ArabicNewSplits7_FineTuningAraBERT_run1_AugV5_k2_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: 0.6352
- Qwk: 0.7862
- Mse: 0.6352
- Rmse: 0.7970
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 | 0.1667 | 2 | 6.5357 | 0.0188 | 6.5357 | 2.5565 |
| No log | 0.3333 | 4 | 4.1681 | 0.1472 | 4.1681 | 2.0416 |
| No log | 0.5 | 6 | 2.8766 | 0.0988 | 2.8766 | 1.6961 |
| No log | 0.6667 | 8 | 2.1690 | 0.0857 | 2.1690 | 1.4728 |
| No log | 0.8333 | 10 | 1.9827 | 0.272 | 1.9827 | 1.4081 |
| No log | 1.0 | 12 | 1.6822 | 0.1698 | 1.6822 | 1.2970 |
| No log | 1.1667 | 14 | 1.7310 | 0.1636 | 1.7310 | 1.3157 |
| No log | 1.3333 | 16 | 2.2372 | 0.0517 | 2.2372 | 1.4957 |
| No log | 1.5 | 18 | 2.3002 | 0.0165 | 2.3002 | 1.5167 |
| No log | 1.6667 | 20 | 1.8442 | 0.1132 | 1.8442 | 1.3580 |
| No log | 1.8333 | 22 | 1.8381 | 0.1132 | 1.8381 | 1.3558 |
| No log | 2.0 | 24 | 1.9206 | 0.125 | 1.9206 | 1.3858 |
| No log | 2.1667 | 26 | 1.7188 | 0.0943 | 1.7188 | 1.3110 |
| No log | 2.3333 | 28 | 1.6376 | 0.1667 | 1.6376 | 1.2797 |
| No log | 2.5 | 30 | 1.6657 | 0.3103 | 1.6657 | 1.2906 |
| No log | 2.6667 | 32 | 1.5574 | 0.2783 | 1.5574 | 1.2480 |
| No log | 2.8333 | 34 | 1.3960 | 0.2243 | 1.3960 | 1.1815 |
| No log | 3.0 | 36 | 1.2906 | 0.2883 | 1.2906 | 1.1360 |
| No log | 3.1667 | 38 | 1.1659 | 0.3761 | 1.1659 | 1.0798 |
| No log | 3.3333 | 40 | 1.1170 | 0.5397 | 1.1170 | 1.0569 |
| No log | 3.5 | 42 | 1.2407 | 0.5692 | 1.2407 | 1.1139 |
| No log | 3.6667 | 44 | 1.4655 | 0.5152 | 1.4655 | 1.2106 |
| No log | 3.8333 | 46 | 1.4100 | 0.5152 | 1.4100 | 1.1875 |
| No log | 4.0 | 48 | 1.0203 | 0.6316 | 1.0203 | 1.0101 |
| No log | 4.1667 | 50 | 0.8930 | 0.6944 | 0.8930 | 0.9450 |
| No log | 4.3333 | 52 | 0.8772 | 0.7172 | 0.8772 | 0.9366 |
| No log | 4.5 | 54 | 0.9032 | 0.7413 | 0.9032 | 0.9504 |
| No log | 4.6667 | 56 | 0.8705 | 0.7483 | 0.8705 | 0.9330 |
| No log | 4.8333 | 58 | 0.8467 | 0.7517 | 0.8467 | 0.9202 |
| No log | 5.0 | 60 | 0.8278 | 0.7027 | 0.8278 | 0.9098 |
| No log | 5.1667 | 62 | 0.8312 | 0.7105 | 0.8312 | 0.9117 |
| No log | 5.3333 | 64 | 0.8124 | 0.6939 | 0.8124 | 0.9013 |
| No log | 5.5 | 66 | 0.8933 | 0.6944 | 0.8933 | 0.9452 |
| No log | 5.6667 | 68 | 0.8055 | 0.6757 | 0.8055 | 0.8975 |
| No log | 5.8333 | 70 | 1.0179 | 0.6104 | 1.0179 | 1.0089 |
| No log | 6.0 | 72 | 0.8710 | 0.7273 | 0.8710 | 0.9333 |
| No log | 6.1667 | 74 | 0.9126 | 0.6933 | 0.9126 | 0.9553 |
| No log | 6.3333 | 76 | 1.0229 | 0.6711 | 1.0229 | 1.0114 |
| No log | 6.5 | 78 | 0.9035 | 0.6795 | 0.9035 | 0.9505 |
| No log | 6.6667 | 80 | 0.8403 | 0.7097 | 0.8403 | 0.9167 |
| No log | 6.8333 | 82 | 0.8266 | 0.7143 | 0.8266 | 0.9092 |
| No log | 7.0 | 84 | 0.7613 | 0.7143 | 0.7613 | 0.8725 |
| No log | 7.1667 | 86 | 0.7363 | 0.7034 | 0.7363 | 0.8581 |
| No log | 7.3333 | 88 | 0.7204 | 0.7222 | 0.7204 | 0.8488 |
| No log | 7.5 | 90 | 0.6911 | 0.7568 | 0.6911 | 0.8313 |
| No log | 7.6667 | 92 | 0.6899 | 0.72 | 0.6899 | 0.8306 |
| No log | 7.8333 | 94 | 0.7128 | 0.7237 | 0.7128 | 0.8443 |
| No log | 8.0 | 96 | 0.7308 | 0.7226 | 0.7308 | 0.8549 |
| No log | 8.1667 | 98 | 0.7142 | 0.7237 | 0.7142 | 0.8451 |
| No log | 8.3333 | 100 | 0.7926 | 0.7034 | 0.7926 | 0.8903 |
| No log | 8.5 | 102 | 0.8657 | 0.6986 | 0.8657 | 0.9304 |
| No log | 8.6667 | 104 | 0.7204 | 0.6986 | 0.7204 | 0.8488 |
| No log | 8.8333 | 106 | 0.6276 | 0.7871 | 0.6276 | 0.7922 |
| No log | 9.0 | 108 | 0.6207 | 0.7871 | 0.6207 | 0.7878 |
| No log | 9.1667 | 110 | 0.6229 | 0.7821 | 0.6229 | 0.7892 |
| No log | 9.3333 | 112 | 0.7134 | 0.7375 | 0.7134 | 0.8446 |
| No log | 9.5 | 114 | 0.6936 | 0.7347 | 0.6936 | 0.8328 |
| No log | 9.6667 | 116 | 0.7389 | 0.7733 | 0.7389 | 0.8596 |
| No log | 9.8333 | 118 | 0.7402 | 0.7092 | 0.7402 | 0.8604 |
| No log | 10.0 | 120 | 1.0175 | 0.6104 | 1.0175 | 1.0087 |
| No log | 10.1667 | 122 | 1.1883 | 0.6076 | 1.1883 | 1.0901 |
| No log | 10.3333 | 124 | 0.9182 | 0.6528 | 0.9182 | 0.9582 |
| No log | 10.5 | 126 | 0.7315 | 0.7246 | 0.7315 | 0.8553 |
| No log | 10.6667 | 128 | 0.7213 | 0.7133 | 0.7213 | 0.8493 |
| No log | 10.8333 | 130 | 0.7274 | 0.7550 | 0.7274 | 0.8529 |
| No log | 11.0 | 132 | 0.8134 | 0.6928 | 0.8134 | 0.9019 |
| No log | 11.1667 | 134 | 0.9866 | 0.6456 | 0.9866 | 0.9933 |
| No log | 11.3333 | 136 | 0.8350 | 0.7453 | 0.8350 | 0.9138 |
| No log | 11.5 | 138 | 0.7002 | 0.7613 | 0.7002 | 0.8368 |
| No log | 11.6667 | 140 | 0.6676 | 0.7564 | 0.6676 | 0.8171 |
| No log | 11.8333 | 142 | 0.7614 | 0.7662 | 0.7614 | 0.8726 |
| No log | 12.0 | 144 | 0.6855 | 0.7643 | 0.6855 | 0.8280 |
| No log | 12.1667 | 146 | 0.6522 | 0.7483 | 0.6522 | 0.8076 |
| No log | 12.3333 | 148 | 0.6407 | 0.7383 | 0.6407 | 0.8005 |
| No log | 12.5 | 150 | 0.6508 | 0.7582 | 0.6508 | 0.8067 |
| No log | 12.6667 | 152 | 0.6368 | 0.7771 | 0.6368 | 0.7980 |
| No log | 12.8333 | 154 | 0.6491 | 0.7532 | 0.6491 | 0.8057 |
| No log | 13.0 | 156 | 0.6717 | 0.7532 | 0.6717 | 0.8196 |
| No log | 13.1667 | 158 | 0.6574 | 0.7517 | 0.6574 | 0.8108 |
| No log | 13.3333 | 160 | 0.7403 | 0.7517 | 0.7403 | 0.8604 |
| No log | 13.5 | 162 | 0.7343 | 0.7361 | 0.7343 | 0.8569 |
| No log | 13.6667 | 164 | 0.7259 | 0.7050 | 0.7259 | 0.8520 |
| No log | 13.8333 | 166 | 0.7268 | 0.7050 | 0.7268 | 0.8525 |
| No log | 14.0 | 168 | 0.7524 | 0.6849 | 0.7524 | 0.8674 |
| No log | 14.1667 | 170 | 0.8030 | 0.6918 | 0.8030 | 0.8961 |
| No log | 14.3333 | 172 | 0.7297 | 0.7342 | 0.7297 | 0.8542 |
| No log | 14.5 | 174 | 0.6714 | 0.7417 | 0.6714 | 0.8194 |
| No log | 14.6667 | 176 | 0.6872 | 0.7273 | 0.6872 | 0.8290 |
| No log | 14.8333 | 178 | 0.7639 | 0.6842 | 0.7639 | 0.8740 |
| No log | 15.0 | 180 | 0.8252 | 0.6974 | 0.8252 | 0.9084 |
| No log | 15.1667 | 182 | 0.7970 | 0.6620 | 0.7970 | 0.8928 |
| No log | 15.3333 | 184 | 0.7678 | 0.6619 | 0.7678 | 0.8763 |
| No log | 15.5 | 186 | 0.7329 | 0.6957 | 0.7329 | 0.8561 |
| No log | 15.6667 | 188 | 0.7053 | 0.7 | 0.7053 | 0.8398 |
| No log | 15.8333 | 190 | 0.6722 | 0.7273 | 0.6722 | 0.8199 |
| No log | 16.0 | 192 | 0.6696 | 0.7183 | 0.6696 | 0.8183 |
| No log | 16.1667 | 194 | 0.7893 | 0.7190 | 0.7893 | 0.8884 |
| No log | 16.3333 | 196 | 0.9112 | 0.6753 | 0.9112 | 0.9546 |
| No log | 16.5 | 198 | 0.8178 | 0.7105 | 0.8178 | 0.9043 |
| No log | 16.6667 | 200 | 0.6667 | 0.75 | 0.6667 | 0.8165 |
| No log | 16.8333 | 202 | 0.7777 | 0.7237 | 0.7777 | 0.8819 |
| No log | 17.0 | 204 | 0.7670 | 0.7273 | 0.7670 | 0.8758 |
| No log | 17.1667 | 206 | 0.6286 | 0.8312 | 0.6286 | 0.7928 |
| No log | 17.3333 | 208 | 0.8267 | 0.6928 | 0.8267 | 0.9092 |
| No log | 17.5 | 210 | 1.0371 | 0.5957 | 1.0371 | 1.0184 |
| No log | 17.6667 | 212 | 0.9739 | 0.6 | 0.9739 | 0.9869 |
| No log | 17.8333 | 214 | 0.7654 | 0.6892 | 0.7654 | 0.8749 |
| No log | 18.0 | 216 | 0.6764 | 0.7947 | 0.6764 | 0.8224 |
| No log | 18.1667 | 218 | 0.7149 | 0.6806 | 0.7149 | 0.8455 |
| No log | 18.3333 | 220 | 0.6961 | 0.7682 | 0.6961 | 0.8343 |
| No log | 18.5 | 222 | 0.7430 | 0.7067 | 0.7430 | 0.8620 |
| No log | 18.6667 | 224 | 0.9731 | 0.6582 | 0.9731 | 0.9864 |
| No log | 18.8333 | 226 | 0.9588 | 0.6582 | 0.9588 | 0.9792 |
| No log | 19.0 | 228 | 0.7599 | 0.7114 | 0.7599 | 0.8717 |
| No log | 19.1667 | 230 | 0.6761 | 0.7050 | 0.6761 | 0.8223 |
| No log | 19.3333 | 232 | 0.8095 | 0.7027 | 0.8095 | 0.8997 |
| No log | 19.5 | 234 | 0.8177 | 0.6939 | 0.8177 | 0.9043 |
| No log | 19.6667 | 236 | 0.6748 | 0.7619 | 0.6748 | 0.8215 |
| No log | 19.8333 | 238 | 0.6823 | 0.6993 | 0.6823 | 0.8260 |
| No log | 20.0 | 240 | 0.8958 | 0.6338 | 0.8958 | 0.9465 |
| No log | 20.1667 | 242 | 0.9251 | 0.5985 | 0.9251 | 0.9618 |
| No log | 20.3333 | 244 | 0.8002 | 0.6812 | 0.8002 | 0.8945 |
| No log | 20.5 | 246 | 0.7142 | 0.7246 | 0.7142 | 0.8451 |
| No log | 20.6667 | 248 | 0.6943 | 0.7338 | 0.6943 | 0.8332 |
| No log | 20.8333 | 250 | 0.6983 | 0.7246 | 0.6983 | 0.8356 |
| No log | 21.0 | 252 | 0.7977 | 0.6711 | 0.7977 | 0.8932 |
| No log | 21.1667 | 254 | 0.9473 | 0.6301 | 0.9473 | 0.9733 |
| No log | 21.3333 | 256 | 0.8821 | 0.6667 | 0.8821 | 0.9392 |
| No log | 21.5 | 258 | 0.7007 | 0.7152 | 0.7007 | 0.8371 |
| No log | 21.6667 | 260 | 0.6299 | 0.7534 | 0.6299 | 0.7937 |
| No log | 21.8333 | 262 | 0.7249 | 0.7114 | 0.7249 | 0.8514 |
| No log | 22.0 | 264 | 0.6814 | 0.7383 | 0.6814 | 0.8254 |
| No log | 22.1667 | 266 | 0.6170 | 0.7552 | 0.6170 | 0.7855 |
| No log | 22.3333 | 268 | 0.8192 | 0.6711 | 0.8192 | 0.9051 |
| No log | 22.5 | 270 | 1.1623 | 0.5735 | 1.1623 | 1.0781 |
| No log | 22.6667 | 272 | 1.2737 | 0.4672 | 1.2737 | 1.1286 |
| No log | 22.8333 | 274 | 1.0856 | 0.5985 | 1.0856 | 1.0419 |
| No log | 23.0 | 276 | 0.7824 | 0.6525 | 0.7824 | 0.8845 |
| No log | 23.1667 | 278 | 0.6415 | 0.7606 | 0.6415 | 0.8009 |
| No log | 23.3333 | 280 | 0.6588 | 0.7413 | 0.6588 | 0.8116 |
| No log | 23.5 | 282 | 0.6847 | 0.7101 | 0.6847 | 0.8275 |
| No log | 23.6667 | 284 | 0.6972 | 0.6912 | 0.6972 | 0.8350 |
| No log | 23.8333 | 286 | 0.7280 | 0.7007 | 0.7280 | 0.8533 |
| No log | 24.0 | 288 | 0.7556 | 0.7083 | 0.7556 | 0.8693 |
| No log | 24.1667 | 290 | 0.7274 | 0.7448 | 0.7274 | 0.8529 |
| No log | 24.3333 | 292 | 0.7134 | 0.6812 | 0.7134 | 0.8446 |
| No log | 24.5 | 294 | 0.7254 | 0.6812 | 0.7254 | 0.8517 |
| No log | 24.6667 | 296 | 0.7317 | 0.6861 | 0.7317 | 0.8554 |
| No log | 24.8333 | 298 | 0.7829 | 0.6809 | 0.7829 | 0.8848 |
| No log | 25.0 | 300 | 0.8108 | 0.6621 | 0.8108 | 0.9004 |
| No log | 25.1667 | 302 | 0.7570 | 0.6757 | 0.7570 | 0.8700 |
| No log | 25.3333 | 304 | 0.6841 | 0.7383 | 0.6841 | 0.8271 |
| No log | 25.5 | 306 | 0.6901 | 0.7133 | 0.6901 | 0.8307 |
| No log | 25.6667 | 308 | 0.7246 | 0.7397 | 0.7246 | 0.8512 |
| No log | 25.8333 | 310 | 0.7136 | 0.6667 | 0.7136 | 0.8447 |
| No log | 26.0 | 312 | 0.7474 | 0.7448 | 0.7474 | 0.8645 |
| No log | 26.1667 | 314 | 0.8606 | 0.6620 | 0.8606 | 0.9277 |
| No log | 26.3333 | 316 | 0.9093 | 0.6286 | 0.9093 | 0.9536 |
| No log | 26.5 | 318 | 0.8517 | 0.6809 | 0.8517 | 0.9229 |
| No log | 26.6667 | 320 | 0.7592 | 0.7324 | 0.7592 | 0.8713 |
| No log | 26.8333 | 322 | 0.6970 | 0.7432 | 0.6970 | 0.8349 |
| No log | 27.0 | 324 | 0.6672 | 0.7843 | 0.6672 | 0.8168 |
| No log | 27.1667 | 326 | 0.7474 | 0.7013 | 0.7474 | 0.8645 |
| No log | 27.3333 | 328 | 0.8934 | 0.6456 | 0.8934 | 0.9452 |
| No log | 27.5 | 330 | 0.9637 | 0.6329 | 0.9637 | 0.9817 |
| No log | 27.6667 | 332 | 0.8976 | 0.6438 | 0.8976 | 0.9474 |
| No log | 27.8333 | 334 | 0.7979 | 0.6475 | 0.7979 | 0.8932 |
| No log | 28.0 | 336 | 0.7388 | 0.6617 | 0.7388 | 0.8595 |
| No log | 28.1667 | 338 | 0.7165 | 0.6957 | 0.7165 | 0.8465 |
| No log | 28.3333 | 340 | 0.6734 | 0.7050 | 0.6734 | 0.8206 |
| No log | 28.5 | 342 | 0.6476 | 0.7755 | 0.6476 | 0.8047 |
| No log | 28.6667 | 344 | 0.7017 | 0.7152 | 0.7017 | 0.8377 |
| No log | 28.8333 | 346 | 0.7169 | 0.6968 | 0.7169 | 0.8467 |
| No log | 29.0 | 348 | 0.6520 | 0.7436 | 0.6520 | 0.8075 |
| No log | 29.1667 | 350 | 0.6333 | 0.7799 | 0.6333 | 0.7958 |
| No log | 29.3333 | 352 | 0.6700 | 0.7383 | 0.6700 | 0.8186 |
| No log | 29.5 | 354 | 0.7292 | 0.7211 | 0.7292 | 0.8539 |
| No log | 29.6667 | 356 | 0.7481 | 0.7234 | 0.7481 | 0.8650 |
| No log | 29.8333 | 358 | 0.7879 | 0.6866 | 0.7879 | 0.8876 |
| No log | 30.0 | 360 | 0.8099 | 0.6767 | 0.8099 | 0.9000 |
| No log | 30.1667 | 362 | 0.8288 | 0.6471 | 0.8288 | 0.9104 |
| No log | 30.3333 | 364 | 0.8043 | 0.6471 | 0.8043 | 0.8968 |
| No log | 30.5 | 366 | 0.7824 | 0.6761 | 0.7824 | 0.8845 |
| No log | 30.6667 | 368 | 0.7572 | 0.7034 | 0.7572 | 0.8702 |
| No log | 30.8333 | 370 | 0.7523 | 0.72 | 0.7523 | 0.8673 |
| No log | 31.0 | 372 | 0.8000 | 0.6879 | 0.8000 | 0.8945 |
| No log | 31.1667 | 374 | 0.8466 | 0.6503 | 0.8466 | 0.9201 |
| No log | 31.3333 | 376 | 0.7890 | 0.6974 | 0.7890 | 0.8882 |
| No log | 31.5 | 378 | 0.7354 | 0.7211 | 0.7354 | 0.8576 |
| No log | 31.6667 | 380 | 0.7087 | 0.7133 | 0.7087 | 0.8418 |
| No log | 31.8333 | 382 | 0.7058 | 0.7007 | 0.7058 | 0.8401 |
| No log | 32.0 | 384 | 0.7178 | 0.6963 | 0.7178 | 0.8473 |
| No log | 32.1667 | 386 | 0.7075 | 0.6765 | 0.7075 | 0.8411 |
| No log | 32.3333 | 388 | 0.6866 | 0.7133 | 0.6866 | 0.8286 |
| No log | 32.5 | 390 | 0.6923 | 0.7347 | 0.6923 | 0.8321 |
| No log | 32.6667 | 392 | 0.6566 | 0.7483 | 0.6566 | 0.8103 |
| No log | 32.8333 | 394 | 0.6442 | 0.7724 | 0.6442 | 0.8026 |
| No log | 33.0 | 396 | 0.6458 | 0.7724 | 0.6458 | 0.8036 |
| No log | 33.1667 | 398 | 0.6329 | 0.7785 | 0.6329 | 0.7956 |
| No log | 33.3333 | 400 | 0.6588 | 0.7671 | 0.6588 | 0.8116 |
| No log | 33.5 | 402 | 0.6966 | 0.7324 | 0.6966 | 0.8347 |
| No log | 33.6667 | 404 | 0.7231 | 0.7101 | 0.7231 | 0.8503 |
| No log | 33.8333 | 406 | 0.7208 | 0.7194 | 0.7208 | 0.8490 |
| No log | 34.0 | 408 | 0.7072 | 0.7376 | 0.7072 | 0.8410 |
| No log | 34.1667 | 410 | 0.6967 | 0.7338 | 0.6967 | 0.8347 |
| No log | 34.3333 | 412 | 0.7063 | 0.7059 | 0.7063 | 0.8404 |
| No log | 34.5 | 414 | 0.6854 | 0.7059 | 0.6854 | 0.8279 |
| No log | 34.6667 | 416 | 0.6772 | 0.7692 | 0.6772 | 0.8229 |
| No log | 34.8333 | 418 | 0.7034 | 0.7619 | 0.7034 | 0.8387 |
| No log | 35.0 | 420 | 0.7959 | 0.6846 | 0.7959 | 0.8921 |
| No log | 35.1667 | 422 | 0.8095 | 0.6846 | 0.8095 | 0.8997 |
| No log | 35.3333 | 424 | 0.7869 | 0.6849 | 0.7869 | 0.8871 |
| No log | 35.5 | 426 | 0.7447 | 0.7101 | 0.7447 | 0.8630 |
| No log | 35.6667 | 428 | 0.7875 | 0.7153 | 0.7875 | 0.8874 |
| No log | 35.8333 | 430 | 0.8138 | 0.6912 | 0.8138 | 0.9021 |
| No log | 36.0 | 432 | 0.7965 | 0.7153 | 0.7965 | 0.8924 |
| No log | 36.1667 | 434 | 0.7489 | 0.6957 | 0.7489 | 0.8654 |
| No log | 36.3333 | 436 | 0.7568 | 0.6812 | 0.7568 | 0.8700 |
| No log | 36.5 | 438 | 0.8306 | 0.6713 | 0.8306 | 0.9113 |
| No log | 36.6667 | 440 | 0.8179 | 0.6667 | 0.8179 | 0.9044 |
| No log | 36.8333 | 442 | 0.7039 | 0.7285 | 0.7039 | 0.8390 |
| No log | 37.0 | 444 | 0.6296 | 0.7947 | 0.6296 | 0.7935 |
| No log | 37.1667 | 446 | 0.6288 | 0.8054 | 0.6288 | 0.7929 |
| No log | 37.3333 | 448 | 0.6264 | 0.8 | 0.6264 | 0.7915 |
| No log | 37.5 | 450 | 0.6424 | 0.8 | 0.6424 | 0.8015 |
| No log | 37.6667 | 452 | 0.6746 | 0.7246 | 0.6746 | 0.8213 |
| No log | 37.8333 | 454 | 0.7351 | 0.7310 | 0.7351 | 0.8574 |
| No log | 38.0 | 456 | 0.7717 | 0.7310 | 0.7717 | 0.8785 |
| No log | 38.1667 | 458 | 0.7223 | 0.7517 | 0.7223 | 0.8499 |
| No log | 38.3333 | 460 | 0.6574 | 0.8082 | 0.6574 | 0.8108 |
| No log | 38.5 | 462 | 0.6534 | 0.7651 | 0.6534 | 0.8083 |
| No log | 38.6667 | 464 | 0.6593 | 0.7742 | 0.6593 | 0.8119 |
| No log | 38.8333 | 466 | 0.6261 | 0.7703 | 0.6261 | 0.7913 |
| No log | 39.0 | 468 | 0.6469 | 0.7808 | 0.6469 | 0.8043 |
| No log | 39.1667 | 470 | 0.7328 | 0.7162 | 0.7328 | 0.8560 |
| No log | 39.3333 | 472 | 0.8182 | 0.6849 | 0.8182 | 0.9046 |
| No log | 39.5 | 474 | 0.8029 | 0.6901 | 0.8029 | 0.8961 |
| No log | 39.6667 | 476 | 0.7904 | 0.6906 | 0.7904 | 0.8890 |
| No log | 39.8333 | 478 | 0.7590 | 0.6906 | 0.7590 | 0.8712 |
| No log | 40.0 | 480 | 0.7617 | 0.6906 | 0.7617 | 0.8727 |
| No log | 40.1667 | 482 | 0.8101 | 0.6713 | 0.8101 | 0.9001 |
| No log | 40.3333 | 484 | 0.9014 | 0.6364 | 0.9014 | 0.9494 |
| No log | 40.5 | 486 | 0.9235 | 0.6364 | 0.9235 | 0.9610 |
| No log | 40.6667 | 488 | 0.8318 | 0.6713 | 0.8318 | 0.9120 |
| No log | 40.8333 | 490 | 0.7176 | 0.7376 | 0.7176 | 0.8471 |
| No log | 41.0 | 492 | 0.6729 | 0.7194 | 0.6729 | 0.8203 |
| No log | 41.1667 | 494 | 0.6684 | 0.7552 | 0.6684 | 0.8176 |
| No log | 41.3333 | 496 | 0.6809 | 0.7692 | 0.6809 | 0.8252 |
| No log | 41.5 | 498 | 0.7642 | 0.6993 | 0.7642 | 0.8742 |
| 0.3319 | 41.6667 | 500 | 0.8158 | 0.6849 | 0.8158 | 0.9032 |
| 0.3319 | 41.8333 | 502 | 0.7782 | 0.7123 | 0.7782 | 0.8822 |
| 0.3319 | 42.0 | 504 | 0.7125 | 0.7273 | 0.7125 | 0.8441 |
| 0.3319 | 42.1667 | 506 | 0.6325 | 0.8 | 0.6325 | 0.7953 |
| 0.3319 | 42.3333 | 508 | 0.6060 | 0.8054 | 0.6060 | 0.7784 |
| 0.3319 | 42.5 | 510 | 0.6127 | 0.7891 | 0.6127 | 0.7827 |
| 0.3319 | 42.6667 | 512 | 0.6201 | 0.8108 | 0.6201 | 0.7874 |
| 0.3319 | 42.8333 | 514 | 0.6166 | 0.8108 | 0.6166 | 0.7852 |
| 0.3319 | 43.0 | 516 | 0.6320 | 0.7692 | 0.6320 | 0.7950 |
| 0.3319 | 43.1667 | 518 | 0.6667 | 0.7586 | 0.6667 | 0.8165 |
| 0.3319 | 43.3333 | 520 | 0.6831 | 0.7465 | 0.6831 | 0.8265 |
| 0.3319 | 43.5 | 522 | 0.7218 | 0.7586 | 0.7218 | 0.8496 |
| 0.3319 | 43.6667 | 524 | 0.7056 | 0.7391 | 0.7056 | 0.8400 |
| 0.3319 | 43.8333 | 526 | 0.6684 | 0.7606 | 0.6684 | 0.8176 |
| 0.3319 | 44.0 | 528 | 0.6443 | 0.7552 | 0.6443 | 0.8027 |
| 0.3319 | 44.1667 | 530 | 0.6386 | 0.75 | 0.6386 | 0.7991 |
| 0.3319 | 44.3333 | 532 | 0.6332 | 0.7755 | 0.6332 | 0.7957 |
| 0.3319 | 44.5 | 534 | 0.7054 | 0.7034 | 0.7054 | 0.8399 |
| 0.3319 | 44.6667 | 536 | 0.8691 | 0.6538 | 0.8691 | 0.9322 |
| 0.3319 | 44.8333 | 538 | 0.9211 | 0.6536 | 0.9211 | 0.9597 |
| 0.3319 | 45.0 | 540 | 0.8579 | 0.6533 | 0.8579 | 0.9262 |
| 0.3319 | 45.1667 | 542 | 0.7488 | 0.6892 | 0.7488 | 0.8653 |
| 0.3319 | 45.3333 | 544 | 0.6618 | 0.7429 | 0.6618 | 0.8135 |
| 0.3319 | 45.5 | 546 | 0.6468 | 0.7887 | 0.6468 | 0.8042 |
| 0.3319 | 45.6667 | 548 | 0.6624 | 0.7429 | 0.6624 | 0.8139 |
| 0.3319 | 45.8333 | 550 | 0.6651 | 0.7299 | 0.6651 | 0.8155 |
| 0.3319 | 46.0 | 552 | 0.6581 | 0.7482 | 0.6581 | 0.8112 |
| 0.3319 | 46.1667 | 554 | 0.6552 | 0.7413 | 0.6552 | 0.8095 |
| 0.3319 | 46.3333 | 556 | 0.6430 | 0.7534 | 0.6430 | 0.8019 |
| 0.3319 | 46.5 | 558 | 0.6167 | 0.7619 | 0.6167 | 0.7853 |
| 0.3319 | 46.6667 | 560 | 0.5906 | 0.7671 | 0.5906 | 0.7685 |
| 0.3319 | 46.8333 | 562 | 0.5799 | 0.8235 | 0.5799 | 0.7615 |
| 0.3319 | 47.0 | 564 | 0.5743 | 0.8235 | 0.5743 | 0.7578 |
| 0.3319 | 47.1667 | 566 | 0.5864 | 0.8163 | 0.5864 | 0.7658 |
| 0.3319 | 47.3333 | 568 | 0.6161 | 0.7887 | 0.6161 | 0.7849 |
| 0.3319 | 47.5 | 570 | 0.6340 | 0.7801 | 0.6340 | 0.7963 |
| 0.3319 | 47.6667 | 572 | 0.6436 | 0.7801 | 0.6436 | 0.8022 |
| 0.3319 | 47.8333 | 574 | 0.6264 | 0.7887 | 0.6264 | 0.7914 |
| 0.3319 | 48.0 | 576 | 0.6085 | 0.8112 | 0.6085 | 0.7800 |
| 0.3319 | 48.1667 | 578 | 0.5881 | 0.8112 | 0.5881 | 0.7668 |
| 0.3319 | 48.3333 | 580 | 0.5694 | 0.8112 | 0.5694 | 0.7546 |
| 0.3319 | 48.5 | 582 | 0.5748 | 0.7895 | 0.5748 | 0.7581 |
| 0.3319 | 48.6667 | 584 | 0.6257 | 0.7733 | 0.6257 | 0.7910 |
| 0.3319 | 48.8333 | 586 | 0.6880 | 0.6846 | 0.6880 | 0.8295 |
| 0.3319 | 49.0 | 588 | 0.6819 | 0.6897 | 0.6819 | 0.8258 |
| 0.3319 | 49.1667 | 590 | 0.6393 | 0.7639 | 0.6393 | 0.7996 |
| 0.3319 | 49.3333 | 592 | 0.6029 | 0.7778 | 0.6029 | 0.7764 |
| 0.3319 | 49.5 | 594 | 0.6057 | 0.8219 | 0.6057 | 0.7783 |
| 0.3319 | 49.6667 | 596 | 0.5965 | 0.7891 | 0.5965 | 0.7723 |
| 0.3319 | 49.8333 | 598 | 0.5824 | 0.8188 | 0.5824 | 0.7631 |
| 0.3319 | 50.0 | 600 | 0.5944 | 0.8158 | 0.5944 | 0.7710 |
| 0.3319 | 50.1667 | 602 | 0.6319 | 0.7436 | 0.6319 | 0.7949 |
| 0.3319 | 50.3333 | 604 | 0.6594 | 0.7261 | 0.6594 | 0.8120 |
| 0.3319 | 50.5 | 606 | 0.6567 | 0.7467 | 0.6567 | 0.8104 |
| 0.3319 | 50.6667 | 608 | 0.6254 | 0.7838 | 0.6254 | 0.7908 |
| 0.3319 | 50.8333 | 610 | 0.6320 | 0.8027 | 0.6320 | 0.7950 |
| 0.3319 | 51.0 | 612 | 0.6589 | 0.7778 | 0.6589 | 0.8117 |
| 0.3319 | 51.1667 | 614 | 0.6992 | 0.7194 | 0.6992 | 0.8362 |
| 0.3319 | 51.3333 | 616 | 0.7321 | 0.7092 | 0.7321 | 0.8557 |
| 0.3319 | 51.5 | 618 | 0.7432 | 0.6944 | 0.7432 | 0.8621 |
| 0.3319 | 51.6667 | 620 | 0.7564 | 0.6711 | 0.7564 | 0.8697 |
| 0.3319 | 51.8333 | 622 | 0.7028 | 0.7067 | 0.7028 | 0.8383 |
| 0.3319 | 52.0 | 624 | 0.6435 | 0.7273 | 0.6435 | 0.8022 |
| 0.3319 | 52.1667 | 626 | 0.6023 | 0.7613 | 0.6023 | 0.7761 |
| 0.3319 | 52.3333 | 628 | 0.5809 | 0.8026 | 0.5809 | 0.7622 |
| 0.3319 | 52.5 | 630 | 0.5900 | 0.7947 | 0.5900 | 0.7681 |
| 0.3319 | 52.6667 | 632 | 0.6287 | 0.7310 | 0.6287 | 0.7929 |
| 0.3319 | 52.8333 | 634 | 0.6471 | 0.7152 | 0.6471 | 0.8044 |
| 0.3319 | 53.0 | 636 | 0.6559 | 0.7152 | 0.6559 | 0.8099 |
| 0.3319 | 53.1667 | 638 | 0.6326 | 0.7152 | 0.6326 | 0.7954 |
| 0.3319 | 53.3333 | 640 | 0.5996 | 0.7733 | 0.5996 | 0.7743 |
| 0.3319 | 53.5 | 642 | 0.5777 | 0.8212 | 0.5777 | 0.7601 |
| 0.3319 | 53.6667 | 644 | 0.5859 | 0.8133 | 0.5859 | 0.7654 |
| 0.3319 | 53.8333 | 646 | 0.6066 | 0.8082 | 0.6066 | 0.7788 |
| 0.3319 | 54.0 | 648 | 0.6329 | 0.7887 | 0.6329 | 0.7955 |
| 0.3319 | 54.1667 | 650 | 0.6744 | 0.7361 | 0.6744 | 0.8212 |
| 0.3319 | 54.3333 | 652 | 0.7088 | 0.7286 | 0.7088 | 0.8419 |
| 0.3319 | 54.5 | 654 | 0.7111 | 0.7376 | 0.7111 | 0.8432 |
| 0.3319 | 54.6667 | 656 | 0.7157 | 0.7286 | 0.7157 | 0.8460 |
| 0.3319 | 54.8333 | 658 | 0.7124 | 0.7286 | 0.7124 | 0.8441 |
| 0.3319 | 55.0 | 660 | 0.7039 | 0.7286 | 0.7039 | 0.8390 |
| 0.3319 | 55.1667 | 662 | 0.6701 | 0.7376 | 0.6701 | 0.8186 |
| 0.3319 | 55.3333 | 664 | 0.6460 | 0.7917 | 0.6460 | 0.8037 |
| 0.3319 | 55.5 | 666 | 0.6407 | 0.7917 | 0.6407 | 0.8004 |
| 0.3319 | 55.6667 | 668 | 0.6340 | 0.8138 | 0.6340 | 0.7963 |
| 0.3319 | 55.8333 | 670 | 0.6306 | 0.8138 | 0.6306 | 0.7941 |
| 0.3319 | 56.0 | 672 | 0.6417 | 0.7887 | 0.6417 | 0.8010 |
| 0.3319 | 56.1667 | 674 | 0.6632 | 0.7338 | 0.6632 | 0.8144 |
| 0.3319 | 56.3333 | 676 | 0.6864 | 0.7376 | 0.6864 | 0.8285 |
| 0.3319 | 56.5 | 678 | 0.6907 | 0.7183 | 0.6907 | 0.8311 |
| 0.3319 | 56.6667 | 680 | 0.6880 | 0.7183 | 0.6880 | 0.8294 |
| 0.3319 | 56.8333 | 682 | 0.6756 | 0.7376 | 0.6756 | 0.8220 |
| 0.3319 | 57.0 | 684 | 0.6465 | 0.7660 | 0.6465 | 0.8040 |
| 0.3319 | 57.1667 | 686 | 0.6236 | 0.8082 | 0.6236 | 0.7897 |
| 0.3319 | 57.3333 | 688 | 0.6166 | 0.8082 | 0.6166 | 0.7852 |
| 0.3319 | 57.5 | 690 | 0.6310 | 0.7919 | 0.6310 | 0.7943 |
| 0.3319 | 57.6667 | 692 | 0.6783 | 0.75 | 0.6783 | 0.8236 |
| 0.3319 | 57.8333 | 694 | 0.7351 | 0.7083 | 0.7351 | 0.8574 |
| 0.3319 | 58.0 | 696 | 0.7469 | 0.7273 | 0.7469 | 0.8642 |
| 0.3319 | 58.1667 | 698 | 0.7421 | 0.7273 | 0.7421 | 0.8615 |
| 0.3319 | 58.3333 | 700 | 0.7172 | 0.7273 | 0.7172 | 0.8469 |
| 0.3319 | 58.5 | 702 | 0.6847 | 0.75 | 0.6847 | 0.8275 |
| 0.3319 | 58.6667 | 704 | 0.6728 | 0.75 | 0.6728 | 0.8203 |
| 0.3319 | 58.8333 | 706 | 0.6559 | 0.7887 | 0.6559 | 0.8099 |
| 0.3319 | 59.0 | 708 | 0.6358 | 0.7862 | 0.6358 | 0.7974 |
| 0.3319 | 59.1667 | 710 | 0.6295 | 0.7919 | 0.6295 | 0.7934 |
| 0.3319 | 59.3333 | 712 | 0.6449 | 0.7671 | 0.6449 | 0.8030 |
| 0.3319 | 59.5 | 714 | 0.6808 | 0.7273 | 0.6808 | 0.8251 |
| 0.3319 | 59.6667 | 716 | 0.6984 | 0.7273 | 0.6984 | 0.8357 |
| 0.3319 | 59.8333 | 718 | 0.7238 | 0.7273 | 0.7238 | 0.8508 |
| 0.3319 | 60.0 | 720 | 0.7341 | 0.7273 | 0.7341 | 0.8568 |
| 0.3319 | 60.1667 | 722 | 0.7333 | 0.7273 | 0.7333 | 0.8564 |
| 0.3319 | 60.3333 | 724 | 0.7157 | 0.7273 | 0.7157 | 0.8460 |
| 0.3319 | 60.5 | 726 | 0.6740 | 0.75 | 0.6740 | 0.8209 |
| 0.3319 | 60.6667 | 728 | 0.6496 | 0.7586 | 0.6496 | 0.8060 |
| 0.3319 | 60.8333 | 730 | 0.6468 | 0.7703 | 0.6468 | 0.8042 |
| 0.3319 | 61.0 | 732 | 0.6548 | 0.7619 | 0.6548 | 0.8092 |
| 0.3319 | 61.1667 | 734 | 0.6713 | 0.75 | 0.6713 | 0.8193 |
| 0.3319 | 61.3333 | 736 | 0.6850 | 0.75 | 0.6850 | 0.8276 |
| 0.3319 | 61.5 | 738 | 0.7029 | 0.75 | 0.7029 | 0.8384 |
| 0.3319 | 61.6667 | 740 | 0.7257 | 0.7273 | 0.7257 | 0.8519 |
| 0.3319 | 61.8333 | 742 | 0.7295 | 0.7273 | 0.7295 | 0.8541 |
| 0.3319 | 62.0 | 744 | 0.7135 | 0.7273 | 0.7135 | 0.8447 |
| 0.3319 | 62.1667 | 746 | 0.7001 | 0.7286 | 0.7001 | 0.8367 |
| 0.3319 | 62.3333 | 748 | 0.6996 | 0.7273 | 0.6996 | 0.8364 |
| 0.3319 | 62.5 | 750 | 0.6943 | 0.7273 | 0.6943 | 0.8332 |
| 0.3319 | 62.6667 | 752 | 0.6876 | 0.7273 | 0.6876 | 0.8292 |
| 0.3319 | 62.8333 | 754 | 0.6932 | 0.7083 | 0.6932 | 0.8326 |
| 0.3319 | 63.0 | 756 | 0.7016 | 0.7083 | 0.7016 | 0.8376 |
| 0.3319 | 63.1667 | 758 | 0.7339 | 0.7083 | 0.7339 | 0.8567 |
| 0.3319 | 63.3333 | 760 | 0.7726 | 0.7083 | 0.7726 | 0.8790 |
| 0.3319 | 63.5 | 762 | 0.7653 | 0.7083 | 0.7653 | 0.8748 |
| 0.3319 | 63.6667 | 764 | 0.7724 | 0.7083 | 0.7724 | 0.8788 |
| 0.3319 | 63.8333 | 766 | 0.8004 | 0.7083 | 0.8004 | 0.8946 |
| 0.3319 | 64.0 | 768 | 0.8165 | 0.6993 | 0.8165 | 0.9036 |
| 0.3319 | 64.1667 | 770 | 0.8141 | 0.6993 | 0.8141 | 0.9023 |
| 0.3319 | 64.3333 | 772 | 0.7901 | 0.7092 | 0.7901 | 0.8889 |
| 0.3319 | 64.5 | 774 | 0.7454 | 0.7194 | 0.7454 | 0.8634 |
| 0.3319 | 64.6667 | 776 | 0.7116 | 0.7246 | 0.7116 | 0.8436 |
| 0.3319 | 64.8333 | 778 | 0.6910 | 0.7101 | 0.6910 | 0.8312 |
| 0.3319 | 65.0 | 780 | 0.6716 | 0.7183 | 0.6716 | 0.8195 |
| 0.3319 | 65.1667 | 782 | 0.6551 | 0.7273 | 0.6551 | 0.8094 |
| 0.3319 | 65.3333 | 784 | 0.6504 | 0.75 | 0.6504 | 0.8065 |
| 0.3319 | 65.5 | 786 | 0.6529 | 0.7518 | 0.6529 | 0.8080 |
| 0.3319 | 65.6667 | 788 | 0.6571 | 0.7429 | 0.6571 | 0.8106 |
| 0.3319 | 65.8333 | 790 | 0.6574 | 0.7660 | 0.6574 | 0.8108 |
| 0.3319 | 66.0 | 792 | 0.6745 | 0.7518 | 0.6745 | 0.8213 |
| 0.3319 | 66.1667 | 794 | 0.6901 | 0.7518 | 0.6901 | 0.8307 |
| 0.3319 | 66.3333 | 796 | 0.6923 | 0.7518 | 0.6923 | 0.8320 |
| 0.3319 | 66.5 | 798 | 0.6791 | 0.7518 | 0.6791 | 0.8241 |
| 0.3319 | 66.6667 | 800 | 0.6680 | 0.7429 | 0.6680 | 0.8173 |
| 0.3319 | 66.8333 | 802 | 0.6626 | 0.7429 | 0.6626 | 0.8140 |
| 0.3319 | 67.0 | 804 | 0.6530 | 0.7429 | 0.6530 | 0.8081 |
| 0.3319 | 67.1667 | 806 | 0.6424 | 0.7324 | 0.6424 | 0.8015 |
| 0.3319 | 67.3333 | 808 | 0.6344 | 0.7862 | 0.6344 | 0.7965 |
| 0.3319 | 67.5 | 810 | 0.6464 | 0.7862 | 0.6464 | 0.8040 |
| 0.3319 | 67.6667 | 812 | 0.6750 | 0.7534 | 0.6750 | 0.8216 |
| 0.3319 | 67.8333 | 814 | 0.7166 | 0.7432 | 0.7166 | 0.8465 |
| 0.3319 | 68.0 | 816 | 0.7469 | 0.7067 | 0.7469 | 0.8642 |
| 0.3319 | 68.1667 | 818 | 0.7424 | 0.7211 | 0.7424 | 0.8616 |
| 0.3319 | 68.3333 | 820 | 0.7185 | 0.7534 | 0.7185 | 0.8476 |
| 0.3319 | 68.5 | 822 | 0.6909 | 0.7465 | 0.6909 | 0.8312 |
| 0.3319 | 68.6667 | 824 | 0.6772 | 0.7361 | 0.6772 | 0.8229 |
| 0.3319 | 68.8333 | 826 | 0.6711 | 0.7310 | 0.6711 | 0.8192 |
| 0.3319 | 69.0 | 828 | 0.6633 | 0.7651 | 0.6633 | 0.8144 |
| 0.3319 | 69.1667 | 830 | 0.6420 | 0.7448 | 0.6420 | 0.8013 |
| 0.3319 | 69.3333 | 832 | 0.6390 | 0.7361 | 0.6390 | 0.7994 |
| 0.3319 | 69.5 | 834 | 0.6604 | 0.7619 | 0.6604 | 0.8126 |
| 0.3319 | 69.6667 | 836 | 0.6874 | 0.7347 | 0.6874 | 0.8291 |
| 0.3319 | 69.8333 | 838 | 0.7018 | 0.72 | 0.7018 | 0.8378 |
| 0.3319 | 70.0 | 840 | 0.7124 | 0.7211 | 0.7124 | 0.8440 |
| 0.3319 | 70.1667 | 842 | 0.7359 | 0.7211 | 0.7359 | 0.8578 |
| 0.3319 | 70.3333 | 844 | 0.7523 | 0.7083 | 0.7523 | 0.8673 |
| 0.3319 | 70.5 | 846 | 0.7626 | 0.7083 | 0.7626 | 0.8733 |
| 0.3319 | 70.6667 | 848 | 0.7540 | 0.7194 | 0.7540 | 0.8683 |
| 0.3319 | 70.8333 | 850 | 0.7370 | 0.7194 | 0.7370 | 0.8585 |
| 0.3319 | 71.0 | 852 | 0.7168 | 0.7194 | 0.7168 | 0.8467 |
| 0.3319 | 71.1667 | 854 | 0.7083 | 0.7429 | 0.7083 | 0.8416 |
| 0.3319 | 71.3333 | 856 | 0.7064 | 0.7429 | 0.7064 | 0.8405 |
| 0.3319 | 71.5 | 858 | 0.7021 | 0.7194 | 0.7021 | 0.8379 |
| 0.3319 | 71.6667 | 860 | 0.6833 | 0.7429 | 0.6833 | 0.8266 |
| 0.3319 | 71.8333 | 862 | 0.6535 | 0.75 | 0.6535 | 0.8084 |
| 0.3319 | 72.0 | 864 | 0.6301 | 0.7838 | 0.6301 | 0.7938 |
| 0.3319 | 72.1667 | 866 | 0.6168 | 0.7838 | 0.6168 | 0.7854 |
| 0.3319 | 72.3333 | 868 | 0.6137 | 0.7838 | 0.6137 | 0.7834 |
| 0.3319 | 72.5 | 870 | 0.6203 | 0.7733 | 0.6203 | 0.7876 |
| 0.3319 | 72.6667 | 872 | 0.6342 | 0.7733 | 0.6342 | 0.7964 |
| 0.3319 | 72.8333 | 874 | 0.6386 | 0.7733 | 0.6386 | 0.7991 |
| 0.3319 | 73.0 | 876 | 0.6285 | 0.7724 | 0.6285 | 0.7928 |
| 0.3319 | 73.1667 | 878 | 0.6272 | 0.7832 | 0.6272 | 0.7920 |
| 0.3319 | 73.3333 | 880 | 0.6367 | 0.7832 | 0.6367 | 0.7979 |
| 0.3319 | 73.5 | 882 | 0.6487 | 0.7724 | 0.6487 | 0.8054 |
| 0.3319 | 73.6667 | 884 | 0.6714 | 0.7586 | 0.6714 | 0.8194 |
| 0.3319 | 73.8333 | 886 | 0.6971 | 0.7361 | 0.6971 | 0.8349 |
| 0.3319 | 74.0 | 888 | 0.7136 | 0.7286 | 0.7136 | 0.8448 |
| 0.3319 | 74.1667 | 890 | 0.7182 | 0.7286 | 0.7182 | 0.8475 |
| 0.3319 | 74.3333 | 892 | 0.7120 | 0.7286 | 0.7120 | 0.8438 |
| 0.3319 | 74.5 | 894 | 0.7073 | 0.7286 | 0.7073 | 0.8410 |
| 0.3319 | 74.6667 | 896 | 0.6949 | 0.7518 | 0.6949 | 0.8336 |
| 0.3319 | 74.8333 | 898 | 0.6781 | 0.7746 | 0.6781 | 0.8235 |
| 0.3319 | 75.0 | 900 | 0.6637 | 0.7832 | 0.6637 | 0.8147 |
| 0.3319 | 75.1667 | 902 | 0.6605 | 0.7746 | 0.6605 | 0.8127 |
| 0.3319 | 75.3333 | 904 | 0.6655 | 0.7518 | 0.6655 | 0.8158 |
| 0.3319 | 75.5 | 906 | 0.6901 | 0.7172 | 0.6901 | 0.8307 |
| 0.3319 | 75.6667 | 908 | 0.7274 | 0.7211 | 0.7274 | 0.8529 |
| 0.3319 | 75.8333 | 910 | 0.7849 | 0.7067 | 0.7849 | 0.8859 |
| 0.3319 | 76.0 | 912 | 0.8230 | 0.6800 | 0.8230 | 0.9072 |
| 0.3319 | 76.1667 | 914 | 0.8522 | 0.6800 | 0.8522 | 0.9231 |
| 0.3319 | 76.3333 | 916 | 0.8572 | 0.6809 | 0.8572 | 0.9259 |
| 0.3319 | 76.5 | 918 | 0.8488 | 0.6809 | 0.8488 | 0.9213 |
| 0.3319 | 76.6667 | 920 | 0.8221 | 0.7 | 0.8221 | 0.9067 |
| 0.3319 | 76.8333 | 922 | 0.7907 | 0.7092 | 0.7907 | 0.8892 |
| 0.3319 | 77.0 | 924 | 0.7769 | 0.7194 | 0.7769 | 0.8814 |
| 0.3319 | 77.1667 | 926 | 0.7829 | 0.7059 | 0.7829 | 0.8848 |
| 0.3319 | 77.3333 | 928 | 0.7879 | 0.7059 | 0.7879 | 0.8877 |
| 0.3319 | 77.5 | 930 | 0.7927 | 0.7059 | 0.7927 | 0.8903 |
| 0.3319 | 77.6667 | 932 | 0.7905 | 0.7194 | 0.7905 | 0.8891 |
| 0.3319 | 77.8333 | 934 | 0.7775 | 0.7 | 0.7775 | 0.8817 |
| 0.3319 | 78.0 | 936 | 0.7606 | 0.7092 | 0.7606 | 0.8721 |
| 0.3319 | 78.1667 | 938 | 0.7377 | 0.7092 | 0.7377 | 0.8589 |
| 0.3319 | 78.3333 | 940 | 0.7053 | 0.7194 | 0.7053 | 0.8398 |
| 0.3319 | 78.5 | 942 | 0.6833 | 0.7194 | 0.6833 | 0.8266 |
| 0.3319 | 78.6667 | 944 | 0.6608 | 0.7518 | 0.6608 | 0.8129 |
| 0.3319 | 78.8333 | 946 | 0.6399 | 0.7724 | 0.6399 | 0.7999 |
| 0.3319 | 79.0 | 948 | 0.6298 | 0.7838 | 0.6298 | 0.7936 |
| 0.3319 | 79.1667 | 950 | 0.6304 | 0.7651 | 0.6304 | 0.7940 |
| 0.3319 | 79.3333 | 952 | 0.6356 | 0.7651 | 0.6356 | 0.7973 |
| 0.3319 | 79.5 | 954 | 0.6415 | 0.7651 | 0.6415 | 0.8010 |
| 0.3319 | 79.6667 | 956 | 0.6526 | 0.7838 | 0.6526 | 0.8078 |
| 0.3319 | 79.8333 | 958 | 0.6627 | 0.7755 | 0.6627 | 0.8141 |
| 0.3319 | 80.0 | 960 | 0.6700 | 0.75 | 0.6700 | 0.8185 |
| 0.3319 | 80.1667 | 962 | 0.6742 | 0.7286 | 0.6742 | 0.8211 |
| 0.3319 | 80.3333 | 964 | 0.6770 | 0.7429 | 0.6770 | 0.8228 |
| 0.3319 | 80.5 | 966 | 0.6810 | 0.7429 | 0.6810 | 0.8252 |
| 0.3319 | 80.6667 | 968 | 0.6865 | 0.7429 | 0.6865 | 0.8286 |
| 0.3319 | 80.8333 | 970 | 0.6855 | 0.7429 | 0.6855 | 0.8280 |
| 0.3319 | 81.0 | 972 | 0.6815 | 0.7429 | 0.6815 | 0.8255 |
| 0.3319 | 81.1667 | 974 | 0.6762 | 0.7429 | 0.6762 | 0.8223 |
| 0.3319 | 81.3333 | 976 | 0.6834 | 0.7518 | 0.6834 | 0.8267 |
| 0.3319 | 81.5 | 978 | 0.6988 | 0.7194 | 0.6988 | 0.8359 |
| 0.3319 | 81.6667 | 980 | 0.7175 | 0.7273 | 0.7175 | 0.8470 |
| 0.3319 | 81.8333 | 982 | 0.7253 | 0.7273 | 0.7253 | 0.8517 |
| 0.3319 | 82.0 | 984 | 0.7230 | 0.7273 | 0.7230 | 0.8503 |
| 0.3319 | 82.1667 | 986 | 0.7074 | 0.7273 | 0.7074 | 0.8411 |
| 0.3319 | 82.3333 | 988 | 0.6846 | 0.7183 | 0.6846 | 0.8274 |
| 0.3319 | 82.5 | 990 | 0.6640 | 0.7724 | 0.6640 | 0.8149 |
| 0.3319 | 82.6667 | 992 | 0.6476 | 0.7586 | 0.6476 | 0.8048 |
| 0.3319 | 82.8333 | 994 | 0.6435 | 0.7724 | 0.6435 | 0.8022 |
| 0.3319 | 83.0 | 996 | 0.6446 | 0.7518 | 0.6446 | 0.8029 |
| 0.3319 | 83.1667 | 998 | 0.6456 | 0.7518 | 0.6456 | 0.8035 |
| 0.0517 | 83.3333 | 1000 | 0.6454 | 0.7518 | 0.6454 | 0.8034 |
| 0.0517 | 83.5 | 1002 | 0.6451 | 0.7518 | 0.6451 | 0.8032 |
| 0.0517 | 83.6667 | 1004 | 0.6463 | 0.7518 | 0.6463 | 0.8039 |
| 0.0517 | 83.8333 | 1006 | 0.6443 | 0.7724 | 0.6443 | 0.8027 |
| 0.0517 | 84.0 | 1008 | 0.6350 | 0.7724 | 0.6350 | 0.7968 |
| 0.0517 | 84.1667 | 1010 | 0.6276 | 0.7724 | 0.6276 | 0.7922 |
| 0.0517 | 84.3333 | 1012 | 0.6238 | 0.75 | 0.6238 | 0.7898 |
| 0.0517 | 84.5 | 1014 | 0.6219 | 0.7724 | 0.6219 | 0.7886 |
| 0.0517 | 84.6667 | 1016 | 0.6254 | 0.7724 | 0.6254 | 0.7908 |
| 0.0517 | 84.8333 | 1018 | 0.6308 | 0.75 | 0.6308 | 0.7942 |
| 0.0517 | 85.0 | 1020 | 0.6367 | 0.75 | 0.6367 | 0.7979 |
| 0.0517 | 85.1667 | 1022 | 0.6407 | 0.7724 | 0.6407 | 0.8005 |
| 0.0517 | 85.3333 | 1024 | 0.6450 | 0.7724 | 0.6450 | 0.8031 |
| 0.0517 | 85.5 | 1026 | 0.6445 | 0.7724 | 0.6445 | 0.8028 |
| 0.0517 | 85.6667 | 1028 | 0.6457 | 0.7724 | 0.6457 | 0.8036 |
| 0.0517 | 85.8333 | 1030 | 0.6482 | 0.7746 | 0.6482 | 0.8051 |
| 0.0517 | 86.0 | 1032 | 0.6486 | 0.7746 | 0.6486 | 0.8053 |
| 0.0517 | 86.1667 | 1034 | 0.6508 | 0.7746 | 0.6508 | 0.8067 |
| 0.0517 | 86.3333 | 1036 | 0.6553 | 0.7746 | 0.6553 | 0.8095 |
| 0.0517 | 86.5 | 1038 | 0.6589 | 0.7746 | 0.6589 | 0.8117 |
| 0.0517 | 86.6667 | 1040 | 0.6570 | 0.7746 | 0.6570 | 0.8105 |
| 0.0517 | 86.8333 | 1042 | 0.6535 | 0.7746 | 0.6535 | 0.8084 |
| 0.0517 | 87.0 | 1044 | 0.6527 | 0.7746 | 0.6527 | 0.8079 |
| 0.0517 | 87.1667 | 1046 | 0.6495 | 0.7832 | 0.6495 | 0.8059 |
| 0.0517 | 87.3333 | 1048 | 0.6484 | 0.7917 | 0.6484 | 0.8052 |
| 0.0517 | 87.5 | 1050 | 0.6454 | 0.7972 | 0.6454 | 0.8033 |
| 0.0517 | 87.6667 | 1052 | 0.6446 | 0.7945 | 0.6446 | 0.8028 |
| 0.0517 | 87.8333 | 1054 | 0.6406 | 0.7945 | 0.6406 | 0.8004 |
| 0.0517 | 88.0 | 1056 | 0.6416 | 0.7891 | 0.6416 | 0.8010 |
| 0.0517 | 88.1667 | 1058 | 0.6454 | 0.7808 | 0.6454 | 0.8034 |
| 0.0517 | 88.3333 | 1060 | 0.6497 | 0.7724 | 0.6497 | 0.8060 |
| 0.0517 | 88.5 | 1062 | 0.6522 | 0.7724 | 0.6522 | 0.8076 |
| 0.0517 | 88.6667 | 1064 | 0.6538 | 0.7724 | 0.6538 | 0.8086 |
| 0.0517 | 88.8333 | 1066 | 0.6545 | 0.7724 | 0.6545 | 0.8090 |
| 0.0517 | 89.0 | 1068 | 0.6560 | 0.7724 | 0.6560 | 0.8099 |
| 0.0517 | 89.1667 | 1070 | 0.6618 | 0.7639 | 0.6618 | 0.8135 |
| 0.0517 | 89.3333 | 1072 | 0.6700 | 0.7660 | 0.6700 | 0.8186 |
| 0.0517 | 89.5 | 1074 | 0.6767 | 0.7801 | 0.6767 | 0.8226 |
| 0.0517 | 89.6667 | 1076 | 0.6782 | 0.7571 | 0.6782 | 0.8236 |
| 0.0517 | 89.8333 | 1078 | 0.6785 | 0.7518 | 0.6785 | 0.8237 |
| 0.0517 | 90.0 | 1080 | 0.6803 | 0.7518 | 0.6803 | 0.8248 |
| 0.0517 | 90.1667 | 1082 | 0.6768 | 0.7518 | 0.6768 | 0.8227 |
| 0.0517 | 90.3333 | 1084 | 0.6695 | 0.7724 | 0.6695 | 0.8182 |
| 0.0517 | 90.5 | 1086 | 0.6653 | 0.7724 | 0.6653 | 0.8157 |
| 0.0517 | 90.6667 | 1088 | 0.6604 | 0.7724 | 0.6604 | 0.8127 |
| 0.0517 | 90.8333 | 1090 | 0.6563 | 0.7832 | 0.6563 | 0.8101 |
| 0.0517 | 91.0 | 1092 | 0.6531 | 0.7832 | 0.6531 | 0.8081 |
| 0.0517 | 91.1667 | 1094 | 0.6494 | 0.7832 | 0.6494 | 0.8058 |
| 0.0517 | 91.3333 | 1096 | 0.6480 | 0.7832 | 0.6480 | 0.8050 |
| 0.0517 | 91.5 | 1098 | 0.6484 | 0.7832 | 0.6484 | 0.8053 |
| 0.0517 | 91.6667 | 1100 | 0.6504 | 0.7832 | 0.6504 | 0.8065 |
| 0.0517 | 91.8333 | 1102 | 0.6467 | 0.7832 | 0.6467 | 0.8042 |
| 0.0517 | 92.0 | 1104 | 0.6430 | 0.7832 | 0.6430 | 0.8019 |
| 0.0517 | 92.1667 | 1106 | 0.6420 | 0.7808 | 0.6420 | 0.8012 |
| 0.0517 | 92.3333 | 1108 | 0.6439 | 0.7808 | 0.6439 | 0.8024 |
| 0.0517 | 92.5 | 1110 | 0.6474 | 0.7808 | 0.6474 | 0.8046 |
| 0.0517 | 92.6667 | 1112 | 0.6497 | 0.7808 | 0.6497 | 0.8060 |
| 0.0517 | 92.8333 | 1114 | 0.6500 | 0.7808 | 0.6500 | 0.8062 |
| 0.0517 | 93.0 | 1116 | 0.6464 | 0.7808 | 0.6464 | 0.8040 |
| 0.0517 | 93.1667 | 1118 | 0.6419 | 0.7808 | 0.6419 | 0.8012 |
| 0.0517 | 93.3333 | 1120 | 0.6373 | 0.7808 | 0.6373 | 0.7983 |
| 0.0517 | 93.5 | 1122 | 0.6311 | 0.7808 | 0.6311 | 0.7944 |
| 0.0517 | 93.6667 | 1124 | 0.6271 | 0.7808 | 0.6271 | 0.7919 |
| 0.0517 | 93.8333 | 1126 | 0.6230 | 0.7945 | 0.6230 | 0.7893 |
| 0.0517 | 94.0 | 1128 | 0.6202 | 0.7945 | 0.6202 | 0.7875 |
| 0.0517 | 94.1667 | 1130 | 0.6193 | 0.7945 | 0.6193 | 0.7870 |
| 0.0517 | 94.3333 | 1132 | 0.6199 | 0.7972 | 0.6199 | 0.7874 |
| 0.0517 | 94.5 | 1134 | 0.6207 | 0.7746 | 0.6207 | 0.7879 |
| 0.0517 | 94.6667 | 1136 | 0.6222 | 0.7746 | 0.6222 | 0.7888 |
| 0.0517 | 94.8333 | 1138 | 0.6229 | 0.7746 | 0.6229 | 0.7892 |
| 0.0517 | 95.0 | 1140 | 0.6229 | 0.7746 | 0.6229 | 0.7892 |
| 0.0517 | 95.1667 | 1142 | 0.6241 | 0.7746 | 0.6241 | 0.7900 |
| 0.0517 | 95.3333 | 1144 | 0.6248 | 0.7746 | 0.6248 | 0.7905 |
| 0.0517 | 95.5 | 1146 | 0.6254 | 0.7746 | 0.6254 | 0.7908 |
| 0.0517 | 95.6667 | 1148 | 0.6263 | 0.7746 | 0.6263 | 0.7914 |
| 0.0517 | 95.8333 | 1150 | 0.6276 | 0.7746 | 0.6276 | 0.7922 |
| 0.0517 | 96.0 | 1152 | 0.6296 | 0.7972 | 0.6296 | 0.7935 |
| 0.0517 | 96.1667 | 1154 | 0.6318 | 0.7972 | 0.6318 | 0.7949 |
| 0.0517 | 96.3333 | 1156 | 0.6334 | 0.7972 | 0.6334 | 0.7959 |
| 0.0517 | 96.5 | 1158 | 0.6352 | 0.7972 | 0.6352 | 0.7970 |
| 0.0517 | 96.6667 | 1160 | 0.6364 | 0.7972 | 0.6364 | 0.7977 |
| 0.0517 | 96.8333 | 1162 | 0.6367 | 0.7972 | 0.6367 | 0.7979 |
| 0.0517 | 97.0 | 1164 | 0.6369 | 0.7972 | 0.6369 | 0.7981 |
| 0.0517 | 97.1667 | 1166 | 0.6369 | 0.7972 | 0.6369 | 0.7981 |
| 0.0517 | 97.3333 | 1168 | 0.6369 | 0.7972 | 0.6369 | 0.7980 |
| 0.0517 | 97.5 | 1170 | 0.6368 | 0.7887 | 0.6368 | 0.7980 |
| 0.0517 | 97.6667 | 1172 | 0.6371 | 0.7862 | 0.6371 | 0.7982 |
| 0.0517 | 97.8333 | 1174 | 0.6376 | 0.7862 | 0.6376 | 0.7985 |
| 0.0517 | 98.0 | 1176 | 0.6379 | 0.7862 | 0.6379 | 0.7987 |
| 0.0517 | 98.1667 | 1178 | 0.6379 | 0.7862 | 0.6379 | 0.7987 |
| 0.0517 | 98.3333 | 1180 | 0.6376 | 0.7808 | 0.6376 | 0.7985 |
| 0.0517 | 98.5 | 1182 | 0.6376 | 0.7808 | 0.6376 | 0.7985 |
| 0.0517 | 98.6667 | 1184 | 0.6376 | 0.7808 | 0.6376 | 0.7985 |
| 0.0517 | 98.8333 | 1186 | 0.6374 | 0.7808 | 0.6374 | 0.7984 |
| 0.0517 | 99.0 | 1188 | 0.6369 | 0.7808 | 0.6369 | 0.7981 |
| 0.0517 | 99.1667 | 1190 | 0.6363 | 0.7808 | 0.6363 | 0.7977 |
| 0.0517 | 99.3333 | 1192 | 0.6358 | 0.7862 | 0.6358 | 0.7973 |
| 0.0517 | 99.5 | 1194 | 0.6353 | 0.7862 | 0.6353 | 0.7971 |
| 0.0517 | 99.6667 | 1196 | 0.6352 | 0.7862 | 0.6352 | 0.7970 |
| 0.0517 | 99.8333 | 1198 | 0.6352 | 0.7862 | 0.6352 | 0.7970 |
| 0.0517 | 100.0 | 1200 | 0.6352 | 0.7862 | 0.6352 | 0.7970 |
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/ArabicNewSplits7_FineTuningAraBERT_run1_AugV5_k2_task1_organization
Base model
aubmindlab/bert-base-arabertv02