nerugm-seq_bn-rf64-2
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: 0.1367
- Location Precision: 0.7722
- Location Recall: 0.8472
- Location F1: 0.8079
- Location Number: 72
- Organization Precision: 0.7143
- Organization Recall: 0.8667
- Organization F1: 0.7831
- Organization Number: 75
- Person Precision: 0.8693
- Person Recall: 0.9301
- Person F1: 0.8986
- Person Number: 143
- Quantity Precision: 0.5667
- Quantity Recall: 0.7391
- Quantity F1: 0.6415
- Quantity Number: 23
- Time Precision: 0.7407
- Time Recall: 0.7692
- Time F1: 0.7547
- Time Number: 26
- Overall Precision: 0.7789
- Overall Recall: 0.8732
- Overall F1: 0.8234
- Overall Accuracy: 0.9610
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1.1455 | 1.0 | 106 | 0.6729 | 0.0 | 0.0 | 0.0 | 72 | 0.0 | 0.0 | 0.0 | 75 | 0.0 | 0.0 | 0.0 | 143 | 0.0 | 0.0 | 0.0 | 23 | 0.0 | 0.0 | 0.0 | 26 | 0.0 | 0.0 | 0.0 | 0.8449 |
0.6602 | 2.0 | 212 | 0.5367 | 0.0 | 0.0 | 0.0 | 72 | 0.0 | 0.0 | 0.0 | 75 | 0.3077 | 0.0280 | 0.0513 | 143 | 0.0 | 0.0 | 0.0 | 23 | 0.0 | 0.0 | 0.0 | 26 | 0.2 | 0.0118 | 0.0223 | 0.8484 |
0.5376 | 3.0 | 318 | 0.4216 | 0.5455 | 0.0833 | 0.1446 | 72 | 0.1892 | 0.0933 | 0.125 | 75 | 0.4118 | 0.3916 | 0.4014 | 143 | 0.0 | 0.0 | 0.0 | 23 | 0.6 | 0.4615 | 0.5217 | 26 | 0.3894 | 0.2389 | 0.2962 | 0.8844 |
0.4392 | 4.0 | 424 | 0.3600 | 0.6275 | 0.4444 | 0.5203 | 72 | 0.2615 | 0.2267 | 0.2429 | 75 | 0.4627 | 0.6503 | 0.5407 | 143 | 0.0 | 0.0 | 0.0 | 23 | 0.625 | 0.5769 | 0.6 | 26 | 0.4448 | 0.4631 | 0.4538 | 0.9032 |
0.3794 | 5.0 | 530 | 0.3168 | 0.5946 | 0.6111 | 0.6027 | 72 | 0.3846 | 0.3333 | 0.3571 | 75 | 0.5773 | 0.7832 | 0.6647 | 143 | 0.2143 | 0.2609 | 0.2353 | 23 | 0.75 | 0.6923 | 0.7200 | 26 | 0.5325 | 0.6047 | 0.5663 | 0.9194 |
0.3334 | 6.0 | 636 | 0.2790 | 0.6024 | 0.6944 | 0.6452 | 72 | 0.5072 | 0.4667 | 0.4861 | 75 | 0.6354 | 0.8531 | 0.7284 | 143 | 0.2581 | 0.3478 | 0.2963 | 23 | 0.8 | 0.7692 | 0.7843 | 26 | 0.5875 | 0.6932 | 0.6360 | 0.9272 |
0.2951 | 7.0 | 742 | 0.2519 | 0.6136 | 0.75 | 0.6750 | 72 | 0.5068 | 0.4933 | 0.5 | 75 | 0.6561 | 0.8671 | 0.7470 | 143 | 0.2432 | 0.3913 | 0.3000 | 23 | 0.84 | 0.8077 | 0.8235 | 26 | 0.5947 | 0.7227 | 0.6525 | 0.9304 |
0.2601 | 8.0 | 848 | 0.2302 | 0.6292 | 0.7778 | 0.6957 | 72 | 0.5 | 0.5733 | 0.5342 | 75 | 0.7119 | 0.8811 | 0.7875 | 143 | 0.25 | 0.3913 | 0.3051 | 23 | 0.84 | 0.8077 | 0.8235 | 26 | 0.6174 | 0.7522 | 0.6782 | 0.9352 |
0.2367 | 9.0 | 954 | 0.2071 | 0.6437 | 0.7778 | 0.7044 | 72 | 0.5063 | 0.5333 | 0.5195 | 75 | 0.7314 | 0.8951 | 0.8050 | 143 | 0.2778 | 0.4348 | 0.3390 | 23 | 0.8077 | 0.8077 | 0.8077 | 26 | 0.6328 | 0.7522 | 0.6873 | 0.9385 |
0.2116 | 10.0 | 1060 | 0.1949 | 0.6222 | 0.7778 | 0.6914 | 72 | 0.5190 | 0.5467 | 0.5325 | 75 | 0.7588 | 0.9021 | 0.8243 | 143 | 0.2632 | 0.4348 | 0.3279 | 23 | 0.7857 | 0.8462 | 0.8148 | 26 | 0.6370 | 0.7611 | 0.6935 | 0.9392 |
0.1978 | 11.0 | 1166 | 0.1837 | 0.6552 | 0.7917 | 0.7170 | 72 | 0.5301 | 0.5867 | 0.5570 | 75 | 0.7771 | 0.9021 | 0.8350 | 143 | 0.3158 | 0.5217 | 0.3934 | 23 | 0.7857 | 0.8462 | 0.8148 | 26 | 0.6567 | 0.7788 | 0.7126 | 0.9437 |
0.1859 | 12.0 | 1272 | 0.1712 | 0.6951 | 0.7917 | 0.7403 | 72 | 0.5542 | 0.6133 | 0.5823 | 75 | 0.7791 | 0.8881 | 0.8301 | 143 | 0.4242 | 0.6087 | 0.5 | 23 | 0.8077 | 0.8077 | 0.8077 | 26 | 0.6848 | 0.7817 | 0.7300 | 0.9470 |
0.1767 | 13.0 | 1378 | 0.1675 | 0.6905 | 0.8056 | 0.7436 | 72 | 0.5568 | 0.6533 | 0.6012 | 75 | 0.7818 | 0.9021 | 0.8377 | 143 | 0.3784 | 0.6087 | 0.4667 | 23 | 0.7857 | 0.8462 | 0.8148 | 26 | 0.6766 | 0.8024 | 0.7341 | 0.9477 |
0.1708 | 14.0 | 1484 | 0.1639 | 0.6988 | 0.8056 | 0.7484 | 72 | 0.5714 | 0.6933 | 0.6265 | 75 | 0.7914 | 0.9021 | 0.8431 | 143 | 0.4 | 0.6087 | 0.4828 | 23 | 0.7586 | 0.8462 | 0.8 | 26 | 0.6858 | 0.8112 | 0.7432 | 0.9485 |
0.165 | 15.0 | 1590 | 0.1549 | 0.7073 | 0.8056 | 0.7532 | 72 | 0.6 | 0.68 | 0.6375 | 75 | 0.7937 | 0.8881 | 0.8383 | 143 | 0.4375 | 0.6087 | 0.5091 | 23 | 0.8519 | 0.8846 | 0.8679 | 26 | 0.7073 | 0.8053 | 0.7531 | 0.9512 |
0.1603 | 16.0 | 1696 | 0.1596 | 0.6977 | 0.8333 | 0.7595 | 72 | 0.5870 | 0.72 | 0.6467 | 75 | 0.7927 | 0.9091 | 0.8469 | 143 | 0.4571 | 0.6957 | 0.5517 | 23 | 0.7931 | 0.8846 | 0.8364 | 26 | 0.6970 | 0.8348 | 0.7597 | 0.9502 |
0.1532 | 17.0 | 1802 | 0.1563 | 0.6897 | 0.8333 | 0.7547 | 72 | 0.5889 | 0.7067 | 0.6424 | 75 | 0.7879 | 0.9091 | 0.8442 | 143 | 0.4857 | 0.7391 | 0.5862 | 23 | 0.7931 | 0.8846 | 0.8364 | 26 | 0.6970 | 0.8348 | 0.7597 | 0.9500 |
0.151 | 18.0 | 1908 | 0.1526 | 0.7059 | 0.8333 | 0.7643 | 72 | 0.5870 | 0.72 | 0.6467 | 75 | 0.7866 | 0.9021 | 0.8404 | 143 | 0.5 | 0.7391 | 0.5965 | 23 | 0.7931 | 0.8846 | 0.8364 | 26 | 0.7005 | 0.8348 | 0.7618 | 0.9515 |
0.1462 | 19.0 | 2014 | 0.1489 | 0.7059 | 0.8333 | 0.7643 | 72 | 0.5824 | 0.7067 | 0.6386 | 75 | 0.7866 | 0.9021 | 0.8404 | 143 | 0.5152 | 0.7391 | 0.6071 | 23 | 0.7931 | 0.8846 | 0.8364 | 26 | 0.7015 | 0.8319 | 0.7611 | 0.9515 |
0.1425 | 20.0 | 2120 | 0.1570 | 0.7093 | 0.8472 | 0.7722 | 72 | 0.6 | 0.8 | 0.6857 | 75 | 0.7927 | 0.9091 | 0.8469 | 143 | 0.5312 | 0.7391 | 0.6182 | 23 | 0.7 | 0.8077 | 0.75 | 26 | 0.7015 | 0.8525 | 0.7696 | 0.9505 |
0.141 | 21.0 | 2226 | 0.1488 | 0.7143 | 0.8333 | 0.7692 | 72 | 0.6170 | 0.7733 | 0.6864 | 75 | 0.7831 | 0.9091 | 0.8414 | 143 | 0.5312 | 0.7391 | 0.6182 | 23 | 0.7667 | 0.8846 | 0.8214 | 26 | 0.7094 | 0.8496 | 0.7732 | 0.9527 |
0.1374 | 22.0 | 2332 | 0.1460 | 0.7262 | 0.8472 | 0.7821 | 72 | 0.5957 | 0.7467 | 0.6627 | 75 | 0.7866 | 0.9021 | 0.8404 | 143 | 0.5312 | 0.7391 | 0.6182 | 23 | 0.7333 | 0.8462 | 0.7857 | 26 | 0.7054 | 0.8407 | 0.7672 | 0.9517 |
0.1353 | 23.0 | 2438 | 0.1480 | 0.7143 | 0.8333 | 0.7692 | 72 | 0.6186 | 0.8 | 0.6977 | 75 | 0.7818 | 0.9021 | 0.8377 | 143 | 0.5312 | 0.7391 | 0.6182 | 23 | 0.7 | 0.8077 | 0.75 | 26 | 0.7034 | 0.8466 | 0.7684 | 0.9515 |
0.132 | 24.0 | 2544 | 0.1443 | 0.7294 | 0.8611 | 0.7898 | 72 | 0.5876 | 0.76 | 0.6628 | 75 | 0.8113 | 0.9021 | 0.8543 | 143 | 0.5312 | 0.7391 | 0.6182 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7114 | 0.8437 | 0.7719 | 0.9542 |
0.1293 | 25.0 | 2650 | 0.1432 | 0.7143 | 0.8333 | 0.7692 | 72 | 0.6064 | 0.76 | 0.6746 | 75 | 0.8063 | 0.9021 | 0.8515 | 143 | 0.5312 | 0.7391 | 0.6182 | 23 | 0.6667 | 0.7692 | 0.7143 | 26 | 0.7075 | 0.8348 | 0.7659 | 0.9537 |
0.129 | 26.0 | 2756 | 0.1412 | 0.7262 | 0.8472 | 0.7821 | 72 | 0.6211 | 0.7867 | 0.6941 | 75 | 0.8113 | 0.9021 | 0.8543 | 143 | 0.5312 | 0.7391 | 0.6182 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7193 | 0.8466 | 0.7778 | 0.9550 |
0.1253 | 27.0 | 2862 | 0.1462 | 0.7294 | 0.8611 | 0.7898 | 72 | 0.6222 | 0.7467 | 0.6788 | 75 | 0.8187 | 0.9161 | 0.8647 | 143 | 0.5294 | 0.7826 | 0.6316 | 23 | 0.6452 | 0.7692 | 0.7018 | 26 | 0.7175 | 0.8466 | 0.7767 | 0.9540 |
0.1254 | 28.0 | 2968 | 0.1379 | 0.7561 | 0.8611 | 0.8052 | 72 | 0.6064 | 0.76 | 0.6746 | 75 | 0.8165 | 0.9021 | 0.8571 | 143 | 0.5862 | 0.7391 | 0.6538 | 23 | 0.8214 | 0.8846 | 0.8519 | 26 | 0.7366 | 0.8496 | 0.7890 | 0.9572 |
0.126 | 29.0 | 3074 | 0.1376 | 0.7294 | 0.8611 | 0.7898 | 72 | 0.6292 | 0.7467 | 0.6829 | 75 | 0.8258 | 0.8951 | 0.8591 | 143 | 0.5484 | 0.7391 | 0.6296 | 23 | 0.7857 | 0.8462 | 0.8148 | 26 | 0.7345 | 0.8407 | 0.7840 | 0.9562 |
0.1231 | 30.0 | 3180 | 0.1344 | 0.7561 | 0.8611 | 0.8052 | 72 | 0.6333 | 0.76 | 0.6909 | 75 | 0.8543 | 0.9021 | 0.8776 | 143 | 0.5862 | 0.7391 | 0.6538 | 23 | 0.8214 | 0.8846 | 0.8519 | 26 | 0.7579 | 0.8496 | 0.8011 | 0.9580 |
0.1197 | 31.0 | 3286 | 0.1347 | 0.775 | 0.8611 | 0.8158 | 72 | 0.6364 | 0.7467 | 0.6871 | 75 | 0.8421 | 0.8951 | 0.8678 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7857 | 0.8462 | 0.8148 | 26 | 0.7540 | 0.8407 | 0.7950 | 0.9582 |
0.1188 | 32.0 | 3392 | 0.1337 | 0.7654 | 0.8611 | 0.8105 | 72 | 0.6824 | 0.7733 | 0.725 | 75 | 0.8553 | 0.9091 | 0.8814 | 143 | 0.5862 | 0.7391 | 0.6538 | 23 | 0.8214 | 0.8846 | 0.8519 | 26 | 0.7733 | 0.8555 | 0.8123 | 0.9602 |
0.1164 | 33.0 | 3498 | 0.1337 | 0.7654 | 0.8611 | 0.8105 | 72 | 0.6782 | 0.7867 | 0.7284 | 75 | 0.8543 | 0.9021 | 0.8776 | 143 | 0.5862 | 0.7391 | 0.6538 | 23 | 0.7857 | 0.8462 | 0.8148 | 26 | 0.7686 | 0.8525 | 0.8084 | 0.9597 |
0.1154 | 34.0 | 3604 | 0.1421 | 0.7470 | 0.8611 | 0.8 | 72 | 0.6495 | 0.84 | 0.7326 | 75 | 0.8462 | 0.9231 | 0.8829 | 143 | 0.5152 | 0.7391 | 0.6071 | 23 | 0.6897 | 0.7692 | 0.7273 | 26 | 0.7387 | 0.8673 | 0.7978 | 0.9565 |
0.1155 | 35.0 | 3710 | 0.1382 | 0.7470 | 0.8611 | 0.8 | 72 | 0.6774 | 0.84 | 0.75 | 75 | 0.8675 | 0.9161 | 0.8912 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.75 | 0.8077 | 0.7778 | 26 | 0.7636 | 0.8673 | 0.8122 | 0.9590 |
0.1128 | 36.0 | 3816 | 0.1311 | 0.775 | 0.8611 | 0.8158 | 72 | 0.6941 | 0.7867 | 0.7375 | 75 | 0.8442 | 0.9091 | 0.8754 | 143 | 0.5862 | 0.7391 | 0.6538 | 23 | 0.7857 | 0.8462 | 0.8148 | 26 | 0.7713 | 0.8555 | 0.8112 | 0.9602 |
0.1122 | 37.0 | 3922 | 0.1380 | 0.7470 | 0.8611 | 0.8 | 72 | 0.6495 | 0.84 | 0.7326 | 75 | 0.8442 | 0.9091 | 0.8754 | 143 | 0.5312 | 0.7391 | 0.6182 | 23 | 0.75 | 0.8077 | 0.7778 | 26 | 0.7437 | 0.8643 | 0.7995 | 0.9572 |
0.1084 | 38.0 | 4028 | 0.1373 | 0.7561 | 0.8611 | 0.8052 | 72 | 0.6813 | 0.8267 | 0.7470 | 75 | 0.8462 | 0.9231 | 0.8829 | 143 | 0.5312 | 0.7391 | 0.6182 | 23 | 0.7143 | 0.7692 | 0.7407 | 26 | 0.7532 | 0.8643 | 0.8049 | 0.9582 |
0.1072 | 39.0 | 4134 | 0.1351 | 0.775 | 0.8611 | 0.8158 | 72 | 0.6702 | 0.84 | 0.7456 | 75 | 0.8553 | 0.9091 | 0.8814 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7778 | 0.8077 | 0.7925 | 26 | 0.7650 | 0.8643 | 0.8116 | 0.9597 |
0.1083 | 40.0 | 4240 | 0.1313 | 0.7722 | 0.8472 | 0.8079 | 72 | 0.6941 | 0.7867 | 0.7375 | 75 | 0.8562 | 0.9161 | 0.8851 | 143 | 0.5862 | 0.7391 | 0.6538 | 23 | 0.7778 | 0.8077 | 0.7925 | 26 | 0.7748 | 0.8525 | 0.8118 | 0.9600 |
0.1076 | 41.0 | 4346 | 0.1317 | 0.775 | 0.8611 | 0.8158 | 72 | 0.6739 | 0.8267 | 0.7425 | 75 | 0.8506 | 0.9161 | 0.8822 | 143 | 0.5862 | 0.7391 | 0.6538 | 23 | 0.7778 | 0.8077 | 0.7925 | 26 | 0.7670 | 0.8643 | 0.8128 | 0.9597 |
0.1039 | 42.0 | 4452 | 0.1370 | 0.7654 | 0.8611 | 0.8105 | 72 | 0.6667 | 0.8267 | 0.7381 | 75 | 0.8408 | 0.9231 | 0.8800 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.6897 | 0.7692 | 0.7273 | 26 | 0.7513 | 0.8643 | 0.8038 | 0.9582 |
0.1045 | 43.0 | 4558 | 0.1332 | 0.7625 | 0.8472 | 0.8026 | 72 | 0.7176 | 0.8133 | 0.7625 | 75 | 0.8684 | 0.9231 | 0.8949 | 143 | 0.5862 | 0.7391 | 0.6538 | 23 | 0.7143 | 0.7692 | 0.7407 | 26 | 0.7781 | 0.8584 | 0.8163 | 0.9597 |
0.1036 | 44.0 | 4664 | 0.1308 | 0.775 | 0.8611 | 0.8158 | 72 | 0.6742 | 0.8 | 0.7317 | 75 | 0.8562 | 0.9161 | 0.8851 | 143 | 0.5862 | 0.7391 | 0.6538 | 23 | 0.7407 | 0.7692 | 0.7547 | 26 | 0.7672 | 0.8555 | 0.8089 | 0.9595 |
0.102 | 45.0 | 4770 | 0.1384 | 0.7531 | 0.8472 | 0.7974 | 72 | 0.6989 | 0.8667 | 0.7738 | 75 | 0.8571 | 0.9231 | 0.8889 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7143 | 0.7692 | 0.7407 | 26 | 0.7642 | 0.8702 | 0.8138 | 0.9590 |
0.1028 | 46.0 | 4876 | 0.1303 | 0.775 | 0.8611 | 0.8158 | 72 | 0.6813 | 0.8267 | 0.7470 | 75 | 0.8684 | 0.9231 | 0.8949 | 143 | 0.6071 | 0.7391 | 0.6667 | 23 | 0.7778 | 0.8077 | 0.7925 | 26 | 0.7778 | 0.8673 | 0.8201 | 0.9605 |
0.103 | 47.0 | 4982 | 0.1413 | 0.7848 | 0.8611 | 0.8212 | 72 | 0.6875 | 0.88 | 0.7719 | 75 | 0.8581 | 0.9301 | 0.8926 | 143 | 0.5625 | 0.7826 | 0.6545 | 23 | 0.6667 | 0.7692 | 0.7143 | 26 | 0.7628 | 0.8820 | 0.8181 | 0.9580 |
0.1017 | 48.0 | 5088 | 0.1321 | 0.775 | 0.8611 | 0.8158 | 72 | 0.6667 | 0.8267 | 0.7381 | 75 | 0.8627 | 0.9231 | 0.8919 | 143 | 0.5862 | 0.7391 | 0.6538 | 23 | 0.75 | 0.8077 | 0.7778 | 26 | 0.7676 | 0.8673 | 0.8144 | 0.9597 |
0.0999 | 49.0 | 5194 | 0.1357 | 0.7625 | 0.8472 | 0.8026 | 72 | 0.6842 | 0.8667 | 0.7647 | 75 | 0.8581 | 0.9301 | 0.8926 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.75 | 0.8077 | 0.7778 | 26 | 0.7655 | 0.8761 | 0.8171 | 0.9597 |
0.098 | 50.0 | 5300 | 0.1328 | 0.7625 | 0.8472 | 0.8026 | 72 | 0.7093 | 0.8133 | 0.7578 | 75 | 0.8636 | 0.9301 | 0.8956 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.75 | 0.8077 | 0.7778 | 26 | 0.7751 | 0.8643 | 0.8173 | 0.9605 |
0.0973 | 51.0 | 5406 | 0.1337 | 0.7625 | 0.8472 | 0.8026 | 72 | 0.6989 | 0.8667 | 0.7738 | 75 | 0.8581 | 0.9301 | 0.8926 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7778 | 0.8077 | 0.7925 | 26 | 0.7714 | 0.8761 | 0.8204 | 0.9605 |
0.0956 | 52.0 | 5512 | 0.1318 | 0.775 | 0.8611 | 0.8158 | 72 | 0.6957 | 0.8533 | 0.7665 | 75 | 0.8516 | 0.9231 | 0.8859 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.8462 | 0.8462 | 0.8462 | 26 | 0.7755 | 0.8761 | 0.8227 | 0.9612 |
0.0948 | 53.0 | 5618 | 0.1330 | 0.775 | 0.8611 | 0.8158 | 72 | 0.6957 | 0.8533 | 0.7665 | 75 | 0.8636 | 0.9301 | 0.8956 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7778 | 0.8077 | 0.7925 | 26 | 0.7755 | 0.8761 | 0.8227 | 0.9610 |
0.0962 | 54.0 | 5724 | 0.1338 | 0.7848 | 0.8611 | 0.8212 | 72 | 0.6809 | 0.8533 | 0.7574 | 75 | 0.8636 | 0.9301 | 0.8956 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7778 | 0.8077 | 0.7925 | 26 | 0.7734 | 0.8761 | 0.8216 | 0.9607 |
0.0965 | 55.0 | 5830 | 0.1419 | 0.7722 | 0.8472 | 0.8079 | 72 | 0.6869 | 0.9067 | 0.7816 | 75 | 0.8581 | 0.9301 | 0.8926 | 143 | 0.5484 | 0.7391 | 0.6296 | 23 | 0.6897 | 0.7692 | 0.7273 | 26 | 0.7608 | 0.8820 | 0.8169 | 0.9575 |
0.0956 | 56.0 | 5936 | 0.1324 | 0.7625 | 0.8472 | 0.8026 | 72 | 0.7159 | 0.84 | 0.7730 | 75 | 0.8636 | 0.9301 | 0.8956 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7778 | 0.8077 | 0.7925 | 26 | 0.7784 | 0.8702 | 0.8217 | 0.9612 |
0.0952 | 57.0 | 6042 | 0.1322 | 0.775 | 0.8611 | 0.8158 | 72 | 0.7079 | 0.84 | 0.7683 | 75 | 0.8571 | 0.9231 | 0.8889 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7778 | 0.8077 | 0.7925 | 26 | 0.7763 | 0.8702 | 0.8206 | 0.9612 |
0.0925 | 58.0 | 6148 | 0.1352 | 0.7625 | 0.8472 | 0.8026 | 72 | 0.6957 | 0.8533 | 0.7665 | 75 | 0.8590 | 0.9371 | 0.8963 | 143 | 0.5484 | 0.7391 | 0.6296 | 23 | 0.7407 | 0.7692 | 0.7547 | 26 | 0.7668 | 0.8732 | 0.8166 | 0.9602 |
0.0915 | 59.0 | 6254 | 0.1325 | 0.775 | 0.8611 | 0.8158 | 72 | 0.6957 | 0.8533 | 0.7665 | 75 | 0.8693 | 0.9301 | 0.8986 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.8077 | 0.8077 | 0.8077 | 26 | 0.7795 | 0.8761 | 0.825 | 0.9615 |
0.0917 | 60.0 | 6360 | 0.1377 | 0.7625 | 0.8472 | 0.8026 | 72 | 0.6882 | 0.8533 | 0.7619 | 75 | 0.8590 | 0.9371 | 0.8963 | 143 | 0.5484 | 0.7391 | 0.6296 | 23 | 0.6897 | 0.7692 | 0.7273 | 26 | 0.7609 | 0.8732 | 0.8132 | 0.9590 |
0.0917 | 61.0 | 6466 | 0.1363 | 0.7722 | 0.8472 | 0.8079 | 72 | 0.7033 | 0.8533 | 0.7711 | 75 | 0.8636 | 0.9301 | 0.8956 | 143 | 0.5484 | 0.7391 | 0.6296 | 23 | 0.7143 | 0.7692 | 0.7407 | 26 | 0.7702 | 0.8702 | 0.8172 | 0.9602 |
0.0912 | 62.0 | 6572 | 0.1338 | 0.7722 | 0.8472 | 0.8079 | 72 | 0.7191 | 0.8533 | 0.7805 | 75 | 0.8645 | 0.9371 | 0.8993 | 143 | 0.5484 | 0.7391 | 0.6296 | 23 | 0.8077 | 0.8077 | 0.8077 | 26 | 0.7816 | 0.8761 | 0.8261 | 0.9617 |
0.0913 | 63.0 | 6678 | 0.1331 | 0.775 | 0.8611 | 0.8158 | 72 | 0.7033 | 0.8533 | 0.7711 | 75 | 0.8693 | 0.9301 | 0.8986 | 143 | 0.5484 | 0.7391 | 0.6296 | 23 | 0.7692 | 0.7692 | 0.7692 | 26 | 0.7769 | 0.8732 | 0.8222 | 0.9612 |
0.0917 | 64.0 | 6784 | 0.1428 | 0.7439 | 0.8472 | 0.7922 | 72 | 0.6939 | 0.9067 | 0.7861 | 75 | 0.8590 | 0.9371 | 0.8963 | 143 | 0.5484 | 0.7391 | 0.6296 | 23 | 0.6897 | 0.7692 | 0.7273 | 26 | 0.7576 | 0.8850 | 0.8163 | 0.9577 |
0.0891 | 65.0 | 6890 | 0.1339 | 0.7722 | 0.8472 | 0.8079 | 72 | 0.6957 | 0.8533 | 0.7665 | 75 | 0.8684 | 0.9231 | 0.8949 | 143 | 0.5484 | 0.7391 | 0.6296 | 23 | 0.7407 | 0.7692 | 0.7547 | 26 | 0.7717 | 0.8673 | 0.8167 | 0.9602 |
0.0904 | 66.0 | 6996 | 0.1346 | 0.775 | 0.8611 | 0.8158 | 72 | 0.6957 | 0.8533 | 0.7665 | 75 | 0.8581 | 0.9301 | 0.8926 | 143 | 0.5484 | 0.7391 | 0.6296 | 23 | 0.7692 | 0.7692 | 0.7692 | 26 | 0.7708 | 0.8732 | 0.8188 | 0.9602 |
0.0883 | 67.0 | 7102 | 0.1305 | 0.7342 | 0.8056 | 0.7682 | 72 | 0.7159 | 0.84 | 0.7730 | 75 | 0.8627 | 0.9231 | 0.8919 | 143 | 0.5862 | 0.7391 | 0.6538 | 23 | 0.8462 | 0.8462 | 0.8462 | 26 | 0.7787 | 0.8614 | 0.8179 | 0.9617 |
0.0872 | 68.0 | 7208 | 0.1381 | 0.7595 | 0.8333 | 0.7947 | 72 | 0.6957 | 0.8533 | 0.7665 | 75 | 0.8636 | 0.9301 | 0.8956 | 143 | 0.5161 | 0.6957 | 0.5926 | 23 | 0.7143 | 0.7692 | 0.7407 | 26 | 0.7630 | 0.8643 | 0.8105 | 0.9592 |
0.0875 | 69.0 | 7314 | 0.1354 | 0.7722 | 0.8472 | 0.8079 | 72 | 0.7033 | 0.8533 | 0.7711 | 75 | 0.8645 | 0.9371 | 0.8993 | 143 | 0.5484 | 0.7391 | 0.6296 | 23 | 0.7407 | 0.7692 | 0.7547 | 26 | 0.7728 | 0.8732 | 0.8199 | 0.9607 |
0.0889 | 70.0 | 7420 | 0.1321 | 0.7722 | 0.8472 | 0.8079 | 72 | 0.6957 | 0.8533 | 0.7665 | 75 | 0.8562 | 0.9161 | 0.8851 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.8462 | 0.8462 | 0.8462 | 26 | 0.7763 | 0.8702 | 0.8206 | 0.9612 |
0.0876 | 71.0 | 7526 | 0.1333 | 0.7722 | 0.8472 | 0.8079 | 72 | 0.7033 | 0.8533 | 0.7711 | 75 | 0.8571 | 0.9231 | 0.8889 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7692 | 0.7692 | 0.7692 | 26 | 0.7737 | 0.8673 | 0.8178 | 0.9610 |
0.0869 | 72.0 | 7632 | 0.1360 | 0.7722 | 0.8472 | 0.8079 | 72 | 0.7033 | 0.8533 | 0.7711 | 75 | 0.8636 | 0.9301 | 0.8956 | 143 | 0.5484 | 0.7391 | 0.6296 | 23 | 0.7143 | 0.7692 | 0.7407 | 26 | 0.7702 | 0.8702 | 0.8172 | 0.9602 |
0.0878 | 73.0 | 7738 | 0.1325 | 0.7595 | 0.8333 | 0.7947 | 72 | 0.7111 | 0.8533 | 0.7758 | 75 | 0.8571 | 0.9231 | 0.8889 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7778 | 0.8077 | 0.7925 | 26 | 0.7737 | 0.8673 | 0.8178 | 0.9615 |
0.0841 | 74.0 | 7844 | 0.1388 | 0.7595 | 0.8333 | 0.7947 | 72 | 0.6957 | 0.8533 | 0.7665 | 75 | 0.8627 | 0.9231 | 0.8919 | 143 | 0.5484 | 0.7391 | 0.6296 | 23 | 0.7143 | 0.7692 | 0.7407 | 26 | 0.7650 | 0.8643 | 0.8116 | 0.9595 |
0.0847 | 75.0 | 7950 | 0.1379 | 0.7722 | 0.8472 | 0.8079 | 72 | 0.7174 | 0.88 | 0.7904 | 75 | 0.8684 | 0.9231 | 0.8949 | 143 | 0.5484 | 0.7391 | 0.6296 | 23 | 0.7407 | 0.7692 | 0.7547 | 26 | 0.7769 | 0.8732 | 0.8222 | 0.9602 |
0.0854 | 76.0 | 8056 | 0.1347 | 0.7722 | 0.8472 | 0.8079 | 72 | 0.6957 | 0.8533 | 0.7665 | 75 | 0.8684 | 0.9231 | 0.8949 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7407 | 0.7692 | 0.7547 | 26 | 0.7737 | 0.8673 | 0.8178 | 0.9605 |
0.0844 | 77.0 | 8162 | 0.1360 | 0.7722 | 0.8472 | 0.8079 | 72 | 0.7065 | 0.8667 | 0.7784 | 75 | 0.8684 | 0.9231 | 0.8949 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7407 | 0.7692 | 0.7547 | 26 | 0.7763 | 0.8702 | 0.8206 | 0.9605 |
0.0845 | 78.0 | 8268 | 0.1346 | 0.7722 | 0.8472 | 0.8079 | 72 | 0.7033 | 0.8533 | 0.7711 | 75 | 0.8693 | 0.9301 | 0.8986 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7407 | 0.7692 | 0.7547 | 26 | 0.7763 | 0.8702 | 0.8206 | 0.9607 |
0.0827 | 79.0 | 8374 | 0.1348 | 0.7722 | 0.8472 | 0.8079 | 72 | 0.7033 | 0.8533 | 0.7711 | 75 | 0.8693 | 0.9301 | 0.8986 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7407 | 0.7692 | 0.7547 | 26 | 0.7763 | 0.8702 | 0.8206 | 0.9610 |
0.0853 | 80.0 | 8480 | 0.1408 | 0.7595 | 0.8333 | 0.7947 | 72 | 0.7253 | 0.88 | 0.7952 | 75 | 0.8645 | 0.9371 | 0.8993 | 143 | 0.5333 | 0.6957 | 0.6038 | 23 | 0.7143 | 0.7692 | 0.7407 | 26 | 0.7728 | 0.8732 | 0.8199 | 0.9597 |
0.0824 | 81.0 | 8586 | 0.1338 | 0.7595 | 0.8333 | 0.7947 | 72 | 0.7111 | 0.8533 | 0.7758 | 75 | 0.8693 | 0.9301 | 0.8986 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7407 | 0.7692 | 0.7547 | 26 | 0.7757 | 0.8673 | 0.8189 | 0.9610 |
0.0821 | 82.0 | 8692 | 0.1370 | 0.7722 | 0.8472 | 0.8079 | 72 | 0.7143 | 0.8667 | 0.7831 | 75 | 0.8645 | 0.9371 | 0.8993 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7407 | 0.7692 | 0.7547 | 26 | 0.7775 | 0.8761 | 0.8239 | 0.9612 |
0.084 | 83.0 | 8798 | 0.1340 | 0.7595 | 0.8333 | 0.7947 | 72 | 0.7033 | 0.8533 | 0.7711 | 75 | 0.8693 | 0.9301 | 0.8986 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7407 | 0.7692 | 0.7547 | 26 | 0.7737 | 0.8673 | 0.8178 | 0.9610 |
0.0844 | 84.0 | 8904 | 0.1343 | 0.7595 | 0.8333 | 0.7947 | 72 | 0.7033 | 0.8533 | 0.7711 | 75 | 0.875 | 0.9301 | 0.9017 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.8077 | 0.8077 | 0.8077 | 26 | 0.7804 | 0.8702 | 0.8229 | 0.9617 |
0.083 | 85.0 | 9010 | 0.1368 | 0.7722 | 0.8472 | 0.8079 | 72 | 0.7033 | 0.8533 | 0.7711 | 75 | 0.8645 | 0.9371 | 0.8993 | 143 | 0.5333 | 0.6957 | 0.6038 | 23 | 0.7407 | 0.7692 | 0.7547 | 26 | 0.7723 | 0.8702 | 0.8183 | 0.9607 |
0.0833 | 86.0 | 9116 | 0.1358 | 0.7722 | 0.8472 | 0.8079 | 72 | 0.7033 | 0.8533 | 0.7711 | 75 | 0.8693 | 0.9301 | 0.8986 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7407 | 0.7692 | 0.7547 | 26 | 0.7763 | 0.8702 | 0.8206 | 0.9612 |
0.0822 | 87.0 | 9222 | 0.1356 | 0.7722 | 0.8472 | 0.8079 | 72 | 0.7111 | 0.8533 | 0.7758 | 75 | 0.8693 | 0.9301 | 0.8986 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7407 | 0.7692 | 0.7547 | 26 | 0.7784 | 0.8702 | 0.8217 | 0.9615 |
0.0816 | 88.0 | 9328 | 0.1359 | 0.7722 | 0.8472 | 0.8079 | 72 | 0.7033 | 0.8533 | 0.7711 | 75 | 0.8693 | 0.9301 | 0.8986 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.8077 | 0.8077 | 0.8077 | 26 | 0.7810 | 0.8732 | 0.8245 | 0.9617 |
0.0814 | 89.0 | 9434 | 0.1357 | 0.7722 | 0.8472 | 0.8079 | 72 | 0.7033 | 0.8533 | 0.7711 | 75 | 0.8693 | 0.9301 | 0.8986 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7778 | 0.8077 | 0.7925 | 26 | 0.7789 | 0.8732 | 0.8234 | 0.9615 |
0.0815 | 90.0 | 9540 | 0.1369 | 0.7722 | 0.8472 | 0.8079 | 72 | 0.7033 | 0.8533 | 0.7711 | 75 | 0.8693 | 0.9301 | 0.8986 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7407 | 0.7692 | 0.7547 | 26 | 0.7763 | 0.8702 | 0.8206 | 0.9612 |
0.0829 | 91.0 | 9646 | 0.1358 | 0.7722 | 0.8472 | 0.8079 | 72 | 0.7033 | 0.8533 | 0.7711 | 75 | 0.8693 | 0.9301 | 0.8986 | 143 | 0.5333 | 0.6957 | 0.6038 | 23 | 0.7407 | 0.7692 | 0.7547 | 26 | 0.7737 | 0.8673 | 0.8178 | 0.9607 |
0.0835 | 92.0 | 9752 | 0.1375 | 0.7722 | 0.8472 | 0.8079 | 72 | 0.7143 | 0.8667 | 0.7831 | 75 | 0.8693 | 0.9301 | 0.8986 | 143 | 0.5333 | 0.6957 | 0.6038 | 23 | 0.7407 | 0.7692 | 0.7547 | 26 | 0.7763 | 0.8702 | 0.8206 | 0.9607 |
0.0804 | 93.0 | 9858 | 0.1377 | 0.7722 | 0.8472 | 0.8079 | 72 | 0.7143 | 0.8667 | 0.7831 | 75 | 0.8693 | 0.9301 | 0.8986 | 143 | 0.5333 | 0.6957 | 0.6038 | 23 | 0.7407 | 0.7692 | 0.7547 | 26 | 0.7763 | 0.8702 | 0.8206 | 0.9607 |
0.0802 | 94.0 | 9964 | 0.1372 | 0.7722 | 0.8472 | 0.8079 | 72 | 0.7143 | 0.8667 | 0.7831 | 75 | 0.8693 | 0.9301 | 0.8986 | 143 | 0.5333 | 0.6957 | 0.6038 | 23 | 0.7407 | 0.7692 | 0.7547 | 26 | 0.7763 | 0.8702 | 0.8206 | 0.9607 |
0.0799 | 95.0 | 10070 | 0.1380 | 0.7722 | 0.8472 | 0.8079 | 72 | 0.7143 | 0.8667 | 0.7831 | 75 | 0.8693 | 0.9301 | 0.8986 | 143 | 0.5333 | 0.6957 | 0.6038 | 23 | 0.7407 | 0.7692 | 0.7547 | 26 | 0.7763 | 0.8702 | 0.8206 | 0.9607 |
0.081 | 96.0 | 10176 | 0.1375 | 0.7722 | 0.8472 | 0.8079 | 72 | 0.7143 | 0.8667 | 0.7831 | 75 | 0.8693 | 0.9301 | 0.8986 | 143 | 0.5333 | 0.6957 | 0.6038 | 23 | 0.7407 | 0.7692 | 0.7547 | 26 | 0.7763 | 0.8702 | 0.8206 | 0.9607 |
0.0807 | 97.0 | 10282 | 0.1366 | 0.7722 | 0.8472 | 0.8079 | 72 | 0.7143 | 0.8667 | 0.7831 | 75 | 0.8693 | 0.9301 | 0.8986 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7407 | 0.7692 | 0.7547 | 26 | 0.7789 | 0.8732 | 0.8234 | 0.9612 |
0.0823 | 98.0 | 10388 | 0.1364 | 0.7722 | 0.8472 | 0.8079 | 72 | 0.7143 | 0.8667 | 0.7831 | 75 | 0.8693 | 0.9301 | 0.8986 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7407 | 0.7692 | 0.7547 | 26 | 0.7789 | 0.8732 | 0.8234 | 0.9612 |
0.082 | 99.0 | 10494 | 0.1365 | 0.7722 | 0.8472 | 0.8079 | 72 | 0.7143 | 0.8667 | 0.7831 | 75 | 0.8693 | 0.9301 | 0.8986 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7407 | 0.7692 | 0.7547 | 26 | 0.7789 | 0.8732 | 0.8234 | 0.9610 |
0.0833 | 100.0 | 10600 | 0.1367 | 0.7722 | 0.8472 | 0.8079 | 72 | 0.7143 | 0.8667 | 0.7831 | 75 | 0.8693 | 0.9301 | 0.8986 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7407 | 0.7692 | 0.7547 | 26 | 0.7789 | 0.8732 | 0.8234 | 0.9610 |
Framework versions
- Transformers 4.40.2
- Pytorch 2.3.0+cu121
- Datasets 2.19.1
- Tokenizers 0.19.1
Model tree for apwic/nerugm-seq_bn-rf64-2
Base model
indolem/indobert-base-uncased