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metadata
license: apache-2.0
base_model: microsoft/swinv2-base-patch4-window16-256
tags:
  - generated_from_trainer
metrics:
  - accuracy
  - f1
  - precision
  - recall
model-index:
  - name: SwinV2-Base-Document-Classifier
    results: []

SwinV2-Base-Document-Classifier

This model is a fine-tuned version of microsoft/swinv2-base-patch4-window16-256 on the None dataset. It achieves the following results on the evaluation set:

  • Loss: 1.3854
  • Accuracy: 0.8487
  • F1: 0.7828
  • Precision: 0.8618
  • Recall: 0.7583

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: 32
  • eval_batch_size: 32
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • training_steps: 10000

Training results

Training Loss Epoch Step Validation Loss Accuracy F1 Precision Recall
0.8305 0.002 20 0.8968 0.6491 0.6179 0.6249 0.6587
0.2772 0.004 40 0.8381 0.7136 0.6797 0.6799 0.6995
0.207 0.006 60 1.0716 0.6132 0.6170 0.6540 0.6573
0.1773 0.008 80 0.9111 0.7106 0.6759 0.6733 0.7010
0.1392 0.01 100 1.0190 0.7925 0.6899 0.7848 0.6776
0.1146 0.012 120 0.9824 0.7741 0.7229 0.7279 0.7266
0.1069 0.014 140 1.0200 0.8288 0.7446 0.8286 0.7277
0.0842 0.016 160 1.0000 0.8147 0.7473 0.7638 0.7522
0.1098 0.018 180 0.9541 0.8370 0.7656 0.8038 0.7564
0.1523 0.02 200 0.8870 0.7819 0.7366 0.7262 0.7562
0.1103 0.022 220 0.8863 0.8399 0.7712 0.8081 0.7606
0.0915 0.024 240 1.2072 0.8252 0.7164 0.8341 0.7108
0.0841 0.026 260 0.9257 0.8452 0.7832 0.8105 0.7741
0.024 0.028 280 1.2352 0.8378 0.7605 0.8286 0.7449
0.0678 0.03 300 1.2253 0.8378 0.7585 0.8393 0.7410
0.0998 0.032 320 1.0253 0.8346 0.7787 0.7892 0.7749
0.1259 0.034 340 1.2880 0.7690 0.7062 0.7388 0.7089
0.0483 0.036 360 1.2374 0.8474 0.7723 0.8431 0.7582
0.0668 0.038 380 1.0140 0.8438 0.7852 0.8051 0.7778
0.0543 0.04 400 0.9806 0.8401 0.7797 0.7987 0.7750
0.0938 0.042 420 1.1257 0.8423 0.7644 0.8329 0.7520
0.0598 0.044 440 1.1707 0.8348 0.7644 0.8295 0.7456
0.0456 0.046 460 1.1519 0.8458 0.7680 0.8408 0.7591
0.1077 0.048 480 1.3103 0.8227 0.7342 0.8451 0.7143
0.0874 0.05 500 0.9506 0.8476 0.7887 0.8194 0.7792
0.0714 0.052 520 1.1042 0.8427 0.7632 0.8534 0.7454
0.0547 0.054 540 1.1577 0.8401 0.7544 0.8310 0.7520
0.0668 0.056 560 1.2812 0.8405 0.7680 0.8339 0.7514
0.0632 0.058 580 1.2579 0.8476 0.7801 0.8342 0.7653
0.0423 0.06 600 1.2063 0.8415 0.7784 0.8120 0.7718
0.0722 0.062 620 1.1261 0.8495 0.7854 0.8283 0.7763
0.0487 0.064 640 1.3532 0.8313 0.7604 0.8281 0.7403
0.0316 0.066 660 1.1830 0.8460 0.7846 0.8159 0.7826
0.0414 0.068 680 1.2328 0.8429 0.7722 0.8252 0.7595
0.0432 0.07 700 1.2713 0.8482 0.7813 0.8360 0.7708
0.0624 0.072 720 1.1437 0.8525 0.7910 0.8300 0.7853
0.0506 0.074 740 1.2602 0.8380 0.7658 0.8282 0.7557
0.042 0.076 760 1.4864 0.8270 0.7396 0.8332 0.7227
0.0495 0.078 780 1.6550 0.8186 0.7198 0.8443 0.7041
0.09 0.08 800 1.2392 0.8380 0.7692 0.8158 0.7600
0.0743 0.082 820 1.2096 0.8309 0.7665 0.8194 0.7476
0.0608 0.084 840 1.2309 0.8337 0.7644 0.8301 0.7438
0.0223 0.086 860 1.3063 0.8519 0.7788 0.8508 0.7638
0.0348 0.088 880 1.2334 0.8468 0.7822 0.8391 0.7634
0.0572 0.09 900 1.5572 0.8305 0.7433 0.8417 0.7270
0.041 0.092 920 1.2460 0.8536 0.7902 0.8425 0.7746
0.0433 0.094 940 1.3094 0.8470 0.7731 0.8348 0.7617
0.0529 0.096 960 1.6061 0.8235 0.7430 0.8490 0.7185
0.043 0.098 980 1.3444 0.8452 0.7634 0.8513 0.7500
0.0411 0.1 1000 1.4491 0.8423 0.7499 0.8464 0.7418
0.0433 0.102 1020 1.2582 0.8552 0.7828 0.8450 0.7707
0.0444 0.104 1040 1.3154 0.8583 0.7817 0.8596 0.7689
0.0617 0.106 1060 1.4278 0.8415 0.7651 0.8584 0.7439
0.091 0.108 1080 1.1503 0.8538 0.7882 0.8468 0.7711
0.0435 0.11 1100 1.3136 0.8344 0.7634 0.8451 0.7402
0.042 0.112 1120 1.1063 0.8580 0.7933 0.8471 0.7784
0.0283 0.114 1140 1.1147 0.8642 0.8042 0.8521 0.7892
0.0826 0.116 1160 1.0588 0.8529 0.7999 0.8225 0.7895
0.0599 0.118 1180 1.4373 0.8260 0.7519 0.8423 0.7275
0.085 0.12 1200 1.0753 0.8529 0.7837 0.8418 0.7740
0.015 0.122 1220 1.1104 0.8595 0.8030 0.8424 0.7878
0.0258 0.124 1240 1.2051 0.8578 0.7949 0.8533 0.7769
0.1003 0.126 1260 1.1081 0.8507 0.7856 0.8489 0.7658
0.0222 0.128 1280 1.2320 0.8468 0.7814 0.8472 0.7604
0.0212 0.13 1300 1.2915 0.8427 0.7671 0.8478 0.7504
0.0354 0.132 1320 1.5551 0.8276 0.7401 0.8566 0.7192
0.0781 0.134 1340 1.1056 0.8531 0.7902 0.8474 0.7722
0.062 0.136 1360 1.3846 0.8301 0.7402 0.8517 0.7223
0.0491 0.138 1380 1.2179 0.8591 0.7902 0.8582 0.7757
0.0519 0.14 1400 1.1529 0.8419 0.7783 0.8486 0.7559
0.0989 0.142 1420 1.0709 0.8523 0.7786 0.8574 0.7637
0.0772 0.144 1440 1.1710 0.8346 0.7499 0.8470 0.7320
0.0445 0.146 1460 1.0408 0.8583 0.7921 0.8551 0.7757
0.0093 0.148 1480 1.1644 0.8462 0.7757 0.8520 0.7560
0.0375 0.15 1500 1.2751 0.8446 0.7601 0.8569 0.7455
0.046 0.152 1520 1.1101 0.8556 0.7845 0.8599 0.7673
0.0255 0.154 1540 1.2097 0.8409 0.7688 0.8563 0.7462
0.023 0.156 1560 1.4518 0.8078 0.7313 0.8277 0.7036
0.0148 0.158 1580 1.3187 0.8464 0.7749 0.8616 0.7519
0.0605 0.16 1600 1.3435 0.8427 0.7631 0.8645 0.7430
0.0168 0.162 1620 1.3367 0.8491 0.7823 0.8497 0.7627
0.0442 0.164 1640 1.3156 0.8529 0.7831 0.8607 0.7640
0.035 0.166 1660 1.1943 0.8529 0.7931 0.8435 0.7740
0.0595 0.168 1680 1.1160 0.8533 0.7925 0.8381 0.7801
0.0233 0.17 1700 1.2185 0.8435 0.7864 0.8297 0.7675
0.0243 0.172 1720 1.4743 0.8299 0.7507 0.8521 0.7279
0.0207 0.174 1740 1.5421 0.8327 0.7484 0.8562 0.7282
0.0054 0.176 1760 1.5514 0.8440 0.7534 0.8527 0.7433
0.0283 0.178 1780 2.0433 0.7839 0.6810 0.8394 0.6582
0.0289 0.18 1800 1.9418 0.7992 0.6993 0.8478 0.6774
0.0163 0.182 1820 1.5420 0.8429 0.7578 0.8542 0.7436
0.0421 0.184 1840 1.2911 0.8550 0.7887 0.8476 0.7731
0.0493 0.186 1860 1.4809 0.8309 0.7586 0.8370 0.7354
0.0465 0.188 1880 1.3390 0.8464 0.7805 0.8428 0.7607
0.0283 0.19 1900 1.5690 0.8260 0.7472 0.8485 0.7229
0.0365 0.192 1920 1.3759 0.8499 0.7739 0.8554 0.7573
0.0412 0.194 1940 1.3300 0.8517 0.7834 0.8556 0.7632
0.079 0.196 1960 1.1782 0.8556 0.7982 0.8404 0.7817
0.0559 0.198 1980 1.2982 0.8450 0.7787 0.8583 0.7546
0.0106 0.2 2000 1.2293 0.8548 0.7950 0.8453 0.7761
0.0285 0.202 2020 1.3538 0.8536 0.7830 0.8571 0.7650
0.015 0.204 2040 1.3771 0.8450 0.7801 0.8410 0.7600
0.0374 0.206 2060 1.3766 0.8413 0.7737 0.8401 0.7529
0.0518 0.208 2080 1.3408 0.8311 0.7655 0.8419 0.7403
0.0323 0.21 2100 1.4204 0.8399 0.7713 0.8537 0.7465
0.0309 0.212 2120 1.3761 0.8344 0.7664 0.8409 0.7424
0.0453 0.214 2140 1.3741 0.8380 0.7628 0.8430 0.7429
0.0326 0.216 2160 1.5718 0.7958 0.7227 0.8051 0.6957
0.0843 0.218 2180 1.1338 0.8531 0.7869 0.8421 0.7720
0.0279 0.22 2200 1.5665 0.7982 0.7249 0.8327 0.6934
0.0467 0.222 2220 1.2442 0.8472 0.7781 0.8465 0.7578
0.0691 0.224 2240 1.2314 0.8362 0.7681 0.8331 0.7464
0.0471 0.226 2260 1.2135 0.8468 0.7784 0.8440 0.7591
0.0716 0.228 2280 1.2434 0.8348 0.7652 0.8413 0.7424
0.0274 0.23 2300 1.2170 0.8540 0.7873 0.8481 0.7693
0.0358 0.232 2320 1.2247 0.8495 0.7794 0.8518 0.7588
0.0127 0.234 2340 1.3406 0.8423 0.7771 0.8482 0.7533
0.0596 0.236 2360 1.2308 0.8595 0.7904 0.8556 0.7775
0.0082 0.238 2380 1.3719 0.8450 0.7726 0.8561 0.7540
0.0194 0.24 2400 1.4780 0.8297 0.7618 0.8455 0.7357
0.0341 0.242 2420 1.4085 0.8386 0.7714 0.8508 0.7467
0.05 0.244 2440 1.7963 0.7845 0.6948 0.8236 0.6685
0.0274 0.246 2460 1.6832 0.8084 0.7257 0.8316 0.7001
0.0203 0.248 2480 1.6954 0.8184 0.7367 0.8438 0.7122
0.0328 0.25 2500 1.5345 0.8337 0.7524 0.8511 0.7314
0.0434 0.252 2520 1.5739 0.8045 0.7503 0.8236 0.7185
0.0505 0.254 2540 1.6393 0.8078 0.7450 0.8320 0.7139
0.0029 0.256 2560 1.4990 0.8317 0.7679 0.8484 0.7410
0.0437 0.258 2580 1.8746 0.7998 0.7167 0.8463 0.6877
0.0573 0.26 2600 2.2431 0.7610 0.6543 0.8298 0.6302
0.0313 0.262 2620 1.7306 0.8039 0.7137 0.8381 0.6910
0.0186 0.264 2640 1.7413 0.8062 0.7239 0.8425 0.6985
0.0426 0.266 2660 1.3704 0.8497 0.7810 0.8566 0.7600
0.0288 0.268 2680 1.2915 0.8531 0.7850 0.8523 0.7679
0.0402 0.27 2700 1.4792 0.8407 0.7610 0.8618 0.7405
0.0184 0.272 2720 1.6357 0.8331 0.7526 0.8616 0.7290
0.0162 0.274 2740 1.4176 0.8548 0.7797 0.8571 0.7663
0.0153 0.276 2760 1.3665 0.8556 0.7879 0.8540 0.7702
0.0189 0.278 2780 1.3686 0.8529 0.7857 0.8597 0.7650
0.0223 0.28 2800 1.3679 0.8566 0.7877 0.8650 0.7683
0.0193 0.282 2820 1.4252 0.8517 0.7814 0.8621 0.7632
0.0201 0.284 2840 1.5652 0.8266 0.7554 0.8548 0.7317
0.0102 0.286 2860 1.4620 0.8423 0.7787 0.8612 0.7562
0.0294 0.288 2880 1.6310 0.8143 0.7560 0.8416 0.7238
0.0106 0.29 2900 1.5361 0.8511 0.7813 0.8697 0.7623
0.0107 0.292 2920 1.6966 0.8211 0.7633 0.8530 0.7328
0.0063 0.294 2940 1.4493 0.8556 0.7930 0.8637 0.7727
0.0389 0.296 2960 1.3437 0.8617 0.7988 0.8552 0.7849
0.0274 0.298 2980 1.5037 0.8382 0.7787 0.8541 0.7543
0.0392 0.3 3000 1.3455 0.8482 0.7906 0.8556 0.7687
0.0367 0.302 3020 1.4267 0.8378 0.7752 0.8568 0.7504
0.0228 0.304 3040 1.3723 0.8587 0.7934 0.8671 0.7739
0.0259 0.306 3060 1.4159 0.8423 0.7802 0.8599 0.7568
0.0074 0.308 3080 1.6634 0.8217 0.7550 0.8538 0.7295
0.0386 0.31 3100 1.4854 0.8399 0.7712 0.8604 0.7476
0.017 0.312 3120 1.5554 0.8276 0.7633 0.8519 0.7362
0.0144 0.314 3140 1.4663 0.8354 0.7713 0.8500 0.7466
0.0142 0.316 3160 1.6349 0.8209 0.7528 0.8541 0.7230
0.0236 0.318 3180 1.6757 0.8180 0.7447 0.8566 0.7162
0.0712 0.32 3200 1.3367 0.8456 0.7829 0.8500 0.7603
0.0372 0.322 3220 1.3016 0.8619 0.7992 0.8657 0.7797
0.0301 0.324 3240 1.5439 0.8403 0.7657 0.8642 0.7417
0.0043 0.326 3260 1.3523 0.8495 0.7870 0.8371 0.7715
0.0112 0.328 3280 1.6203 0.8180 0.7489 0.8458 0.7202
0.0389 0.33 3300 1.6012 0.8276 0.7515 0.8558 0.7253
0.032 0.332 3320 1.4622 0.8511 0.7749 0.8709 0.7551
0.0484 0.334 3340 1.3753 0.8521 0.7822 0.8517 0.7646
0.0485 0.336 3360 1.3727 0.8507 0.7821 0.8510 0.7622
0.0412 0.338 3380 1.4621 0.8417 0.7700 0.8513 0.7480
0.062 0.34 3400 1.3283 0.8472 0.7808 0.8462 0.7593
0.0155 0.342 3420 1.4947 0.8284 0.7573 0.8388 0.7321
0.0604 0.344 3440 1.2953 0.8495 0.7857 0.8497 0.7640
0.0139 0.346 3460 1.3644 0.8562 0.7855 0.8667 0.7669
0.0115 0.348 3480 1.3503 0.8497 0.7849 0.8578 0.7627
0.0262 0.35 3500 1.4776 0.8388 0.7647 0.8649 0.7400
0.0197 0.352 3520 1.3169 0.8566 0.7911 0.8594 0.7704
0.0753 0.354 3540 1.4336 0.8466 0.7742 0.8650 0.7514
0.0541 0.356 3560 1.3846 0.8360 0.7752 0.8395 0.7506
0.0154 0.358 3580 1.1941 0.8601 0.8115 0.8347 0.7996
0.0015 0.36 3600 1.3277 0.8580 0.7972 0.8637 0.7755
0.0284 0.362 3620 1.4280 0.8523 0.7832 0.8693 0.7606
0.0237 0.364 3640 1.5248 0.8337 0.7633 0.8565 0.7369
0.0243 0.366 3660 1.5584 0.8386 0.7636 0.8640 0.7390
0.0628 0.368 3680 1.3950 0.8542 0.7860 0.8656 0.7646
0.0462 0.37 3700 1.4476 0.8419 0.7730 0.8574 0.7478
0.0128 0.372 3720 1.5086 0.8409 0.7705 0.8594 0.7455
0.013 0.374 3740 1.3820 0.8544 0.7885 0.8641 0.7663
0.0022 0.376 3760 1.3281 0.8601 0.7924 0.8650 0.7743
0.0359 0.378 3780 1.3168 0.8585 0.7955 0.8597 0.7758
0.004 0.38 3800 1.3508 0.8538 0.7900 0.8580 0.7686
0.0227 0.382 3820 1.3766 0.8542 0.7886 0.8630 0.7670
0.0409 0.384 3840 1.3383 0.8497 0.7855 0.8630 0.7620
0.0314 0.386 3860 1.3714 0.8493 0.7808 0.8648 0.7582
0.022 0.388 3880 1.3467 0.8531 0.7855 0.8590 0.7654
0.0039 0.39 3900 1.4044 0.8548 0.7884 0.8634 0.7676
0.0342 0.392 3920 1.3077 0.8572 0.7952 0.8527 0.7764
0.0258 0.394 3940 1.2968 0.8658 0.8013 0.8601 0.7873
0.0332 0.396 3960 1.3438 0.8540 0.7817 0.8615 0.7642
0.0153 0.398 3980 1.6289 0.8246 0.7433 0.8564 0.7179
0.0116 0.4 4000 1.4183 0.8454 0.7786 0.8485 0.7572
0.0349 0.402 4020 1.4774 0.8487 0.7767 0.8617 0.7561
0.02 0.404 4040 1.4637 0.8511 0.7788 0.8648 0.7587
0.0072 0.406 4060 1.5426 0.8352 0.7633 0.8539 0.7386
0.0229 0.408 4080 1.4962 0.8501 0.7801 0.8667 0.7580
0.0412 0.41 4100 1.2846 0.8632 0.8023 0.8580 0.7859
0.0227 0.412 4120 1.2946 0.8629 0.7982 0.8639 0.7815
0.0278 0.414 4140 1.3961 0.8493 0.7809 0.8610 0.7586
0.0171 0.416 4160 1.4801 0.8417 0.7674 0.8629 0.7441
0.0136 0.418 4180 1.4238 0.8507 0.7736 0.8680 0.7552
0.0213 0.42 4200 1.3588 0.8558 0.7873 0.8645 0.7667
0.029 0.422 4220 1.4318 0.8501 0.7789 0.8642 0.7571
0.0226 0.424 4240 1.3959 0.8542 0.7857 0.8660 0.7639
0.0049 0.426 4260 1.3321 0.8601 0.7949 0.8616 0.7757
0.0476 0.428 4280 1.3586 0.8568 0.7859 0.8644 0.7672
0.0462 0.43 4300 1.5131 0.8417 0.7649 0.8663 0.7416
0.0512 0.432 4320 1.2899 0.8505 0.7867 0.8500 0.7650
0.0285 0.434 4340 1.2635 0.8542 0.7881 0.8571 0.7685
0.0415 0.436 4360 1.2625 0.8511 0.7886 0.8552 0.7659
0.0482 0.438 4380 1.2407 0.8527 0.7846 0.8594 0.7646
0.0363 0.44 4400 1.3564 0.8384 0.7648 0.8620 0.7403
0.0276 0.442 4420 1.1727 0.8576 0.7985 0.8458 0.7820
0.0039 0.444 4440 1.2807 0.8619 0.7984 0.8675 0.7790
0.0262 0.446 4460 1.3800 0.8523 0.7815 0.8681 0.7607
0.039 0.448 4480 1.4388 0.8421 0.7736 0.8638 0.7475
0.0223 0.45 4500 1.1979 0.8660 0.8041 0.8597 0.7897
0.0073 0.452 4520 1.2264 0.8576 0.7999 0.8458 0.7820
0.0269 0.454 4540 1.2685 0.8603 0.8002 0.8567 0.7808
0.0131 0.456 4560 1.3904 0.8505 0.7824 0.8669 0.7587
0.01 0.458 4580 1.4277 0.8499 0.7804 0.8669 0.7572
0.0236 0.46 4600 1.3922 0.8476 0.7863 0.8531 0.7627
0.0216 0.462 4620 1.3886 0.8499 0.7872 0.8588 0.7631
0.0138 0.464 4640 1.4872 0.8462 0.7754 0.8697 0.7510
0.0522 0.466 4660 1.4304 0.8446 0.7710 0.8642 0.7486
0.0071 0.468 4680 1.3784 0.8517 0.7807 0.8637 0.7601
0.0426 0.47 4700 1.3193 0.8544 0.7903 0.8554 0.7698
0.0436 0.472 4720 1.2188 0.8609 0.8004 0.8553 0.7821
0.013 0.474 4740 1.4031 0.8474 0.7763 0.8669 0.7532
0.0443 0.476 4760 1.5753 0.8192 0.7395 0.8551 0.7140
0.0444 0.478 4780 1.3850 0.8429 0.7643 0.8643 0.7438
0.0002 0.48 4800 1.4815 0.8358 0.7535 0.8639 0.7319
0.0089 0.482 4820 1.4944 0.8250 0.7524 0.8528 0.7242
0.0239 0.484 4840 1.3902 0.8370 0.7726 0.8432 0.7478
0.0333 0.486 4860 1.4922 0.8211 0.7561 0.8364 0.7272
0.0271 0.488 4880 1.5084 0.8276 0.7577 0.8503 0.7295
0.0337 0.49 4900 1.3764 0.8440 0.7774 0.8570 0.7526
0.0602 0.492 4920 1.3659 0.8393 0.7638 0.8585 0.7410
0.0212 0.494 4940 1.2901 0.8501 0.7837 0.8587 0.7624
0.014 0.496 4960 1.3822 0.8354 0.7668 0.8564 0.7402
0.0012 0.498 4980 1.4594 0.8305 0.7592 0.8557 0.7319
0.0051 0.5 5000 1.5347 0.8248 0.7521 0.8560 0.7230
0.0223 0.502 5020 1.4165 0.8370 0.7671 0.8594 0.7404
0.0053 0.504 5040 1.3180 0.8525 0.7900 0.8651 0.7651
0.0293 0.506 5060 1.2316 0.8595 0.7992 0.8675 0.7778
0.0391 0.508 5080 1.3382 0.8415 0.7784 0.8600 0.7524
0.0134 0.51 5100 1.3917 0.8474 0.7773 0.8643 0.7549
0.0187 0.512 5120 1.3604 0.8435 0.7802 0.8625 0.7568
0.027 0.514 5140 1.5380 0.8217 0.7518 0.8541 0.7250
0.0367 0.516 5160 1.4179 0.8241 0.7553 0.8585 0.7283
0.0163 0.518 5180 1.3710 0.8331 0.7660 0.8605 0.7386
0.0241 0.52 5200 1.2647 0.8450 0.7845 0.8507 0.7595
0.0122 0.522 5220 1.3431 0.8493 0.7843 0.8646 0.7594
0.0405 0.524 5240 1.4083 0.8405 0.7718 0.8631 0.7454
0.0315 0.526 5260 1.2555 0.8617 0.7963 0.8706 0.7773
0.0158 0.528 5280 1.4175 0.8274 0.7667 0.8562 0.7390
0.0242 0.53 5300 1.2810 0.8476 0.7901 0.8563 0.7665
0.0161 0.532 5320 1.3278 0.8544 0.7883 0.8677 0.7666
0.0353 0.534 5340 1.2567 0.8658 0.8044 0.8681 0.7858
0.0062 0.536 5360 1.3290 0.8589 0.7932 0.8681 0.7724
0.0184 0.538 5380 1.2692 0.8560 0.7939 0.8565 0.7744
0.059 0.54 5400 1.2367 0.8605 0.8013 0.8580 0.7814
0.0206 0.542 5420 1.3156 0.8552 0.7912 0.8618 0.7703
0.0175 0.544 5440 1.5553 0.8199 0.7552 0.8570 0.7240
0.0415 0.546 5460 1.3599 0.8546 0.7854 0.8685 0.7650
0.0432 0.548 5480 1.5341 0.8201 0.7529 0.8536 0.7219
0.0545 0.55 5500 1.5413 0.8090 0.7443 0.8475 0.7110
0.0234 0.552 5520 1.6712 0.8009 0.7334 0.8505 0.6984
0.0156 0.554 5540 1.6123 0.8213 0.7497 0.8586 0.7196
0.0172 0.556 5560 1.6196 0.8201 0.7493 0.8646 0.7179
0.029 0.558 5580 1.5016 0.8301 0.7614 0.8682 0.7327
0.0216 0.56 5600 1.4448 0.8466 0.7809 0.8622 0.7560
0.0641 0.562 5620 1.5083 0.8358 0.7627 0.8672 0.7364
0.0244 0.564 5640 1.4582 0.8393 0.7712 0.8654 0.7443
0.0304 0.566 5660 1.4796 0.8372 0.7669 0.8686 0.7401
0.0299 0.568 5680 1.4776 0.8442 0.7725 0.8713 0.7481
0.0108 0.57 5700 1.5837 0.8311 0.7575 0.8679 0.7291
0.0568 0.572 5720 1.2901 0.8527 0.7926 0.8573 0.7697
0.0012 0.574 5740 1.3570 0.8509 0.7904 0.8624 0.7658
0.0161 0.576 5760 1.4200 0.8407 0.7803 0.8596 0.7541
0.045 0.578 5780 1.4508 0.8440 0.7796 0.8656 0.7532
0.04 0.58 5800 1.4328 0.8382 0.7785 0.8620 0.7500
0.054 0.582 5820 1.2936 0.8478 0.7885 0.8600 0.7628
0.0366 0.584 5840 1.3365 0.8431 0.7793 0.8626 0.7525
0.0325 0.586 5860 1.2088 0.8542 0.7973 0.8567 0.7739
0.0155 0.588 5880 1.2584 0.8554 0.7917 0.8624 0.7695
0.0027 0.59 5900 1.2414 0.8546 0.7967 0.8527 0.7747
0.0203 0.592 5920 1.4011 0.8403 0.7738 0.8618 0.7468
0.0047 0.594 5940 1.3959 0.8409 0.7760 0.8623 0.7486
0.0156 0.596 5960 1.5100 0.8284 0.7621 0.8619 0.7316
0.0315 0.598 5980 1.5174 0.8254 0.7555 0.8604 0.7283
0.0421 0.6 6000 1.3203 0.8585 0.7901 0.8684 0.7714
0.0009 0.602 6020 1.3933 0.8533 0.7813 0.8694 0.7616
0.0159 0.604 6040 1.3371 0.8617 0.7926 0.8695 0.7761
0.0126 0.606 6060 1.3021 0.8593 0.7941 0.8599 0.7762
0.0456 0.608 6080 1.4119 0.8468 0.7778 0.8623 0.7544
0.0231 0.61 6100 1.4231 0.8464 0.7747 0.8642 0.7528
0.0257 0.612 6120 1.5582 0.8295 0.7535 0.8673 0.7269
0.024 0.614 6140 1.4474 0.8399 0.7677 0.8629 0.7426
0.0271 0.616 6160 1.3643 0.8527 0.7831 0.8686 0.7618
0.004 0.618 6180 1.4824 0.8319 0.7618 0.8647 0.7349
0.0157 0.62 6200 1.6797 0.8045 0.7176 0.8557 0.6934
0.0084 0.622 6220 1.4220 0.8305 0.7666 0.8526 0.7400
0.0273 0.624 6240 1.3800 0.8274 0.7721 0.8473 0.7436
0.0363 0.626 6260 1.3942 0.8254 0.7647 0.8512 0.7365
0.0471 0.628 6280 1.2489 0.8480 0.7869 0.8557 0.7650
0.0134 0.63 6300 1.2962 0.8489 0.7854 0.8544 0.7623
0.0019 0.632 6320 1.3361 0.8480 0.7848 0.8596 0.7603
0.0145 0.634 6340 1.2290 0.8607 0.8010 0.8548 0.7819
0.0328 0.636 6360 1.3161 0.8466 0.7822 0.8577 0.7587
0.013 0.638 6380 1.4434 0.8278 0.7626 0.8548 0.7338
0.0157 0.64 6400 1.5072 0.8305 0.7608 0.8614 0.7326
0.0162 0.642 6420 1.4384 0.8372 0.7676 0.8619 0.7421
0.0031 0.644 6440 1.4686 0.8354 0.7641 0.8624 0.7384
0.0168 0.646 6460 1.6082 0.8233 0.7480 0.8610 0.7198
0.0096 0.648 6480 1.5840 0.8256 0.7523 0.8606 0.7238
0.0254 0.65 6500 1.4263 0.8403 0.7747 0.8617 0.7482
0.0284 0.652 6520 1.3740 0.8468 0.7820 0.8659 0.7573
0.0127 0.654 6540 1.3811 0.8368 0.7746 0.8558 0.7473
0.0313 0.656 6560 1.3887 0.8346 0.7719 0.8502 0.7447
0.0308 0.658 6580 1.3531 0.8376 0.7771 0.8455 0.7510
0.0121 0.66 6600 1.3415 0.8409 0.7791 0.8491 0.7540
0.0337 0.662 6620 1.3951 0.8319 0.7632 0.8505 0.7375
0.0153 0.664 6640 1.4965 0.8219 0.7512 0.8556 0.7234
0.0169 0.666 6660 1.3800 0.8409 0.7719 0.8565 0.7478
0.0231 0.668 6680 1.6212 0.8170 0.7375 0.8563 0.7097
0.0229 0.67 6700 1.4507 0.8268 0.7616 0.8461 0.7330
0.0083 0.672 6720 1.4151 0.8325 0.7666 0.8452 0.7400
0.0122 0.674 6740 1.3248 0.8509 0.7871 0.8619 0.7637
0.0028 0.676 6760 1.4581 0.8372 0.7668 0.8620 0.7406
0.0196 0.678 6780 1.3441 0.8542 0.7842 0.8699 0.7633
0.0564 0.68 6800 1.2805 0.8517 0.7818 0.8627 0.7629
0.0426 0.682 6820 1.2163 0.8542 0.7889 0.8582 0.7699
0.012 0.684 6840 1.2336 0.8407 0.7798 0.8520 0.7572
0.0053 0.686 6860 1.3346 0.8282 0.7663 0.8526 0.7394
0.018 0.688 6880 1.2456 0.8368 0.7803 0.8446 0.7564
0.0284 0.69 6900 1.3215 0.8295 0.7674 0.8489 0.7398
0.0206 0.692 6920 1.2697 0.8366 0.7774 0.8452 0.7518
0.0185 0.694 6940 1.2302 0.8507 0.7889 0.8528 0.7671
0.0074 0.696 6960 1.2804 0.8466 0.7836 0.8548 0.7601
0.0211 0.698 6980 1.3472 0.8425 0.7749 0.8618 0.7509
0.0093 0.7 7000 1.3526 0.8478 0.7780 0.8635 0.7564
0.0229 0.702 7020 1.3637 0.8505 0.7800 0.8662 0.7586
0.047 0.704 7040 1.4245 0.8384 0.7701 0.8589 0.7444
0.02 0.706 7060 1.4446 0.8393 0.7677 0.8610 0.7433
0.0322 0.708 7080 1.3445 0.8454 0.7807 0.8566 0.7568
0.0166 0.71 7100 1.3218 0.8452 0.7810 0.8545 0.7573
0.0154 0.712 7120 1.3052 0.8468 0.7852 0.8529 0.7615
0.0209 0.714 7140 1.3200 0.8419 0.7788 0.8499 0.7541
0.0123 0.716 7160 1.3558 0.8393 0.7735 0.8509 0.7481
0.011 0.718 7180 1.3138 0.8470 0.7804 0.8543 0.7577
0.0333 0.72 7200 1.3000 0.8495 0.7839 0.8552 0.7616
0.0489 0.722 7220 1.2575 0.8484 0.7825 0.8537 0.7601
0.0394 0.724 7240 1.3221 0.8456 0.7768 0.8543 0.7540
0.0076 0.726 7260 1.4044 0.8399 0.7682 0.8604 0.7433
0.0209 0.728 7280 1.3183 0.8472 0.7808 0.8570 0.7574
0.0068 0.73 7300 1.2884 0.8505 0.7843 0.8573 0.7619
0.035 0.732 7320 1.3119 0.8501 0.7820 0.8564 0.7602
0.0146 0.734 7340 1.3595 0.8482 0.7770 0.8614 0.7546
0.0175 0.736 7360 1.3735 0.8429 0.7740 0.8563 0.7496
0.0197 0.738 7380 1.2753 0.8554 0.7917 0.8559 0.7709
0.0145 0.74 7400 1.3514 0.8470 0.7807 0.8574 0.7569
0.0471 0.742 7420 1.3011 0.8507 0.7850 0.8622 0.7613
0.0384 0.744 7440 1.2594 0.8515 0.7891 0.8590 0.7654
0.004 0.746 7460 1.2978 0.8466 0.7797 0.8559 0.7565
0.0357 0.748 7480 1.2685 0.8507 0.7826 0.8573 0.7615
0.0072 0.75 7500 1.3033 0.8468 0.7770 0.8569 0.7548
0.0148 0.752 7520 1.2454 0.8558 0.7917 0.8603 0.7704
0.0187 0.754 7540 1.2755 0.8574 0.7884 0.8615 0.7697
0.0362 0.756 7560 1.3040 0.8538 0.7855 0.8632 0.7647
0.0168 0.758 7580 1.2815 0.8550 0.7888 0.8611 0.7679
0.0319 0.76 7600 1.2986 0.8527 0.7856 0.8587 0.7647
0.0118 0.762 7620 1.3524 0.8478 0.7798 0.8593 0.7567
0.0171 0.764 7640 1.3086 0.8531 0.7870 0.8583 0.7655
0.0192 0.766 7660 1.3387 0.8515 0.7818 0.8610 0.7607
0.0146 0.768 7680 1.4237 0.8442 0.7715 0.8606 0.7486
0.0257 0.77 7700 1.4340 0.8413 0.7698 0.8586 0.7454
0.0427 0.772 7720 1.4500 0.8393 0.7673 0.8578 0.7424
0.0001 0.774 7740 1.4393 0.8421 0.7709 0.8590 0.7463
0.0056 0.776 7760 1.4137 0.8444 0.7749 0.8586 0.7508
0.0054 0.778 7780 1.4455 0.8415 0.7703 0.8583 0.7459
0.0224 0.78 7800 1.3827 0.8470 0.7786 0.8570 0.7555
0.0002 0.782 7820 1.3901 0.8454 0.7762 0.8566 0.7533
0.01 0.784 7840 1.3898 0.8454 0.7779 0.8594 0.7541
0.0115 0.786 7860 1.3709 0.8521 0.7823 0.8623 0.7611
0.0207 0.788 7880 1.3256 0.8542 0.7868 0.8588 0.7665
0.0254 0.79 7900 1.2879 0.8572 0.7928 0.8582 0.7731
0.0284 0.792 7920 1.2851 0.8570 0.7933 0.8601 0.7721
0.0056 0.794 7940 1.3286 0.8533 0.7891 0.8613 0.7659
0.004 0.796 7960 1.3264 0.8560 0.7923 0.8604 0.7703
0.0304 0.798 7980 1.3460 0.8546 0.7896 0.8629 0.7667
0.0074 0.8 8000 1.3500 0.8546 0.7896 0.8616 0.7671
0.0123 0.802 8020 1.3229 0.8578 0.7943 0.8636 0.7725
0.034 0.804 8040 1.3199 0.8593 0.7953 0.8648 0.7742
0.0103 0.806 8060 1.3439 0.8548 0.7913 0.8603 0.7686
0.0001 0.808 8080 1.3214 0.8593 0.7964 0.8640 0.7748
0.0019 0.81 8100 1.3628 0.8544 0.7908 0.8608 0.7677
0.0018 0.812 8120 1.3703 0.8538 0.7911 0.8596 0.7677
0.0006 0.814 8140 1.3588 0.8564 0.7942 0.8617 0.7713
0.0004 0.816 8160 1.3652 0.8540 0.7942 0.8579 0.7706
0.0421 0.818 8180 1.4159 0.8468 0.7828 0.8570 0.7580
0.0379 0.82 8200 1.3623 0.8507 0.7916 0.8562 0.7669
0.0016 0.822 8220 1.3659 0.8531 0.7914 0.8604 0.7676
0.0186 0.824 8240 1.3941 0.8456 0.7832 0.8560 0.7576
0.0295 0.826 8260 1.3841 0.8466 0.7845 0.8555 0.7594
0.0264 0.828 8280 1.3704 0.8484 0.7867 0.8574 0.7619
0.0171 0.83 8300 1.3531 0.8503 0.7912 0.8570 0.7663
0.017 0.832 8320 1.4407 0.8429 0.7773 0.8579 0.7516
0.0316 0.834 8340 1.4321 0.8393 0.7737 0.8530 0.7473
0.023 0.836 8360 1.4401 0.8401 0.7722 0.8585 0.7461
0.0063 0.838 8380 1.4163 0.8423 0.7758 0.8588 0.7500
0.0024 0.84 8400 1.4562 0.8399 0.7722 0.8580 0.7459
0.0037 0.842 8420 1.4190 0.8446 0.7775 0.8587 0.7526
0.0262 0.844 8440 1.4119 0.8450 0.7791 0.8607 0.7534
0.006 0.846 8460 1.3936 0.8476 0.7816 0.8611 0.7570
0.0354 0.848 8480 1.3733 0.8474 0.7832 0.8580 0.7586
0.0137 0.85 8500 1.3665 0.8480 0.7851 0.8587 0.7601
0.0243 0.852 8520 1.3896 0.8450 0.7785 0.8599 0.7533
0.0235 0.854 8540 1.3908 0.8460 0.7787 0.8609 0.7540
0.0114 0.856 8560 1.3842 0.8448 0.7777 0.8595 0.7527
0.0126 0.858 8580 1.3689 0.8446 0.7798 0.8563 0.7547
0.0186 0.86 8600 1.2981 0.8513 0.7887 0.8545 0.7660
0.0158 0.862 8620 1.2734 0.8525 0.7930 0.8530 0.7704
0.0028 0.864 8640 1.2963 0.8531 0.7914 0.8560 0.7687
0.0005 0.866 8660 1.3336 0.8503 0.7853 0.8560 0.7624
0.0183 0.868 8680 1.3398 0.8509 0.7840 0.8597 0.7613
0.0095 0.87 8700 1.3530 0.8503 0.7835 0.8611 0.7603
0.0047 0.872 8720 1.3765 0.8480 0.7810 0.8608 0.7570
0.0233 0.874 8740 1.4427 0.8433 0.7738 0.8614 0.7487
0.0026 0.876 8760 1.4369 0.8435 0.7747 0.8612 0.7497
0.0177 0.878 8780 1.4600 0.8403 0.7727 0.8590 0.7463
0.0046 0.88 8800 1.4419 0.8421 0.7749 0.8593 0.7490
0.0111 0.882 8820 1.4529 0.8429 0.7744 0.8616 0.7487
0.0158 0.884 8840 1.4249 0.8452 0.7766 0.8602 0.7520
0.0356 0.886 8860 1.3788 0.8484 0.7821 0.8603 0.7579
0.0356 0.888 8880 1.3773 0.8493 0.7840 0.8627 0.7593
0.058 0.89 8900 1.3693 0.8472 0.7829 0.8592 0.7578
0.0227 0.892 8920 1.3804 0.8440 0.7773 0.8561 0.7524
0.0372 0.894 8940 1.3698 0.8474 0.7805 0.8592 0.7564
0.0377 0.896 8960 1.3557 0.8487 0.7825 0.8586 0.7589
0.0297 0.898 8980 1.3414 0.8505 0.7864 0.8599 0.7625
0.01 0.9 9000 1.3348 0.8525 0.7883 0.8606 0.7652
0.0309 0.902 9020 1.3000 0.8542 0.7909 0.8609 0.7683
0.0346 0.904 9040 1.2752 0.8576 0.7956 0.8636 0.7735
0.0143 0.906 9060 1.2954 0.8568 0.7938 0.8635 0.7717
0.0187 0.908 9080 1.3109 0.8542 0.7908 0.8621 0.7680
0.0002 0.91 9100 1.3237 0.8542 0.7908 0.8629 0.7677
0.0099 0.912 9120 1.3458 0.8515 0.7875 0.8602 0.7640
0.0128 0.914 9140 1.3486 0.8513 0.7866 0.8609 0.7631
0.0574 0.916 9160 1.3279 0.8527 0.7893 0.8601 0.7658
0.0121 0.918 9180 1.3496 0.8495 0.7853 0.8585 0.7611
0.0179 0.92 9200 1.3531 0.8503 0.7860 0.8595 0.7619
0.0095 0.922 9220 1.3512 0.8517 0.7872 0.8612 0.7635
0.0181 0.924 9240 1.3376 0.8519 0.7881 0.8581 0.7649
0.014 0.926 9260 1.3395 0.8531 0.7891 0.8623 0.7657
0.0238 0.928 9280 1.3482 0.8513 0.7875 0.8584 0.7640
0.0002 0.93 9300 1.3507 0.8511 0.7870 0.8591 0.7634
0.0058 0.932 9320 1.3615 0.8503 0.7861 0.8616 0.7619
0.0122 0.934 9340 1.3691 0.8495 0.7857 0.8623 0.7609
0.0047 0.936 9360 1.3662 0.8480 0.7841 0.8574 0.7597
0.0128 0.938 9380 1.3775 0.8464 0.7816 0.8576 0.7567
0.0156 0.94 9400 1.3955 0.8464 0.7809 0.8595 0.7559
0.022 0.942 9420 1.4096 0.8458 0.7792 0.8611 0.7540
0.0035 0.944 9440 1.4199 0.8454 0.7784 0.8614 0.7532
0.0008 0.946 9460 1.4331 0.8446 0.7762 0.8608 0.7513
0.005 0.948 9480 1.4374 0.8431 0.7742 0.8598 0.7491
0.0576 0.95 9500 1.4237 0.8454 0.7784 0.8613 0.7532
0.0374 0.952 9520 1.4038 0.8466 0.7798 0.8606 0.7550
0.0001 0.954 9540 1.3973 0.8472 0.7808 0.8604 0.7561
0.0036 0.956 9560 1.3831 0.8491 0.7841 0.8606 0.7596
0.0073 0.958 9580 1.3784 0.8491 0.7841 0.8595 0.7598
0.0415 0.96 9600 1.3735 0.8501 0.7851 0.8618 0.7609
0.0016 0.962 9620 1.3675 0.8511 0.7859 0.8630 0.7621
0.0166 0.964 9640 1.3566 0.8523 0.7874 0.8628 0.7641
0.0103 0.966 9660 1.3614 0.8515 0.7863 0.8627 0.7628
0.0067 0.968 9680 1.3839 0.8507 0.7846 0.8638 0.7605
0.0017 0.97 9700 1.3957 0.8491 0.7826 0.8629 0.7582
0.0346 0.972 9720 1.3773 0.8507 0.7846 0.8636 0.7607
0.0033 0.974 9740 1.3816 0.8503 0.7842 0.8637 0.7600
0.0265 0.976 9760 1.3870 0.8493 0.7827 0.8630 0.7584
0.0355 0.978 9780 1.3858 0.8489 0.7824 0.8619 0.7582
0.0001 0.98 9800 1.3875 0.8491 0.7826 0.8624 0.7585
0.0356 0.982 9820 1.3823 0.8495 0.7839 0.8620 0.7596
0.0039 0.984 9840 1.3777 0.8503 0.7855 0.8626 0.7612
0.0074 0.986 9860 1.3826 0.8497 0.7843 0.8626 0.7598
0.0094 0.988 9880 1.3823 0.8493 0.7834 0.8621 0.7591
0.0014 0.99 9900 1.3820 0.8499 0.7845 0.8627 0.7601
0.0488 0.992 9920 1.3875 0.8487 0.7832 0.8623 0.7584
0.0144 0.994 9940 1.3880 0.8487 0.7830 0.8621 0.7583
0.0378 0.996 9960 1.3852 0.8489 0.7831 0.8619 0.7586
0.0234 0.998 9980 1.3850 0.8491 0.7835 0.8621 0.7590
0.0124 1.0 10000 1.3854 0.8487 0.7828 0.8618 0.7583

Framework versions

  • Transformers 4.43.3
  • Pytorch 2.4.0
  • Datasets 2.20.0
  • Tokenizers 0.19.1