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nerugm-lora-r8-2

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Indonesian
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nerugm-lora-r8-2

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: 0.1373
  • Location Precision: 0.7229
  • Location Recall: 0.8333
  • Location F1: 0.7742
  • Location Number: 72
  • Organization Precision: 0.7111
  • Organization Recall: 0.8533
  • Organization F1: 0.7758
  • Organization Number: 75
  • Person Precision: 0.8323
  • Person Recall: 0.9371
  • Person F1: 0.8816
  • Person Number: 143
  • Quantity Precision: 0.5
  • Quantity Recall: 0.6957
  • Quantity F1: 0.5818
  • Quantity Number: 23
  • Time Precision: 0.7333
  • Time Recall: 0.8462
  • Time F1: 0.7857
  • Time Number: 26
  • Overall Precision: 0.7475
  • Overall Recall: 0.8732
  • Overall F1: 0.8054
  • Overall Accuracy: 0.9567

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
1.2425 1.0 106 0.7045 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
0.7049 2.0 212 0.5984 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 0.8456
0.6175 3.0 318 0.5003 0.0 0.0 0.0 72 0.0 0.0 0.0 75 0.25 0.0280 0.0503 143 0.0 0.0 0.0 23 0.0 0.0 0.0 26 0.1481 0.0118 0.0219 0.8511
0.5236 4.0 424 0.4111 0.6667 0.0833 0.1481 72 0.0556 0.0133 0.0215 75 0.4043 0.2657 0.3207 143 0.0 0.0 0.0 23 0.4706 0.3077 0.3721 26 0.3841 0.1563 0.2222 0.8799
0.4275 5.0 530 0.3293 0.5652 0.3611 0.4407 72 0.3864 0.2267 0.2857 75 0.6323 0.6853 0.6577 143 0.0 0.0 0.0 23 0.7273 0.6154 0.6667 26 0.5607 0.4631 0.5073 0.9134
0.3439 6.0 636 0.2720 0.5833 0.5833 0.5833 72 0.4429 0.4133 0.4276 75 0.7029 0.8601 0.7736 143 0.1923 0.2174 0.2041 23 0.6552 0.7308 0.6909 26 0.5914 0.6490 0.6188 0.9282
0.2863 7.0 742 0.2361 0.6386 0.7361 0.6839 72 0.5065 0.52 0.5132 75 0.7399 0.8951 0.8101 143 0.2667 0.3478 0.3019 23 0.6897 0.7692 0.7273 26 0.6327 0.7316 0.6785 0.9332
0.2491 8.0 848 0.2097 0.6951 0.7917 0.7403 72 0.5269 0.6533 0.5833 75 0.7588 0.9021 0.8243 143 0.2667 0.3478 0.3019 23 0.6897 0.7692 0.7273 26 0.6510 0.7758 0.7079 0.9377
0.2268 9.0 954 0.1984 0.7176 0.8472 0.7771 72 0.5052 0.6533 0.5698 75 0.7602 0.9091 0.8280 143 0.3704 0.4348 0.4000 23 0.7 0.8077 0.75 26 0.6610 0.7994 0.7236 0.9390
0.2079 10.0 1060 0.1859 0.7126 0.8611 0.7799 72 0.5104 0.6533 0.5731 75 0.7616 0.9161 0.8317 143 0.3939 0.5652 0.4643 23 0.6774 0.8077 0.7368 26 0.6587 0.8142 0.7282 0.9402
0.196 11.0 1166 0.1741 0.7381 0.8611 0.7949 72 0.5294 0.72 0.6102 75 0.7588 0.9021 0.8243 143 0.3714 0.5652 0.4483 23 0.6562 0.8077 0.7241 26 0.6596 0.8230 0.7323 0.9425
0.1883 12.0 1272 0.1675 0.7317 0.8333 0.7792 72 0.5591 0.6933 0.6190 75 0.7692 0.9091 0.8333 143 0.4828 0.6087 0.5385 23 0.7 0.8077 0.75 26 0.6873 0.8171 0.7466 0.9445
0.1791 13.0 1378 0.1607 0.7692 0.8333 0.8 72 0.5545 0.7467 0.6364 75 0.7811 0.9231 0.8462 143 0.4333 0.5652 0.4906 23 0.7 0.8077 0.75 26 0.6912 0.8319 0.7550 0.9475
0.1739 14.0 1484 0.1563 0.7733 0.8056 0.7891 72 0.5481 0.76 0.6369 75 0.8137 0.9161 0.8618 143 0.4286 0.5217 0.4706 23 0.7241 0.8077 0.7636 26 0.7028 0.8230 0.7582 0.9482
0.1715 15.0 1590 0.1506 0.7692 0.8333 0.8 72 0.5670 0.7333 0.6395 75 0.8199 0.9231 0.8684 143 0.5 0.6087 0.5490 23 0.7 0.8077 0.75 26 0.7157 0.8319 0.7694 0.9510
0.164 16.0 1696 0.1555 0.7375 0.8194 0.7763 72 0.5648 0.8133 0.6667 75 0.8049 0.9231 0.8599 143 0.6 0.7826 0.6792 23 0.7333 0.8462 0.7857 26 0.7087 0.8614 0.7776 0.9507
0.1562 17.0 1802 0.1546 0.7381 0.8611 0.7949 72 0.5882 0.8 0.6780 75 0.8049 0.9231 0.8599 143 0.5758 0.8261 0.6786 23 0.6774 0.8077 0.7368 26 0.7101 0.8673 0.7809 0.9517
0.1566 18.0 1908 0.1545 0.7349 0.8472 0.7871 72 0.5556 0.8 0.6557 75 0.7927 0.9091 0.8469 143 0.6129 0.8261 0.7037 23 0.7097 0.8462 0.7719 26 0.7002 0.8614 0.7725 0.9507
0.1515 19.0 2014 0.1474 0.7195 0.8194 0.7662 72 0.6129 0.76 0.6786 75 0.7904 0.9231 0.8516 143 0.5758 0.8261 0.6786 23 0.7419 0.8846 0.8070 26 0.7143 0.8555 0.7785 0.9527
0.1462 20.0 2120 0.1590 0.7093 0.8472 0.7722 72 0.5439 0.8267 0.6561 75 0.7844 0.9161 0.8452 143 0.5758 0.8261 0.6786 23 0.6875 0.8462 0.7586 26 0.6829 0.8702 0.7652 0.9477
0.147 21.0 2226 0.1474 0.7229 0.8333 0.7742 72 0.6289 0.8133 0.7093 75 0.8061 0.9301 0.8636 143 0.6 0.7826 0.6792 23 0.7667 0.8846 0.8214 26 0.7284 0.8702 0.7930 0.9552
0.1439 22.0 2332 0.1480 0.7531 0.8472 0.7974 72 0.5962 0.8267 0.6927 75 0.8110 0.9301 0.8664 143 0.5938 0.8261 0.6909 23 0.7667 0.8846 0.8214 26 0.7251 0.8791 0.7947 0.9537
0.1409 23.0 2438 0.1461 0.7531 0.8472 0.7974 72 0.5905 0.8267 0.6889 75 0.8110 0.9301 0.8664 143 0.6129 0.8261 0.7037 23 0.7667 0.8846 0.8214 26 0.7251 0.8791 0.7947 0.9545
0.1404 24.0 2544 0.1476 0.7262 0.8472 0.7821 72 0.6019 0.8267 0.6966 75 0.8272 0.9371 0.8787 143 0.5938 0.8261 0.6909 23 0.7667 0.8846 0.8214 26 0.7275 0.8820 0.7973 0.9545
0.1389 25.0 2650 0.1446 0.7407 0.8333 0.7843 72 0.6196 0.76 0.6826 75 0.8272 0.9371 0.8787 143 0.5938 0.8261 0.6909 23 0.7419 0.8846 0.8070 26 0.7362 0.8643 0.7951 0.9552
0.1364 26.0 2756 0.1441 0.7229 0.8333 0.7742 72 0.6263 0.8267 0.7126 75 0.8221 0.9371 0.8758 143 0.5758 0.8261 0.6786 23 0.7333 0.8462 0.7857 26 0.7279 0.8761 0.7952 0.9547
0.1312 27.0 2862 0.1471 0.7262 0.8472 0.7821 72 0.6705 0.7867 0.7239 75 0.8385 0.9441 0.8882 143 0.5758 0.8261 0.6786 23 0.7667 0.8846 0.8214 26 0.75 0.8761 0.8082 0.9562
0.1322 28.0 2968 0.1390 0.7531 0.8472 0.7974 72 0.6593 0.8 0.7229 75 0.8199 0.9231 0.8684 143 0.5806 0.7826 0.6667 23 0.7667 0.8846 0.8214 26 0.7462 0.8673 0.8022 0.9565
0.132 29.0 3074 0.1382 0.7531 0.8472 0.7974 72 0.6105 0.7733 0.6824 75 0.8438 0.9441 0.8911 143 0.5806 0.7826 0.6667 23 0.7667 0.8846 0.8214 26 0.7431 0.8702 0.8016 0.9562
0.1343 30.0 3180 0.1431 0.7531 0.8472 0.7974 72 0.6224 0.8133 0.7052 75 0.8385 0.9441 0.8882 143 0.5806 0.7826 0.6667 23 0.7667 0.8846 0.8214 26 0.7431 0.8791 0.8054 0.9560
0.1269 31.0 3286 0.1384 0.7439 0.8472 0.7922 72 0.6452 0.8 0.7143 75 0.8385 0.9441 0.8882 143 0.5806 0.7826 0.6667 23 0.7667 0.8846 0.8214 26 0.7481 0.8761 0.8071 0.9565
0.1254 32.0 3392 0.1354 0.7439 0.8472 0.7922 72 0.6186 0.8 0.6977 75 0.8438 0.9441 0.8911 143 0.5806 0.7826 0.6667 23 0.7667 0.8846 0.8214 26 0.7425 0.8761 0.8038 0.9565
0.1235 33.0 3498 0.1374 0.7229 0.8333 0.7742 72 0.6452 0.8 0.7143 75 0.8438 0.9441 0.8911 143 0.5625 0.7826 0.6545 23 0.7667 0.8846 0.8214 26 0.7437 0.8732 0.8033 0.9562
0.1209 34.0 3604 0.1420 0.7407 0.8333 0.7843 72 0.6186 0.8 0.6977 75 0.8428 0.9371 0.8874 143 0.5312 0.7391 0.6182 23 0.7667 0.8846 0.8214 26 0.7368 0.8673 0.7967 0.9552
0.1259 35.0 3710 0.1349 0.7407 0.8333 0.7843 72 0.625 0.8 0.7018 75 0.8418 0.9301 0.8837 143 0.5806 0.7826 0.6667 23 0.7667 0.8846 0.8214 26 0.7424 0.8673 0.8000 0.9565
0.1202 36.0 3816 0.1339 0.75 0.8333 0.7895 72 0.6782 0.7867 0.7284 75 0.8375 0.9371 0.8845 143 0.5484 0.7391 0.6296 23 0.7667 0.8846 0.8214 26 0.7552 0.8643 0.8061 0.9580
0.1196 37.0 3922 0.1388 0.7531 0.8472 0.7974 72 0.6040 0.8133 0.6932 75 0.8428 0.9371 0.8874 143 0.5152 0.7391 0.6071 23 0.7333 0.8462 0.7857 26 0.7302 0.8702 0.7941 0.9547
0.1162 38.0 4028 0.1404 0.7531 0.8472 0.7974 72 0.5980 0.8133 0.6893 75 0.8375 0.9371 0.8845 143 0.5312 0.7391 0.6182 23 0.7333 0.8462 0.7857 26 0.7284 0.8702 0.7930 0.9540
0.1151 39.0 4134 0.1357 0.7625 0.8472 0.8026 72 0.6522 0.8 0.7186 75 0.8375 0.9371 0.8845 143 0.5152 0.7391 0.6071 23 0.7931 0.8846 0.8364 26 0.7487 0.8702 0.8049 0.9570
0.1168 40.0 4240 0.1354 0.75 0.8333 0.7895 72 0.6667 0.8 0.7273 75 0.8375 0.9371 0.8845 143 0.5312 0.7391 0.6182 23 0.7667 0.8846 0.8214 26 0.75 0.8673 0.8044 0.9570
0.1155 41.0 4346 0.1387 0.75 0.8333 0.7895 72 0.6289 0.8133 0.7093 75 0.8261 0.9301 0.8750 143 0.5312 0.7391 0.6182 23 0.7333 0.8462 0.7857 26 0.7325 0.8643 0.7930 0.9545
0.1154 42.0 4452 0.1389 0.7407 0.8333 0.7843 72 0.6316 0.8 0.7059 75 0.8210 0.9301 0.8721 143 0.5152 0.7391 0.6071 23 0.7333 0.8462 0.7857 26 0.7282 0.8614 0.7892 0.9542
0.1122 43.0 4558 0.1368 0.7531 0.8472 0.7974 72 0.6596 0.8267 0.7337 75 0.8375 0.9371 0.8845 143 0.5312 0.7391 0.6182 23 0.7333 0.8462 0.7857 26 0.7456 0.8732 0.8043 0.9567
0.1136 44.0 4664 0.1360 0.7625 0.8472 0.8026 72 0.6522 0.8 0.7186 75 0.8438 0.9441 0.8911 143 0.5 0.6957 0.5818 23 0.7333 0.8462 0.7857 26 0.7462 0.8673 0.8022 0.9557
0.1114 45.0 4770 0.1414 0.7531 0.8472 0.7974 72 0.6289 0.8133 0.7093 75 0.8323 0.9371 0.8816 143 0.5455 0.7826 0.6429 23 0.7333 0.8462 0.7857 26 0.7363 0.8732 0.7989 0.9542
0.1108 46.0 4876 0.1366 0.7439 0.8472 0.7922 72 0.6630 0.8133 0.7305 75 0.8323 0.9371 0.8816 143 0.5152 0.7391 0.6071 23 0.7333 0.8462 0.7857 26 0.7412 0.8702 0.8005 0.9557
0.1106 47.0 4982 0.1407 0.7625 0.8472 0.8026 72 0.6040 0.8133 0.6932 75 0.8323 0.9371 0.8816 143 0.5152 0.7391 0.6071 23 0.7 0.8077 0.75 26 0.7259 0.8673 0.7903 0.9532
0.1101 48.0 5088 0.1329 0.75 0.8333 0.7895 72 0.6344 0.7867 0.7024 75 0.8375 0.9371 0.8845 143 0.5161 0.6957 0.5926 23 0.7333 0.8462 0.7857 26 0.7386 0.8584 0.7940 0.9565
0.1085 49.0 5194 0.1372 0.7470 0.8611 0.8 72 0.6327 0.8267 0.7168 75 0.8365 0.9301 0.8808 143 0.5312 0.7391 0.6182 23 0.7333 0.8462 0.7857 26 0.7363 0.8732 0.7989 0.9555
0.1072 50.0 5300 0.1309 0.7407 0.8333 0.7843 72 0.6629 0.7867 0.7195 75 0.8428 0.9371 0.8874 143 0.5 0.6957 0.5818 23 0.7 0.8077 0.75 26 0.7417 0.8555 0.7945 0.9567
0.1058 51.0 5406 0.1300 0.7407 0.8333 0.7843 72 0.6484 0.7867 0.7108 75 0.8481 0.9371 0.8904 143 0.5 0.6957 0.5818 23 0.7333 0.8462 0.7857 26 0.7423 0.8584 0.7962 0.9567
0.1059 52.0 5512 0.1321 0.75 0.8333 0.7895 72 0.6593 0.8 0.7229 75 0.8354 0.9231 0.8771 143 0.5 0.6957 0.5818 23 0.7333 0.8462 0.7857 26 0.7417 0.8555 0.7945 0.9560
0.1041 53.0 5618 0.1347 0.7439 0.8472 0.7922 72 0.6489 0.8133 0.7219 75 0.8428 0.9371 0.8874 143 0.5312 0.7391 0.6182 23 0.7 0.8077 0.75 26 0.7406 0.8673 0.7989 0.9560
0.105 54.0 5724 0.1324 0.75 0.8333 0.7895 72 0.6383 0.8 0.7101 75 0.8471 0.9301 0.8867 143 0.5 0.6957 0.5818 23 0.7 0.8077 0.75 26 0.7379 0.8555 0.7923 0.9552
0.1079 55.0 5830 0.1412 0.7407 0.8333 0.7843 72 0.6364 0.84 0.7241 75 0.8261 0.9301 0.8750 143 0.5 0.7391 0.5965 23 0.7 0.8077 0.75 26 0.7259 0.8673 0.7903 0.9547
0.106 56.0 5936 0.1348 0.7531 0.8472 0.7974 72 0.6316 0.8 0.7059 75 0.8408 0.9231 0.8800 143 0.5152 0.7391 0.6071 23 0.7 0.8077 0.75 26 0.7348 0.8584 0.7918 0.9557
0.1052 57.0 6042 0.1323 0.7439 0.8472 0.7922 72 0.6667 0.8 0.7273 75 0.8408 0.9231 0.8800 143 0.5312 0.7391 0.6182 23 0.7333 0.8462 0.7857 26 0.7468 0.8614 0.8000 0.9562
0.1027 58.0 6148 0.1358 0.7531 0.8472 0.7974 72 0.6526 0.8267 0.7294 75 0.8428 0.9371 0.8874 143 0.5312 0.7391 0.6182 23 0.7333 0.8462 0.7857 26 0.7456 0.8732 0.8043 0.9560
0.1015 59.0 6254 0.1332 0.7407 0.8333 0.7843 72 0.6489 0.8133 0.7219 75 0.8428 0.9371 0.8874 143 0.5312 0.7391 0.6182 23 0.7333 0.8462 0.7857 26 0.7424 0.8673 0.8000 0.9562
0.104 60.0 6360 0.1366 0.7317 0.8333 0.7792 72 0.6702 0.84 0.7456 75 0.8365 0.9301 0.8808 143 0.5152 0.7391 0.6071 23 0.7333 0.8462 0.7857 26 0.7412 0.8702 0.8005 0.9557
0.1032 61.0 6466 0.1355 0.7375 0.8194 0.7763 72 0.6882 0.8533 0.7619 75 0.8313 0.9301 0.8779 143 0.5312 0.7391 0.6182 23 0.7586 0.8462 0.8 26 0.7487 0.8702 0.8049 0.9565
0.0997 62.0 6572 0.1353 0.7595 0.8333 0.7947 72 0.6848 0.84 0.7545 75 0.8313 0.9301 0.8779 143 0.5312 0.7391 0.6182 23 0.7586 0.8462 0.8 26 0.7526 0.8702 0.8071 0.9572
0.1013 63.0 6678 0.1328 0.7595 0.8333 0.7947 72 0.6452 0.8 0.7143 75 0.8365 0.9301 0.8808 143 0.5484 0.7391 0.6296 23 0.7586 0.8462 0.8 26 0.7468 0.8614 0.8000 0.9572
0.099 64.0 6784 0.1428 0.7229 0.8333 0.7742 72 0.6566 0.8667 0.7471 75 0.8221 0.9371 0.8758 143 0.5152 0.7391 0.6071 23 0.7 0.8077 0.75 26 0.7279 0.8761 0.7952 0.9542
0.0979 65.0 6890 0.1324 0.7595 0.8333 0.7947 72 0.6889 0.8267 0.7515 75 0.8481 0.9371 0.8904 143 0.5484 0.7391 0.6296 23 0.7333 0.8462 0.7857 26 0.7603 0.8702 0.8116 0.9577
0.0956 66.0 6996 0.1387 0.7317 0.8333 0.7792 72 0.6957 0.8533 0.7665 75 0.8221 0.9371 0.8758 143 0.5152 0.7391 0.6071 23 0.7333 0.8462 0.7857 26 0.7425 0.8761 0.8038 0.9560
0.1005 67.0 7102 0.1353 0.7375 0.8194 0.7763 72 0.6848 0.84 0.7545 75 0.8375 0.9371 0.8845 143 0.5152 0.7391 0.6071 23 0.7333 0.8462 0.7857 26 0.7468 0.8702 0.8038 0.9567
0.0985 68.0 7208 0.1388 0.7229 0.8333 0.7742 72 0.6526 0.8267 0.7294 75 0.8375 0.9371 0.8845 143 0.5152 0.7391 0.6071 23 0.7333 0.8462 0.7857 26 0.7357 0.8702 0.7973 0.9562
0.0986 69.0 7314 0.1344 0.7407 0.8333 0.7843 72 0.6923 0.84 0.7590 75 0.8481 0.9371 0.8904 143 0.5333 0.6957 0.6038 23 0.7586 0.8462 0.8 26 0.7584 0.8702 0.8104 0.9572
0.1004 70.0 7420 0.1338 0.7468 0.8194 0.7815 72 0.6957 0.8533 0.7665 75 0.8428 0.9371 0.8874 143 0.5161 0.6957 0.5926 23 0.7586 0.8462 0.8 26 0.7564 0.8702 0.8093 0.9577
0.0977 71.0 7526 0.1355 0.7229 0.8333 0.7742 72 0.7033 0.8533 0.7711 75 0.8428 0.9371 0.8874 143 0.5152 0.7391 0.6071 23 0.7586 0.8462 0.8 26 0.7519 0.8761 0.8093 0.9567
0.0979 72.0 7632 0.1375 0.7229 0.8333 0.7742 72 0.6957 0.8533 0.7665 75 0.8323 0.9371 0.8816 143 0.5152 0.7391 0.6071 23 0.7333 0.8462 0.7857 26 0.7444 0.8761 0.8049 0.9560
0.0975 73.0 7738 0.1335 0.7375 0.8194 0.7763 72 0.6882 0.8533 0.7619 75 0.8481 0.9371 0.8904 143 0.5333 0.6957 0.6038 23 0.7586 0.8462 0.8 26 0.7564 0.8702 0.8093 0.9575
0.0949 74.0 7844 0.1419 0.7143 0.8333 0.7692 72 0.6737 0.8533 0.7529 75 0.8323 0.9371 0.8816 143 0.5152 0.7391 0.6071 23 0.7333 0.8462 0.7857 26 0.7370 0.8761 0.8005 0.9560
0.0963 75.0 7950 0.1384 0.7195 0.8194 0.7662 72 0.6737 0.8533 0.7529 75 0.8375 0.9371 0.8845 143 0.5484 0.7391 0.6296 23 0.7333 0.8462 0.7857 26 0.7437 0.8732 0.8033 0.9565
0.0971 76.0 8056 0.1379 0.7317 0.8333 0.7792 72 0.6667 0.8533 0.7485 75 0.8375 0.9371 0.8845 143 0.5484 0.7391 0.6296 23 0.7333 0.8462 0.7857 26 0.7444 0.8761 0.8049 0.9567
0.0947 77.0 8162 0.1363 0.7229 0.8333 0.7742 72 0.7033 0.8533 0.7711 75 0.8428 0.9371 0.8874 143 0.5484 0.7391 0.6296 23 0.7333 0.8462 0.7857 26 0.7538 0.8761 0.8104 0.9575
0.094 78.0 8268 0.1353 0.7229 0.8333 0.7742 72 0.6957 0.8533 0.7665 75 0.8428 0.9371 0.8874 143 0.5161 0.6957 0.5926 23 0.7586 0.8462 0.8 26 0.7513 0.8732 0.8076 0.9575
0.0952 79.0 8374 0.1336 0.7195 0.8194 0.7662 72 0.7033 0.8533 0.7711 75 0.8535 0.9371 0.8933 143 0.5312 0.7391 0.6182 23 0.7586 0.8462 0.8 26 0.7570 0.8732 0.8110 0.9575
0.093 80.0 8480 0.1440 0.7143 0.8333 0.7692 72 0.6735 0.88 0.7630 75 0.8272 0.9371 0.8787 143 0.5 0.7391 0.5965 23 0.7333 0.8462 0.7857 26 0.7328 0.8820 0.8005 0.9557
0.0945 81.0 8586 0.1354 0.7229 0.8333 0.7742 72 0.7033 0.8533 0.7711 75 0.8428 0.9371 0.8874 143 0.5484 0.7391 0.6296 23 0.7333 0.8462 0.7857 26 0.7538 0.8761 0.8104 0.9575
0.0932 82.0 8692 0.1381 0.7229 0.8333 0.7742 72 0.6809 0.8533 0.7574 75 0.8375 0.9371 0.8845 143 0.5484 0.7391 0.6296 23 0.7333 0.8462 0.7857 26 0.7462 0.8761 0.8060 0.9567
0.0934 83.0 8798 0.1354 0.7317 0.8333 0.7792 72 0.6923 0.84 0.7590 75 0.8428 0.9371 0.8874 143 0.5161 0.6957 0.5926 23 0.7333 0.8462 0.7857 26 0.7506 0.8702 0.8060 0.9572
0.0932 84.0 8904 0.1367 0.7229 0.8333 0.7742 72 0.7079 0.84 0.7683 75 0.8313 0.9301 0.8779 143 0.5 0.6957 0.5818 23 0.7333 0.8462 0.7857 26 0.7462 0.8673 0.8022 0.9570
0.0945 85.0 9010 0.1354 0.7195 0.8194 0.7662 72 0.7159 0.84 0.7730 75 0.8428 0.9371 0.8874 143 0.5 0.6957 0.5818 23 0.7333 0.8462 0.7857 26 0.7519 0.8673 0.8055 0.9572
0.0957 86.0 9116 0.1360 0.7195 0.8194 0.7662 72 0.7159 0.84 0.7730 75 0.8428 0.9371 0.8874 143 0.5312 0.7391 0.6182 23 0.7333 0.8462 0.7857 26 0.7545 0.8702 0.8082 0.9575
0.0914 87.0 9222 0.1359 0.7229 0.8333 0.7742 72 0.6774 0.84 0.75 75 0.8428 0.9371 0.8874 143 0.5 0.6957 0.5818 23 0.7586 0.8462 0.8 26 0.7449 0.8702 0.8027 0.9572
0.0922 88.0 9328 0.1377 0.7229 0.8333 0.7742 72 0.6809 0.8533 0.7574 75 0.8313 0.9301 0.8779 143 0.5312 0.7391 0.6182 23 0.7333 0.8462 0.7857 26 0.7419 0.8732 0.8022 0.9565
0.0929 89.0 9434 0.1370 0.7229 0.8333 0.7742 72 0.6957 0.8533 0.7665 75 0.8313 0.9301 0.8779 143 0.5 0.6957 0.5818 23 0.7586 0.8462 0.8 26 0.7449 0.8702 0.8027 0.9570
0.0921 90.0 9540 0.1369 0.7229 0.8333 0.7742 72 0.6957 0.8533 0.7665 75 0.8313 0.9301 0.8779 143 0.5484 0.7391 0.6296 23 0.7333 0.8462 0.7857 26 0.7475 0.8732 0.8054 0.9570
0.0932 91.0 9646 0.1368 0.7229 0.8333 0.7742 72 0.7111 0.8533 0.7758 75 0.8313 0.9301 0.8779 143 0.5312 0.7391 0.6182 23 0.7333 0.8462 0.7857 26 0.7494 0.8732 0.8065 0.9570
0.0949 92.0 9752 0.1357 0.7229 0.8333 0.7742 72 0.7111 0.8533 0.7758 75 0.8375 0.9371 0.8845 143 0.5161 0.6957 0.5926 23 0.7586 0.8462 0.8 26 0.7532 0.8732 0.8087 0.9577
0.0914 93.0 9858 0.1363 0.7229 0.8333 0.7742 72 0.6957 0.8533 0.7665 75 0.8313 0.9301 0.8779 143 0.4848 0.6957 0.5714 23 0.7333 0.8462 0.7857 26 0.7412 0.8702 0.8005 0.9562
0.0897 94.0 9964 0.1370 0.7229 0.8333 0.7742 72 0.7033 0.8533 0.7711 75 0.8261 0.9301 0.8750 143 0.4706 0.6957 0.5614 23 0.7333 0.8462 0.7857 26 0.7393 0.8702 0.7995 0.9562
0.0915 95.0 10070 0.1380 0.7229 0.8333 0.7742 72 0.6915 0.8667 0.7692 75 0.8261 0.9301 0.8750 143 0.4706 0.6957 0.5614 23 0.7333 0.8462 0.7857 26 0.7363 0.8732 0.7989 0.9565
0.0925 96.0 10176 0.1372 0.7229 0.8333 0.7742 72 0.6957 0.8533 0.7665 75 0.8261 0.9301 0.8750 143 0.4848 0.6957 0.5714 23 0.7333 0.8462 0.7857 26 0.7393 0.8702 0.7995 0.9562
0.0921 97.0 10282 0.1372 0.7229 0.8333 0.7742 72 0.6957 0.8533 0.7665 75 0.8323 0.9371 0.8816 143 0.5 0.6957 0.5818 23 0.7333 0.8462 0.7857 26 0.7437 0.8732 0.8033 0.9567
0.091 98.0 10388 0.1372 0.7229 0.8333 0.7742 72 0.6957 0.8533 0.7665 75 0.8323 0.9371 0.8816 143 0.5 0.6957 0.5818 23 0.7333 0.8462 0.7857 26 0.7437 0.8732 0.8033 0.9567
0.0927 99.0 10494 0.1372 0.7229 0.8333 0.7742 72 0.7033 0.8533 0.7711 75 0.8323 0.9371 0.8816 143 0.5 0.6957 0.5818 23 0.7333 0.8462 0.7857 26 0.7456 0.8732 0.8043 0.9565
0.0918 100.0 10600 0.1373 0.7229 0.8333 0.7742 72 0.7111 0.8533 0.7758 75 0.8323 0.9371 0.8816 143 0.5 0.6957 0.5818 23 0.7333 0.8462 0.7857 26 0.7475 0.8732 0.8054 0.9567

Framework versions

  • Transformers 4.39.3
  • Pytorch 2.3.0+cu121
  • Datasets 2.19.1
  • Tokenizers 0.15.2
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