.1575 | 20 | 1.8157 | 0.0784 | 1.8157 | 1.3475 |
| No log | 0.1732 | 22 | 1.6213 | 0.0396 | 1.6213 | 1.2733 |
| No log | 0.1890 | 24 | 1.6959 | 0.2545 | 1.6959 | 1.3023 |
| No log | 0.2047 | 26 | 1.9748 | 0.2362 | 1.9748 | 1.4053 |
| No log | 0.2205 | 28 | 1.9621 | 0.2742 | 1.9621 | 1.4007 |
| No log | 0.2362 | 30 | 1.8979 | 0.3248 | 1.8979 | 1.3777 |
| No log | 0.2520 | 32 | 1.7462 | 0.2545 | 1.7462 | 1.3214 |
| No log | 0.2677 | 34 | 1.6603 | 0.1887 | 1.6603 | 1.2885 |
| No log | 0.2835 | 36 | 1.6129 | 0.1887 | 1.6129 | 1.2700 |
| No log | 0.2992 | 38 | 1.5563 | 0.1714 | 1.5563 | 1.2475 |
| No log | 0.3150 | 40 | 1.5138 | 0.2075 | 1.5138 | 1.2304 |
| No log | 0.3307 | 42 | 1.4520 | 0.3243 | 1.4520 | 1.2050 |
| No log | 0.3465 | 44 | 1.4571 | 0.3860 | 1.4571 | 1.2071 |
| No log | 0.3622 | 46 | 1.4867 | 0.3333 | 1.4867 | 1.2193 |
| No log | 0.3780 | 48 | 1.5321 | 0.2857 | 1.5321 | 1.2378 |
| No log | 0.3937 | 50 | 1.3716 | 0.4034 | 1.3716 | 1.1711 |
| No log | 0.4094 | 52 | 1.1846 | 0.4746 | 1.1846 | 1.0884 |
| No log | 0.4252 | 54 | 1.1609 | 0.5323 | 1.1609 | 1.0774 |
| No log | 0.4409 | 56 | 1.1297 | 0.6119 | 1.1297 | 1.0629 |
| No log | 0.4567 | 58 | 1.1275 | 0.6901 | 1.1275 | 1.0618 |
| No log | 0.4724 | 60 | 1.1072 | 0.6338 | 1.1072 | 1.0523 |
| No log | 0.4882 | 62 | 1.0840 | 0.6197 | 1.0840 | 1.0412 |
| No log | 0.5039 | 64 | 1.2192 | 0.5271 | 1.2192 | 1.1042 |
| No log | 0.5197 | 66 | 1.3331 | 0.4769 | 1.3331 | 1.1546 |
| No log | 0.5354 | 68 | 1.3377 | 0.4733 | 1.3377 | 1.1566 |
| No log | 0.5512 | 70 | 1.2113 | 0.4882 | 1.2113 | 1.1006 |
| No log | 0.5669 | 72 | 1.3774 | 0.4265 | 1.3774 | 1.1736 |
| No log | 0.5827 | 74 | 1.5961 | 0.3916 | 1.5961 | 1.2634 |
| No log | 0.5984 | 76 | 1.4734 | 0.4930 | 1.4734 | 1.2138 |
| No log | 0.6142 | 78 | 1.1691 | 0.5401 | 1.1691 | 1.0812 |
| No log | 0.6299 | 80 | 1.0496 | 0.6324 | 1.0496 | 1.0245 |
| No log | 0.6457 | 82 | 1.1141 | 0.5899 | 1.1141 | 1.0555 |
| No log | 0.6614 | 84 | 1.0994 | 0.5985 | 1.0994 | 1.0485 |
| No log | 0.6772 | 86 | 1.0054 | 0.6316 | 1.0054 | 1.0027 |
| No log | 0.6929 | 88 | 0.9936 | 0.6176 | 0.9936 | 0.9968 |
| No log | 0.7087 | 90 | 1.1270 | 0.6364 | 1.1270 | 1.0616 |
| No log | 0.7244 | 92 | 1.0485 | 0.6914 | 1.0485 | 1.0240 |
| No log | 0.7402 | 94 | 0.8755 | 0.6923 | 0.8755 | 0.9357 |
| No log | 0.7559 | 96 | 0.7653 | 0.7261 | 0.7653 | 0.8748 |
| No log | 0.7717 | 98 | 0.8000 | 0.7342 | 0.8000 | 0.8944 |
| No log | 0.7874 | 100 | 0.8165 | 0.7179 | 0.8165 | 0.9036 |
| No log | 0.8031 | 102 | 0.7815 | 0.7421 | 0.7815 | 0.8840 |
| No log | 0.8189 | 104 | 0.7200 | 0.7417 | 0.7200 | 0.8485 |
| No log | 0.8346 | 106 | 0.7663 | 0.6906 | 0.7663 | 0.8754 |
| No log | 0.8504 | 108 | 0.9254 | 0.6842 | 0.9254 | 0.9620 |
| No log | 0.8661 | 110 | 1.2684 | 0.5316 | 1.2684 | 1.1262 |
| No log | 0.8819 | 112 | 1.6158 | 0.4762 | 1.6158 | 1.2711 |
| No log | 0.8976 | 114 | 1.5963 | 0.4403 | 1.5963 | 1.2634 |
| No log | 0.9134 | 116 | 1.4229 | 0.5 | 1.4229 | 1.1929 |
| No log | 0.9291 | 118 | 1.2917 | 0.5034 | 1.2917 | 1.1365 |
| No log | 0.9449 | 120 | 1.1018 | 0.5324 | 1.1018 | 1.0497 |
| No log | 0.9606 | 122 | 0.9453 | 0.6176 | 0.9453 | 0.9723 |
| No log | 0.9764 | 124 | 0.8859 | 0.6567 | 0.8859 | 0.9412 |
| No log | 0.9921 | 126 | 0.8724 | 0.6466 | 0.8724 | 0.9340 |
| No log | 1.0079 | 128 | 0.8715 | 0.6519 | 0.8715 | 0.9336 |
| No log | 1.0236 | 130 | 0.9026 | 0.6528 | 0.9026 | 0.9500 |
| No log | 1.0394 | 132 | 0.9271 | 0.6528 | 0.9271 | 0.9629 |
| No log | 1.0551 | 134 | 0.9018 | 0.6434 | 0.9018 | 0.9496 |
| No log | 1.0709 | 136 | 0.9301 | 0.6197 | 0.9301 | 0.9644 |
| No log | 1.0866 | 138 | 0.9192 | 0.6471 | 0.9192 | 0.9587 |
| No log | 1.1024 | 140 | 0.9778 | 0.6331 | 0.9778 | 0.9888 |
| No log | 1.1181 | 142 | 1.0956 | 0.6119 | 1.0956 | 1.0467 |
| No log | 1.1339 | 144 | 1.3024 | 0.528 | 1.3024 | 1.1412 |
| No log | 1.1496 | 146 | 1.3144 | 0.528 | 1.3144 | 1.1465 |
| No log | 1.1654 | 148 | 1.2343 | 0.5 | 1.2343 | 1.1110 |
| No log | 1.1811 | 150 | 1.1576 | 0.6040 | 1.1576 | 1.0759 |
| No log | 1.1969 | 152 | 1.0919 | 0.6184 | 1.0919 | 1.0450 |
| No log | 1.2126 | 154 | 1.0689 | 0.6184 | 1.0689 | 1.0339 |
| No log | 1.2283 | 156 | 0.9273 | 0.6197 | 0.9273 | 0.9629 |
| No log | 1.2441 | 158 | 0.8164 | 0.6809 | 0.8164 | 0.9035 |
| No log | 1.2598 | 160 | 0.7740 | 0.6809 | 0.7740 | 0.8797 |
| No log | 1.2756 | 162 | 0.8418 | 0.7075 | 0.8418 | 0.9175 |
| No log | 1.2913 | 164 | 0.9663 | 0.6951 | 0.9663 | 0.9830 |
| No log | 1.3071 | 166 | 0.9565 | 0.7176 | 0.9565 | 0.9780 |
| No log | 1.3228 | 168 | 0.8254 | 0.7134 | 0.8254 | 0.9085 |
| No log | 1.3386 | 170 | 0.6899 | 0.7152 | 0.6899 | 0.8306 |
| No log | 1.3543 | 172 | 0.6544 | 0.7211 | 0.6544 | 0.8090 |
| No log | 1.3701 | 174 | 0.6830 | 0.7660 | 0.6830 | 0.8264 |
| No log | 1.3858 | 176 | 0.6938 | 0.7448 | 0.6938 | 0.8330 |
| No log | 1.4016 | 178 | 0.7371 | 0.6714 | 0.7371 | 0.8585 |
| No log | 1.4173 | 180 | 0.7904 | 0.6849 | 0.7904 | 0.8890 |
| No log | 1.4331 | 182 | 0.8071 | 0.6939 | 0.8071 | 0.8984 |
| No log | 1.4488 | 184 | 0.8456 | 0.7123 | 0.8456 | 0.9195 |
| No log | 1.4646 | 186 | 0.8665 | 0.6389 | 0.8665 | 0.9308 |
| No log | 1.4803 | 188 | 0.9047 | 0.6531 | 0.9047 | 0.9512 |
| No log | 1.4961 | 190 | 0.9187 | 0.5735 | 0.9187 | 0.9585 |
| No log | 1.5118 | 192 | 0.9051 | 0.6061 | 0.9051 | 0.9514 |
| No log | 1.5276 | 194 | 0.9118 | 0.5984 | 0.9118 | 0.9549 |
| No log | 1.5433 | 196 | 0.9212 | 0.5984 | 0.9212 | 0.9598 |
| No log | 1.5591 | 198 | 0.9872 | 0.5938 | 0.9872 | 0.9936 |
| No log | 1.5748 | 200 | 1.1182 | 0.625 | 1.1182 | 1.0575 |
| No log | 1.5906 | 202 | 1.1503 | 0.625 | 1.1503 | 1.0725 |
| No log | 1.6063 | 204 | 1.1350 | 0.625 | 1.1350 | 1.0653 |
| No log | 1.6220 | 206 | 1.1304 | 0.625 | 1.1304 | 1.0632 |
| No log | 1.6378 | 208 | 1.0784 | 0.6061 | 1.0784 | 1.0385 |
| No log | 1.6535 | 210 | 1.0458 | 0.6047 | 1.0458 | 1.0226 |
| No log | 1.6693 | 212 | 1.0319 | 0.6107 | 1.0319 | 1.0158 |
| No log | 1.6850 | 214 | 0.9397 | 0.6015 | 0.9397 | 0.9694 |
| No log | 1.7008 | 216 | 0.8868 | 0.6438 | 0.8868 | 0.9417 |
| No log | 1.7165 | 218 | 0.8409 | 0.6531 | 0.8409 | 0.9170 |
| No log | 1.7323 | 220 | 0.7305 | 0.7123 | 0.7305 | 0.8547 |
| No log | 1.7480 | 222 | 0.6681 | 0.7190 | 0.6681 | 0.8174 |
| No log | 1.7638 | 224 | 0.6855 | 0.7105 | 0.6855 | 0.8280 |
| No log | 1.7795 | 226 | 0.6904 | 0.7248 | 0.6904 | 0.8309 |
| No log | 1.7953 | 228 | 0.6419 | 0.7324 | 0.6419 | 0.8012 |
| No log | 1.8110 | 230 | 0.6621 | 0.7517 | 0.6621 | 0.8137 |
| No log | 1.8268 | 232 | 0.7824 | 0.6933 | 0.7824 | 0.8846 |
| No log | 1.8425 | 234 | 0.9561 | 0.6335 | 0.9561 | 0.9778 |
| No log | 1.8583 | 236 | 0.8530 | 0.6757 | 0.8530 | 0.9236 |
| No log | 1.8740 | 238 | 0.8325 | 0.6897 | 0.8325 | 0.9124 |
| No log | 1.8898 | 240 | 0.8645 | 0.6757 | 0.8645 | 0.9298 |
| No log | 1.9055 | 242 | 0.8235 | 0.6933 | 0.8235 | 0.9075 |
| No log | 1.9213 | 244 | 0.7505 | 0.72 | 0.7505 | 0.8663 |
| No log | 1.9370 | 246 | 0.6972 | 0.7467 | 0.6972 | 0.8350 |
| No log | 1.9528 | 248 | 0.7108 | 0.6980 | 0.7108 | 0.8431 |
| No log | 1.9685 | 250 | 0.7176 | 0.7152 | 0.7176 | 0.8471 |
| No log | 1.9843 | 252 | 0.7676 | 0.6933 | 0.7676 | 0.8761 |
| No log | 2.0 | 254 | 0.8590 | 0.7044 | 0.8590 | 0.9268 |
| No log | 2.0157 | 256 | 0.9153 | 0.7219 | 0.9153 | 0.9567 |
| No log | 2.0315 | 258 | 0.8688 | 0.7044 | 0.8688 | 0.9321 |
| No log | 2.0472 | 260 | 0.9048 | 0.6667 | 0.9048 | 0.9512 |
| No log | 2.0630 | 262 | 0.8551 | 0.6575 | 0.8551 | 0.9247 |
| No log | 2.0787 | 264 | 0.7726 | 0.6849 | 0.7726 | 0.8790 |
| No log | 2.0945 | 266 | 0.7507 | 0.6944 | 0.7507 | 0.8664 |
| No log | 2.1102 | 268 | 0.8067 | 0.6667 | 0.8067 | 0.8981 |
| No log | 2.1260 | 270 | 0.9034 | 0.6933 | 0.9034 | 0.9505 |
| No log | 2.1417 | 272 | 0.8211 | 0.7020 | 0.8211 | 0.9062 |
| No log | 2.1575 | 274 | 0.6471 | 0.75 | 0.6471 | 0.8044 |
| No log | 2.1732 | 276 | 0.6365 | 0.7763 | 0.6365 | 0.7978 |
| No log | 2.1890 | 278 | 0.6340 | 0.7808 | 0.6340 | 0.7963 |
| No log | 2.2047 | 280 | 0.7498 | 0.7342 | 0.7498 | 0.8659 |
| No log | 2.2205 | 282 | 0.9466 | 0.6708 | 0.9466 | 0.9729 |
| No log | 2.2362 | 284 | 1.0087 | 0.6708 | 1.0087 | 1.0043 |
| No log | 2.2520 | 286 | 0.9462 | 0.6577 | 0.9462 | 0.9727 |
| No log | 2.2677 | 288 | 0.8860 | 0.6615 | 0.8860 | 0.9413 |
| No log | 2.2835 | 290 | 0.9098 | 0.608 | 0.9098 | 0.9538 |
| No log | 2.2992 | 292 | 0.8791 | 0.608 | 0.8791 | 0.9376 |
| No log | 2.3150 | 294 | 0.7901 | 0.6765 | 0.7901 | 0.8889 |
| No log | 2.3307 | 296 | 0.7114 | 0.6963 | 0.7114 | 0.8435 |
| No log | 2.3465 | 298 | 0.6800 | 0.7586 | 0.6800 | 0.8246 |
| No log | 2.3622 | 300 | 0.7134 | 0.7297 | 0.7134 | 0.8446 |
| No log | 2.3780 | 302 | 0.7956 | 0.7179 | 0.7956 | 0.8919 |
| No log | 2.3937 | 304 | 0.7636 | 0.7044 | 0.7636 | 0.8738 |
| No log | 2.4094 | 306 | 0.6987 | 0.7333 | 0.6987 | 0.8359 |
| No log | 2.4252 | 308 | 0.6421 | 0.7862 | 0.6421 | 0.8013 |
| No log | 2.4409 | 310 | 0.6429 | 0.7651 | 0.6429 | 0.8018 |
| No log | 2.4567 | 312 | 0.7368 | 0.725 | 0.7368 | 0.8584 |
| No log | 2.4724 | 314 | 0.7815 | 0.725 | 0.7815 | 0.8840 |
| No log | 2.4882 | 316 | 0.7388 | 0.7261 | 0.7388 | 0.8595 |
| No log | 2.5039 | 318 | 0.6717 | 0.7429 | 0.6717 | 0.8196 |
| No log | 2.5197 | 320 | 0.6596 | 0.7194 | 0.6596 | 0.8122 |
| No log | 2.5354 | 322 | 0.6586 | 0.7194 | 0.6586 | 0.8115 |
| No log | 2.5512 | 324 | 0.7027 | 0.7712 | 0.7027 | 0.8383 |
| No log | 2.5669 | 326 | 0.7698 | 0.7451 | 0.7698 | 0.8774 |
| No log | 2.5827 | 328 | 0.7843 | 0.7333 | 0.7843 | 0.8856 |
| No log | 2.5984 | 330 | 0.7600 | 0.7413 | 0.7600 | 0.8718 |
| No log | 2.6142 | 332 | 0.7772 | 0.7092 | 0.7772 | 0.8816 |
| No log | 2.6299 | 334 | 0.7824 | 0.6857 | 0.7824 | 0.8845 |
| No log | 2.6457 | 336 | 0.7522 | 0.6993 | 0.7522 | 0.8673 |
| No log | 2.6614 | 338 | 0.7444 | 0.7310 | 0.7444 | 0.8628 |
| No log | 2.6772 | 340 | 0.7563 | 0.7355 | 0.7563 | 0.8697 |
| No log | 2.6929 | 342 | 0.7765 | 0.7237 | 0.7765 | 0.8812 |
| No log | 2.7087 | 344 | 0.7644 | 0.6897 | 0.7644 | 0.8743 |
| No log | 2.7244 | 346 | 0.7717 | 0.6950 | 0.7717 | 0.8785 |
| No log | 2.7402 | 348 | 0.7808 | 0.7143 | 0.7808 | 0.8836 |
| No log | 2.7559 | 350 | 0.7862 | 0.6061 | 0.7862 | 0.8867 |
| No log | 2.7717 | 352 | 0.7544 | 0.6569 | 0.7544 | 0.8686 |
| No log | 2.7874 | 354 | 0.7285 | 0.7083 | 0.7285 | 0.8535 |
| No log | 2.8031 | 356 | 0.8654 | 0.6835 | 0.8654 | 0.9302 |
| No log | 2.8189 | 358 | 1.1114 | 0.6375 | 1.1114 | 1.0542 |
| No log | 2.8346 | 360 | 1.1461 | 0.5714 | 1.1461 | 1.0706 |
| No log | 2.8504 | 362 | 1.0768 | 0.5839 | 1.0768 | 1.0377 |
| No log | 2.8661 | 364 | 0.9592 | 0.6197 | 0.9592 | 0.9794 |
| No log | 2.8819 | 366 | 0.8378 | 0.7059 | 0.8378 | 0.9153 |
| No log | 2.8976 | 368 | 0.6902 | 0.7532 | 0.6902 | 0.8308 |
| No log | 2.9134 | 370 | 0.6267 | 0.7550 | 0.6267 | 0.7916 |
| No log | 2.9291 | 372 | 0.6066 | 0.7875 | 0.6066 | 0.7788 |
| No log | 2.9449 | 374 | 0.6462 | 0.7515 | 0.6462 | 0.8038 |
| No log | 2.9606 | 376 | 0.7006 | 0.7239 | 0.7006 | 0.8370 |
| No log | 2.9764 | 378 | 0.7227 | 0.7285 | 0.7227 | 0.8501 |
| No log | 2.9921 | 380 | 0.7232 | 0.7042 | 0.7232 | 0.8504 |
| No log | 3.0079 | 382 | 0.7255 | 0.7101 | 0.7255 | 0.8518 |
| No log | 3.0236 | 384 | 0.7572 | 0.6667 | 0.7572 | 0.8702 |
| No log | 3.0394 | 386 | 0.7722 | 0.6667 | 0.7722 | 0.8788 |
| No log | 3.0551 | 388 | 0.8516 | 0.6377 | 0.8516 | 0.9228 |
| No log | 3.0709 | 390 | 1.1168 | 0.625 | 1.1168 | 1.0568 |
| No log | 3.0866 | 392 | 1.2083 | 0.6071 | 1.2083 | 1.0992 |
| No log | 3.1024 | 394 | 1.0425 | 0.6579 | 1.0425 | 1.0210 |
| No log | 3.1181 | 396 | 0.8653 | 0.6331 | 0.8653 | 0.9302 |
| No log | 3.1339 | 398 | 0.7608 | 0.6815 | 0.7608 | 0.8722 |
| No log | 3.1496 | 400 | 0.7161 | 0.6957 | 0.7161 | 0.8462 |
| No log | 3.1654 | 402 | 0.7151 | 0.7162 | 0.7151 | 0.8456 |
| No log | 3.1811 | 404 | 0.7213 | 0.7403 | 0.7213 | 0.8493 |
| No log | 3.1969 | 406 | 0.6768 | 0.7517 | 0.6768 | 0.8227 |
| No log | 3.2126 | 408 | 0.6311 | 0.7671 | 0.6311 | 0.7944 |
| No log | 3.2283 | 410 | 0.6390 | 0.7671 | 0.6390 | 0.7993 |
| No log | 3.2441 | 412 | 0.6131 | 0.7763 | 0.6131 | 0.7830 |
| No log | 3.2598 | 414 | 0.6540 | 0.7683 | 0.6540 | 0.8087 |
| No log | 3.2756 | 416 | 0.6825 | 0.7602 | 0.6825 | 0.8261 |
| No log | 3.2913 | 418 | 0.6939 | 0.7602 | 0.6939 | 0.8330 |
| No log | 3.3071 | 420 | 0.7144 | 0.7602 | 0.7144 | 0.8452 |
| No log | 3.3228 | 422 | 0.6674 | 0.7547 | 0.6674 | 0.8170 |
| No log | 3.3386 | 424 | 0.6183 | 0.7724 | 0.6183 | 0.7863 |
| No log | 3.3543 | 426 | 0.6171 | 0.7639 | 0.6171 | 0.7856 |
| No log | 3.3701 | 428 | 0.6240 | 0.7376 | 0.6240 | 0.7899 |
| No log | 3.3858 | 430 | 0.6200 | 0.7518 | 0.6200 | 0.7874 |
| No log | 3.4016 | 432 | 0.6949 | 0.7105 | 0.6949 | 0.8336 |
| No log | 3.4173 | 434 | 0.7978 | 0.7037 | 0.7978 | 0.8932 |
| No log | 3.4331 | 436 | 0.8666 | 0.6994 | 0.8666 | 0.9309 |
| No log | 3.4488 | 438 | 0.8522 | 0.6875 | 0.8522 | 0.9231 |
| No log | 3.4646 | 440 | 0.8534 | 0.7067 | 0.8534 | 0.9238 |
| No log | 3.4803 | 442 | 0.8315 | 0.6912 | 0.8315 | 0.9119 |
| No log | 3.4961 | 444 | 0.8271 | 0.6912 | 0.8271 | 0.9095 |
| No log | 3.5118 | 446 | 0.7994 | 0.6963 | 0.7994 | 0.8941 |
| No log | 3.5276 | 448 | 0.7609 | 0.6866 | 0.7609 | 0.8723 |
| No log | 3.5433 | 450 | 0.7005 | 0.6870 | 0.7005 | 0.8370 |
| No log | 3.5591 | 452 | 0.6735 | 0.7059 | 0.6735 | 0.8206 |
| No log | 3.5748 | 454 | 0.6452 | 0.7483 | 0.6452 | 0.8033 |
| No log | 3.5906 | 456 | 0.6662 | 0.7692 | 0.6662 | 0.8162 |
| No log | 3.6063 | 458 | 0.8036 | 0.7160 | 0.8036 | 0.8965 |
| No log | 3.6220 | 460 | 0.8490 | 0.7073 | 0.8490 | 0.9214 |
| No log | 3.6378 | 462 | 0.8641 | 0.7089 | 0.8641 | 0.9296 |
| No log | 3.6535 | 464 | 0.7650 | 0.7059 | 0.7650 | 0.8747 |
| No log | 3.6693 | 466 | 0.7592 | 0.6763 | 0.7592 | 0.8713 |
| No log | 3.6850 | 468 | 0.8129 | 0.6567 | 0.8129 | 0.9016 |
| No log | 3.7008 | 470 | 0.8243 | 0.7 | 0.8243 | 0.9079 |
| No log | 3.7165 | 472 | 0.7868 | 0.7007 | 0.7868 | 0.8870 |
| No log | 3.7323 | 474 | 0.7357 | 0.7007 | 0.7357 | 0.8577 |
| No log | 3.7480 | 476 | 0.6900 | 0.7101 | 0.6900 | 0.8307 |
| No log | 3.7638 | 478 | 0.7058 | 0.7222 | 0.7058 | 0.8401 |
| No log | 3.7795 | 480 | 0.7777 | 0.72 | 0.7777 | 0.8819 |
| No log | 3.7953 | 482 | 0.8771 | 0.7006 | 0.8771 | 0.9365 |
| No log | 3.8110 | 484 | 0.8783 | 0.7006 | 0.8783 | 0.9372 |
| No log | 3.8268 | 486 | 0.8391 | 0.7114 | 0.8391 | 0.9160 |
| No log | 3.8425 | 488 | 0.7424 | 0.72 | 0.7424 | 0.8617 |
| No log | 3.8583 | 490 | 0.6817 | 0.7143 | 0.6817 | 0.8256 |
| No log | 3.8740 | 492 | 0.6616 | 0.7391 | 0.6616 | 0.8134 |
| No log | 3.8898 | 494 | 0.6501 | 0.7518 | 0.6501 | 0.8063 |
| No log | 3.9055 | 496 | 0.6832 | 0.7467 | 0.6832 | 0.8265 |
| No log | 3.9213 | 498 | 0.8120 | 0.6887 | 0.8120 | 0.9011 |
| 0.5022 | 3.9370 | 500 | 0.8731 | 0.6626 | 0.8731 | 0.9344 |
| 0.5022 | 3.9528 | 502 | 0.8865 | 0.6626 | 0.8865 | 0.9416 |
| 0.5022 | 3.9685 | 504 | 0.7980 | 0.7105 | 0.7980 | 0.8933 |
| 0.5022 | 3.9843 | 506 | 0.7507 | 0.7211 | 0.7507 | 0.8664 |
| 0.5022 | 4.0 | 508 | 0.7491 | 0.6567 | 0.7491 | 0.8655 |
| 0.5022 | 4.0157 | 510 | 0.7777 | 0.6716 | 0.7777 | 0.8819 |
| 0.5022 | 4.0315 | 512 | 0.8161 | 0.6667 | 0.8161 | 0.9034 |
| 0.5022 | 4.0472 | 514 | 0.8460 | 0.6667 | 0.8460 | 0.9198 |
| 0.5022 | 4.0630 | 516 | 0.8101 | 0.6519 | 0.8101 | 0.9001 |
| 0.5022 | 4.0787 | 518 | 0.7940 | 0.6519 | 0.7940 | 0.8911 |
| 0.5022 | 4.0945 | 520 | 0.7703 | 0.6715 | 0.7703 | 0.8777 |
| 0.5022 | 4.1102 | 522 | 0.7651 | 0.6944 | 0.7651 | 0.8747 |
| 0.5022 | 4.1260 | 524 | 0.7433 | 0.7190 | 0.7433 | 0.8622 |
| 0.5022 | 4.1417 | 526 | 0.6613 | 0.75 | 0.6613 | 0.8132 |
| 0.5022 | 4.1575 | 528 | 0.6209 | 0.7183 | 0.6209 | 0.7880 |
| 0.5022 | 4.1732 | 530 | 0.6448 | 0.7246 | 0.6448 | 0.8030 |
| 0.5022 | 4.1890 | 532 | 0.6808 | 0.7183 | 0.6808 | 0.8251 |
| 0.5022 | 4.2047 | 534 | 0.7713 | 0.72 | 0.7713 | 0.8782 |
| 0.5022 | 4.2205 | 536 | 0.9166 | 0.6797 | 0.9166 | 0.9574 |
| 0.5022 | 4.2362 | 538 | 0.9720 | 0.6988 | 0.9720 | 0.9859 |
| 0.5022 | 4.2520 | 540 | 0.9174 | 0.7006 | 0.9174 | 0.9578 |
| 0.5022 | 4.2677 | 542 | 0.7530 | 0.7368 | 0.7530 | 0.8678 |
| 0.5022 | 4.2835 | 544 | 0.6879 | 0.7123 | 0.6879 | 0.8294 |
| 0.5022 | 4.2992 | 546 | 0.6944 | 0.6857 | 0.6944 | 0.8333 |
| 0.5022 | 4.3150 | 548 | 0.7131 | 0.6993 | 0.7131 | 0.8445 |
| 0.5022 | 4.3307 | 550 | 0.7881 | 0.72 | 0.7881 | 0.8877 |
| 0.5022 | 4.3465 | 552 | 0.8469 | 0.6980 | 0.8469 | 0.9203 |
| 0.5022 | 4.3622 | 554 | 0.7908 | 0.72 | 0.7908 | 0.8893 |
| 0.5022 | 4.3780 | 556 | 0.7343 | 0.72 | 0.7343 | 0.8569 |
| 0.5022 | 4.3937 | 558 | 0.6861 | 0.6993 | 0.6861 | 0.8283 |
| 0.5022 | 4.4094 | 560 | 0.6797 | 0.7059 | 0.6797 | 0.8245 |
| 0.5022 | 4.4252 | 562 | 0.6842 | 0.7059 | 0.6842 | 0.8272 |
| 0.5022 | 4.4409 | 564 | 0.7195 | 0.7123 | 0.7195 | 0.8482 |
| 0.5022 | 4.4567 | 566 | 0.7518 | 0.72 | 0.7518 | 0.8671 |
| 0.5022 | 4.4724 | 568 | 0.7908 | 0.7075 | 0.7908 | 0.8893 |
| 0.5022 | 4.4882 | 570 | 0.8302 | 0.7075 | 0.8302 | 0.9111 |
| 0.5022 | 4.5039 | 572 | 0.8891 | 0.7067 | 0.8891 | 0.9429 |
| 0.5022 | 4.5197 | 574 | 0.9029 | 0.6980 | 0.9029 | 0.9502 |
| 0.5022 | 4.5354 | 576 | 0.8786 | 0.6853 | 0.8786 | 0.9373 |
| 0.5022 | 4.5512 | 578 | 0.8068 | 0.6763 | 0.8068 | 0.8982 |
| 0.5022 | 4.5669 | 580 | 0.7584 | 0.6815 | 0.7584 | 0.8709 |
| 0.5022 | 4.5827 | 582 | 0.7292 | 0.6857 | 0.7292 | 0.8539 |
| 0.5022 | 4.5984 | 584 | 0.7346 | 0.6853 | 0.7346 | 0.8571 |
| 0.5022 | 4.6142 | 586 | 0.7235 | 0.7083 | 0.7235 | 0.8506 |
| 0.5022 | 4.6299 | 588 | 0.7048 | 0.7092 | 0.7048 | 0.8395 |
| 0.5022 | 4.6457 | 590 | 0.7074 | 0.7092 | 0.7074 | 0.8411 |
| 0.5022 | 4.6614 | 592 | 0.6792 | 0.7397 | 0.6792 | 0.8241 |
| 0.5022 | 4.6772 | 594 | 0.7021 | 0.7114 | 0.7021 | 0.8379 |
| 0.5022 | 4.6929 | 596 | 0.7036 | 0.7034 | 0.7036 | 0.8388 |
| 0.5022 | 4.7087 | 598 | 0.6835 | 0.7059 | 0.6835 | 0.8268 |
| 0.5022 | 4.7244 | 600 | 0.6740 | 0.7231 | 0.6740 | 0.8210 |
| 0.5022 | 4.7402 | 602 | 0.6772 | 0.7231 | 0.6772 | 0.8229 |
| 0.5022 | 4.7559 | 604 | 0.6968 | 0.6917 | 0.6968 | 0.8347 |
| 0.5022 | 4.7717 | 606 | 0.7516 | 0.6986 | 0.7516 | 0.8669 |
| 0.5022 | 4.7874 | 608 | 0.7899 | 0.7067 | 0.7899 | 0.8888 |
| 0.5022 | 4.8031 | 610 | 0.7977 | 0.7075 | 0.7977 | 0.8931 |
| 0.5022 | 4.8189 | 612 | 0.7666 | 0.7075 | 0.7666 | 0.8755 |
| 0.5022 | 4.8346 | 614 | 0.7566 | 0.7075 | 0.7566 | 0.8698 |
| 0.5022 | 4.8504 | 616 | 0.7356 | 0.7190 | 0.7356 | 0.8577 |
| 0.5022 | 4.8661 | 618 | 0.6731 | 0.7211 | 0.6731 | 0.8204 |
| 0.5022 | 4.8819 | 620 | 0.6565 | 0.7297 | 0.6565 | 0.8103 |
| 0.5022 | 4.8976 | 622 | 0.7101 | 0.7123 | 0.7101 | 0.8427 |
| 0.5022 | 4.9134 | 624 | 0.8158 | 0.7190 | 0.8158 | 0.9032 |
| 0.5022 | 4.9291 | 626 | 0.8705 | 0.7051 | 0.8705 | 0.9330 |
| 0.5022 | 4.9449 | 628 | 0.8713 | 0.7190 | 0.8713 | 0.9334 |
| 0.5022 | 4.9606 | 630 | 0.8230 | 0.7075 | 0.8230 | 0.9072 |
| 0.5022 | 4.9764 | 632 | 0.7816 | 0.6716 | 0.7816 | 0.8841 |
| 0.5022 | 4.9921 | 634 | 0.7800 | 0.6512 | 0.7800 | 0.8832 |
| 0.5022 | 5.0079 | 636 | 0.7813 | 0.6512 | 0.7813 | 0.8839 |
| 0.5022 | 5.0236 | 638 | 0.7739 | 0.6861 | 0.7739 | 0.8797 |
| 0.5022 | 5.0394 | 640 | 0.7673 | 0.7114 | 0.7673 | 0.8760 |
| 0.5022 | 5.0551 | 642 | 0.7365 | 0.7097 | 0.7365 | 0.8582 |
| 0.5022 | 5.0709 | 644 | 0.6986 | 0.7237 | 0.6986 | 0.8358 |
| 0.5022 | 5.0866 | 646 | 0.6777 | 0.7143 | 0.6777 | 0.8232 |
| 0.5022 | 5.1024 | 648 | 0.6734 | 0.7310 | 0.6734 | 0.8206 |
| 0.5022 | 5.1181 | 650 | 0.6737 | 0.7417 | 0.6737 | 0.8208 |
| 0.5022 | 5.1339 | 652 | 0.6805 | 0.7383 | 0.6805 | 0.8249 |
| 0.5022 | 5.1496 | 654 | 0.7048 | 0.75 | 0.7048 | 0.8395 |
| 0.5022 | 5.1654 | 656 | 0.6977 | 0.7355 | 0.6977 | 0.8353 |
| 0.5022 | 5.1811 | 658 | 0.6846 | 0.7237 | 0.6846 | 0.8274 |
| 0.5022 | 5.1969 | 660 | 0.7004 | 0.7397 | 0.7004 | 0.8369 |
| 0.5022 | 5.2126 | 662 | 0.7184 | 0.7172 | 0.7184 | 0.8476 |
| 0.5022 | 5.2283 | 664 | 0.7226 | 0.6906 | 0.7226 | 0.8500 |
| 0.5022 | 5.2441 | 666 | 0.7281 | 0.6716 | 0.7281 | 0.8533 |
| 0.5022 | 5.2598 | 668 | 0.7097 | 0.7231 | 0.7097 | 0.8424 |
| 0.5022 | 5.2756 | 670 | 0.6775 | 0.7368 | 0.6775 | 0.8231 |
| 0.5022 | 5.2913 | 672 | 0.6576 | 0.7234 | 0.6576 | 0.8109 |
| 0.5022 | 5.3071 | 674 | 0.6698 | 0.7273 | 0.6698 | 0.8184 |
| 0.5022 | 5.3228 | 676 | 0.7003 | 0.7143 | 0.7003 | 0.8369 |
| 0.5022 | 5.3386 | 678 | 0.6919 | 0.7285 | 0.6919 | 0.8318 |
| 0.5022 | 5.3543 | 680 | 0.7055 | 0.7172 | 0.7055 | 0.8400 |
| 0.5022 | 5.3701 | 682 | 0.7253 | 0.7143 | 0.7253 | 0.8517 |
| 0.5022 | 5.3858 | 684 | 0.7273 | 0.6928 | 0.7273 | 0.8528 |
| 0.5022 | 5.4016 | 686 | 0.6984 | 0.7162 | 0.6984 | 0.8357 |
| 0.5022 | 5.4173 | 688 | 0.7045 | 0.7194 | 0.7045 | 0.8394 |
| 0.5022 | 5.4331 | 690 | 0.7097 | 0.6917 | 0.7097 | 0.8424 |
| 0.5022 | 5.4488 | 692 | 0.7175 | 0.6917 | 0.7175 | 0.8471 |
| 0.5022 | 5.4646 | 694 | 0.7293 | 0.6917 | 0.7293 | 0.8540 |
| 0.5022 | 5.4803 | 696 | 0.7418 | 0.7092 | 0.7418 | 0.8613 |
| 0.5022 | 5.4961 | 698 | 0.7653 | 0.6928 | 0.7653 | 0.8748 |
| 0.5022 | 5.5118 | 700 | 0.7378 | 0.6800 | 0.7378 | 0.8589 |
| 0.5022 | 5.5276 | 702 | 0.7374 | 0.6944 | 0.7374 | 0.8587 |
| 0.5022 | 5.5433 | 704 | 0.7929 | 0.6923 | 0.7929 | 0.8905 |
| 0.5022 | 5.5591 | 706 | 0.8935 | 0.6792 | 0.8935 | 0.9452 |
| 0.5022 | 5.5748 | 708 | 0.9573 | 0.6708 | 0.9573 | 0.9784 |
| 0.5022 | 5.5906 | 710 | 0.9561 | 0.6711 | 0.9561 | 0.9778 |
| 0.5022 | 5.6063 | 712 | 0.8748 | 0.6713 | 0.8748 | 0.9353 |
| 0.5022 | 5.6220 | 714 | 0.8060 | 0.6260 | 0.8060 | 0.8978 |
| 0.5022 | 5.6378 | 716 | 0.7517 | 0.6718 | 0.7517 | 0.8670 |
| 0.5022 | 5.6535 | 718 | 0.7429 | 0.6812 | 0.7429 | 0.8619 |
| 0.5022 | 5.6693 | 720 | 0.7464 | 0.6714 | 0.7464 | 0.8639 |
| 0.5022 | 5.6850 | 722 | 0.7570 | 0.6897 | 0.7570 | 0.8700 |
| 0.5022 | 5.7008 | 724 | 0.7779 | 0.6892 | 0.7779 | 0.8820 |
| 0.5022 | 5.7165 | 726 | 0.7452 | 0.6711 | 0.7452 | 0.8632 |
| 0.5022 | 5.7323 | 728 | 0.7501 | 0.6962 | 0.7501 | 0.8661 |
| 0.5022 | 5.7480 | 730 | 0.7784 | 0.6918 | 0.7784 | 0.8823 |
| 0.5022 | 5.7638 | 732 | 0.8088 | 0.7037 | 0.8088 | 0.8993 |
| 0.5022 | 5.7795 | 734 | 0.8375 | 0.6994 | 0.8375 | 0.9152 |
| 0.5022 | 5.7953 | 736 | 0.7124 | 0.7308 | 0.7124 | 0.8440 |
| 0.5022 | 5.8110 | 738 | 0.5933 | 0.7815 | 0.5933 | 0.7703 |
| 0.5022 | 5.8268 | 740 | 0.5582 | 0.7724 | 0.5582 | 0.7471 |
| 0.5022 | 5.8425 | 742 | 0.5389 | 0.7838 | 0.5389 | 0.7341 |
| 0.5022 | 5.8583 | 744 | 0.5323 | 0.8101 | 0.5323 | 0.7296 |
| 0.5022 | 5.8740 | 746 | 0.5607 | 0.8 | 0.5607 | 0.7488 |
| 0.5022 | 5.8898 | 748 | 0.6065 | 0.7771 | 0.6065 | 0.7788 |
| 0.5022 | 5.9055 | 750 | 0.6058 | 0.7758 | 0.6058 | 0.7784 |
| 0.5022 | 5.9213 | 752 | 0.6112 | 0.7975 | 0.6112 | 0.7818 |
| 0.5022 | 5.9370 | 754 | 0.6412 | 0.7671 | 0.6412 | 0.8007 |
| 0.5022 | 5.9528 | 756 | 0.6770 | 0.7273 | 0.6770 | 0.8228 |
| 0.5022 | 5.9685 | 758 | 0.7141 | 0.7285 | 0.7141 | 0.8450 |
| 0.5022 | 5.9843 | 760 | 0.8000 | 0.7261 | 0.8000 | 0.8944 |
| 0.5022 | 6.0 | 762 | 0.8652 | 0.7044 | 0.8652 | 0.9302 |
| 0.5022 | 6.0157 | 764 | 0.8090 | 0.6800 | 0.8090 | 0.8994 |
| 0.5022 | 6.0315 | 766 | 0.7737 | 0.6853 | 0.7737 | 0.8796 |
| 0.5022 | 6.0472 | 768 | 0.7522 | 0.6619 | 0.7522 | 0.8673 |
| 0.5022 | 6.0630 | 770 | 0.7389 | 0.6619 | 0.7389 | 0.8596 |
| 0.5022 | 6.0787 | 772 | 0.7258 | 0.6667 | 0.7258 | 0.8519 |
| 0.5022 | 6.0945 | 774 | 0.7230 | 0.6667 | 0.7230 | 0.8503 |
| 0.5022 | 6.1102 | 776 | 0.7317 | 0.7059 | 0.7317 | 0.8554 |
| 0.5022 | 6.1260 | 778 | 0.7982 | 0.6918 | 0.7982 | 0.8934 |
| 0.5022 | 6.1417 | 780 | 0.8384 | 0.6883 | 0.8384 | 0.9157 |
| 0.5022 | 6.1575 | 782 | 0.7700 | 0.6986 | 0.7700 | 0.8775 |
| 0.5022 | 6.1732 | 784 | 0.7196 | 0.6818 | 0.7196 | 0.8483 |
| 0.5022 | 6.1890 | 786 | 0.7287 | 0.6512 | 0.7287 | 0.8536 |
| 0.5022 | 6.2047 | 788 | 0.7270 | 0.6462 | 0.7270 | 0.8527 |
| 0.5022 | 6.2205 | 790 | 0.7638 | 0.7034 | 0.7638 | 0.8740 |
| 0.5022 | 6.2362 | 792 | 0.7936 | 0.7020 | 0.7936 | 0.8909 |
| 0.5022 | 6.2520 | 794 | 0.7617 | 0.7152 | 0.7617 | 0.8728 |
| 0.5022 | 6.2677 | 796 | 0.7204 | 0.7152 | 0.7204 | 0.8488 |
| 0.5022 | 6.2835 | 798 | 0.6687 | 0.7448 | 0.6687 | 0.8177 |
| 0.5022 | 6.2992 | 800 | 0.6907 | 0.7222 | 0.6907 | 0.8311 |
| 0.5022 | 6.3150 | 802 | 0.7454 | 0.7034 | 0.7454 | 0.8633 |
| 0.5022 | 6.3307 | 804 | 0.7720 | 0.6857 | 0.7720 | 0.8786 |
| 0.5022 | 6.3465 | 806 | 0.7878 | 0.6761 | 0.7878 | 0.8876 |
| 0.5022 | 6.3622 | 808 | 0.7889 | 0.6761 | 0.7889 | 0.8882 |
| 0.5022 | 6.3780 | 810 | 0.8133 | 0.6713 | 0.8133 | 0.9018 |
| 0.5022 | 6.3937 | 812 | 0.8295 | 0.6713 | 0.8295 | 0.9108 |
| 0.5022 | 6.4094 | 814 | 0.8379 | 0.6667 | 0.8379 | 0.9154 |
| 0.5022 | 6.4252 | 816 | 0.8394 | 0.6713 | 0.8394 | 0.9162 |
| 0.5022 | 6.4409 | 818 | 0.8804 | 0.6803 | 0.8804 | 0.9383 |
| 0.5022 | 6.4567 | 820 | 0.9427 | 0.6753 | 0.9427 | 0.9709 |
| 0.5022 | 6.4724 | 822 | 0.9139 | 0.675 | 0.9139 | 0.9560 |
| 0.5022 | 6.4882 | 824 | 0.8841 | 0.6914 | 0.8841 | 0.9403 |
| 0.5022 | 6.5039 | 826 | 0.7382 | 0.7170 | 0.7382 | 0.8592 |
| 0.5022 | 6.5197 | 828 | 0.6265 | 0.7632 | 0.6265 | 0.7915 |
| 0.5022 | 6.5354 | 830 | 0.5706 | 0.8163 | 0.5706 | 0.7554 |
| 0.5022 | 6.5512 | 832 | 0.5542 | 0.8158 | 0.5542 | 0.7444 |
| 0.5022 | 6.5669 | 834 | 0.5548 | 0.8267 | 0.5548 | 0.7449 |
| 0.5022 | 6.5827 | 836 | 0.6159 | 0.7662 | 0.6159 | 0.7848 |
| 0.5022 | 6.5984 | 838 | 0.8087 | 0.7059 | 0.8087 | 0.8993 |
| 0.5022 | 6.6142 | 840 | 0.8914 | 0.6711 | 0.8914 | 0.9441 |
| 0.5022 | 6.6299 | 842 | 0.9191 | 0.6423 | 0.9191 | 0.9587 |
| 0.5022 | 6.6457 | 844 | 0.9185 | 0.6269 | 0.9185 | 0.9584 |
| 0.5022 | 6.6614 | 846 | 0.9184 | 0.6364 | 0.9184 | 0.9583 |
| 0.5022 | 6.6772 | 848 | 0.9527 | 0.6269 | 0.9527 | 0.9761 |
| 0.5022 | 6.6929 | 850 | 1.0089 | 0.6571 | 1.0089 | 1.0045 |
### Framework versions
- Transformers 4.44.2
- Pytorch 2.4.0+cu118
- Datasets 2.21.0
- Tokenizers 0.19.1
|