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nerugm-seq_bn-rf64-3

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: 0.1331
  • Location Precision: 0.7241
  • Location Recall: 0.8873
  • Location F1: 0.7975
  • Location Number: 71
  • Organization Precision: 0.6364
  • Organization Recall: 0.8615
  • Organization F1: 0.7320
  • Organization Number: 65
  • Person Precision: 0.8303
  • Person Recall: 0.9133
  • Person F1: 0.8698
  • Person Number: 150
  • Quantity Precision: 0.725
  • Quantity Recall: 0.8788
  • Quantity F1: 0.7945
  • Quantity Number: 33
  • Time Precision: 0.8276
  • Time Recall: 0.8571
  • Time F1: 0.8421
  • Time Number: 28
  • Overall Precision: 0.7555
  • Overall Recall: 0.8905
  • Overall F1: 0.8175
  • Overall Accuracy: 0.9595

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
1.1728 1.0 106 0.6954 0.0 0.0 0.0 71 0.0 0.0 0.0 65 0.0 0.0 0.0 150 0.0 0.0 0.0 33 0.0 0.0 0.0 28 0.0 0.0 0.0 0.8409
0.6741 2.0 212 0.5624 0.0 0.0 0.0 71 0.0 0.0 0.0 65 0.3 0.02 0.0375 150 0.0 0.0 0.0 33 0.0 0.0 0.0 28 0.2 0.0086 0.0166 0.8434
0.5465 3.0 318 0.4474 0.2667 0.0563 0.0930 71 0.0588 0.0154 0.0244 65 0.3982 0.3 0.3422 150 0.0 0.0 0.0 33 0.5 0.3214 0.3913 28 0.3554 0.1700 0.2300 0.8737
0.4542 4.0 424 0.3780 0.5 0.2958 0.3717 71 0.2105 0.1231 0.1553 65 0.4637 0.5533 0.5046 150 0.0 0.0 0.0 33 0.5455 0.4286 0.4800 28 0.4261 0.3573 0.3887 0.8931
0.3965 5.0 530 0.3349 0.4865 0.5070 0.4966 71 0.3571 0.3846 0.3704 65 0.5194 0.7133 0.6011 150 0.1852 0.1515 0.1667 33 0.6071 0.6071 0.6071 28 0.4691 0.5476 0.5053 0.9120
0.3563 6.0 636 0.3059 0.4937 0.5493 0.52 71 0.3867 0.4462 0.4143 65 0.5648 0.8133 0.6667 150 0.3256 0.4242 0.3684 33 0.6207 0.6429 0.6316 28 0.5023 0.6398 0.5627 0.9197
0.3237 7.0 742 0.2697 0.5056 0.6338 0.5625 71 0.5345 0.4769 0.5041 65 0.6305 0.8533 0.7252 150 0.36 0.5455 0.4337 33 0.75 0.75 0.75 28 0.5678 0.7003 0.6271 0.9277
0.2867 8.0 848 0.2413 0.5393 0.6761 0.6 71 0.4730 0.5385 0.5036 65 0.6806 0.8667 0.7625 150 0.3913 0.5455 0.4557 33 0.8846 0.8214 0.8519 28 0.5962 0.7320 0.6572 0.9311
0.2596 9.0 954 0.2153 0.5217 0.6761 0.5890 71 0.4789 0.5231 0.5 65 0.6935 0.86 0.7679 150 0.4545 0.6061 0.5195 33 0.9583 0.8214 0.8846 28 0.6091 0.7320 0.6649 0.9350
0.2377 10.0 1060 0.2041 0.5158 0.6901 0.5904 71 0.4684 0.5692 0.5139 65 0.7228 0.8867 0.7964 150 0.4082 0.6061 0.4878 33 0.8889 0.8571 0.8727 28 0.6060 0.7579 0.6735 0.9372
0.2155 11.0 1166 0.1879 0.5652 0.7324 0.6380 71 0.475 0.5846 0.5241 65 0.7543 0.88 0.8123 150 0.4167 0.6061 0.4938 33 0.8571 0.8571 0.8571 28 0.6288 0.7666 0.6909 0.9396
0.201 12.0 1272 0.1844 0.5806 0.7606 0.6585 71 0.4824 0.6308 0.5467 65 0.7557 0.8867 0.8160 150 0.4 0.6061 0.4819 33 0.8571 0.8571 0.8571 28 0.6296 0.7839 0.6983 0.9413
0.1888 13.0 1378 0.1667 0.6207 0.7606 0.6835 71 0.5062 0.6308 0.5616 65 0.7811 0.88 0.8276 150 0.4444 0.6061 0.5128 33 0.8889 0.8571 0.8727 28 0.6626 0.7810 0.7169 0.9440
0.1831 14.0 1484 0.1618 0.6790 0.7746 0.7237 71 0.5060 0.6462 0.5676 65 0.7751 0.8733 0.8213 150 0.4889 0.6667 0.5641 33 0.8889 0.8571 0.8727 28 0.6765 0.7896 0.7287 0.9469
0.1719 15.0 1590 0.1646 0.6552 0.8028 0.7215 71 0.5465 0.7231 0.6225 65 0.7644 0.8867 0.8210 150 0.5652 0.7879 0.6582 33 0.8333 0.8929 0.8621 28 0.6809 0.8300 0.7481 0.9486
0.1626 16.0 1696 0.1610 0.6706 0.8028 0.7308 71 0.5595 0.7231 0.6309 65 0.7798 0.8733 0.8239 150 0.5532 0.7879 0.65 33 0.7879 0.9286 0.8525 28 0.6882 0.8271 0.7513 0.9481
0.1614 17.0 1802 0.1579 0.6782 0.8310 0.7468 71 0.5581 0.7385 0.6358 65 0.7836 0.8933 0.8349 150 0.5745 0.8182 0.675 33 0.7647 0.9286 0.8387 28 0.6918 0.8473 0.7617 0.9498
0.1558 18.0 1908 0.1533 0.6818 0.8451 0.7547 71 0.5412 0.7077 0.6133 65 0.7882 0.8933 0.8375 150 0.5909 0.7879 0.6753 33 0.8125 0.9286 0.8667 28 0.6969 0.8415 0.7624 0.9503
0.1534 19.0 2014 0.1525 0.6897 0.8451 0.7595 71 0.5506 0.7538 0.6364 65 0.7917 0.8867 0.8365 150 0.6047 0.7879 0.6842 33 0.8125 0.9286 0.8667 28 0.7017 0.8473 0.7676 0.9513
0.1478 20.0 2120 0.1475 0.6889 0.8732 0.7702 71 0.5769 0.6923 0.6294 65 0.7988 0.8733 0.8344 150 0.6923 0.8182 0.7500 33 0.8125 0.9286 0.8667 28 0.7221 0.8386 0.7760 0.9532
0.1453 21.0 2226 0.1413 0.6860 0.8310 0.7516 71 0.5789 0.6769 0.6241 65 0.8086 0.8733 0.8397 150 0.7179 0.8485 0.7778 33 0.8125 0.9286 0.8667 28 0.7291 0.8300 0.7763 0.9544
0.1433 22.0 2332 0.1566 0.6848 0.8873 0.7730 71 0.5204 0.7846 0.6258 65 0.7824 0.8867 0.8313 150 0.6744 0.8788 0.7632 33 0.7576 0.8929 0.8197 28 0.6904 0.8674 0.7688 0.9491
0.1378 23.0 2438 0.1426 0.6977 0.8451 0.7643 71 0.5426 0.7846 0.6415 65 0.8110 0.8867 0.8471 150 0.7368 0.8485 0.7887 33 0.8387 0.9286 0.8814 28 0.7215 0.8588 0.7842 0.9554
0.1366 24.0 2544 0.1437 0.6932 0.8592 0.7673 71 0.5783 0.7385 0.6486 65 0.8012 0.8867 0.8418 150 0.7 0.8485 0.7671 33 0.8125 0.9286 0.8667 28 0.7237 0.8530 0.7831 0.9532
0.1332 25.0 2650 0.1421 0.7059 0.8451 0.7692 71 0.5698 0.7538 0.6490 65 0.8049 0.88 0.8408 150 0.6512 0.8485 0.7368 33 0.7812 0.8929 0.8333 28 0.7171 0.8473 0.7768 0.9537
0.135 26.0 2756 0.1382 0.7093 0.8592 0.7771 71 0.5747 0.7692 0.6579 65 0.8160 0.8867 0.8498 150 0.7179 0.8485 0.7778 33 0.8065 0.8929 0.8475 28 0.7315 0.8559 0.7888 0.9568
0.1306 27.0 2862 0.1391 0.6977 0.8451 0.7643 71 0.5714 0.7385 0.6443 65 0.8160 0.8867 0.8498 150 0.675 0.8182 0.7397 33 0.8065 0.8929 0.8475 28 0.7252 0.8444 0.7803 0.9549
0.1279 28.0 2968 0.1387 0.7024 0.8310 0.7613 71 0.5778 0.8 0.6710 65 0.8148 0.88 0.8462 150 0.7179 0.8485 0.7778 33 0.8333 0.8929 0.8621 28 0.7309 0.8530 0.7872 0.9551
0.1257 29.0 3074 0.1392 0.6941 0.8310 0.7564 71 0.5806 0.8308 0.6835 65 0.8148 0.88 0.8462 150 0.7179 0.8485 0.7778 33 0.8621 0.8929 0.8772 28 0.7304 0.8588 0.7894 0.9539
0.1248 30.0 3180 0.1359 0.7059 0.8451 0.7692 71 0.6071 0.7846 0.6846 65 0.8293 0.9067 0.8662 150 0.7179 0.8485 0.7778 33 0.8333 0.8929 0.8621 28 0.7463 0.8646 0.8011 0.9581
0.1244 31.0 3286 0.1318 0.7262 0.8592 0.7871 71 0.6 0.7846 0.6800 65 0.8293 0.9067 0.8662 150 0.7368 0.8485 0.7887 33 0.8621 0.8929 0.8772 28 0.7525 0.8674 0.8059 0.9590
0.1183 32.0 3392 0.1373 0.7011 0.8592 0.7722 71 0.5604 0.7846 0.6538 65 0.8171 0.8933 0.8535 150 0.7436 0.8788 0.8056 33 0.8621 0.8929 0.8772 28 0.7317 0.8646 0.7926 0.9559
0.1197 33.0 3498 0.1347 0.7011 0.8592 0.7722 71 0.5814 0.7692 0.6623 65 0.8210 0.8867 0.8526 150 0.7179 0.8485 0.7778 33 0.8621 0.8929 0.8772 28 0.7370 0.8559 0.7920 0.9568
0.1176 34.0 3604 0.1314 0.7093 0.8592 0.7771 71 0.5952 0.7692 0.6711 65 0.8282 0.9 0.8626 150 0.7179 0.8485 0.7778 33 0.8621 0.8929 0.8772 28 0.7456 0.8617 0.7995 0.9564
0.117 35.0 3710 0.1382 0.6744 0.8169 0.7389 71 0.5618 0.7692 0.6494 65 0.8121 0.8933 0.8508 150 0.725 0.8788 0.7945 33 0.8621 0.8929 0.8772 28 0.7237 0.8530 0.7831 0.9549
0.1139 36.0 3816 0.1380 0.6977 0.8451 0.7643 71 0.5745 0.8308 0.6792 65 0.8110 0.8867 0.8471 150 0.725 0.8788 0.7945 33 0.8621 0.8929 0.8772 28 0.7288 0.8674 0.7921 0.9547
0.1112 37.0 3922 0.1450 0.6818 0.8451 0.7547 71 0.5934 0.8308 0.6923 65 0.8110 0.8867 0.8471 150 0.6667 0.8485 0.7467 33 0.8 0.8571 0.8276 28 0.7205 0.8617 0.7848 0.9527
0.1125 38.0 4028 0.1358 0.6860 0.8310 0.7516 71 0.5862 0.7846 0.6711 65 0.8221 0.8933 0.8562 150 0.7 0.8485 0.7671 33 0.8276 0.8571 0.8421 28 0.7309 0.8530 0.7872 0.9561
0.1098 39.0 4134 0.1335 0.6977 0.8451 0.7643 71 0.5591 0.8 0.6582 65 0.8171 0.8933 0.8535 150 0.7179 0.8485 0.7778 33 0.8621 0.8929 0.8772 28 0.7275 0.8617 0.7889 0.9561
0.1104 40.0 4240 0.1300 0.7176 0.8592 0.7821 71 0.625 0.7692 0.6897 65 0.8171 0.8933 0.8535 150 0.7436 0.8788 0.8056 33 0.8276 0.8571 0.8421 28 0.7506 0.8588 0.8011 0.9585
0.1072 41.0 4346 0.1356 0.6860 0.8310 0.7516 71 0.5778 0.8 0.6710 65 0.8221 0.8933 0.8562 150 0.7436 0.8788 0.8056 33 0.8276 0.8571 0.8421 28 0.7322 0.8588 0.7905 0.9561
0.1083 42.0 4452 0.1364 0.6860 0.8310 0.7516 71 0.5795 0.7846 0.6667 65 0.8171 0.8933 0.8535 150 0.7179 0.8485 0.7778 33 0.8276 0.8571 0.8421 28 0.7291 0.8530 0.7862 0.9551
0.1074 43.0 4558 0.1307 0.7093 0.8592 0.7771 71 0.6203 0.7538 0.6806 65 0.8098 0.88 0.8435 150 0.7436 0.8788 0.8056 33 0.8621 0.8929 0.8772 28 0.7475 0.8530 0.7968 0.9576
0.1062 44.0 4664 0.1292 0.7349 0.8592 0.7922 71 0.6220 0.7846 0.6939 65 0.8182 0.9 0.8571 150 0.7179 0.8485 0.7778 33 0.8621 0.8929 0.8772 28 0.7538 0.8646 0.8054 0.9588
0.1055 45.0 4770 0.1308 0.7176 0.8592 0.7821 71 0.6329 0.7692 0.6944 65 0.8182 0.9 0.8571 150 0.7436 0.8788 0.8056 33 0.8276 0.8571 0.8421 28 0.7531 0.8617 0.8038 0.9585
0.104 46.0 4876 0.1286 0.7349 0.8592 0.7922 71 0.5977 0.8 0.6842 65 0.8221 0.8933 0.8562 150 0.7368 0.8485 0.7887 33 0.8621 0.8929 0.8772 28 0.75 0.8646 0.8032 0.9588
0.1024 47.0 4982 0.1338 0.7176 0.8592 0.7821 71 0.6 0.8308 0.6968 65 0.8182 0.9 0.8571 150 0.7179 0.8485 0.7778 33 0.8276 0.8571 0.8421 28 0.7402 0.8703 0.8000 0.9571
0.1024 48.0 5088 0.1312 0.7262 0.8592 0.7871 71 0.6 0.8308 0.6968 65 0.8182 0.9 0.8571 150 0.7632 0.8788 0.8169 33 0.8276 0.8571 0.8421 28 0.7463 0.8732 0.8048 0.9583
0.101 49.0 5194 0.1307 0.7143 0.8451 0.7742 71 0.6265 0.8 0.7027 65 0.8182 0.9 0.8571 150 0.725 0.8788 0.7945 33 0.8276 0.8571 0.8421 28 0.7481 0.8646 0.8021 0.9578
0.0983 50.0 5300 0.1351 0.6897 0.8451 0.7595 71 0.5914 0.8462 0.6962 65 0.8193 0.9067 0.8608 150 0.7436 0.8788 0.8056 33 0.8276 0.8571 0.8421 28 0.7343 0.8761 0.7989 0.9566
0.0992 51.0 5406 0.1324 0.7093 0.8592 0.7771 71 0.625 0.8462 0.7190 65 0.8193 0.9067 0.8608 150 0.7436 0.8788 0.8056 33 0.8276 0.8571 0.8421 28 0.7475 0.8790 0.8079 0.9588
0.0995 52.0 5512 0.1327 0.7262 0.8592 0.7871 71 0.6310 0.8154 0.7114 65 0.8272 0.8933 0.8590 150 0.6829 0.8485 0.7568 33 0.8276 0.8571 0.8421 28 0.75 0.8646 0.8032 0.9576
0.097 53.0 5618 0.1409 0.6932 0.8592 0.7673 71 0.5914 0.8462 0.6962 65 0.8242 0.9067 0.8635 150 0.6667 0.8485 0.7467 33 0.8276 0.8571 0.8421 28 0.7290 0.8761 0.7958 0.9547
0.0958 54.0 5724 0.1370 0.7059 0.8451 0.7692 71 0.5978 0.8462 0.7006 65 0.8171 0.8933 0.8535 150 0.725 0.8788 0.7945 33 0.8276 0.8571 0.8421 28 0.7366 0.8703 0.7979 0.9556
0.097 55.0 5830 0.1317 0.7381 0.8732 0.8 71 0.5934 0.8308 0.6923 65 0.8272 0.8933 0.8590 150 0.7632 0.8788 0.8169 33 0.8276 0.8571 0.8421 28 0.75 0.8732 0.8069 0.9585
0.0966 56.0 5936 0.1350 0.6977 0.8451 0.7643 71 0.6111 0.8462 0.7097 65 0.8182 0.9 0.8571 150 0.725 0.8788 0.7945 33 0.8276 0.8571 0.8421 28 0.7390 0.8732 0.8005 0.9571
0.0937 57.0 6042 0.1313 0.7143 0.8451 0.7742 71 0.6136 0.8308 0.7059 65 0.8182 0.9 0.8571 150 0.7632 0.8788 0.8169 33 0.8276 0.8571 0.8421 28 0.7475 0.8703 0.8043 0.9583
0.0959 58.0 6148 0.1333 0.6897 0.8451 0.7595 71 0.6067 0.8308 0.7013 65 0.8272 0.8933 0.8590 150 0.7632 0.8788 0.8169 33 0.8276 0.8571 0.8421 28 0.7432 0.8674 0.8005 0.9573
0.092 59.0 6254 0.1344 0.6860 0.8310 0.7516 71 0.6111 0.8462 0.7097 65 0.8282 0.9 0.8626 150 0.7436 0.8788 0.8056 33 0.8276 0.8571 0.8421 28 0.7420 0.8703 0.8011 0.9566
0.0932 60.0 6360 0.1304 0.7349 0.8592 0.7922 71 0.6092 0.8154 0.6974 65 0.8323 0.8933 0.8617 150 0.7436 0.8788 0.8056 33 0.8276 0.8571 0.8421 28 0.7544 0.8674 0.8070 0.9585
0.0906 61.0 6466 0.1299 0.7143 0.8451 0.7742 71 0.6136 0.8308 0.7059 65 0.8242 0.9067 0.8635 150 0.7368 0.8485 0.7887 33 0.8276 0.8571 0.8421 28 0.7475 0.8703 0.8043 0.9585
0.0906 62.0 6572 0.1340 0.6977 0.8451 0.7643 71 0.6292 0.8615 0.7273 65 0.8293 0.9067 0.8662 150 0.725 0.8788 0.7945 33 0.8276 0.8571 0.8421 28 0.7475 0.8790 0.8079 0.9573
0.0919 63.0 6678 0.1313 0.7143 0.8451 0.7742 71 0.625 0.8462 0.7190 65 0.8272 0.8933 0.8590 150 0.7632 0.8788 0.8169 33 0.8276 0.8571 0.8421 28 0.7531 0.8703 0.8075 0.9588
0.0904 64.0 6784 0.1321 0.7349 0.8592 0.7922 71 0.6353 0.8308 0.7200 65 0.8303 0.9133 0.8698 150 0.725 0.8788 0.7945 33 0.8276 0.8571 0.8421 28 0.7587 0.8790 0.8144 0.9595
0.0927 65.0 6890 0.1333 0.6977 0.8451 0.7643 71 0.6111 0.8462 0.7097 65 0.8242 0.9067 0.8635 150 0.725 0.8788 0.7945 33 0.8276 0.8571 0.8421 28 0.7415 0.8761 0.8032 0.9571
0.0884 66.0 6996 0.1370 0.6932 0.8592 0.7673 71 0.6292 0.8615 0.7273 65 0.8242 0.9067 0.8635 150 0.725 0.8788 0.7945 33 0.8276 0.8571 0.8421 28 0.7445 0.8818 0.8074 0.9568
0.0899 67.0 7102 0.1312 0.7381 0.8732 0.8 71 0.6395 0.8462 0.7285 65 0.8253 0.9133 0.8671 150 0.7073 0.8788 0.7838 33 0.8276 0.8571 0.8421 28 0.7562 0.8847 0.8154 0.9600
0.0876 68.0 7208 0.1309 0.7059 0.8451 0.7692 71 0.625 0.8462 0.7190 65 0.8303 0.9133 0.8698 150 0.7436 0.8788 0.8056 33 0.8276 0.8571 0.8421 28 0.7512 0.8790 0.8101 0.9590
0.0893 69.0 7314 0.1296 0.7176 0.8592 0.7821 71 0.6548 0.8462 0.7383 65 0.8303 0.9133 0.8698 150 0.7632 0.8788 0.8169 33 0.8276 0.8571 0.8421 28 0.7631 0.8818 0.8182 0.9607
0.0866 70.0 7420 0.1294 0.7176 0.8592 0.7821 71 0.6548 0.8462 0.7383 65 0.8303 0.9133 0.8698 150 0.7632 0.8788 0.8169 33 0.8276 0.8571 0.8421 28 0.7631 0.8818 0.8182 0.9607
0.0891 71.0 7526 0.1395 0.6854 0.8592 0.7625 71 0.6154 0.8615 0.7179 65 0.8242 0.9067 0.8635 150 0.725 0.8788 0.7945 33 0.8276 0.8571 0.8421 28 0.7391 0.8818 0.8042 0.9556
0.0853 72.0 7632 0.1303 0.7176 0.8592 0.7821 71 0.6471 0.8462 0.7333 65 0.8293 0.9067 0.8662 150 0.7632 0.8788 0.8169 33 0.8276 0.8571 0.8421 28 0.7606 0.8790 0.8155 0.9600
0.0856 73.0 7738 0.1316 0.7059 0.8451 0.7692 71 0.6364 0.8615 0.7320 65 0.8293 0.9067 0.8662 150 0.725 0.8788 0.7945 33 0.8276 0.8571 0.8421 28 0.7512 0.8790 0.8101 0.9595
0.0858 74.0 7844 0.1282 0.7262 0.8592 0.7871 71 0.6585 0.8308 0.7347 65 0.8344 0.9067 0.8690 150 0.7436 0.8788 0.8056 33 0.8276 0.8571 0.8421 28 0.7657 0.8761 0.8172 0.9605
0.086 75.0 7950 0.1297 0.7176 0.8592 0.7821 71 0.6506 0.8308 0.7297 65 0.8293 0.9067 0.8662 150 0.7073 0.8788 0.7838 33 0.8276 0.8571 0.8421 28 0.7562 0.8761 0.8117 0.9588
0.0866 76.0 8056 0.1312 0.7209 0.8732 0.7898 71 0.6395 0.8462 0.7285 65 0.8303 0.9133 0.8698 150 0.725 0.8788 0.7945 33 0.8276 0.8571 0.8421 28 0.7562 0.8847 0.8154 0.9590
0.0863 77.0 8162 0.1312 0.7209 0.8732 0.7898 71 0.6588 0.8615 0.7467 65 0.8303 0.9133 0.8698 150 0.725 0.8788 0.7945 33 0.8276 0.8571 0.8421 28 0.7605 0.8876 0.8191 0.9595
0.0835 78.0 8268 0.1325 0.7241 0.8873 0.7975 71 0.6154 0.8615 0.7179 65 0.8253 0.9133 0.8671 150 0.7436 0.8788 0.8056 33 0.8276 0.8571 0.8421 28 0.75 0.8905 0.8142 0.9593
0.0842 79.0 8374 0.1358 0.7045 0.8732 0.7799 71 0.6222 0.8615 0.7226 65 0.8303 0.9133 0.8698 150 0.725 0.8788 0.7945 33 0.8276 0.8571 0.8421 28 0.7476 0.8876 0.8116 0.9571
0.085 80.0 8480 0.1352 0.7045 0.8732 0.7799 71 0.6222 0.8615 0.7226 65 0.8303 0.9133 0.8698 150 0.725 0.8788 0.7945 33 0.8276 0.8571 0.8421 28 0.7476 0.8876 0.8116 0.9578
0.0841 81.0 8586 0.1343 0.7126 0.8732 0.7848 71 0.6222 0.8615 0.7226 65 0.8303 0.9133 0.8698 150 0.725 0.8788 0.7945 33 0.8276 0.8571 0.8421 28 0.7494 0.8876 0.8127 0.9581
0.0841 82.0 8692 0.1340 0.7045 0.8732 0.7799 71 0.6222 0.8615 0.7226 65 0.8253 0.9133 0.8671 150 0.725 0.8788 0.7945 33 0.8276 0.8571 0.8421 28 0.7458 0.8876 0.8105 0.9581
0.0842 83.0 8798 0.1333 0.7093 0.8592 0.7771 71 0.6222 0.8615 0.7226 65 0.8303 0.9133 0.8698 150 0.725 0.8788 0.7945 33 0.8276 0.8571 0.8421 28 0.7488 0.8847 0.8111 0.9578
0.0836 84.0 8904 0.1342 0.7126 0.8732 0.7848 71 0.6222 0.8615 0.7226 65 0.8303 0.9133 0.8698 150 0.725 0.8788 0.7945 33 0.8276 0.8571 0.8421 28 0.7494 0.8876 0.8127 0.9581
0.0838 85.0 9010 0.1347 0.6897 0.8451 0.7595 71 0.6154 0.8615 0.7179 65 0.8303 0.9133 0.8698 150 0.7436 0.8788 0.8056 33 0.8276 0.8571 0.8421 28 0.7445 0.8818 0.8074 0.9573
0.0827 86.0 9116 0.1327 0.7209 0.8732 0.7898 71 0.6588 0.8615 0.7467 65 0.8303 0.9133 0.8698 150 0.7436 0.8788 0.8056 33 0.8276 0.8571 0.8421 28 0.7624 0.8876 0.8202 0.9602
0.0821 87.0 9222 0.1330 0.7126 0.8732 0.7848 71 0.6364 0.8615 0.7320 65 0.8303 0.9133 0.8698 150 0.7436 0.8788 0.8056 33 0.8276 0.8571 0.8421 28 0.7549 0.8876 0.8159 0.9595
0.0817 88.0 9328 0.1328 0.7241 0.8873 0.7975 71 0.6437 0.8615 0.7368 65 0.8354 0.9133 0.8726 150 0.725 0.8788 0.7945 33 0.8276 0.8571 0.8421 28 0.7592 0.8905 0.8196 0.9600
0.0827 89.0 9434 0.1335 0.7241 0.8873 0.7975 71 0.6292 0.8615 0.7273 65 0.8303 0.9133 0.8698 150 0.725 0.8788 0.7945 33 0.8276 0.8571 0.8421 28 0.7537 0.8905 0.8164 0.9585
0.083 90.0 9540 0.1332 0.7241 0.8873 0.7975 71 0.6364 0.8615 0.7320 65 0.8354 0.9133 0.8726 150 0.725 0.8788 0.7945 33 0.8276 0.8571 0.8421 28 0.7574 0.8905 0.8185 0.9597
0.0833 91.0 9646 0.1347 0.7126 0.8732 0.7848 71 0.6154 0.8615 0.7179 65 0.8303 0.9133 0.8698 150 0.725 0.8788 0.7945 33 0.8276 0.8571 0.8421 28 0.7476 0.8876 0.8116 0.9576
0.0818 92.0 9752 0.1325 0.7241 0.8873 0.7975 71 0.625 0.8462 0.7190 65 0.8354 0.9133 0.8726 150 0.725 0.8788 0.7945 33 0.8276 0.8571 0.8421 28 0.7549 0.8876 0.8159 0.9600
0.0807 93.0 9858 0.1317 0.7209 0.8732 0.7898 71 0.6322 0.8462 0.7237 65 0.8354 0.9133 0.8726 150 0.725 0.8788 0.7945 33 0.8276 0.8571 0.8421 28 0.7562 0.8847 0.8154 0.9595
0.0814 94.0 9964 0.1338 0.7159 0.8873 0.7925 71 0.6364 0.8615 0.7320 65 0.8303 0.9133 0.8698 150 0.725 0.8788 0.7945 33 0.8276 0.8571 0.8421 28 0.7537 0.8905 0.8164 0.9585
0.0826 95.0 10070 0.1336 0.7241 0.8873 0.7975 71 0.6364 0.8615 0.7320 65 0.8303 0.9133 0.8698 150 0.725 0.8788 0.7945 33 0.8276 0.8571 0.8421 28 0.7555 0.8905 0.8175 0.9590
0.0816 96.0 10176 0.1336 0.7159 0.8873 0.7925 71 0.6364 0.8615 0.7320 65 0.8303 0.9133 0.8698 150 0.725 0.8788 0.7945 33 0.8276 0.8571 0.8421 28 0.7537 0.8905 0.8164 0.9588
0.083 97.0 10282 0.1333 0.7159 0.8873 0.7925 71 0.6364 0.8615 0.7320 65 0.8303 0.9133 0.8698 150 0.725 0.8788 0.7945 33 0.8276 0.8571 0.8421 28 0.7537 0.8905 0.8164 0.9593
0.082 98.0 10388 0.1331 0.7241 0.8873 0.7975 71 0.6364 0.8615 0.7320 65 0.8303 0.9133 0.8698 150 0.725 0.8788 0.7945 33 0.8276 0.8571 0.8421 28 0.7555 0.8905 0.8175 0.9595
0.0804 99.0 10494 0.1334 0.7159 0.8873 0.7925 71 0.6364 0.8615 0.7320 65 0.8303 0.9133 0.8698 150 0.725 0.8788 0.7945 33 0.8276 0.8571 0.8421 28 0.7537 0.8905 0.8164 0.9593
0.0806 100.0 10600 0.1331 0.7241 0.8873 0.7975 71 0.6364 0.8615 0.7320 65 0.8303 0.9133 0.8698 150 0.725 0.8788 0.7945 33 0.8276 0.8571 0.8421 28 0.7555 0.8905 0.8175 0.9595

Framework versions

  • Transformers 4.40.2
  • Pytorch 2.3.0+cu121
  • Datasets 2.19.1
  • Tokenizers 0.19.1
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