nerugm-lora-r16-4
This model is a fine-tuned version of indolem/indobert-base-uncased on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.1423
- Location Precision: 0.7349
- Location Recall: 0.8356
- Location F1: 0.7821
- Location Number: 73
- Organization Precision: 0.6543
- Organization Recall: 0.8154
- Organization F1: 0.7260
- Organization Number: 65
- Person Precision: 0.8571
- Person Recall: 0.92
- Person F1: 0.8875
- Person Number: 150
- Quantity Precision: 0.6389
- Quantity Recall: 0.7931
- Quantity F1: 0.7077
- Quantity Number: 29
- Time Precision: 0.7381
- Time Recall: 0.9118
- Time F1: 0.8158
- Time Number: 34
- Overall Precision: 0.7593
- Overall Recall: 0.8718
- Overall F1: 0.8117
- Overall Accuracy: 0.9582
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: 5e-05
- train_batch_size: 16
- eval_batch_size: 64
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 100.0
Training results
Training Loss | Epoch | Step | Validation Loss | Location Precision | Location Recall | Location F1 | Location Number | Organization Precision | Organization Recall | Organization F1 | Organization Number | Person Precision | Person Recall | Person F1 | Person Number | Quantity Precision | Quantity Recall | Quantity F1 | Quantity Number | Time Precision | Time Recall | Time F1 | Time Number | Overall Precision | Overall Recall | Overall F1 | Overall Accuracy |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1.1472 | 1.0 | 106 | 0.7123 | 0.0 | 0.0 | 0.0 | 73 | 0.0 | 0.0 | 0.0 | 65 | 0.0 | 0.0 | 0.0 | 150 | 0.0 | 0.0 | 0.0 | 29 | 0.0 | 0.0 | 0.0 | 34 | 0.0 | 0.0 | 0.0 | 0.8366 |
0.6802 | 2.0 | 212 | 0.5883 | 0.0 | 0.0 | 0.0 | 73 | 0.0 | 0.0 | 0.0 | 65 | 0.1429 | 0.0067 | 0.0127 | 150 | 0.0 | 0.0 | 0.0 | 29 | 0.0 | 0.0 | 0.0 | 34 | 0.0909 | 0.0028 | 0.0055 | 0.8385 |
0.56 | 3.0 | 318 | 0.4647 | 0.4167 | 0.0685 | 0.1176 | 73 | 0.0833 | 0.0154 | 0.0260 | 65 | 0.2923 | 0.1267 | 0.1767 | 150 | 0.0 | 0.0 | 0.0 | 29 | 0.35 | 0.2059 | 0.2593 | 34 | 0.2936 | 0.0912 | 0.1391 | 0.8617 |
0.4294 | 4.0 | 424 | 0.3324 | 0.5 | 0.3288 | 0.3967 | 73 | 0.2143 | 0.0923 | 0.1290 | 65 | 0.6296 | 0.68 | 0.6538 | 150 | 0.1875 | 0.1034 | 0.1333 | 29 | 0.5758 | 0.5588 | 0.5672 | 34 | 0.5366 | 0.4387 | 0.4828 | 0.9077 |
0.324 | 5.0 | 530 | 0.2608 | 0.5301 | 0.6027 | 0.5641 | 73 | 0.4306 | 0.4769 | 0.4526 | 65 | 0.75 | 0.92 | 0.8263 | 150 | 0.3871 | 0.4138 | 0.4000 | 29 | 0.6410 | 0.7353 | 0.6849 | 34 | 0.6112 | 0.7123 | 0.6579 | 0.9308 |
0.2665 | 6.0 | 636 | 0.2330 | 0.6064 | 0.7808 | 0.6826 | 73 | 0.4713 | 0.6308 | 0.5395 | 65 | 0.7667 | 0.92 | 0.8364 | 150 | 0.4118 | 0.4828 | 0.4444 | 29 | 0.65 | 0.7647 | 0.7027 | 34 | 0.6345 | 0.7863 | 0.7023 | 0.9345 |
0.2275 | 7.0 | 742 | 0.1975 | 0.6559 | 0.8356 | 0.7349 | 73 | 0.4787 | 0.6923 | 0.5660 | 65 | 0.7809 | 0.9267 | 0.8476 | 150 | 0.4118 | 0.4828 | 0.4444 | 29 | 0.65 | 0.7647 | 0.7027 | 34 | 0.6492 | 0.8120 | 0.7215 | 0.9392 |
0.2049 | 8.0 | 848 | 0.1831 | 0.63 | 0.8630 | 0.7283 | 73 | 0.4505 | 0.6308 | 0.5256 | 65 | 0.7931 | 0.92 | 0.8519 | 150 | 0.5 | 0.6207 | 0.5538 | 29 | 0.6585 | 0.7941 | 0.72 | 34 | 0.6493 | 0.8177 | 0.7238 | 0.9419 |
0.1888 | 9.0 | 954 | 0.1750 | 0.6421 | 0.8356 | 0.7262 | 73 | 0.4946 | 0.7077 | 0.5823 | 65 | 0.7882 | 0.8933 | 0.8375 | 150 | 0.4412 | 0.5172 | 0.4762 | 29 | 0.6429 | 0.7941 | 0.7105 | 34 | 0.6521 | 0.8063 | 0.7210 | 0.9431 |
0.1759 | 10.0 | 1060 | 0.1671 | 0.7143 | 0.8219 | 0.7643 | 73 | 0.5104 | 0.7538 | 0.6087 | 65 | 0.7836 | 0.8933 | 0.8349 | 150 | 0.5405 | 0.6897 | 0.6061 | 29 | 0.6667 | 0.8235 | 0.7368 | 34 | 0.6767 | 0.8291 | 0.7452 | 0.9459 |
0.1691 | 11.0 | 1166 | 0.1639 | 0.6842 | 0.8904 | 0.7738 | 73 | 0.5426 | 0.7846 | 0.6415 | 65 | 0.8 | 0.9067 | 0.8500 | 150 | 0.5676 | 0.7241 | 0.6364 | 29 | 0.7143 | 0.8824 | 0.7895 | 34 | 0.6918 | 0.8632 | 0.7681 | 0.9463 |
0.1569 | 12.0 | 1272 | 0.1666 | 0.7191 | 0.8767 | 0.7901 | 73 | 0.5263 | 0.7692 | 0.625 | 65 | 0.7849 | 0.9 | 0.8385 | 150 | 0.525 | 0.7241 | 0.6087 | 29 | 0.6744 | 0.8529 | 0.7532 | 34 | 0.6811 | 0.8519 | 0.7570 | 0.9459 |
0.1512 | 13.0 | 1378 | 0.1506 | 0.7126 | 0.8493 | 0.7750 | 73 | 0.5581 | 0.7385 | 0.6358 | 65 | 0.7941 | 0.9 | 0.8438 | 150 | 0.5526 | 0.7241 | 0.6269 | 29 | 0.75 | 0.8824 | 0.8108 | 34 | 0.7031 | 0.8433 | 0.7668 | 0.9510 |
0.1492 | 14.0 | 1484 | 0.1587 | 0.7191 | 0.8767 | 0.7901 | 73 | 0.5204 | 0.7846 | 0.6258 | 65 | 0.7895 | 0.9 | 0.8411 | 150 | 0.6053 | 0.7931 | 0.6866 | 29 | 0.7143 | 0.8824 | 0.7895 | 34 | 0.6918 | 0.8632 | 0.7681 | 0.9483 |
0.1422 | 15.0 | 1590 | 0.1571 | 0.7111 | 0.8767 | 0.7853 | 73 | 0.5102 | 0.7692 | 0.6135 | 65 | 0.8 | 0.9067 | 0.8500 | 150 | 0.6486 | 0.8276 | 0.7273 | 29 | 0.7209 | 0.9118 | 0.8052 | 34 | 0.6963 | 0.8689 | 0.7731 | 0.9483 |
0.1386 | 16.0 | 1696 | 0.1537 | 0.7159 | 0.8630 | 0.7826 | 73 | 0.5393 | 0.7385 | 0.6234 | 65 | 0.8225 | 0.9267 | 0.8715 | 150 | 0.6410 | 0.8621 | 0.7353 | 29 | 0.6977 | 0.8824 | 0.7792 | 34 | 0.7126 | 0.8689 | 0.7831 | 0.9503 |
0.1351 | 17.0 | 1802 | 0.1520 | 0.7412 | 0.8630 | 0.7975 | 73 | 0.5152 | 0.7846 | 0.6220 | 65 | 0.8303 | 0.9133 | 0.8698 | 150 | 0.6389 | 0.7931 | 0.7077 | 29 | 0.7143 | 0.8824 | 0.7895 | 34 | 0.7119 | 0.8661 | 0.7815 | 0.9500 |
0.1397 | 18.0 | 1908 | 0.1488 | 0.7294 | 0.8493 | 0.7848 | 73 | 0.5053 | 0.7385 | 0.6 | 65 | 0.8303 | 0.9133 | 0.8698 | 150 | 0.6757 | 0.8621 | 0.7576 | 29 | 0.7381 | 0.9118 | 0.8158 | 34 | 0.7146 | 0.8632 | 0.7819 | 0.9500 |
0.1332 | 19.0 | 2014 | 0.1468 | 0.75 | 0.8630 | 0.8025 | 73 | 0.5258 | 0.7846 | 0.6296 | 65 | 0.8253 | 0.9133 | 0.8671 | 150 | 0.5833 | 0.7241 | 0.6462 | 29 | 0.7561 | 0.9118 | 0.8267 | 34 | 0.7146 | 0.8632 | 0.7819 | 0.9513 |
0.1258 | 20.0 | 2120 | 0.1434 | 0.7412 | 0.8630 | 0.7975 | 73 | 0.5542 | 0.7077 | 0.6216 | 65 | 0.8253 | 0.9133 | 0.8671 | 150 | 0.6486 | 0.8276 | 0.7273 | 29 | 0.7561 | 0.9118 | 0.8267 | 34 | 0.7306 | 0.8575 | 0.7890 | 0.9527 |
0.1231 | 21.0 | 2226 | 0.1407 | 0.7294 | 0.8493 | 0.7848 | 73 | 0.5696 | 0.6923 | 0.625 | 65 | 0.8204 | 0.9133 | 0.8644 | 150 | 0.6389 | 0.7931 | 0.7077 | 29 | 0.7561 | 0.9118 | 0.8267 | 34 | 0.7304 | 0.8490 | 0.7852 | 0.9545 |
0.1218 | 22.0 | 2332 | 0.1495 | 0.7059 | 0.8219 | 0.7595 | 73 | 0.5050 | 0.7846 | 0.6145 | 65 | 0.8059 | 0.9133 | 0.8562 | 150 | 0.6389 | 0.7931 | 0.7077 | 29 | 0.7805 | 0.9412 | 0.8533 | 34 | 0.6998 | 0.8632 | 0.7730 | 0.9500 |
0.1189 | 23.0 | 2438 | 0.1388 | 0.7590 | 0.8630 | 0.8077 | 73 | 0.5556 | 0.7692 | 0.6452 | 65 | 0.8354 | 0.9133 | 0.8726 | 150 | 0.6216 | 0.7931 | 0.6970 | 29 | 0.8049 | 0.9706 | 0.8800 | 34 | 0.7373 | 0.8718 | 0.7990 | 0.9562 |
0.1176 | 24.0 | 2544 | 0.1480 | 0.7294 | 0.8493 | 0.7848 | 73 | 0.5417 | 0.8 | 0.6460 | 65 | 0.8204 | 0.9133 | 0.8644 | 150 | 0.6154 | 0.8276 | 0.7059 | 29 | 0.7143 | 0.8824 | 0.7895 | 34 | 0.7110 | 0.8689 | 0.7821 | 0.9523 |
0.115 | 25.0 | 2650 | 0.1457 | 0.7079 | 0.8630 | 0.7778 | 73 | 0.5312 | 0.7846 | 0.6335 | 65 | 0.8303 | 0.9133 | 0.8698 | 150 | 0.6389 | 0.7931 | 0.7077 | 29 | 0.7561 | 0.9118 | 0.8267 | 34 | 0.7143 | 0.8689 | 0.7841 | 0.9535 |
0.1175 | 26.0 | 2756 | 0.1425 | 0.7625 | 0.8356 | 0.7974 | 73 | 0.5595 | 0.7231 | 0.6309 | 65 | 0.8373 | 0.9267 | 0.8797 | 150 | 0.6154 | 0.8276 | 0.7059 | 29 | 0.7561 | 0.9118 | 0.8267 | 34 | 0.7366 | 0.8604 | 0.7937 | 0.9555 |
0.1099 | 27.0 | 2862 | 0.1426 | 0.7349 | 0.8356 | 0.7821 | 73 | 0.5955 | 0.8154 | 0.6883 | 65 | 0.8424 | 0.9267 | 0.8825 | 150 | 0.575 | 0.7931 | 0.6667 | 29 | 0.7442 | 0.9412 | 0.8312 | 34 | 0.7333 | 0.8775 | 0.7990 | 0.9557 |
0.1108 | 28.0 | 2968 | 0.1399 | 0.7561 | 0.8493 | 0.8000 | 73 | 0.5977 | 0.8 | 0.6842 | 65 | 0.8263 | 0.92 | 0.8707 | 150 | 0.5946 | 0.7586 | 0.6667 | 29 | 0.7561 | 0.9118 | 0.8267 | 34 | 0.7367 | 0.8689 | 0.7974 | 0.9555 |
0.1071 | 29.0 | 3074 | 0.1470 | 0.7159 | 0.8630 | 0.7826 | 73 | 0.5347 | 0.8308 | 0.6506 | 65 | 0.8284 | 0.9333 | 0.8777 | 150 | 0.6316 | 0.8276 | 0.7164 | 29 | 0.7619 | 0.9412 | 0.8421 | 34 | 0.7146 | 0.8917 | 0.7934 | 0.9513 |
0.1075 | 30.0 | 3180 | 0.1315 | 0.7561 | 0.8493 | 0.8000 | 73 | 0.6267 | 0.7231 | 0.6714 | 65 | 0.8155 | 0.9133 | 0.8616 | 150 | 0.5833 | 0.7241 | 0.6462 | 29 | 0.8462 | 0.9706 | 0.9041 | 34 | 0.75 | 0.8547 | 0.7989 | 0.9569 |
0.1053 | 31.0 | 3286 | 0.1396 | 0.7654 | 0.8493 | 0.8052 | 73 | 0.5843 | 0.8 | 0.6753 | 65 | 0.8373 | 0.9267 | 0.8797 | 150 | 0.5897 | 0.7931 | 0.6765 | 29 | 0.7561 | 0.9118 | 0.8267 | 34 | 0.7380 | 0.8746 | 0.8005 | 0.9555 |
0.1027 | 32.0 | 3392 | 0.1429 | 0.7683 | 0.8630 | 0.8129 | 73 | 0.5612 | 0.8462 | 0.6748 | 65 | 0.8373 | 0.9267 | 0.8797 | 150 | 0.6216 | 0.7931 | 0.6970 | 29 | 0.7805 | 0.9412 | 0.8533 | 34 | 0.7358 | 0.8889 | 0.8052 | 0.9550 |
0.1036 | 33.0 | 3498 | 0.1393 | 0.7654 | 0.8493 | 0.8052 | 73 | 0.5870 | 0.8308 | 0.6879 | 65 | 0.8313 | 0.92 | 0.8734 | 150 | 0.6316 | 0.8276 | 0.7164 | 29 | 0.775 | 0.9118 | 0.8378 | 34 | 0.7410 | 0.8803 | 0.8047 | 0.9559 |
0.1 | 34.0 | 3604 | 0.1386 | 0.7561 | 0.8493 | 0.8000 | 73 | 0.5889 | 0.8154 | 0.6839 | 65 | 0.8313 | 0.92 | 0.8734 | 150 | 0.6053 | 0.7931 | 0.6866 | 29 | 0.7805 | 0.9412 | 0.8533 | 34 | 0.7386 | 0.8775 | 0.8021 | 0.9562 |
0.1013 | 35.0 | 3710 | 0.1437 | 0.7470 | 0.8493 | 0.7949 | 73 | 0.5789 | 0.8462 | 0.6875 | 65 | 0.8313 | 0.92 | 0.8734 | 150 | 0.6 | 0.8276 | 0.6957 | 29 | 0.7561 | 0.9118 | 0.8267 | 34 | 0.7294 | 0.8832 | 0.7990 | 0.9550 |
0.0988 | 36.0 | 3816 | 0.1437 | 0.7439 | 0.8356 | 0.7871 | 73 | 0.5824 | 0.8154 | 0.6795 | 65 | 0.8364 | 0.92 | 0.8762 | 150 | 0.5897 | 0.7931 | 0.6765 | 29 | 0.7561 | 0.9118 | 0.8267 | 34 | 0.7321 | 0.8718 | 0.7958 | 0.9547 |
0.0971 | 37.0 | 3922 | 0.1551 | 0.7262 | 0.8356 | 0.7771 | 73 | 0.5429 | 0.8769 | 0.6706 | 65 | 0.8263 | 0.92 | 0.8707 | 150 | 0.5897 | 0.7931 | 0.6765 | 29 | 0.7317 | 0.8824 | 0.8 | 34 | 0.7087 | 0.8803 | 0.7853 | 0.9491 |
0.0967 | 38.0 | 4028 | 0.1369 | 0.7625 | 0.8356 | 0.7974 | 73 | 0.6203 | 0.7538 | 0.6806 | 65 | 0.8364 | 0.92 | 0.8762 | 150 | 0.6053 | 0.7931 | 0.6866 | 29 | 0.775 | 0.9118 | 0.8378 | 34 | 0.7512 | 0.8604 | 0.8021 | 0.9569 |
0.0949 | 39.0 | 4134 | 0.1398 | 0.7381 | 0.8493 | 0.7898 | 73 | 0.5729 | 0.8462 | 0.6832 | 65 | 0.8364 | 0.92 | 0.8762 | 150 | 0.5946 | 0.7586 | 0.6667 | 29 | 0.7561 | 0.9118 | 0.8267 | 34 | 0.7281 | 0.8775 | 0.7959 | 0.9559 |
0.0956 | 40.0 | 4240 | 0.1413 | 0.7262 | 0.8356 | 0.7771 | 73 | 0.6092 | 0.8154 | 0.6974 | 65 | 0.8415 | 0.92 | 0.8790 | 150 | 0.5897 | 0.7931 | 0.6765 | 29 | 0.775 | 0.9118 | 0.8378 | 34 | 0.7391 | 0.8718 | 0.8000 | 0.9559 |
0.0913 | 41.0 | 4346 | 0.1397 | 0.7381 | 0.8493 | 0.7898 | 73 | 0.6044 | 0.8462 | 0.7051 | 65 | 0.8415 | 0.92 | 0.8790 | 150 | 0.6053 | 0.7931 | 0.6866 | 29 | 0.7561 | 0.9118 | 0.8267 | 34 | 0.7392 | 0.8803 | 0.8036 | 0.9567 |
0.0949 | 42.0 | 4452 | 0.1463 | 0.7439 | 0.8356 | 0.7871 | 73 | 0.5934 | 0.8308 | 0.6923 | 65 | 0.8519 | 0.92 | 0.8846 | 150 | 0.5897 | 0.7931 | 0.6765 | 29 | 0.775 | 0.9118 | 0.8378 | 34 | 0.7415 | 0.8746 | 0.8026 | 0.9547 |
0.0919 | 43.0 | 4558 | 0.1371 | 0.7349 | 0.8356 | 0.7821 | 73 | 0.6173 | 0.7692 | 0.6849 | 65 | 0.8415 | 0.92 | 0.8790 | 150 | 0.5946 | 0.7586 | 0.6667 | 29 | 0.7561 | 0.9118 | 0.8267 | 34 | 0.7438 | 0.8604 | 0.7979 | 0.9567 |
0.0895 | 44.0 | 4664 | 0.1338 | 0.7561 | 0.8493 | 0.8000 | 73 | 0.6125 | 0.7538 | 0.6759 | 65 | 0.8424 | 0.9267 | 0.8825 | 150 | 0.6053 | 0.7931 | 0.6866 | 29 | 0.8 | 0.9412 | 0.8649 | 34 | 0.7531 | 0.8689 | 0.8069 | 0.9577 |
0.0899 | 45.0 | 4770 | 0.1402 | 0.7407 | 0.8219 | 0.7792 | 73 | 0.5806 | 0.8308 | 0.6835 | 65 | 0.8415 | 0.92 | 0.8790 | 150 | 0.5946 | 0.7586 | 0.6667 | 29 | 0.7805 | 0.9412 | 0.8533 | 34 | 0.7356 | 0.8718 | 0.7979 | 0.9569 |
0.088 | 46.0 | 4876 | 0.1336 | 0.7531 | 0.8356 | 0.7922 | 73 | 0.6163 | 0.8154 | 0.7020 | 65 | 0.8519 | 0.92 | 0.8846 | 150 | 0.5833 | 0.7241 | 0.6462 | 29 | 0.8 | 0.9412 | 0.8649 | 34 | 0.7531 | 0.8689 | 0.8069 | 0.9584 |
0.0896 | 47.0 | 4982 | 0.1427 | 0.7262 | 0.8356 | 0.7771 | 73 | 0.5895 | 0.8615 | 0.7 | 65 | 0.8476 | 0.9267 | 0.8854 | 150 | 0.6389 | 0.7931 | 0.7077 | 29 | 0.7619 | 0.9412 | 0.8421 | 34 | 0.7387 | 0.8860 | 0.8057 | 0.9562 |
0.0897 | 48.0 | 5088 | 0.1461 | 0.7093 | 0.8356 | 0.7673 | 73 | 0.6163 | 0.8154 | 0.7020 | 65 | 0.8424 | 0.9267 | 0.8825 | 150 | 0.5897 | 0.7931 | 0.6765 | 29 | 0.7381 | 0.9118 | 0.8158 | 34 | 0.7344 | 0.8746 | 0.7984 | 0.9550 |
0.0836 | 49.0 | 5194 | 0.1437 | 0.7262 | 0.8356 | 0.7771 | 73 | 0.5889 | 0.8154 | 0.6839 | 65 | 0.8519 | 0.92 | 0.8846 | 150 | 0.6216 | 0.7931 | 0.6970 | 29 | 0.7317 | 0.8824 | 0.8 | 34 | 0.7367 | 0.8689 | 0.7974 | 0.9552 |
0.0845 | 50.0 | 5300 | 0.1428 | 0.7262 | 0.8356 | 0.7771 | 73 | 0.6044 | 0.8462 | 0.7051 | 65 | 0.8466 | 0.92 | 0.8818 | 150 | 0.5946 | 0.7586 | 0.6667 | 29 | 0.775 | 0.9118 | 0.8378 | 34 | 0.7398 | 0.8746 | 0.8016 | 0.9552 |
0.0849 | 51.0 | 5406 | 0.1388 | 0.7439 | 0.8356 | 0.7871 | 73 | 0.6092 | 0.8154 | 0.6974 | 65 | 0.8466 | 0.92 | 0.8818 | 150 | 0.5946 | 0.7586 | 0.6667 | 29 | 0.775 | 0.9118 | 0.8378 | 34 | 0.7457 | 0.8689 | 0.8026 | 0.9564 |
0.0836 | 52.0 | 5512 | 0.1435 | 0.7093 | 0.8356 | 0.7673 | 73 | 0.6163 | 0.8154 | 0.7020 | 65 | 0.8519 | 0.92 | 0.8846 | 150 | 0.6053 | 0.7931 | 0.6866 | 29 | 0.7561 | 0.9118 | 0.8267 | 34 | 0.7409 | 0.8718 | 0.8010 | 0.9555 |
0.0838 | 53.0 | 5618 | 0.1494 | 0.7011 | 0.8356 | 0.7625 | 73 | 0.5806 | 0.8308 | 0.6835 | 65 | 0.8415 | 0.92 | 0.8790 | 150 | 0.575 | 0.7931 | 0.6667 | 29 | 0.7317 | 0.8824 | 0.8 | 34 | 0.72 | 0.8718 | 0.7887 | 0.9527 |
0.0811 | 54.0 | 5724 | 0.1462 | 0.6966 | 0.8493 | 0.7654 | 73 | 0.5914 | 0.8462 | 0.6962 | 65 | 0.8466 | 0.92 | 0.8818 | 150 | 0.6486 | 0.8276 | 0.7273 | 29 | 0.7561 | 0.9118 | 0.8267 | 34 | 0.7329 | 0.8832 | 0.8010 | 0.9557 |
0.0826 | 55.0 | 5830 | 0.1463 | 0.7262 | 0.8356 | 0.7771 | 73 | 0.5714 | 0.8 | 0.6667 | 65 | 0.8466 | 0.92 | 0.8818 | 150 | 0.6053 | 0.7931 | 0.6866 | 29 | 0.7561 | 0.9118 | 0.8267 | 34 | 0.7314 | 0.8689 | 0.7943 | 0.9535 |
0.0818 | 56.0 | 5936 | 0.1475 | 0.7381 | 0.8493 | 0.7898 | 73 | 0.5824 | 0.8154 | 0.6795 | 65 | 0.8415 | 0.92 | 0.8790 | 150 | 0.6216 | 0.7931 | 0.6970 | 29 | 0.775 | 0.9118 | 0.8378 | 34 | 0.7380 | 0.8746 | 0.8005 | 0.9555 |
0.0833 | 57.0 | 6042 | 0.1485 | 0.7229 | 0.8219 | 0.7692 | 73 | 0.5745 | 0.8308 | 0.6792 | 65 | 0.8313 | 0.92 | 0.8734 | 150 | 0.6053 | 0.7931 | 0.6866 | 29 | 0.7561 | 0.9118 | 0.8267 | 34 | 0.7251 | 0.8718 | 0.7917 | 0.9530 |
0.0798 | 58.0 | 6148 | 0.1409 | 0.7229 | 0.8219 | 0.7692 | 73 | 0.6190 | 0.8 | 0.6980 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.6571 | 0.7931 | 0.7188 | 29 | 0.775 | 0.9118 | 0.8378 | 34 | 0.7543 | 0.8661 | 0.8064 | 0.9564 |
0.0802 | 59.0 | 6254 | 0.1450 | 0.7262 | 0.8356 | 0.7771 | 73 | 0.5955 | 0.8154 | 0.6883 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.6389 | 0.7931 | 0.7077 | 29 | 0.7561 | 0.9118 | 0.8267 | 34 | 0.7445 | 0.8718 | 0.8031 | 0.9557 |
0.08 | 60.0 | 6360 | 0.1365 | 0.7561 | 0.8493 | 0.8000 | 73 | 0.6163 | 0.8154 | 0.7020 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.6286 | 0.7586 | 0.6875 | 29 | 0.7805 | 0.9412 | 0.8533 | 34 | 0.7580 | 0.8746 | 0.8122 | 0.9591 |
0.0792 | 61.0 | 6466 | 0.1384 | 0.7229 | 0.8219 | 0.7692 | 73 | 0.6279 | 0.8308 | 0.7152 | 65 | 0.8519 | 0.92 | 0.8846 | 150 | 0.6286 | 0.7586 | 0.6875 | 29 | 0.7805 | 0.9412 | 0.8533 | 34 | 0.7518 | 0.8718 | 0.8074 | 0.9577 |
0.0776 | 62.0 | 6572 | 0.1412 | 0.7229 | 0.8219 | 0.7692 | 73 | 0.6582 | 0.8 | 0.7222 | 65 | 0.8519 | 0.92 | 0.8846 | 150 | 0.6216 | 0.7931 | 0.6970 | 29 | 0.7619 | 0.9412 | 0.8421 | 34 | 0.7568 | 0.8689 | 0.8090 | 0.9577 |
0.0782 | 63.0 | 6678 | 0.1416 | 0.7262 | 0.8356 | 0.7771 | 73 | 0.5870 | 0.8308 | 0.6879 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.6389 | 0.7931 | 0.7077 | 29 | 0.7619 | 0.9412 | 0.8421 | 34 | 0.7422 | 0.8775 | 0.8042 | 0.9555 |
0.0789 | 64.0 | 6784 | 0.1338 | 0.7262 | 0.8356 | 0.7771 | 73 | 0.6420 | 0.8 | 0.7123 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.6286 | 0.7586 | 0.6875 | 29 | 0.7619 | 0.9412 | 0.8421 | 34 | 0.7568 | 0.8689 | 0.8090 | 0.9582 |
0.0769 | 65.0 | 6890 | 0.1396 | 0.7176 | 0.8356 | 0.7722 | 73 | 0.6420 | 0.8 | 0.7123 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.6389 | 0.7931 | 0.7077 | 29 | 0.7561 | 0.9118 | 0.8267 | 34 | 0.7550 | 0.8689 | 0.8079 | 0.9579 |
0.0757 | 66.0 | 6996 | 0.1402 | 0.7262 | 0.8356 | 0.7771 | 73 | 0.6163 | 0.8154 | 0.7020 | 65 | 0.8519 | 0.92 | 0.8846 | 150 | 0.6111 | 0.7586 | 0.6769 | 29 | 0.7619 | 0.9412 | 0.8421 | 34 | 0.7463 | 0.8718 | 0.8042 | 0.9577 |
0.0753 | 67.0 | 7102 | 0.1390 | 0.7349 | 0.8356 | 0.7821 | 73 | 0.6463 | 0.8154 | 0.7211 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.6389 | 0.7931 | 0.7077 | 29 | 0.7805 | 0.9412 | 0.8533 | 34 | 0.7618 | 0.8746 | 0.8143 | 0.9594 |
0.0757 | 68.0 | 7208 | 0.1379 | 0.7439 | 0.8356 | 0.7871 | 73 | 0.65 | 0.8 | 0.7172 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.6389 | 0.7931 | 0.7077 | 29 | 0.7805 | 0.9412 | 0.8533 | 34 | 0.765 | 0.8718 | 0.8149 | 0.9591 |
0.0731 | 69.0 | 7314 | 0.1417 | 0.7262 | 0.8356 | 0.7771 | 73 | 0.6364 | 0.8615 | 0.7320 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.6571 | 0.7931 | 0.7188 | 29 | 0.7805 | 0.9412 | 0.8533 | 34 | 0.7579 | 0.8832 | 0.8158 | 0.9582 |
0.0751 | 70.0 | 7420 | 0.1352 | 0.7439 | 0.8356 | 0.7871 | 73 | 0.65 | 0.8 | 0.7172 | 65 | 0.8625 | 0.92 | 0.8903 | 150 | 0.6286 | 0.7586 | 0.6875 | 29 | 0.7805 | 0.9412 | 0.8533 | 34 | 0.7663 | 0.8689 | 0.8144 | 0.9591 |
0.0755 | 71.0 | 7526 | 0.1439 | 0.7349 | 0.8356 | 0.7821 | 73 | 0.625 | 0.8462 | 0.7190 | 65 | 0.8519 | 0.92 | 0.8846 | 150 | 0.6216 | 0.7931 | 0.6970 | 29 | 0.7619 | 0.9412 | 0.8421 | 34 | 0.75 | 0.8803 | 0.8100 | 0.9577 |
0.0745 | 72.0 | 7632 | 0.1397 | 0.7262 | 0.8356 | 0.7771 | 73 | 0.6420 | 0.8 | 0.7123 | 65 | 0.8519 | 0.92 | 0.8846 | 150 | 0.6111 | 0.7586 | 0.6769 | 29 | 0.7619 | 0.9412 | 0.8421 | 34 | 0.7531 | 0.8689 | 0.8069 | 0.9579 |
0.0746 | 73.0 | 7738 | 0.1361 | 0.7407 | 0.8219 | 0.7792 | 73 | 0.65 | 0.8 | 0.7172 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.6389 | 0.7931 | 0.7077 | 29 | 0.7805 | 0.9412 | 0.8533 | 34 | 0.7644 | 0.8689 | 0.8133 | 0.9591 |
0.0727 | 74.0 | 7844 | 0.1356 | 0.7439 | 0.8356 | 0.7871 | 73 | 0.65 | 0.8 | 0.7172 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.6286 | 0.7586 | 0.6875 | 29 | 0.7805 | 0.9412 | 0.8533 | 34 | 0.7644 | 0.8689 | 0.8133 | 0.9596 |
0.0727 | 75.0 | 7950 | 0.1443 | 0.7262 | 0.8356 | 0.7771 | 73 | 0.6386 | 0.8154 | 0.7162 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.6389 | 0.7931 | 0.7077 | 29 | 0.7619 | 0.9412 | 0.8421 | 34 | 0.7562 | 0.8746 | 0.8111 | 0.9574 |
0.073 | 76.0 | 8056 | 0.1439 | 0.7262 | 0.8356 | 0.7771 | 73 | 0.6067 | 0.8308 | 0.7013 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.6286 | 0.7586 | 0.6875 | 29 | 0.7317 | 0.8824 | 0.8 | 34 | 0.7439 | 0.8689 | 0.8016 | 0.9550 |
0.0733 | 77.0 | 8162 | 0.1373 | 0.7407 | 0.8219 | 0.7792 | 73 | 0.6625 | 0.8154 | 0.7310 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.6286 | 0.7586 | 0.6875 | 29 | 0.7561 | 0.9118 | 0.8267 | 34 | 0.7638 | 0.8661 | 0.8117 | 0.9594 |
0.072 | 78.0 | 8268 | 0.1415 | 0.7439 | 0.8356 | 0.7871 | 73 | 0.6543 | 0.8154 | 0.7260 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.6389 | 0.7931 | 0.7077 | 29 | 0.7619 | 0.9412 | 0.8421 | 34 | 0.7637 | 0.8746 | 0.8154 | 0.9582 |
0.0718 | 79.0 | 8374 | 0.1495 | 0.7176 | 0.8356 | 0.7722 | 73 | 0.6154 | 0.8615 | 0.7179 | 65 | 0.8466 | 0.92 | 0.8818 | 150 | 0.6389 | 0.7931 | 0.7077 | 29 | 0.7317 | 0.8824 | 0.8 | 34 | 0.7404 | 0.8775 | 0.8031 | 0.9552 |
0.0703 | 80.0 | 8480 | 0.1430 | 0.7349 | 0.8356 | 0.7821 | 73 | 0.6627 | 0.8462 | 0.7432 | 65 | 0.8466 | 0.92 | 0.8818 | 150 | 0.6389 | 0.7931 | 0.7077 | 29 | 0.7317 | 0.8824 | 0.8 | 34 | 0.7562 | 0.8746 | 0.8111 | 0.9572 |
0.0702 | 81.0 | 8586 | 0.1415 | 0.7349 | 0.8356 | 0.7821 | 73 | 0.6627 | 0.8462 | 0.7432 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.6571 | 0.7931 | 0.7188 | 29 | 0.7317 | 0.8824 | 0.8 | 34 | 0.7618 | 0.8746 | 0.8143 | 0.9584 |
0.0721 | 82.0 | 8692 | 0.1425 | 0.7349 | 0.8356 | 0.7821 | 73 | 0.6627 | 0.8462 | 0.7432 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.6571 | 0.7931 | 0.7188 | 29 | 0.7561 | 0.9118 | 0.8267 | 34 | 0.7643 | 0.8775 | 0.8170 | 0.9589 |
0.0712 | 83.0 | 8798 | 0.1438 | 0.7262 | 0.8356 | 0.7771 | 73 | 0.6627 | 0.8462 | 0.7432 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.6571 | 0.7931 | 0.7188 | 29 | 0.7619 | 0.9412 | 0.8421 | 34 | 0.7630 | 0.8803 | 0.8175 | 0.9587 |
0.0719 | 84.0 | 8904 | 0.1437 | 0.7262 | 0.8356 | 0.7771 | 73 | 0.6548 | 0.8462 | 0.7383 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.6389 | 0.7931 | 0.7077 | 29 | 0.7619 | 0.9412 | 0.8421 | 34 | 0.7592 | 0.8803 | 0.8153 | 0.9579 |
0.0709 | 85.0 | 9010 | 0.1442 | 0.7262 | 0.8356 | 0.7771 | 73 | 0.6506 | 0.8308 | 0.7297 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.6389 | 0.7931 | 0.7077 | 29 | 0.7317 | 0.8824 | 0.8 | 34 | 0.7556 | 0.8718 | 0.8095 | 0.9574 |
0.0699 | 86.0 | 9116 | 0.1407 | 0.7439 | 0.8356 | 0.7871 | 73 | 0.6585 | 0.8308 | 0.7347 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.6389 | 0.7931 | 0.7077 | 29 | 0.7619 | 0.9412 | 0.8421 | 34 | 0.7643 | 0.8775 | 0.8170 | 0.9589 |
0.0681 | 87.0 | 9222 | 0.1414 | 0.7349 | 0.8356 | 0.7821 | 73 | 0.6585 | 0.8308 | 0.7347 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.6571 | 0.7931 | 0.7188 | 29 | 0.7619 | 0.9412 | 0.8421 | 34 | 0.7643 | 0.8775 | 0.8170 | 0.9589 |
0.0685 | 88.0 | 9328 | 0.1427 | 0.7262 | 0.8356 | 0.7771 | 73 | 0.6585 | 0.8308 | 0.7347 | 65 | 0.8519 | 0.92 | 0.8846 | 150 | 0.6389 | 0.7931 | 0.7077 | 29 | 0.7805 | 0.9412 | 0.8533 | 34 | 0.7605 | 0.8775 | 0.8148 | 0.9579 |
0.0703 | 89.0 | 9434 | 0.1406 | 0.7439 | 0.8356 | 0.7871 | 73 | 0.6625 | 0.8154 | 0.7310 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.6389 | 0.7931 | 0.7077 | 29 | 0.8 | 0.9412 | 0.8649 | 34 | 0.7694 | 0.8746 | 0.8187 | 0.9594 |
0.0695 | 90.0 | 9540 | 0.1384 | 0.7439 | 0.8356 | 0.7871 | 73 | 0.6543 | 0.8154 | 0.7260 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.6389 | 0.7931 | 0.7077 | 29 | 0.8205 | 0.9412 | 0.8767 | 34 | 0.7694 | 0.8746 | 0.8187 | 0.9601 |
0.0684 | 91.0 | 9646 | 0.1436 | 0.7262 | 0.8356 | 0.7771 | 73 | 0.6463 | 0.8154 | 0.7211 | 65 | 0.8466 | 0.92 | 0.8818 | 150 | 0.6389 | 0.7931 | 0.7077 | 29 | 0.7619 | 0.9412 | 0.8421 | 34 | 0.7543 | 0.8746 | 0.8100 | 0.9569 |
0.0681 | 92.0 | 9752 | 0.1414 | 0.7439 | 0.8356 | 0.7871 | 73 | 0.6543 | 0.8154 | 0.7260 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.6389 | 0.7931 | 0.7077 | 29 | 0.7805 | 0.9412 | 0.8533 | 34 | 0.7656 | 0.8746 | 0.8165 | 0.9591 |
0.0694 | 93.0 | 9858 | 0.1429 | 0.7349 | 0.8356 | 0.7821 | 73 | 0.6585 | 0.8308 | 0.7347 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.6389 | 0.7931 | 0.7077 | 29 | 0.7381 | 0.9118 | 0.8158 | 34 | 0.7599 | 0.8746 | 0.8132 | 0.9584 |
0.068 | 94.0 | 9964 | 0.1413 | 0.7349 | 0.8356 | 0.7821 | 73 | 0.6543 | 0.8154 | 0.7260 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.6389 | 0.7931 | 0.7077 | 29 | 0.7619 | 0.9412 | 0.8421 | 34 | 0.7618 | 0.8746 | 0.8143 | 0.9582 |
0.0682 | 95.0 | 10070 | 0.1429 | 0.7349 | 0.8356 | 0.7821 | 73 | 0.6585 | 0.8308 | 0.7347 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.6389 | 0.7931 | 0.7077 | 29 | 0.7381 | 0.9118 | 0.8158 | 34 | 0.7599 | 0.8746 | 0.8132 | 0.9582 |
0.0697 | 96.0 | 10176 | 0.1423 | 0.7349 | 0.8356 | 0.7821 | 73 | 0.6543 | 0.8154 | 0.7260 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.6389 | 0.7931 | 0.7077 | 29 | 0.7381 | 0.9118 | 0.8158 | 34 | 0.7593 | 0.8718 | 0.8117 | 0.9579 |
0.0672 | 97.0 | 10282 | 0.1422 | 0.7349 | 0.8356 | 0.7821 | 73 | 0.6543 | 0.8154 | 0.7260 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.6389 | 0.7931 | 0.7077 | 29 | 0.7381 | 0.9118 | 0.8158 | 34 | 0.7593 | 0.8718 | 0.8117 | 0.9579 |
0.0674 | 98.0 | 10388 | 0.1428 | 0.7349 | 0.8356 | 0.7821 | 73 | 0.6585 | 0.8308 | 0.7347 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.6389 | 0.7931 | 0.7077 | 29 | 0.7381 | 0.9118 | 0.8158 | 34 | 0.7599 | 0.8746 | 0.8132 | 0.9584 |
0.0666 | 99.0 | 10494 | 0.1419 | 0.7349 | 0.8356 | 0.7821 | 73 | 0.6543 | 0.8154 | 0.7260 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.6389 | 0.7931 | 0.7077 | 29 | 0.7381 | 0.9118 | 0.8158 | 34 | 0.7593 | 0.8718 | 0.8117 | 0.9582 |
0.0693 | 100.0 | 10600 | 0.1423 | 0.7349 | 0.8356 | 0.7821 | 73 | 0.6543 | 0.8154 | 0.7260 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.6389 | 0.7931 | 0.7077 | 29 | 0.7381 | 0.9118 | 0.8158 | 34 | 0.7593 | 0.8718 | 0.8117 | 0.9582 |
Framework versions
- Transformers 4.39.3
- Pytorch 2.3.0+cu121
- Datasets 2.19.1
- Tokenizers 0.15.2
Model tree for apwic/nerugm-lora-r16-4
Base model
indolem/indobert-base-uncased