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nerugm-pt-pl5-1

Indonesian
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metadata
license: mit
base_model: indolem/indobert-base-uncased
tags:
  - generated_from_trainer
model-index:
  - name: nerugm-pt-pl5-1
    results: []

nerugm-pt-pl5-1

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: 0.1547
  • Location Precision: 0.7595
  • Location Recall: 0.8696
  • Location F1: 0.8108
  • Location Number: 69
  • Organization Precision: 0.6351
  • Organization Recall: 0.7705
  • Organization F1: 0.6963
  • Organization Number: 61
  • Person Precision: 0.9080
  • Person Recall: 0.9673
  • Person F1: 0.9367
  • Person Number: 153
  • Quantity Precision: 0.75
  • Quantity Recall: 0.8438
  • Quantity F1: 0.7941
  • Quantity Number: 32
  • Time Precision: 0.7714
  • Time Recall: 0.8710
  • Time F1: 0.8182
  • Time Number: 31
  • Overall Precision: 0.7984
  • Overall Recall: 0.8931
  • Overall F1: 0.8431
  • Overall Accuracy: 0.9636

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
1.0019 1.0 106 0.5638 0.0 0.0 0.0 69 0.0 0.0 0.0 61 0.2692 0.0915 0.1366 153 0.0 0.0 0.0 32 0.5 0.0323 0.0606 31 0.2206 0.0434 0.0725 0.8442
0.473 2.0 212 0.3223 0.5217 0.1739 0.2609 69 0.2069 0.0984 0.1333 61 0.5667 0.7778 0.6556 153 0.1429 0.0938 0.1132 32 0.5217 0.7742 0.6234 31 0.4985 0.4740 0.4859 0.9041
0.3039 3.0 318 0.2089 0.5114 0.6522 0.5732 69 0.3762 0.6230 0.4691 61 0.7640 0.8889 0.8218 153 0.5897 0.7188 0.6479 32 0.7188 0.7419 0.7302 31 0.6050 0.7659 0.6760 0.9349
0.2155 4.0 424 0.1963 0.6207 0.7826 0.6923 69 0.4660 0.7869 0.5854 61 0.8081 0.9085 0.8554 153 0.4906 0.8125 0.6118 32 0.5909 0.8387 0.6933 31 0.6383 0.8468 0.7280 0.9344
0.1851 5.0 530 0.1491 0.6875 0.7971 0.7383 69 0.4634 0.6230 0.5315 61 0.8218 0.9346 0.8746 153 0.625 0.7812 0.6944 32 0.8056 0.9355 0.8657 31 0.7039 0.8382 0.7652 0.9492
0.1645 6.0 636 0.1433 0.6484 0.8551 0.7375 69 0.5595 0.7705 0.6483 61 0.8276 0.9412 0.8807 153 0.65 0.8125 0.7222 32 0.6136 0.8710 0.72 31 0.6998 0.8757 0.7779 0.9524
0.1527 7.0 742 0.1375 0.6506 0.7826 0.7105 69 0.5435 0.8197 0.6536 61 0.8304 0.9281 0.8765 153 0.6829 0.875 0.7671 32 0.9032 0.9032 0.9032 31 0.7225 0.8728 0.7906 0.9542
0.1415 8.0 848 0.1319 0.6923 0.7826 0.7347 69 0.5696 0.7377 0.6429 61 0.8266 0.9346 0.8773 153 0.6667 0.8125 0.7324 32 0.6429 0.8710 0.7397 31 0.7178 0.8526 0.7794 0.9539
0.1336 9.0 954 0.1275 0.7037 0.8261 0.76 69 0.5970 0.6557 0.625 61 0.8443 0.9216 0.8812 153 0.75 0.8438 0.7941 32 0.7222 0.8387 0.7761 31 0.7519 0.8410 0.7940 0.9579
0.1273 10.0 1060 0.1264 0.7568 0.8116 0.7832 69 0.6 0.6885 0.6412 61 0.8430 0.9477 0.8923 153 0.75 0.8438 0.7941 32 0.7714 0.8710 0.8182 31 0.7674 0.8584 0.8104 0.9596
0.1208 11.0 1166 0.1287 0.7375 0.8551 0.7919 69 0.5976 0.8033 0.6853 61 0.8735 0.9477 0.9091 153 0.6098 0.7812 0.6849 32 0.7714 0.8710 0.8182 31 0.7550 0.8815 0.8133 0.9569
0.1152 12.0 1272 0.1359 0.7403 0.8261 0.7808 69 0.6338 0.7377 0.6818 61 0.8554 0.9281 0.8903 153 0.6047 0.8125 0.6933 32 0.7778 0.9032 0.8358 31 0.7583 0.8613 0.8065 0.9564
0.1097 13.0 1378 0.1307 0.725 0.8406 0.7785 69 0.6235 0.8689 0.7260 61 0.8538 0.9542 0.9012 153 0.7027 0.8125 0.7536 32 0.7297 0.8710 0.7941 31 0.7561 0.8960 0.8201 0.9594
0.1062 14.0 1484 0.1468 0.7375 0.8551 0.7919 69 0.5909 0.8525 0.6980 61 0.8529 0.9477 0.8978 153 0.6279 0.8438 0.72 32 0.6842 0.8387 0.7536 31 0.7375 0.8931 0.8078 0.9527
0.1034 15.0 1590 0.1254 0.7468 0.8551 0.7973 69 0.6173 0.8197 0.7042 61 0.8773 0.9346 0.9051 153 0.6923 0.8438 0.7606 32 0.6842 0.8387 0.7536 31 0.7625 0.8815 0.8177 0.9569
0.1019 16.0 1696 0.1364 0.7073 0.8406 0.7682 69 0.6163 0.8689 0.7211 61 0.8683 0.9477 0.9062 153 0.7297 0.8438 0.7826 32 0.8 0.9032 0.8485 31 0.7641 0.8988 0.8260 0.9576
0.0961 17.0 1802 0.1413 0.7532 0.8406 0.7945 69 0.6071 0.8361 0.7034 61 0.8727 0.9412 0.9057 153 0.65 0.8125 0.7222 32 0.7027 0.8387 0.7647 31 0.7568 0.8815 0.8144 0.9547
0.0949 18.0 1908 0.1231 0.7564 0.8551 0.8027 69 0.6230 0.6230 0.6230 61 0.8841 0.9477 0.9148 153 0.7297 0.8438 0.7826 32 0.7222 0.8387 0.7761 31 0.7846 0.8526 0.8172 0.9604
0.09 19.0 2014 0.1222 0.7468 0.8551 0.7973 69 0.6125 0.8033 0.6950 61 0.8675 0.9412 0.9028 153 0.6923 0.8438 0.7606 32 0.8485 0.9032 0.875 31 0.7733 0.8873 0.8264 0.9628
0.0891 20.0 2120 0.1366 0.7532 0.8406 0.7945 69 0.6203 0.8033 0.7 61 0.8571 0.9412 0.8972 153 0.7222 0.8125 0.7647 32 0.7879 0.8387 0.8125 31 0.7710 0.8757 0.8200 0.9581
0.0865 21.0 2226 0.1493 0.6786 0.8261 0.7451 69 0.5698 0.8033 0.6667 61 0.8588 0.9542 0.9040 153 0.6190 0.8125 0.7027 32 0.7027 0.8387 0.7647 31 0.7255 0.8786 0.7948 0.9502
0.0889 22.0 2332 0.1491 0.7215 0.8261 0.7703 69 0.5248 0.8689 0.6543 61 0.8614 0.9346 0.8966 153 0.675 0.8438 0.75 32 0.7222 0.8387 0.7761 31 0.7251 0.8844 0.7969 0.9495
0.0847 23.0 2438 0.1281 0.7436 0.8406 0.7891 69 0.6533 0.8033 0.7206 61 0.8675 0.9412 0.9028 153 0.65 0.8125 0.7222 32 0.7222 0.8387 0.7761 31 0.7671 0.8757 0.8178 0.9591
0.0824 24.0 2544 0.1410 0.7532 0.8406 0.7945 69 0.6098 0.8197 0.6993 61 0.8580 0.9477 0.9006 153 0.65 0.8125 0.7222 32 0.7 0.9032 0.7887 31 0.7525 0.8873 0.8143 0.9574
0.0829 25.0 2650 0.1344 0.7215 0.8261 0.7703 69 0.5783 0.7869 0.6667 61 0.8735 0.9477 0.9091 153 0.7105 0.8438 0.7714 32 0.7568 0.9032 0.8235 31 0.7568 0.8815 0.8144 0.9594
0.0786 26.0 2756 0.1298 0.7468 0.8551 0.7973 69 0.6234 0.7869 0.6957 61 0.8727 0.9412 0.9057 153 0.6923 0.8438 0.7606 32 0.7429 0.8387 0.7879 31 0.7696 0.8786 0.8205 0.9604
0.0786 27.0 2862 0.1343 0.7342 0.8406 0.7838 69 0.6267 0.7705 0.6912 61 0.8683 0.9477 0.9062 153 0.6923 0.8438 0.7606 32 0.7027 0.8387 0.7647 31 0.7632 0.8757 0.8156 0.9614
0.0753 28.0 2968 0.1282 0.7195 0.8551 0.7815 69 0.6087 0.6885 0.6462 61 0.8683 0.9477 0.9062 153 0.7297 0.8438 0.7826 32 0.65 0.8387 0.7324 31 0.7570 0.8642 0.8070 0.9599
0.0736 29.0 3074 0.1327 0.7763 0.8551 0.8138 69 0.5542 0.7541 0.6389 61 0.8788 0.9477 0.9119 153 0.75 0.8438 0.7941 32 0.8125 0.8387 0.8254 31 0.7730 0.8757 0.8211 0.9601
0.0718 30.0 3180 0.1319 0.7662 0.8551 0.8082 69 0.5698 0.8033 0.6667 61 0.8743 0.9542 0.9125 153 0.75 0.8438 0.7941 32 0.7222 0.8387 0.7761 31 0.7637 0.8873 0.8209 0.9601
0.069 31.0 3286 0.1337 0.7125 0.8261 0.7651 69 0.6143 0.7049 0.6565 61 0.8639 0.9542 0.9068 153 0.6757 0.7812 0.7246 32 0.7179 0.9032 0.8 31 0.7570 0.8642 0.8070 0.9621
0.0688 32.0 3392 0.1288 0.7073 0.8406 0.7682 69 0.6301 0.7541 0.6866 61 0.8735 0.9477 0.9091 153 0.7429 0.8125 0.7761 32 0.7027 0.8387 0.7647 31 0.7659 0.8699 0.8146 0.9614
0.0733 33.0 3498 0.1252 0.725 0.8406 0.7785 69 0.6471 0.7213 0.6822 61 0.8735 0.9477 0.9091 153 0.75 0.8438 0.7941 32 0.7222 0.8387 0.7761 31 0.7772 0.8671 0.8197 0.9643
0.0681 34.0 3604 0.1387 0.7073 0.8406 0.7682 69 0.6076 0.7869 0.6857 61 0.8571 0.9412 0.8972 153 0.7105 0.8438 0.7714 32 0.7105 0.8710 0.7826 31 0.7506 0.8786 0.8096 0.9601
0.0683 35.0 3710 0.1332 0.6988 0.8406 0.7632 69 0.5926 0.7869 0.6761 61 0.8780 0.9412 0.9085 153 0.6341 0.8125 0.7123 32 0.8182 0.8710 0.8438 31 0.7537 0.8757 0.8102 0.9604
0.0699 36.0 3816 0.1316 0.7317 0.8696 0.7947 69 0.5714 0.7869 0.6621 61 0.8834 0.9412 0.9114 153 0.7027 0.8125 0.7536 32 0.8182 0.8710 0.8438 31 0.7644 0.8815 0.8188 0.9596
0.0648 37.0 3922 0.1239 0.7692 0.8696 0.8163 69 0.5658 0.7049 0.6277 61 0.8841 0.9477 0.9148 153 0.7647 0.8125 0.7879 32 0.8438 0.8710 0.8571 31 0.7839 0.8699 0.8247 0.9633
0.0653 38.0 4028 0.1297 0.7125 0.8261 0.7651 69 0.6098 0.8197 0.6993 61 0.8788 0.9477 0.9119 153 0.6667 0.8125 0.7324 32 0.7941 0.8710 0.8308 31 0.7625 0.8815 0.8177 0.9628
0.0627 39.0 4134 0.1280 0.7407 0.8696 0.8000 69 0.5867 0.7213 0.6471 61 0.8848 0.9542 0.9182 153 0.6667 0.8125 0.7324 32 0.75 0.8710 0.8060 31 0.7652 0.8757 0.8167 0.9626
0.0636 40.0 4240 0.1303 0.7564 0.8551 0.8027 69 0.56 0.6885 0.6176 61 0.8855 0.9608 0.9216 153 0.675 0.8438 0.75 32 0.7714 0.8710 0.8182 31 0.7665 0.8728 0.8162 0.9621
0.0611 41.0 4346 0.1401 0.7317 0.8696 0.7947 69 0.5976 0.8033 0.6853 61 0.8916 0.9673 0.9279 153 0.6923 0.8438 0.7606 32 0.7941 0.8710 0.8308 31 0.7717 0.8988 0.8304 0.9604
0.0622 42.0 4452 0.1409 0.7375 0.8551 0.7919 69 0.6316 0.7869 0.7007 61 0.8963 0.9608 0.9274 153 0.7105 0.8438 0.7714 32 0.7941 0.8710 0.8308 31 0.7857 0.8902 0.8347 0.9623
0.0572 43.0 4558 0.1505 0.7284 0.8551 0.7867 69 0.5952 0.8197 0.6897 61 0.8795 0.9542 0.9154 153 0.7297 0.8438 0.7826 32 0.7941 0.8710 0.8308 31 0.7687 0.8931 0.8262 0.9591
0.0574 44.0 4664 0.1343 0.7468 0.8551 0.7973 69 0.5921 0.7377 0.6569 61 0.8690 0.9542 0.9097 153 0.7027 0.8125 0.7536 32 0.7941 0.8710 0.8308 31 0.7690 0.8757 0.8189 0.9626
0.0602 45.0 4770 0.1305 0.7692 0.8696 0.8163 69 0.5857 0.6721 0.6260 61 0.8795 0.9542 0.9154 153 0.6923 0.8438 0.7606 32 0.7714 0.8710 0.8182 31 0.7758 0.8699 0.8202 0.9614
0.0571 46.0 4876 0.1360 0.7439 0.8841 0.8079 69 0.5775 0.6721 0.6212 61 0.8788 0.9477 0.9119 153 0.7297 0.8438 0.7826 32 0.7941 0.8710 0.8308 31 0.7738 0.8699 0.8190 0.9606
0.0566 47.0 4982 0.1346 0.7595 0.8696 0.8108 69 0.5974 0.7541 0.6667 61 0.8902 0.9542 0.9211 153 0.7222 0.8125 0.7647 32 0.7714 0.8710 0.8182 31 0.7801 0.8815 0.8277 0.9631
0.0577 48.0 5088 0.1392 0.7407 0.8696 0.8000 69 0.5714 0.7213 0.6377 61 0.8788 0.9477 0.9119 153 0.75 0.8438 0.7941 32 0.8438 0.8710 0.8571 31 0.7749 0.8757 0.8223 0.9633
0.0555 49.0 5194 0.1333 0.7317 0.8696 0.7947 69 0.6301 0.7541 0.6866 61 0.9012 0.9542 0.9270 153 0.7027 0.8125 0.7536 32 0.8182 0.8710 0.8438 31 0.7881 0.8815 0.8322 0.9653
0.057 50.0 5300 0.1373 0.7108 0.8551 0.7763 69 0.56 0.6885 0.6176 61 0.8795 0.9542 0.9154 153 0.7222 0.8125 0.7647 32 0.7941 0.8710 0.8308 31 0.7614 0.8671 0.8108 0.9606
0.0539 51.0 5406 0.1393 0.7407 0.8696 0.8000 69 0.5854 0.7869 0.6713 61 0.8957 0.9542 0.9241 153 0.7297 0.8438 0.7826 32 0.8182 0.8710 0.8438 31 0.7778 0.8902 0.8302 0.9641
0.0528 52.0 5512 0.1434 0.7692 0.8696 0.8163 69 0.6220 0.8361 0.7133 61 0.8970 0.9673 0.9308 153 0.7714 0.8438 0.8060 32 0.7714 0.8710 0.8182 31 0.7924 0.9046 0.8448 0.9643
0.0539 53.0 5618 0.1391 0.75 0.8696 0.8054 69 0.6173 0.8197 0.7042 61 0.8802 0.9608 0.9188 153 0.7105 0.8438 0.7714 32 0.8438 0.8710 0.8571 31 0.7814 0.8988 0.8360 0.9646
0.0514 54.0 5724 0.1494 0.7407 0.8696 0.8000 69 0.6024 0.8197 0.6944 61 0.8855 0.9608 0.9216 153 0.7297 0.8438 0.7826 32 0.7879 0.8387 0.8125 31 0.775 0.8960 0.8311 0.9628
0.0544 55.0 5830 0.1487 0.7531 0.8841 0.8133 69 0.6410 0.8197 0.7194 61 0.8795 0.9542 0.9154 153 0.6923 0.8438 0.7606 32 0.75 0.8710 0.8060 31 0.7775 0.8988 0.8338 0.9623
0.0508 56.0 5936 0.1413 0.7073 0.8406 0.7682 69 0.6267 0.7705 0.6912 61 0.8963 0.9608 0.9274 153 0.6842 0.8125 0.7429 32 0.8182 0.8710 0.8438 31 0.7781 0.8815 0.8266 0.9628
0.0501 57.0 6042 0.1461 0.7195 0.8551 0.7815 69 0.6316 0.7869 0.7007 61 0.9018 0.9608 0.9304 153 0.75 0.8438 0.7941 32 0.7941 0.8710 0.8308 31 0.7877 0.8902 0.8358 0.9641
0.05 58.0 6148 0.1461 0.7468 0.8551 0.7973 69 0.6234 0.7869 0.6957 61 0.9018 0.9608 0.9304 153 0.7105 0.8438 0.7714 32 0.7941 0.8710 0.8308 31 0.7877 0.8902 0.8358 0.9631
0.0487 59.0 6254 0.1430 0.7195 0.8551 0.7815 69 0.6364 0.8033 0.7101 61 0.8963 0.9608 0.9274 153 0.7714 0.8438 0.8060 32 0.8182 0.8710 0.8438 31 0.7903 0.8931 0.8385 0.9648
0.0479 60.0 6360 0.1542 0.725 0.8406 0.7785 69 0.6341 0.8525 0.7273 61 0.9018 0.9608 0.9304 153 0.7222 0.8125 0.7647 32 0.7297 0.8710 0.7941 31 0.7789 0.8960 0.8333 0.9623
0.05 61.0 6466 0.1409 0.7632 0.8406 0.8 69 0.6267 0.7705 0.6912 61 0.9074 0.9608 0.9333 153 0.75 0.8438 0.7941 32 0.8438 0.8710 0.8571 31 0.8031 0.8844 0.8418 0.9656
0.0475 62.0 6572 0.1439 0.7215 0.8261 0.7703 69 0.6522 0.7377 0.6923 61 0.8795 0.9542 0.9154 153 0.75 0.8438 0.7941 32 0.8125 0.8387 0.8254 31 0.7880 0.8699 0.8269 0.9633
0.0456 63.0 6678 0.1503 0.7284 0.8551 0.7867 69 0.64 0.7869 0.7059 61 0.8848 0.9542 0.9182 153 0.7714 0.8438 0.8060 32 0.8438 0.8710 0.8571 31 0.7912 0.8873 0.8365 0.9631
0.0469 64.0 6784 0.1516 0.7160 0.8406 0.7733 69 0.5904 0.8033 0.6806 61 0.8795 0.9542 0.9154 153 0.75 0.8438 0.7941 32 0.7941 0.8710 0.8308 31 0.7675 0.8873 0.8231 0.9619
0.0461 65.0 6890 0.1509 0.7468 0.8551 0.7973 69 0.6125 0.8033 0.6950 61 0.8795 0.9542 0.9154 153 0.75 0.8438 0.7941 32 0.7941 0.8710 0.8308 31 0.7797 0.8902 0.8313 0.9623
0.0458 66.0 6996 0.1463 0.7375 0.8551 0.7919 69 0.6081 0.7377 0.6667 61 0.8848 0.9542 0.9182 153 0.75 0.8438 0.7941 32 0.8182 0.8710 0.8438 31 0.7835 0.8786 0.8283 0.9633
0.046 67.0 7102 0.1473 0.7595 0.8696 0.8108 69 0.6267 0.7705 0.6912 61 0.8909 0.9608 0.9245 153 0.7297 0.8438 0.7826 32 0.7941 0.8710 0.8308 31 0.7897 0.8902 0.8370 0.9636
0.0427 68.0 7208 0.1485 0.725 0.8406 0.7785 69 0.6133 0.7541 0.6765 61 0.8795 0.9542 0.9154 153 0.75 0.8438 0.7941 32 0.7714 0.8710 0.8182 31 0.7755 0.8786 0.8238 0.9643
0.0436 69.0 7314 0.1470 0.7722 0.8841 0.8243 69 0.6351 0.7705 0.6963 61 0.9074 0.9608 0.9333 153 0.75 0.8438 0.7941 32 0.8182 0.8710 0.8438 31 0.8047 0.8931 0.8466 0.9651
0.0443 70.0 7420 0.1547 0.7375 0.8551 0.7919 69 0.6486 0.7869 0.7111 61 0.8963 0.9608 0.9274 153 0.7714 0.8438 0.8060 32 0.7941 0.8710 0.8308 31 0.7959 0.8902 0.8404 0.9641
0.0422 71.0 7526 0.1504 0.7160 0.8406 0.7733 69 0.6316 0.7869 0.7007 61 0.8957 0.9542 0.9241 153 0.7714 0.8438 0.8060 32 0.7714 0.8710 0.8182 31 0.7846 0.8844 0.8315 0.9648
0.042 72.0 7632 0.1517 0.7436 0.8406 0.7891 69 0.6486 0.7869 0.7111 61 0.9074 0.9608 0.9333 153 0.7714 0.8438 0.8060 32 0.7714 0.8710 0.8182 31 0.7995 0.8873 0.8411 0.9651
0.0409 73.0 7738 0.1508 0.7436 0.8406 0.7891 69 0.6164 0.7377 0.6716 61 0.9074 0.9608 0.9333 153 0.7714 0.8438 0.8060 32 0.7714 0.8710 0.8182 31 0.7937 0.8786 0.8340 0.9638
0.0423 74.0 7844 0.1590 0.7375 0.8551 0.7919 69 0.6024 0.8197 0.6944 61 0.9018 0.9608 0.9304 153 0.7714 0.8438 0.8060 32 0.75 0.8710 0.8060 31 0.7809 0.8960 0.8345 0.9616
0.0425 75.0 7950 0.1487 0.7284 0.8551 0.7867 69 0.6053 0.7541 0.6715 61 0.8963 0.9608 0.9274 153 0.7714 0.8438 0.8060 32 0.8182 0.8710 0.8438 31 0.7866 0.8844 0.8327 0.9641
0.0398 76.0 8056 0.1558 0.7375 0.8551 0.7919 69 0.6410 0.8197 0.7194 61 0.9018 0.9608 0.9304 153 0.7027 0.8125 0.7536 32 0.7941 0.8710 0.8308 31 0.7883 0.8931 0.8374 0.9633
0.0426 77.0 8162 0.1566 0.7595 0.8696 0.8108 69 0.625 0.8197 0.7092 61 0.8963 0.9608 0.9274 153 0.75 0.8438 0.7941 32 0.75 0.8710 0.8060 31 0.7873 0.8988 0.8394 0.9628
0.0416 78.0 8268 0.1523 0.7722 0.8841 0.8243 69 0.6316 0.7869 0.7007 61 0.9074 0.9608 0.9333 153 0.7222 0.8125 0.7647 32 0.7714 0.8710 0.8182 31 0.7964 0.8931 0.8420 0.9628
0.0415 79.0 8374 0.1467 0.7763 0.8551 0.8138 69 0.6575 0.7869 0.7164 61 0.9074 0.9608 0.9333 153 0.75 0.8438 0.7941 32 0.7879 0.8387 0.8125 31 0.8079 0.8873 0.8457 0.9638
0.0389 80.0 8480 0.1525 0.7595 0.8696 0.8108 69 0.6234 0.7869 0.6957 61 0.9074 0.9608 0.9333 153 0.7027 0.8125 0.7536 32 0.7714 0.8710 0.8182 31 0.7897 0.8902 0.8370 0.9628
0.0378 81.0 8586 0.1582 0.7595 0.8696 0.8108 69 0.64 0.7869 0.7059 61 0.9018 0.9608 0.9304 153 0.7027 0.8125 0.7536 32 0.7647 0.8387 0.8000 31 0.7912 0.8873 0.8365 0.9626
0.041 82.0 8692 0.1536 0.7595 0.8696 0.8108 69 0.64 0.7869 0.7059 61 0.9080 0.9673 0.9367 153 0.75 0.8438 0.7941 32 0.8182 0.8710 0.8438 31 0.8031 0.8960 0.8470 0.9643
0.0385 83.0 8798 0.1517 0.7792 0.8696 0.8219 69 0.6154 0.7869 0.6906 61 0.8902 0.9542 0.9211 153 0.75 0.8438 0.7941 32 0.8182 0.8710 0.8438 31 0.7938 0.8902 0.8392 0.9636
0.0386 84.0 8904 0.1518 0.7692 0.8696 0.8163 69 0.6364 0.8033 0.7101 61 0.9018 0.9608 0.9304 153 0.75 0.8438 0.7941 32 0.8438 0.8710 0.8571 31 0.8031 0.8960 0.8470 0.9656
0.0397 85.0 9010 0.1540 0.7722 0.8841 0.8243 69 0.6267 0.7705 0.6912 61 0.9024 0.9673 0.9338 153 0.75 0.8438 0.7941 32 0.8182 0.8710 0.8438 31 0.8010 0.8960 0.8458 0.9633
0.038 86.0 9116 0.1554 0.7595 0.8696 0.8108 69 0.6234 0.7869 0.6957 61 0.9080 0.9673 0.9367 153 0.7297 0.8438 0.7826 32 0.7714 0.8710 0.8182 31 0.7928 0.8960 0.8412 0.9638
0.0379 87.0 9222 0.1552 0.7722 0.8841 0.8243 69 0.6154 0.7869 0.6906 61 0.9080 0.9673 0.9367 153 0.75 0.8438 0.7941 32 0.7941 0.8710 0.8308 31 0.7974 0.8988 0.8451 0.9636
0.0363 88.0 9328 0.1548 0.7595 0.8696 0.8108 69 0.6620 0.7705 0.7121 61 0.9018 0.9608 0.9304 153 0.75 0.8438 0.7941 32 0.7941 0.8710 0.8308 31 0.8042 0.8902 0.8450 0.9638
0.0376 89.0 9434 0.1481 0.7692 0.8696 0.8163 69 0.6389 0.7541 0.6917 61 0.9012 0.9542 0.9270 153 0.7714 0.8438 0.8060 32 0.8182 0.8710 0.8438 31 0.8053 0.8844 0.8430 0.9656
0.0348 90.0 9540 0.1593 0.7595 0.8696 0.8108 69 0.6234 0.7869 0.6957 61 0.9074 0.9608 0.9333 153 0.75 0.8438 0.7941 32 0.7941 0.8710 0.8308 31 0.7964 0.8931 0.8420 0.9636
0.0362 91.0 9646 0.1518 0.7532 0.8406 0.7945 69 0.6438 0.7705 0.7015 61 0.8963 0.9608 0.9274 153 0.7714 0.8438 0.8060 32 0.7941 0.8710 0.8308 31 0.7990 0.8844 0.8395 0.9646
0.0383 92.0 9752 0.1592 0.7722 0.8841 0.8243 69 0.6154 0.7869 0.6906 61 0.8963 0.9608 0.9274 153 0.75 0.8438 0.7941 32 0.7714 0.8710 0.8182 31 0.7908 0.8960 0.8401 0.9623
0.0363 93.0 9858 0.1625 0.7625 0.8841 0.8188 69 0.6049 0.8033 0.6901 61 0.9074 0.9608 0.9333 153 0.7027 0.8125 0.7536 32 0.7714 0.8710 0.8182 31 0.7848 0.8960 0.8367 0.9614
0.0377 94.0 9964 0.1543 0.75 0.8696 0.8054 69 0.6438 0.7705 0.7015 61 0.9074 0.9608 0.9333 153 0.7714 0.8438 0.8060 32 0.7714 0.8710 0.8182 31 0.8 0.8902 0.8427 0.9646
0.0362 95.0 10070 0.1585 0.7595 0.8696 0.8108 69 0.6234 0.7869 0.6957 61 0.9074 0.9608 0.9333 153 0.75 0.8438 0.7941 32 0.7714 0.8710 0.8182 31 0.7943 0.8931 0.8408 0.9631
0.0351 96.0 10176 0.1552 0.7821 0.8841 0.8299 69 0.6267 0.7705 0.6912 61 0.9074 0.9608 0.9333 153 0.75 0.8438 0.7941 32 0.7714 0.8710 0.8182 31 0.8005 0.8931 0.8443 0.9641
0.036 97.0 10282 0.1527 0.7821 0.8841 0.8299 69 0.6351 0.7705 0.6963 61 0.9080 0.9673 0.9367 153 0.75 0.8438 0.7941 32 0.7941 0.8710 0.8308 31 0.8052 0.8960 0.8482 0.9651
0.0368 98.0 10388 0.1544 0.7595 0.8696 0.8108 69 0.6351 0.7705 0.6963 61 0.9080 0.9673 0.9367 153 0.75 0.8438 0.7941 32 0.7714 0.8710 0.8182 31 0.7984 0.8931 0.8431 0.9638
0.0362 99.0 10494 0.1546 0.7595 0.8696 0.8108 69 0.6351 0.7705 0.6963 61 0.9080 0.9673 0.9367 153 0.75 0.8438 0.7941 32 0.7714 0.8710 0.8182 31 0.7984 0.8931 0.8431 0.9636
0.034 100.0 10600 0.1547 0.7595 0.8696 0.8108 69 0.6351 0.7705 0.6963 61 0.9080 0.9673 0.9367 153 0.75 0.8438 0.7941 32 0.7714 0.8710 0.8182 31 0.7984 0.8931 0.8431 0.9636

Framework versions

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