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nerugm-lora-r8-1

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: 0.1282
  • Location Precision: 0.7375
  • Location Recall: 0.8551
  • Location F1: 0.7919
  • Location Number: 69
  • Organization Precision: 0.6173
  • Organization Recall: 0.8197
  • Organization F1: 0.7042
  • Organization Number: 61
  • Person Precision: 0.8363
  • Person Recall: 0.9346
  • Person F1: 0.8827
  • Person Number: 153
  • Quantity Precision: 0.6757
  • Quantity Recall: 0.7812
  • Quantity F1: 0.7246
  • Quantity Number: 32
  • Time Precision: 0.7568
  • Time Recall: 0.9032
  • Time F1: 0.8235
  • Time Number: 31
  • Overall Precision: 0.7512
  • Overall Recall: 0.8815
  • Overall F1: 0.8112
  • Overall Accuracy: 0.9614

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
1.247 1.0 106 0.7410 0.0 0.0 0.0 69 0.0 0.0 0.0 61 0.0 0.0 0.0 153 0.0 0.0 0.0 32 0.0 0.0 0.0 31 0.0 0.0 0.0 0.8353
0.7131 2.0 212 0.6369 0.0 0.0 0.0 69 0.0 0.0 0.0 61 0.25 0.0065 0.0127 153 0.0 0.0 0.0 32 0.0 0.0 0.0 31 0.1667 0.0029 0.0057 0.8363
0.629 3.0 318 0.5407 0.0 0.0 0.0 69 0.0 0.0 0.0 61 0.3043 0.0458 0.0795 153 0.0 0.0 0.0 32 0.0 0.0 0.0 31 0.2 0.0202 0.0367 0.8425
0.5381 4.0 424 0.4457 0.5 0.0580 0.1039 69 0.1 0.0164 0.0282 61 0.3182 0.1830 0.2324 153 0.0 0.0 0.0 32 0.3889 0.2258 0.2857 31 0.3226 0.1156 0.1702 0.8667
0.4387 5.0 530 0.3568 0.5294 0.2609 0.3495 69 0.2917 0.1148 0.1647 61 0.4914 0.5621 0.5244 153 0.0 0.0 0.0 32 0.5455 0.3871 0.4528 31 0.4642 0.3555 0.4026 0.8957
0.3593 6.0 636 0.2867 0.4706 0.4638 0.4672 69 0.4314 0.3607 0.3929 61 0.6471 0.7908 0.7118 153 0.3704 0.3125 0.3390 32 0.6562 0.6774 0.6667 31 0.5644 0.5954 0.5795 0.9227
0.296 7.0 742 0.2455 0.5366 0.6377 0.5828 69 0.4189 0.5082 0.4593 61 0.7433 0.9085 0.8176 153 0.4324 0.5 0.4638 32 0.6111 0.7097 0.6567 31 0.6058 0.7283 0.6614 0.9316
0.254 8.0 848 0.2186 0.625 0.7971 0.7006 69 0.4318 0.6230 0.5101 61 0.7554 0.9085 0.8249 153 0.4211 0.5 0.4571 32 0.7143 0.8065 0.7576 31 0.6305 0.7890 0.7009 0.9376
0.2277 9.0 954 0.1994 0.6404 0.8261 0.7215 69 0.4588 0.6393 0.5342 61 0.7692 0.9150 0.8358 153 0.4737 0.5625 0.5143 32 0.7576 0.8065 0.7812 31 0.6534 0.8064 0.7219 0.9403
0.2071 10.0 1060 0.1809 0.7024 0.8551 0.7712 69 0.4556 0.6721 0.5430 61 0.7809 0.9085 0.8399 153 0.5135 0.5938 0.5507 32 0.7647 0.8387 0.8000 31 0.6714 0.8208 0.7386 0.9428
0.1937 11.0 1166 0.1715 0.6897 0.8696 0.7692 69 0.5119 0.7049 0.5931 61 0.7865 0.9150 0.8459 153 0.5526 0.6562 0.6 32 0.7143 0.8065 0.7576 31 0.6848 0.8353 0.7526 0.9455
0.183 12.0 1272 0.1619 0.7059 0.8696 0.7792 69 0.525 0.6885 0.5957 61 0.7910 0.9150 0.8485 153 0.5526 0.6562 0.6 32 0.6944 0.8065 0.7463 31 0.6923 0.8324 0.7559 0.9480
0.1739 13.0 1378 0.1549 0.7143 0.8696 0.7843 69 0.5238 0.7213 0.6069 61 0.8011 0.9216 0.8571 153 0.5405 0.625 0.5797 32 0.6944 0.8065 0.7463 31 0.6954 0.8382 0.7602 0.9512
0.1665 14.0 1484 0.1525 0.7284 0.8551 0.7867 69 0.5444 0.8033 0.6490 61 0.8161 0.9281 0.8685 153 0.6 0.6562 0.6269 32 0.7353 0.8065 0.7692 31 0.7150 0.8555 0.7789 0.9529
0.1598 15.0 1590 0.1506 0.7143 0.8696 0.7843 69 0.5357 0.7377 0.6207 61 0.8161 0.9281 0.8685 153 0.6111 0.6875 0.6471 32 0.7027 0.8387 0.7647 31 0.7108 0.8526 0.7753 0.9524
0.1549 16.0 1696 0.1479 0.7143 0.8696 0.7843 69 0.5542 0.7541 0.6389 61 0.8208 0.9281 0.8712 153 0.6 0.6562 0.6269 32 0.7105 0.8710 0.7826 31 0.7167 0.8555 0.7800 0.9537
0.1487 17.0 1802 0.1496 0.6977 0.8696 0.7742 69 0.5393 0.7869 0.64 61 0.8161 0.9281 0.8685 153 0.6316 0.75 0.6857 32 0.7105 0.8710 0.7826 31 0.7082 0.8699 0.7808 0.9534
0.1471 18.0 1908 0.1426 0.7108 0.8551 0.7763 69 0.5465 0.7705 0.6395 61 0.8208 0.9281 0.8712 153 0.5946 0.6875 0.6377 32 0.6667 0.8387 0.7429 31 0.7081 0.8555 0.7749 0.9557
0.1415 19.0 2014 0.1388 0.7439 0.8841 0.8079 69 0.575 0.7541 0.6525 61 0.8161 0.9281 0.8685 153 0.6757 0.7812 0.7246 32 0.6667 0.8387 0.7429 31 0.7282 0.8671 0.7916 0.9569
0.1385 20.0 2120 0.1452 0.7093 0.8841 0.7871 69 0.5647 0.7869 0.6575 61 0.8023 0.9281 0.8606 153 0.7027 0.8125 0.7536 32 0.7179 0.9032 0.8 31 0.7193 0.8815 0.7922 0.9547
0.1361 21.0 2226 0.1402 0.7024 0.8551 0.7712 69 0.5455 0.7869 0.6443 61 0.8161 0.9281 0.8685 153 0.6857 0.75 0.7164 32 0.7568 0.9032 0.8235 31 0.7201 0.8699 0.7880 0.9559
0.1361 22.0 2332 0.1423 0.7262 0.8841 0.7974 69 0.5393 0.7869 0.64 61 0.8208 0.9281 0.8712 153 0.7222 0.8125 0.7647 32 0.7368 0.9032 0.8116 31 0.7262 0.8815 0.7963 0.9549
0.1331 23.0 2438 0.1338 0.7317 0.8696 0.7947 69 0.5769 0.7377 0.6475 61 0.8256 0.9281 0.8738 153 0.7143 0.7812 0.7463 32 0.7568 0.9032 0.8235 31 0.7426 0.8671 0.8000 0.9581
0.1286 24.0 2544 0.1470 0.6977 0.8696 0.7742 69 0.5632 0.8033 0.6622 61 0.8256 0.9281 0.8738 153 0.65 0.8125 0.7222 32 0.7 0.9032 0.7887 31 0.7176 0.8815 0.7912 0.9544
0.1274 25.0 2650 0.1399 0.7143 0.8696 0.7843 69 0.5714 0.7869 0.6621 61 0.8198 0.9216 0.8677 153 0.6757 0.7812 0.7246 32 0.7368 0.9032 0.8116 31 0.7277 0.8728 0.7937 0.9567
0.1269 26.0 2756 0.1416 0.7349 0.8841 0.8026 69 0.5444 0.8033 0.6490 61 0.8161 0.9281 0.8685 153 0.7222 0.8125 0.7647 32 0.7568 0.9032 0.8235 31 0.7286 0.8844 0.7990 0.9557
0.1242 27.0 2862 0.1372 0.7108 0.8551 0.7763 69 0.6076 0.7869 0.6857 61 0.8161 0.9281 0.8685 153 0.7027 0.8125 0.7536 32 0.7568 0.9032 0.8235 31 0.7390 0.8757 0.8016 0.9569
0.1223 28.0 2968 0.1326 0.7625 0.8841 0.8188 69 0.5802 0.7705 0.6620 61 0.8256 0.9281 0.8738 153 0.7222 0.8125 0.7647 32 0.7778 0.9032 0.8358 31 0.7506 0.8786 0.8096 0.9589
0.1193 29.0 3074 0.1309 0.7407 0.8696 0.8000 69 0.6026 0.7705 0.6763 61 0.8402 0.9281 0.8820 153 0.7222 0.8125 0.7647 32 0.7568 0.9032 0.8235 31 0.7556 0.8757 0.8112 0.9596
0.119 30.0 3180 0.1322 0.75 0.8696 0.8054 69 0.5875 0.7705 0.6667 61 0.8353 0.9281 0.8793 153 0.7027 0.8125 0.7536 32 0.7778 0.9032 0.8358 31 0.7519 0.8757 0.8091 0.9601
0.1208 31.0 3286 0.1354 0.7284 0.8551 0.7867 69 0.5854 0.7869 0.6713 61 0.8304 0.9281 0.8765 153 0.6757 0.7812 0.7246 32 0.7568 0.9032 0.8235 31 0.7402 0.8728 0.8011 0.9586
0.1143 32.0 3392 0.1314 0.7284 0.8551 0.7867 69 0.5732 0.7705 0.6573 61 0.8353 0.9281 0.8793 153 0.7143 0.7812 0.7463 32 0.7778 0.9032 0.8358 31 0.7450 0.8699 0.8027 0.9586
0.1151 33.0 3498 0.1328 0.7317 0.8696 0.7947 69 0.5714 0.7869 0.6621 61 0.8304 0.9281 0.8765 153 0.6486 0.75 0.6957 32 0.7568 0.9032 0.8235 31 0.7348 0.8728 0.7979 0.9591
0.1121 34.0 3604 0.1394 0.7407 0.8696 0.8000 69 0.5506 0.8033 0.6533 61 0.8314 0.9346 0.8800 153 0.7027 0.8125 0.7536 32 0.7568 0.9032 0.8235 31 0.7356 0.8844 0.8031 0.9571
0.1149 35.0 3710 0.1341 0.7375 0.8551 0.7919 69 0.5517 0.7869 0.6486 61 0.8363 0.9346 0.8827 153 0.7027 0.8125 0.7536 32 0.7778 0.9032 0.8358 31 0.7397 0.8786 0.8032 0.9584
0.1114 36.0 3816 0.1286 0.7468 0.8551 0.7973 69 0.6076 0.7869 0.6857 61 0.8412 0.9346 0.8854 153 0.6757 0.7812 0.7246 32 0.7778 0.9032 0.8358 31 0.7556 0.8757 0.8112 0.9606
0.1092 37.0 3922 0.1328 0.7284 0.8551 0.7867 69 0.5904 0.8033 0.6806 61 0.8314 0.9346 0.8800 153 0.6842 0.8125 0.7429 32 0.7778 0.9032 0.8358 31 0.7439 0.8815 0.8069 0.9594
0.1072 38.0 4028 0.1340 0.7284 0.8551 0.7867 69 0.5976 0.8033 0.6853 61 0.8266 0.9346 0.8773 153 0.6842 0.8125 0.7429 32 0.7778 0.9032 0.8358 31 0.7439 0.8815 0.8069 0.9599
0.1032 39.0 4134 0.1285 0.7375 0.8551 0.7919 69 0.5854 0.7869 0.6713 61 0.8304 0.9281 0.8765 153 0.6842 0.8125 0.7429 32 0.7778 0.9032 0.8358 31 0.7445 0.8757 0.8048 0.9604
0.1045 40.0 4240 0.1285 0.7284 0.8551 0.7867 69 0.5926 0.7869 0.6761 61 0.8304 0.9281 0.8765 153 0.7027 0.8125 0.7536 32 0.7778 0.9032 0.8358 31 0.7463 0.8757 0.8059 0.9614
0.1057 41.0 4346 0.1311 0.7284 0.8551 0.7867 69 0.6024 0.8197 0.6944 61 0.8266 0.9346 0.8773 153 0.6842 0.8125 0.7429 32 0.7778 0.9032 0.8358 31 0.7445 0.8844 0.8085 0.9594
0.104 42.0 4452 0.1323 0.7375 0.8551 0.7919 69 0.5882 0.8197 0.6849 61 0.8324 0.9412 0.8834 153 0.7027 0.8125 0.7536 32 0.7568 0.9032 0.8235 31 0.7451 0.8873 0.8100 0.9589
0.1066 43.0 4558 0.1354 0.7342 0.8406 0.7838 69 0.6024 0.8197 0.6944 61 0.8266 0.9346 0.8773 153 0.7027 0.8125 0.7536 32 0.7568 0.9032 0.8235 31 0.7457 0.8815 0.8079 0.9584
0.1046 44.0 4664 0.1240 0.7375 0.8551 0.7919 69 0.5949 0.7705 0.6714 61 0.8256 0.9281 0.8738 153 0.6486 0.75 0.6957 32 0.7778 0.9032 0.8358 31 0.7426 0.8671 0.8000 0.9609
0.102 45.0 4770 0.1278 0.7468 0.8551 0.7973 69 0.5976 0.8033 0.6853 61 0.8304 0.9281 0.8765 153 0.7027 0.8125 0.7536 32 0.7778 0.9032 0.8358 31 0.7506 0.8786 0.8096 0.9599
0.101 46.0 4876 0.1306 0.7375 0.8551 0.7919 69 0.5952 0.8197 0.6897 61 0.8218 0.9346 0.8746 153 0.6842 0.8125 0.7429 32 0.7778 0.9032 0.8358 31 0.7427 0.8844 0.8074 0.9596
0.1002 47.0 4982 0.1306 0.7375 0.8551 0.7919 69 0.5783 0.7869 0.6667 61 0.8266 0.9346 0.8773 153 0.6842 0.8125 0.7429 32 0.7778 0.9032 0.8358 31 0.7415 0.8786 0.8042 0.9599
0.0994 48.0 5088 0.1315 0.7595 0.8696 0.8108 69 0.5595 0.7705 0.6483 61 0.8266 0.9346 0.8773 153 0.6579 0.7812 0.7143 32 0.7778 0.9032 0.8358 31 0.7390 0.8757 0.8016 0.9586
0.0995 49.0 5194 0.1285 0.7692 0.8696 0.8163 69 0.5976 0.8033 0.6853 61 0.8208 0.9281 0.8712 153 0.6944 0.7812 0.7353 32 0.7778 0.9032 0.8358 31 0.7506 0.8786 0.8096 0.9599
0.0981 50.0 5300 0.1275 0.7375 0.8551 0.7919 69 0.6 0.7869 0.6809 61 0.8208 0.9281 0.8712 153 0.6579 0.7812 0.7143 32 0.7568 0.9032 0.8235 31 0.7402 0.8728 0.8011 0.9594
0.0966 51.0 5406 0.1287 0.7375 0.8551 0.7919 69 0.5952 0.8197 0.6897 61 0.8372 0.9412 0.8862 153 0.6579 0.7812 0.7143 32 0.7568 0.9032 0.8235 31 0.7445 0.8844 0.8085 0.9599
0.0963 52.0 5512 0.1288 0.7375 0.8551 0.7919 69 0.6024 0.8197 0.6944 61 0.8218 0.9346 0.8746 153 0.6842 0.8125 0.7429 32 0.7778 0.9032 0.8358 31 0.7445 0.8844 0.8085 0.9601
0.098 53.0 5618 0.1283 0.7375 0.8551 0.7919 69 0.5976 0.8033 0.6853 61 0.8208 0.9281 0.8712 153 0.6316 0.75 0.6857 32 0.7778 0.9032 0.8358 31 0.7384 0.8728 0.8000 0.9594
0.095 54.0 5724 0.1266 0.7375 0.8551 0.7919 69 0.6203 0.8033 0.7 61 0.8314 0.9346 0.8800 153 0.6316 0.75 0.6857 32 0.8 0.9032 0.8485 31 0.75 0.8757 0.8080 0.9621
0.0963 55.0 5830 0.1305 0.7375 0.8551 0.7919 69 0.6098 0.8197 0.6993 61 0.8266 0.9346 0.8773 153 0.6842 0.8125 0.7429 32 0.7568 0.9032 0.8235 31 0.7463 0.8844 0.8095 0.9606
0.0945 56.0 5936 0.1237 0.7375 0.8551 0.7919 69 0.6410 0.8197 0.7194 61 0.8304 0.9281 0.8765 153 0.6316 0.75 0.6857 32 0.8 0.9032 0.8485 31 0.7537 0.8757 0.8102 0.9626
0.0944 57.0 6042 0.1275 0.7375 0.8551 0.7919 69 0.6173 0.8197 0.7042 61 0.8266 0.9346 0.8773 153 0.6842 0.8125 0.7429 32 0.7568 0.9032 0.8235 31 0.7482 0.8844 0.8106 0.9604
0.094 58.0 6148 0.1249 0.7375 0.8551 0.7919 69 0.6329 0.8197 0.7143 61 0.8314 0.9346 0.8800 153 0.6579 0.7812 0.7143 32 0.7778 0.9032 0.8358 31 0.7531 0.8815 0.8123 0.9621
0.0927 59.0 6254 0.1248 0.7375 0.8551 0.7919 69 0.6098 0.8197 0.6993 61 0.8266 0.9346 0.8773 153 0.7027 0.8125 0.7536 32 0.7778 0.9032 0.8358 31 0.75 0.8844 0.8117 0.9614
0.0928 60.0 6360 0.1292 0.7375 0.8551 0.7919 69 0.6098 0.8197 0.6993 61 0.8266 0.9346 0.8773 153 0.6842 0.8125 0.7429 32 0.7568 0.9032 0.8235 31 0.7463 0.8844 0.8095 0.9601
0.0931 61.0 6466 0.1280 0.7375 0.8551 0.7919 69 0.6024 0.8197 0.6944 61 0.8208 0.9281 0.8712 153 0.6486 0.75 0.6957 32 0.7778 0.9032 0.8358 31 0.7408 0.8757 0.8026 0.9599
0.0894 62.0 6572 0.1278 0.7375 0.8551 0.7919 69 0.6024 0.8197 0.6944 61 0.8266 0.9346 0.8773 153 0.6486 0.75 0.6957 32 0.7778 0.9032 0.8358 31 0.7433 0.8786 0.8053 0.9599
0.0911 63.0 6678 0.1259 0.7375 0.8551 0.7919 69 0.5783 0.7869 0.6667 61 0.8363 0.9346 0.8827 153 0.6216 0.7188 0.6667 32 0.7568 0.9032 0.8235 31 0.7377 0.8699 0.7984 0.9604
0.0889 64.0 6784 0.1291 0.7375 0.8551 0.7919 69 0.6024 0.8197 0.6944 61 0.8314 0.9346 0.8800 153 0.6579 0.7812 0.7143 32 0.7568 0.9032 0.8235 31 0.7439 0.8815 0.8069 0.9596
0.0884 65.0 6890 0.1276 0.7284 0.8551 0.7867 69 0.625 0.8197 0.7092 61 0.8218 0.9346 0.8746 153 0.6842 0.8125 0.7429 32 0.7568 0.9032 0.8235 31 0.7463 0.8844 0.8095 0.9604
0.0905 66.0 6996 0.1283 0.7375 0.8551 0.7919 69 0.6024 0.8197 0.6944 61 0.8266 0.9346 0.8773 153 0.6757 0.7812 0.7246 32 0.7568 0.9032 0.8235 31 0.7439 0.8815 0.8069 0.9604
0.0884 67.0 7102 0.1295 0.7375 0.8551 0.7919 69 0.6098 0.8197 0.6993 61 0.8256 0.9281 0.8738 153 0.6842 0.8125 0.7429 32 0.7568 0.9032 0.8235 31 0.7457 0.8815 0.8079 0.9596
0.0881 68.0 7208 0.1293 0.7375 0.8551 0.7919 69 0.5952 0.8197 0.6897 61 0.8353 0.9281 0.8793 153 0.6579 0.7812 0.7143 32 0.7568 0.9032 0.8235 31 0.7433 0.8786 0.8053 0.9596
0.0903 69.0 7314 0.1259 0.7375 0.8551 0.7919 69 0.6173 0.8197 0.7042 61 0.8363 0.9346 0.8827 153 0.6579 0.7812 0.7143 32 0.7568 0.9032 0.8235 31 0.7494 0.8815 0.8101 0.9611
0.089 70.0 7420 0.1226 0.7375 0.8551 0.7919 69 0.6203 0.8033 0.7 61 0.8304 0.9281 0.8765 153 0.6944 0.7812 0.7353 32 0.8 0.9032 0.8485 31 0.7556 0.8757 0.8112 0.9628
0.0883 71.0 7526 0.1259 0.7375 0.8551 0.7919 69 0.5904 0.8033 0.6806 61 0.8353 0.9281 0.8793 153 0.6579 0.7812 0.7143 32 0.7778 0.9032 0.8358 31 0.7445 0.8757 0.8048 0.9609
0.0878 72.0 7632 0.1265 0.7375 0.8551 0.7919 69 0.5976 0.8033 0.6853 61 0.8353 0.9281 0.8793 153 0.6757 0.7812 0.7246 32 0.7568 0.9032 0.8235 31 0.7463 0.8757 0.8059 0.9609
0.0866 73.0 7738 0.1245 0.7375 0.8551 0.7919 69 0.6049 0.8033 0.6901 61 0.8266 0.9346 0.8773 153 0.6757 0.7812 0.7246 32 0.7778 0.9032 0.8358 31 0.7469 0.8786 0.8074 0.9611
0.0859 74.0 7844 0.1276 0.7375 0.8551 0.7919 69 0.5904 0.8033 0.6806 61 0.8125 0.9346 0.8693 153 0.6842 0.8125 0.7429 32 0.7778 0.9032 0.8358 31 0.7385 0.8815 0.8037 0.9601
0.088 75.0 7950 0.1258 0.7375 0.8551 0.7919 69 0.6049 0.8033 0.6901 61 0.8353 0.9281 0.8793 153 0.6842 0.8125 0.7429 32 0.7568 0.9032 0.8235 31 0.7488 0.8786 0.8085 0.9614
0.0877 76.0 8056 0.1284 0.7195 0.8551 0.7815 69 0.6024 0.8197 0.6944 61 0.8256 0.9281 0.8738 153 0.6316 0.75 0.6857 32 0.7568 0.9032 0.8235 31 0.7354 0.8757 0.7995 0.9586
0.0865 77.0 8162 0.1269 0.7375 0.8551 0.7919 69 0.6098 0.8197 0.6993 61 0.8353 0.9281 0.8793 153 0.6757 0.7812 0.7246 32 0.7568 0.9032 0.8235 31 0.7488 0.8786 0.8085 0.9611
0.0873 78.0 8268 0.1249 0.7375 0.8551 0.7919 69 0.6049 0.8033 0.6901 61 0.8256 0.9281 0.8738 153 0.6486 0.75 0.6957 32 0.7568 0.9032 0.8235 31 0.7420 0.8728 0.8021 0.9604
0.0837 79.0 8374 0.1265 0.7375 0.8551 0.7919 69 0.6173 0.8197 0.7042 61 0.8256 0.9281 0.8738 153 0.6486 0.75 0.6957 32 0.7568 0.9032 0.8235 31 0.7445 0.8757 0.8048 0.9606
0.0866 80.0 8480 0.1308 0.7284 0.8551 0.7867 69 0.6173 0.8197 0.7042 61 0.8363 0.9346 0.8827 153 0.6579 0.7812 0.7143 32 0.7568 0.9032 0.8235 31 0.7475 0.8815 0.8090 0.9604
0.084 81.0 8586 0.1274 0.7375 0.8551 0.7919 69 0.6173 0.8197 0.7042 61 0.8304 0.9281 0.8765 153 0.6579 0.7812 0.7143 32 0.7568 0.9032 0.8235 31 0.7469 0.8786 0.8074 0.9606
0.0858 82.0 8692 0.1274 0.7375 0.8551 0.7919 69 0.6173 0.8197 0.7042 61 0.8304 0.9281 0.8765 153 0.6757 0.7812 0.7246 32 0.7568 0.9032 0.8235 31 0.7488 0.8786 0.8085 0.9614
0.0837 83.0 8798 0.1258 0.7375 0.8551 0.7919 69 0.6173 0.8197 0.7042 61 0.8304 0.9281 0.8765 153 0.6757 0.7812 0.7246 32 0.7568 0.9032 0.8235 31 0.7488 0.8786 0.8085 0.9614
0.0866 84.0 8904 0.1270 0.7375 0.8551 0.7919 69 0.6049 0.8033 0.6901 61 0.8304 0.9281 0.8765 153 0.6757 0.7812 0.7246 32 0.7568 0.9032 0.8235 31 0.7463 0.8757 0.8059 0.9609
0.0837 85.0 9010 0.1271 0.7375 0.8551 0.7919 69 0.6049 0.8033 0.6901 61 0.8304 0.9281 0.8765 153 0.6757 0.7812 0.7246 32 0.7568 0.9032 0.8235 31 0.7463 0.8757 0.8059 0.9606
0.085 86.0 9116 0.1291 0.7284 0.8551 0.7867 69 0.6173 0.8197 0.7042 61 0.8363 0.9346 0.8827 153 0.6579 0.7812 0.7143 32 0.7568 0.9032 0.8235 31 0.7475 0.8815 0.8090 0.9606
0.0818 87.0 9222 0.1290 0.7375 0.8551 0.7919 69 0.6173 0.8197 0.7042 61 0.8208 0.9281 0.8712 153 0.6757 0.7812 0.7246 32 0.7568 0.9032 0.8235 31 0.7451 0.8786 0.8064 0.9606
0.0814 88.0 9328 0.1279 0.7375 0.8551 0.7919 69 0.6173 0.8197 0.7042 61 0.8304 0.9281 0.8765 153 0.6757 0.7812 0.7246 32 0.7568 0.9032 0.8235 31 0.7488 0.8786 0.8085 0.9611
0.0845 89.0 9434 0.1287 0.7375 0.8551 0.7919 69 0.6220 0.8361 0.7133 61 0.8363 0.9346 0.8827 153 0.6757 0.7812 0.7246 32 0.7568 0.9032 0.8235 31 0.7518 0.8844 0.8127 0.9616
0.0838 90.0 9540 0.1289 0.7375 0.8551 0.7919 69 0.6220 0.8361 0.7133 61 0.8412 0.9346 0.8854 153 0.6757 0.7812 0.7246 32 0.7568 0.9032 0.8235 31 0.7537 0.8844 0.8138 0.9619
0.0832 91.0 9646 0.1281 0.7375 0.8551 0.7919 69 0.6220 0.8361 0.7133 61 0.8412 0.9346 0.8854 153 0.6757 0.7812 0.7246 32 0.7568 0.9032 0.8235 31 0.7537 0.8844 0.8138 0.9616
0.0818 92.0 9752 0.1275 0.7375 0.8551 0.7919 69 0.6173 0.8197 0.7042 61 0.8412 0.9346 0.8854 153 0.6757 0.7812 0.7246 32 0.7568 0.9032 0.8235 31 0.7531 0.8815 0.8123 0.9616
0.0843 93.0 9858 0.1291 0.7375 0.8551 0.7919 69 0.6145 0.8361 0.7083 61 0.8363 0.9346 0.8827 153 0.6579 0.7812 0.7143 32 0.7568 0.9032 0.8235 31 0.7482 0.8844 0.8106 0.9609
0.0821 94.0 9964 0.1279 0.7375 0.8551 0.7919 69 0.6173 0.8197 0.7042 61 0.8363 0.9346 0.8827 153 0.6757 0.7812 0.7246 32 0.7568 0.9032 0.8235 31 0.7512 0.8815 0.8112 0.9614
0.0807 95.0 10070 0.1279 0.7375 0.8551 0.7919 69 0.6173 0.8197 0.7042 61 0.8363 0.9346 0.8827 153 0.6757 0.7812 0.7246 32 0.7568 0.9032 0.8235 31 0.7512 0.8815 0.8112 0.9616
0.0833 96.0 10176 0.1291 0.7375 0.8551 0.7919 69 0.6220 0.8361 0.7133 61 0.8363 0.9346 0.8827 153 0.6757 0.7812 0.7246 32 0.7568 0.9032 0.8235 31 0.7518 0.8844 0.8127 0.9614
0.0835 97.0 10282 0.1281 0.7375 0.8551 0.7919 69 0.6173 0.8197 0.7042 61 0.8363 0.9346 0.8827 153 0.6757 0.7812 0.7246 32 0.7568 0.9032 0.8235 31 0.7512 0.8815 0.8112 0.9614
0.081 98.0 10388 0.1283 0.7375 0.8551 0.7919 69 0.6173 0.8197 0.7042 61 0.8363 0.9346 0.8827 153 0.6757 0.7812 0.7246 32 0.7568 0.9032 0.8235 31 0.7512 0.8815 0.8112 0.9614
0.0815 99.0 10494 0.1280 0.7375 0.8551 0.7919 69 0.6173 0.8197 0.7042 61 0.8412 0.9346 0.8854 153 0.6757 0.7812 0.7246 32 0.7568 0.9032 0.8235 31 0.7531 0.8815 0.8123 0.9616
0.0848 100.0 10600 0.1282 0.7375 0.8551 0.7919 69 0.6173 0.8197 0.7042 61 0.8363 0.9346 0.8827 153 0.6757 0.7812 0.7246 32 0.7568 0.9032 0.8235 31 0.7512 0.8815 0.8112 0.9614

Framework versions

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