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nerugm-base-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: 0.3065
  • Location Precision: 0.7625
  • Location Recall: 0.8841
  • Location F1: 0.8188
  • Location Number: 69
  • Organization Precision: 0.7286
  • Organization Recall: 0.8361
  • Organization F1: 0.7786
  • Organization Number: 61
  • Person Precision: 0.8922
  • Person Recall: 0.9739
  • Person F1: 0.9313
  • Person Number: 153
  • Quantity Precision: 0.7879
  • Quantity Recall: 0.8125
  • Quantity F1: 0.8
  • Quantity Number: 32
  • Time Precision: 0.8
  • Time Recall: 0.9032
  • Time F1: 0.8485
  • Time Number: 31
  • Overall Precision: 0.8182
  • Overall Recall: 0.9104
  • Overall F1: 0.8618
  • Overall Accuracy: 0.9676

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
0.3254 1.0 106 0.1238 0.7662 0.8551 0.8082 69 0.5902 0.5902 0.5902 61 0.8667 0.9346 0.8994 153 0.6842 0.8125 0.7429 32 0.7941 0.8710 0.8308 31 0.776 0.8410 0.8072 0.9581
0.1103 2.0 212 0.1423 0.7808 0.8261 0.8028 69 0.5612 0.9016 0.6918 61 0.8563 0.9346 0.8938 153 0.6842 0.8125 0.7429 32 0.7027 0.8387 0.7647 31 0.7433 0.8873 0.8090 0.9557
0.0719 3.0 318 0.1495 0.7532 0.8406 0.7945 69 0.5455 0.8852 0.6750 61 0.8690 0.9542 0.9097 153 0.7027 0.8125 0.7536 32 0.8438 0.8710 0.8571 31 0.7530 0.8988 0.8195 0.9594
0.0492 4.0 424 0.1601 0.7867 0.8551 0.8194 69 0.6585 0.8852 0.7552 61 0.8698 0.9608 0.9130 153 0.675 0.8438 0.75 32 0.675 0.8710 0.7606 31 0.7734 0.9075 0.8351 0.9621
0.0315 5.0 530 0.1781 0.7179 0.8116 0.7619 69 0.5789 0.7213 0.6423 61 0.8855 0.9608 0.9216 153 0.7222 0.8125 0.7647 32 0.7143 0.8065 0.7576 31 0.7621 0.8613 0.8087 0.9584
0.0217 6.0 636 0.1755 0.7368 0.8116 0.7724 69 0.6353 0.8852 0.7397 61 0.8909 0.9608 0.9245 153 0.65 0.8125 0.7222 32 0.7297 0.8710 0.7941 31 0.7692 0.8960 0.8278 0.9606
0.0168 7.0 742 0.1988 0.7467 0.8116 0.7778 69 0.6049 0.8033 0.6901 61 0.8795 0.9542 0.9154 153 0.7429 0.8125 0.7761 32 0.8125 0.8387 0.8254 31 0.7789 0.8757 0.8245 0.9609
0.0134 8.0 848 0.1990 0.7662 0.8551 0.8082 69 0.6076 0.7869 0.6857 61 0.8855 0.9608 0.9216 153 0.7353 0.7812 0.7576 32 0.7368 0.9032 0.8116 31 0.7792 0.8873 0.8297 0.9601
0.0101 9.0 954 0.2010 0.7561 0.8986 0.8212 69 0.6667 0.7213 0.6929 61 0.9342 0.9281 0.9311 153 0.7027 0.8125 0.7536 32 0.7778 0.9032 0.8358 31 0.8097 0.8728 0.8401 0.9643
0.0101 10.0 1060 0.2193 0.7975 0.9130 0.8514 69 0.6711 0.8361 0.7445 61 0.8841 0.9477 0.9148 153 0.7105 0.8438 0.7714 32 0.8 0.9032 0.8485 31 0.8010 0.9075 0.8509 0.9638
0.0063 11.0 1166 0.2259 0.8056 0.8406 0.8227 69 0.6533 0.8033 0.7206 61 0.9018 0.9608 0.9304 153 0.7297 0.8438 0.7826 32 0.7105 0.8710 0.7826 31 0.8 0.8902 0.8427 0.9628
0.0059 12.0 1272 0.2383 0.7361 0.7681 0.7518 69 0.5949 0.7705 0.6714 61 0.9006 0.9477 0.9236 153 0.8438 0.8438 0.8438 32 0.8182 0.8710 0.8438 31 0.7931 0.8642 0.8271 0.9651
0.007 13.0 1378 0.2511 0.7229 0.8696 0.7895 69 0.6329 0.8197 0.7143 61 0.9018 0.9608 0.9304 153 0.7297 0.8438 0.7826 32 0.6585 0.8710 0.75 31 0.7717 0.8988 0.8304 0.9619
0.0058 14.0 1484 0.2405 0.7108 0.8551 0.7763 69 0.6667 0.8197 0.7353 61 0.9136 0.9673 0.9397 153 0.75 0.8438 0.7941 32 0.7941 0.8710 0.8308 31 0.7974 0.8988 0.8451 0.9648
0.0053 15.0 1590 0.2550 0.7468 0.8551 0.7973 69 0.6757 0.8197 0.7407 61 0.8922 0.9739 0.9313 153 0.7778 0.875 0.8235 32 0.6923 0.8710 0.7714 31 0.7924 0.9046 0.8448 0.9623
0.0045 16.0 1696 0.2411 0.7595 0.8696 0.8108 69 0.6866 0.7541 0.7188 61 0.9080 0.9673 0.9367 153 0.8485 0.875 0.8615 32 0.7941 0.8710 0.8308 31 0.8218 0.8931 0.8560 0.9663
0.0044 17.0 1802 0.2378 0.7867 0.8551 0.8194 69 0.6667 0.7869 0.7218 61 0.8957 0.9542 0.9241 153 0.8485 0.875 0.8615 32 0.75 0.8710 0.8060 31 0.8127 0.8902 0.8497 0.9663
0.004 18.0 1908 0.2822 0.7436 0.8406 0.7891 69 0.6533 0.8033 0.7206 61 0.8902 0.9542 0.9211 153 0.7297 0.8438 0.7826 32 0.7368 0.9032 0.8116 31 0.7857 0.8902 0.8347 0.9619
0.0043 19.0 2014 0.2357 0.7895 0.8696 0.8276 69 0.64 0.7869 0.7059 61 0.9193 0.9673 0.9427 153 0.7778 0.875 0.8235 32 0.7778 0.9032 0.8358 31 0.8125 0.9017 0.8548 0.9658
0.0032 20.0 2120 0.2456 0.7215 0.8261 0.7703 69 0.7077 0.7541 0.7302 61 0.9 0.9412 0.9201 153 0.75 0.8438 0.7941 32 0.8235 0.9032 0.8615 31 0.8075 0.8728 0.8389 0.9636
0.0036 21.0 2226 0.2781 0.7595 0.8696 0.8108 69 0.6 0.8361 0.6986 61 0.9038 0.9216 0.9126 153 0.7105 0.8438 0.7714 32 0.8125 0.8387 0.8254 31 0.7821 0.8815 0.8288 0.9619
0.0029 22.0 2332 0.3045 0.7922 0.8841 0.8356 69 0.6543 0.8689 0.7465 61 0.8970 0.9673 0.9308 153 0.75 0.8438 0.7941 32 0.7105 0.8710 0.7826 31 0.7960 0.9133 0.8506 0.9636
0.0023 23.0 2438 0.2636 0.8158 0.8986 0.8552 69 0.6267 0.7705 0.6912 61 0.9080 0.9673 0.9367 153 0.7941 0.8438 0.8182 32 0.75 0.8710 0.8060 31 0.8099 0.8988 0.8521 0.9663
0.0059 24.0 2544 0.2724 0.75 0.8261 0.7862 69 0.6203 0.8033 0.7 61 0.9193 0.9673 0.9427 153 0.7297 0.8438 0.7826 32 0.7714 0.8710 0.8182 31 0.7938 0.8902 0.8392 0.9633
0.002 25.0 2650 0.2530 0.7763 0.8551 0.8138 69 0.5875 0.7705 0.6667 61 0.9241 0.9542 0.9389 153 0.7027 0.8125 0.7536 32 0.8235 0.9032 0.8615 31 0.7948 0.8844 0.8372 0.9648
0.0037 26.0 2756 0.2652 0.7361 0.7681 0.7518 69 0.6316 0.7869 0.7007 61 0.9068 0.9542 0.9299 153 0.7179 0.875 0.7887 32 0.7368 0.9032 0.8116 31 0.7850 0.8757 0.8279 0.9601
0.0052 27.0 2862 0.2519 0.7349 0.8841 0.8026 69 0.6098 0.8197 0.6993 61 0.9136 0.9673 0.9397 153 0.8485 0.875 0.8615 32 0.75 0.8710 0.8060 31 0.7929 0.9075 0.8464 0.9663
0.0023 28.0 2968 0.2542 0.8429 0.8551 0.8489 69 0.6812 0.7705 0.7231 61 0.925 0.9673 0.9457 153 0.8125 0.8125 0.8125 32 0.6923 0.8710 0.7714 31 0.8297 0.8873 0.8575 0.9693
0.0042 29.0 3074 0.2452 0.7922 0.8841 0.8356 69 0.7059 0.7869 0.7442 61 0.9371 0.9739 0.9551 153 0.7714 0.8438 0.8060 32 0.7941 0.8710 0.8308 31 0.8365 0.9017 0.8679 0.9688
0.0016 30.0 3180 0.2484 0.8333 0.8696 0.8511 69 0.6618 0.7377 0.6977 61 0.9255 0.9739 0.9490 153 0.7714 0.8438 0.8060 32 0.7941 0.8710 0.8308 31 0.8324 0.8902 0.8603 0.9695
0.0017 31.0 3286 0.2913 0.7625 0.8841 0.8188 69 0.7 0.8033 0.7481 61 0.9141 0.9739 0.9430 153 0.7429 0.8125 0.7761 32 0.7714 0.8710 0.8182 31 0.8146 0.9017 0.8560 0.9643
0.0033 32.0 3392 0.2328 0.8551 0.8551 0.8551 69 0.7222 0.8525 0.7820 61 0.9308 0.9673 0.9487 153 0.8438 0.8438 0.8438 32 0.8182 0.8710 0.8438 31 0.8575 0.9046 0.8805 0.9723
0.0021 33.0 3498 0.2866 0.7867 0.8551 0.8194 69 0.6310 0.8689 0.7310 61 0.8909 0.9608 0.9245 153 0.8235 0.875 0.8485 32 0.75 0.8710 0.8060 31 0.7970 0.9075 0.8486 0.9651
0.0034 34.0 3604 0.2462 0.8219 0.8696 0.8451 69 0.6753 0.8525 0.7536 61 0.9130 0.9608 0.9363 153 0.7941 0.8438 0.8182 32 0.7714 0.8710 0.8182 31 0.8237 0.9046 0.8623 0.9705
0.0018 35.0 3710 0.2649 0.8333 0.8696 0.8511 69 0.6753 0.8525 0.7536 61 0.8970 0.9673 0.9308 153 0.8485 0.875 0.8615 32 0.7941 0.8710 0.8308 31 0.8268 0.9104 0.8666 0.9685
0.0015 36.0 3816 0.2639 0.8472 0.8841 0.8652 69 0.7619 0.7869 0.7742 61 0.9074 0.9608 0.9333 153 0.7879 0.8125 0.8 32 0.7297 0.8710 0.7941 31 0.8420 0.8931 0.8668 0.9678
0.0029 37.0 3922 0.2826 0.8026 0.8841 0.8414 69 0.7143 0.8197 0.7634 61 0.8963 0.9608 0.9274 153 0.7714 0.8438 0.8060 32 0.7941 0.8710 0.8308 31 0.8232 0.9017 0.8607 0.9671
0.0027 38.0 4028 0.2648 0.8026 0.8841 0.8414 69 0.6623 0.8361 0.7391 61 0.925 0.9673 0.9457 153 0.7222 0.8125 0.7647 32 0.8182 0.8710 0.8438 31 0.8194 0.9046 0.8599 0.9661
0.0028 39.0 4134 0.2490 0.8267 0.8986 0.8611 69 0.7361 0.8689 0.7970 61 0.9080 0.9673 0.9367 153 0.7429 0.8125 0.7761 32 0.7632 0.9355 0.8406 31 0.8303 0.9191 0.8724 0.9688
0.0015 40.0 4240 0.2301 0.8696 0.8696 0.8696 69 0.6420 0.8525 0.7324 61 0.925 0.9673 0.9457 153 0.7879 0.8125 0.8 32 0.8485 0.9032 0.875 31 0.8351 0.9075 0.8698 0.9713
0.0024 41.0 4346 0.2406 0.8243 0.8841 0.8531 69 0.6842 0.8525 0.7591 61 0.9141 0.9739 0.9430 153 0.7647 0.8125 0.7879 32 0.8182 0.8710 0.8438 31 0.8289 0.9104 0.8678 0.9678
0.0015 42.0 4452 0.2554 0.8333 0.8696 0.8511 69 0.7705 0.7705 0.7705 61 0.925 0.9673 0.9457 153 0.7941 0.8438 0.8182 32 0.8485 0.9032 0.875 31 0.8611 0.8960 0.8782 0.9695
0.0008 43.0 4558 0.2650 0.8356 0.8841 0.8592 69 0.7101 0.8033 0.7538 61 0.9018 0.9608 0.9304 153 0.75 0.8438 0.7941 32 0.8485 0.9032 0.875 31 0.8342 0.9017 0.8667 0.9690
0.0017 44.0 4664 0.2627 0.8 0.8696 0.8333 69 0.6711 0.8361 0.7445 61 0.9245 0.9608 0.9423 153 0.7576 0.7812 0.7692 32 0.8235 0.9032 0.8615 31 0.8249 0.8988 0.8603 0.9678
0.0013 45.0 4770 0.2592 0.8493 0.8986 0.8732 69 0.6543 0.8689 0.7465 61 0.9130 0.9608 0.9363 153 0.7941 0.8438 0.8182 32 0.8 0.9032 0.8485 31 0.8255 0.9162 0.8685 0.9695
0.0026 46.0 4876 0.2907 0.7922 0.8841 0.8356 69 0.6506 0.8852 0.75 61 0.8855 0.9608 0.9216 153 0.7714 0.8438 0.8060 32 0.7568 0.9032 0.8235 31 0.7965 0.9162 0.8522 0.9648
0.0018 47.0 4982 0.2971 0.8267 0.8986 0.8611 69 0.6842 0.8525 0.7591 61 0.8970 0.9673 0.9308 153 0.7143 0.7812 0.7463 32 0.75 0.8710 0.8060 31 0.8114 0.9075 0.8568 0.9658
0.0014 48.0 5088 0.2763 0.8451 0.8696 0.8571 69 0.6711 0.8361 0.7445 61 0.9182 0.9542 0.9359 153 0.7812 0.7812 0.7812 32 0.875 0.9032 0.8889 31 0.8378 0.8960 0.8659 0.9680
0.0019 49.0 5194 0.2749 0.8219 0.8696 0.8451 69 0.64 0.7869 0.7059 61 0.9119 0.9477 0.9295 153 0.8182 0.8438 0.8308 32 0.8710 0.8710 0.8710 31 0.8275 0.8873 0.8563 0.9678
0.0014 50.0 5300 0.2951 0.7531 0.8841 0.8133 69 0.6533 0.8033 0.7206 61 0.9367 0.9673 0.9518 153 0.7647 0.8125 0.7879 32 0.8235 0.9032 0.8615 31 0.8168 0.9017 0.8571 0.9643
0.0017 51.0 5406 0.2822 0.7895 0.8696 0.8276 69 0.6351 0.7705 0.6963 61 0.9125 0.9542 0.9329 153 0.7941 0.8438 0.8182 32 0.7714 0.8710 0.8182 31 0.8100 0.8873 0.8469 0.9631
0.0015 52.0 5512 0.2971 0.775 0.8986 0.8322 69 0.6329 0.8197 0.7143 61 0.9245 0.9608 0.9423 153 0.7647 0.8125 0.7879 32 0.7778 0.9032 0.8358 31 0.8067 0.9046 0.8529 0.9651
0.0013 53.0 5618 0.3104 0.7595 0.8696 0.8108 69 0.6234 0.7869 0.6957 61 0.8588 0.9542 0.9040 153 0.7941 0.8438 0.8182 32 0.8 0.9032 0.8485 31 0.7823 0.8931 0.8340 0.9631
0.0014 54.0 5724 0.2817 0.7848 0.8986 0.8378 69 0.7231 0.7705 0.7460 61 0.9057 0.9412 0.9231 153 0.7576 0.7812 0.7692 32 0.8485 0.9032 0.875 31 0.8293 0.8844 0.8559 0.9646
0.0005 55.0 5830 0.2915 0.7922 0.8841 0.8356 69 0.6486 0.7869 0.7111 61 0.9304 0.9608 0.9453 153 0.7879 0.8125 0.8 32 0.9032 0.9032 0.9032 31 0.8311 0.8960 0.8623 0.9648
0.0009 56.0 5936 0.3019 0.8026 0.8841 0.8414 69 0.6579 0.8197 0.7299 61 0.9308 0.9673 0.9487 153 0.7647 0.8125 0.7879 32 0.9032 0.9032 0.9032 31 0.8324 0.9046 0.8670 0.9663
0.0009 57.0 6042 0.2944 0.8219 0.8696 0.8451 69 0.6575 0.7869 0.7164 61 0.9187 0.9608 0.9393 153 0.7879 0.8125 0.8 32 0.9032 0.9032 0.9032 31 0.8351 0.8931 0.8631 0.9666
0.0006 58.0 6148 0.2899 0.8194 0.8551 0.8369 69 0.6812 0.7705 0.7231 61 0.9130 0.9608 0.9363 153 0.7879 0.8125 0.8 32 0.9032 0.9032 0.9032 31 0.8388 0.8873 0.8624 0.9663
0.0005 59.0 6254 0.2919 0.8133 0.8841 0.8472 69 0.65 0.8525 0.7376 61 0.9367 0.9673 0.9518 153 0.7647 0.8125 0.7879 32 0.8 0.9032 0.8485 31 0.8246 0.9104 0.8654 0.9678
0.0006 60.0 6360 0.3161 0.7625 0.8841 0.8188 69 0.68 0.8361 0.7500 61 0.9193 0.9673 0.9427 153 0.7647 0.8125 0.7879 32 0.7778 0.9032 0.8358 31 0.8135 0.9075 0.8579 0.9638
0.0017 61.0 6466 0.2976 0.7722 0.8841 0.8243 69 0.6944 0.8197 0.7519 61 0.9136 0.9673 0.9397 153 0.8438 0.8438 0.8438 32 0.7778 0.9032 0.8358 31 0.8241 0.9075 0.8638 0.9658
0.0004 62.0 6572 0.3020 0.7722 0.8841 0.8243 69 0.7231 0.7705 0.7460 61 0.925 0.9673 0.9457 153 0.7429 0.8125 0.7761 32 0.7778 0.9032 0.8358 31 0.8267 0.8960 0.8599 0.9638
0.0004 63.0 6678 0.2792 0.7792 0.8696 0.8219 69 0.6795 0.8689 0.7626 61 0.9304 0.9608 0.9453 153 0.7647 0.8125 0.7879 32 0.7778 0.9032 0.8358 31 0.8198 0.9075 0.8615 0.9668
0.001 64.0 6784 0.2865 0.7763 0.8551 0.8138 69 0.6235 0.8689 0.7260 61 0.9198 0.9739 0.9460 153 0.7941 0.8438 0.8182 32 0.875 0.9032 0.8889 31 0.8123 0.9133 0.8599 0.9666
0.0011 65.0 6890 0.2917 0.8143 0.8261 0.8201 69 0.6857 0.7869 0.7328 61 0.9255 0.9739 0.9490 153 0.7647 0.8125 0.7879 32 0.875 0.9032 0.8889 31 0.8392 0.8902 0.8640 0.9680
0.0014 66.0 6996 0.2753 0.7733 0.8406 0.8056 69 0.65 0.8525 0.7376 61 0.9198 0.9739 0.9460 153 0.7879 0.8125 0.8 32 0.875 0.9032 0.8889 31 0.8194 0.9046 0.8599 0.9685
0.0005 67.0 7102 0.2885 0.7867 0.8551 0.8194 69 0.6386 0.8689 0.7361 61 0.9085 0.9739 0.9401 153 0.7647 0.8125 0.7879 32 0.875 0.9032 0.8889 31 0.8119 0.9104 0.8583 0.9663
0.0004 68.0 7208 0.2738 0.7895 0.8696 0.8276 69 0.6933 0.8525 0.7647 61 0.9371 0.9739 0.9551 153 0.8125 0.8125 0.8125 32 0.875 0.9032 0.8889 31 0.8422 0.9104 0.8750 0.9710
0.0002 69.0 7314 0.2715 0.8 0.8696 0.8333 69 0.6892 0.8361 0.7556 61 0.9371 0.9739 0.9551 153 0.8125 0.8125 0.8125 32 0.9032 0.9032 0.9032 31 0.8464 0.9075 0.8759 0.9710
0.0003 70.0 7420 0.2793 0.8 0.8696 0.8333 69 0.7123 0.8525 0.7761 61 0.9198 0.9739 0.9460 153 0.7879 0.8125 0.8 32 0.9032 0.9032 0.9032 31 0.8422 0.9104 0.8750 0.9705
0.0001 71.0 7526 0.2981 0.8 0.8696 0.8333 69 0.7123 0.8525 0.7761 61 0.9141 0.9739 0.9430 153 0.7879 0.8125 0.8 32 0.9032 0.9032 0.9032 31 0.84 0.9104 0.8738 0.9690
0.0005 72.0 7632 0.2762 0.8261 0.8261 0.8261 69 0.7143 0.8197 0.7634 61 0.9141 0.9739 0.9430 153 0.8182 0.8438 0.8308 32 0.9032 0.9032 0.9032 31 0.8497 0.8988 0.8736 0.9708
0.0002 73.0 7738 0.2834 0.8108 0.8696 0.8392 69 0.68 0.8361 0.7500 61 0.9198 0.9739 0.9460 153 0.7647 0.8125 0.7879 32 0.9032 0.9032 0.9032 31 0.8351 0.9075 0.8698 0.9685
0.0002 74.0 7844 0.2789 0.7895 0.8696 0.8276 69 0.6883 0.8689 0.7681 61 0.9371 0.9739 0.9551 153 0.7941 0.8438 0.8182 32 0.875 0.9032 0.8889 31 0.8386 0.9162 0.8757 0.9695
0.0001 75.0 7950 0.2948 0.7792 0.8696 0.8219 69 0.6974 0.8689 0.7737 61 0.9141 0.9739 0.9430 153 0.7941 0.8438 0.8182 32 0.875 0.9032 0.8889 31 0.8298 0.9162 0.8709 0.9673
0.0004 76.0 8056 0.3102 0.7867 0.8551 0.8194 69 0.6528 0.7705 0.7068 61 0.9085 0.9739 0.9401 153 0.8182 0.8438 0.8308 32 0.875 0.9032 0.8889 31 0.8245 0.8960 0.8587 0.9668
0.0005 77.0 8162 0.2998 0.7821 0.8841 0.8299 69 0.6623 0.8361 0.7391 61 0.9141 0.9739 0.9430 153 0.7647 0.8125 0.7879 32 0.8485 0.9032 0.875 31 0.8182 0.9104 0.8618 0.9663
0.0002 78.0 8268 0.2898 0.7867 0.8551 0.8194 69 0.7027 0.8525 0.7704 61 0.9198 0.9739 0.9460 153 0.7879 0.8125 0.8 32 0.8485 0.9032 0.875 31 0.8329 0.9075 0.8686 0.9676
0.0003 79.0 8374 0.2755 0.7945 0.8406 0.8169 69 0.7101 0.8033 0.7538 61 0.9313 0.9739 0.9521 153 0.8438 0.8438 0.8438 32 0.875 0.9032 0.8889 31 0.8497 0.8988 0.8736 0.9695
0.0004 80.0 8480 0.2898 0.7662 0.8551 0.8082 69 0.6901 0.8033 0.7424 61 0.9030 0.9739 0.9371 153 0.7647 0.8125 0.7879 32 0.7778 0.9032 0.8358 31 0.8120 0.8988 0.8532 0.9656
0.0003 81.0 8586 0.2858 0.7973 0.8551 0.8252 69 0.68 0.8361 0.7500 61 0.9024 0.9673 0.9338 153 0.8438 0.8438 0.8438 32 0.8485 0.9032 0.875 31 0.8280 0.9046 0.8646 0.9688
0.0004 82.0 8692 0.2854 0.7564 0.8551 0.8027 69 0.7313 0.8033 0.7656 61 0.9141 0.9739 0.9430 153 0.8125 0.8125 0.8125 32 0.8485 0.9032 0.875 31 0.8338 0.8988 0.8651 0.9695
0.0004 83.0 8798 0.2825 0.7722 0.8841 0.8243 69 0.72 0.8852 0.7941 61 0.9085 0.9739 0.9401 153 0.7879 0.8125 0.8 32 0.8 0.9032 0.8485 31 0.8238 0.9191 0.8689 0.9693
0.0006 84.0 8904 0.2661 0.8056 0.8406 0.8227 69 0.7576 0.8197 0.7874 61 0.9313 0.9739 0.9521 153 0.7879 0.8125 0.8 32 0.8485 0.9032 0.875 31 0.8544 0.8988 0.8761 0.9720
0.0003 85.0 9010 0.2932 0.8 0.8696 0.8333 69 0.7273 0.7869 0.7559 61 0.9085 0.9739 0.9401 153 0.7879 0.8125 0.8 32 0.7778 0.9032 0.8358 31 0.8316 0.8988 0.8639 0.9678
0.0006 86.0 9116 0.2930 0.8286 0.8406 0.8345 69 0.75 0.7869 0.768 61 0.9198 0.9739 0.9460 153 0.8182 0.8438 0.8308 32 0.8 0.9032 0.8485 31 0.8516 0.8960 0.8732 0.9685
0.0005 87.0 9222 0.3029 0.7945 0.8406 0.8169 69 0.7273 0.7869 0.7559 61 0.8922 0.9739 0.9313 153 0.7879 0.8125 0.8 32 0.7568 0.9032 0.8235 31 0.8218 0.8931 0.8560 0.9663
0.0003 88.0 9328 0.3066 0.7973 0.8551 0.8252 69 0.7286 0.8361 0.7786 61 0.8922 0.9739 0.9313 153 0.7879 0.8125 0.8 32 0.7368 0.9032 0.8116 31 0.8194 0.9046 0.8599 0.9666
0.0001 89.0 9434 0.3087 0.7763 0.8551 0.8138 69 0.7246 0.8197 0.7692 61 0.8976 0.9739 0.9342 153 0.7879 0.8125 0.8 32 0.7368 0.9032 0.8116 31 0.8168 0.9017 0.8571 0.9651
0.0001 90.0 9540 0.3143 0.7654 0.8986 0.8267 69 0.7143 0.8197 0.7634 61 0.8855 0.9608 0.9216 153 0.7879 0.8125 0.8 32 0.7778 0.9032 0.8358 31 0.8109 0.9046 0.8552 0.9653
0.0001 91.0 9646 0.2944 0.7722 0.8841 0.8243 69 0.7286 0.8361 0.7786 61 0.8970 0.9673 0.9308 153 0.7879 0.8125 0.8 32 0.7778 0.9032 0.8358 31 0.8198 0.9075 0.8615 0.9683
0.0002 92.0 9752 0.3118 0.775 0.8986 0.8322 69 0.7183 0.8361 0.7727 61 0.8862 0.9673 0.9250 153 0.8182 0.8438 0.8308 32 0.7568 0.9032 0.8235 31 0.8144 0.9133 0.8610 0.9671
0.0003 93.0 9858 0.3049 0.7848 0.8986 0.8378 69 0.7286 0.8361 0.7786 61 0.8922 0.9739 0.9313 153 0.8182 0.8438 0.8308 32 0.8 0.9032 0.8485 31 0.8255 0.9162 0.8685 0.9683
0.0001 94.0 9964 0.3039 0.7722 0.8841 0.8243 69 0.7286 0.8361 0.7786 61 0.8922 0.9739 0.9313 153 0.8182 0.8438 0.8308 32 0.8 0.9032 0.8485 31 0.8229 0.9133 0.8658 0.9683
0.0003 95.0 10070 0.3033 0.7625 0.8841 0.8188 69 0.7286 0.8361 0.7786 61 0.9030 0.9739 0.9371 153 0.7879 0.8125 0.8 32 0.8 0.9032 0.8485 31 0.8225 0.9104 0.8642 0.9683
0.0005 96.0 10176 0.3058 0.7625 0.8841 0.8188 69 0.7286 0.8361 0.7786 61 0.8922 0.9739 0.9313 153 0.7879 0.8125 0.8 32 0.8 0.9032 0.8485 31 0.8182 0.9104 0.8618 0.9676
0.0001 97.0 10282 0.3053 0.7625 0.8841 0.8188 69 0.7286 0.8361 0.7786 61 0.8976 0.9739 0.9342 153 0.7879 0.8125 0.8 32 0.8 0.9032 0.8485 31 0.8203 0.9104 0.8630 0.9678
0.0001 98.0 10388 0.3044 0.7625 0.8841 0.8188 69 0.7286 0.8361 0.7786 61 0.8976 0.9739 0.9342 153 0.7879 0.8125 0.8 32 0.8 0.9032 0.8485 31 0.8203 0.9104 0.8630 0.9678
0.0001 99.0 10494 0.3065 0.7625 0.8841 0.8188 69 0.7286 0.8361 0.7786 61 0.8922 0.9739 0.9313 153 0.7879 0.8125 0.8 32 0.8 0.9032 0.8485 31 0.8182 0.9104 0.8618 0.9676
0.0001 100.0 10600 0.3065 0.7625 0.8841 0.8188 69 0.7286 0.8361 0.7786 61 0.8922 0.9739 0.9313 153 0.7879 0.8125 0.8 32 0.8 0.9032 0.8485 31 0.8182 0.9104 0.8618 0.9676

Framework versions

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