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sembr2023-bert-tiny

Token Classification
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PyTorch
bert
Generated from Trainer
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sembr2023-bert-tiny / README.md
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metadata
license: mit
base_model: prajjwal1/bert-tiny
tags:
  - generated_from_trainer
datasets:
  - sembr2023
metrics:
  - precision
  - recall
  - f1
  - accuracy
model-index:
  - name: sembr2023-bert-tiny
    results:
      - task:
          name: Token Classification
          type: token-classification
        dataset:
          name: sembr2023
          type: sembr2023
          config: sembr2023
          split: test
          args: sembr2023
        metrics:
          - name: Precision
            type: precision
            value: 0.7602950215119852
          - name: Recall
            type: recall
            value: 0.6535464271562541
          - name: F1
            type: f1
            value: 0.702890830314653
          - name: Accuracy
            type: accuracy
            value: 0.9511154740618682

sembr2023-bert-tiny

This model is a fine-tuned version of prajjwal1/bert-tiny on the sembr2023 dataset. It achieves the following results on the evaluation set:

  • Loss: 0.3200
  • Precision: 0.7603
  • Recall: 0.6535
  • F1: 0.7029
  • Iou: 0.5419
  • Accuracy: 0.9511
  • Balanced Accuracy: 0.8168
  • Overall Accuracy: 0.9361

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: 0.0001
  • train_batch_size: 128
  • eval_batch_size: 128
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: cosine
  • training_steps: 5000

Training results

Training Loss Epoch Step Validation Loss Precision Recall F1 Iou Accuracy Balanced Accuracy Overall Accuracy
1.2149 0.14 10 1.1475 0.0 0.0 0.0 0.0 0.9115 0.5000 0.9115
0.7239 0.28 20 0.7067 0 0.0 0.0 0.0 0.9115 0.5 0.9115
0.5664 0.42 30 0.5508 0 0.0 0.0 0.0 0.9115 0.5 0.9115
0.4991 0.56 40 0.4895 0 0.0 0.0 0.0 0.9115 0.5 0.9115
0.45 0.69 50 0.4586 0 0.0 0.0 0.0 0.9115 0.5 0.9115
0.4481 0.83 60 0.4378 0 0.0 0.0 0.0 0.9115 0.5 0.9115
0.4275 0.97 70 0.4221 0 0.0 0.0 0.0 0.9115 0.5 0.9115
0.4027 1.11 80 0.4070 0 0.0 0.0 0.0 0.9115 0.5 0.9115
0.4185 1.25 90 0.3904 0 0.0 0.0 0.0 0.9115 0.5 0.9115
0.3712 1.39 100 0.3669 0 0.0 0.0 0.0 0.9115 0.5 0.9115
0.3619 1.53 110 0.3467 0.0 0.0 0.0 0.0 0.9115 0.5000 0.9115
0.3328 1.67 120 0.3316 0.5202 0.0136 0.0265 0.0134 0.9116 0.5062 0.9113
0.3365 1.81 130 0.3220 0.5558 0.1172 0.1935 0.1071 0.9136 0.5540 0.9119
0.3193 1.94 140 0.3129 0.6011 0.1527 0.2435 0.1386 0.9161 0.5714 0.9143
0.2998 2.08 150 0.3055 0.6327 0.1886 0.2906 0.17 0.9185 0.5890 0.9157
0.2985 2.22 160 0.3017 0.6338 0.2656 0.3743 0.2303 0.9214 0.6254 0.9156
0.2956 2.36 170 0.2940 0.6635 0.3151 0.4273 0.2717 0.9253 0.6498 0.9169
0.2699 2.5 180 0.2872 0.6919 0.3579 0.4718 0.3087 0.9291 0.6712 0.9198
0.2731 2.64 190 0.2813 0.6754 0.4311 0.5263 0.3571 0.9313 0.7055 0.9201
0.2537 2.78 200 0.2712 0.6823 0.4409 0.5357 0.3658 0.9324 0.7105 0.9215
0.2332 2.92 210 0.2650 0.6741 0.5117 0.5818 0.4102 0.9349 0.7438 0.9221
0.2436 3.06 220 0.2531 0.7428 0.4703 0.5760 0.4045 0.9387 0.7273 0.9269
0.2325 3.19 230 0.2471 0.752 0.4966 0.5982 0.4267 0.9410 0.7404 0.9284
0.2277 3.33 240 0.2394 0.7606 0.5299 0.6246 0.4542 0.9436 0.7569 0.9307
0.2144 3.47 250 0.2342 0.7839 0.5339 0.6352 0.4654 0.9457 0.7598 0.9330
0.2195 3.61 260 0.2317 0.7471 0.6084 0.6706 0.5045 0.9471 0.7942 0.9326
0.197 3.75 270 0.2252 0.7837 0.5998 0.6795 0.5146 0.9499 0.7919 0.9358
0.1891 3.89 280 0.2214 0.7895 0.6019 0.6831 0.5187 0.9506 0.7932 0.9367
0.2006 4.03 290 0.2213 0.7620 0.6444 0.6983 0.5364 0.9507 0.8124 0.9364
0.1881 4.17 300 0.2199 0.7826 0.6266 0.6960 0.5337 0.9516 0.8049 0.9379
0.1823 4.31 310 0.2170 0.7854 0.6217 0.6940 0.5314 0.9515 0.8026 0.9379
0.1713 4.44 320 0.2166 0.7660 0.6443 0.6999 0.5384 0.9511 0.8126 0.9368
0.1894 4.58 330 0.2155 0.7689 0.6406 0.6989 0.5372 0.9512 0.8110 0.9373
0.1708 4.72 340 0.2153 0.7672 0.6465 0.7017 0.5405 0.9514 0.8138 0.9372
0.1737 4.86 350 0.2140 0.7625 0.6576 0.7062 0.5458 0.9516 0.8189 0.9374
0.172 5.0 360 0.2145 0.7623 0.6502 0.7018 0.5406 0.9511 0.8153 0.9372
0.1687 5.14 370 0.2141 0.7778 0.6390 0.7016 0.5404 0.9519 0.8106 0.9384
0.1687 5.28 380 0.2126 0.7550 0.6617 0.7053 0.5447 0.9511 0.8204 0.9368
0.1668 5.42 390 0.2139 0.7623 0.6518 0.7027 0.5417 0.9512 0.8160 0.9372
0.1641 5.56 400 0.2133 0.7552 0.6615 0.7053 0.5447 0.9511 0.8203 0.9366
0.1432 5.69 410 0.2148 0.7537 0.6612 0.7044 0.5437 0.9509 0.8201 0.9363
0.1504 5.83 420 0.2135 0.7662 0.6535 0.7054 0.5449 0.9517 0.8171 0.9373
0.1388 5.97 430 0.2137 0.7575 0.6625 0.7068 0.5466 0.9514 0.8210 0.9366
0.1471 6.11 440 0.2144 0.7472 0.6675 0.7051 0.5446 0.9506 0.8228 0.9357
0.1678 6.25 450 0.2139 0.7407 0.6731 0.7053 0.5447 0.9502 0.8251 0.9355
0.1439 6.39 460 0.2146 0.7560 0.6627 0.7063 0.5459 0.9512 0.8210 0.9368
0.1335 6.53 470 0.2122 0.7673 0.6559 0.7073 0.5471 0.9520 0.8183 0.9377
0.1362 6.67 480 0.2153 0.7447 0.6759 0.7086 0.5487 0.9508 0.8267 0.9357
0.1374 6.81 490 0.2120 0.7677 0.6619 0.7109 0.5514 0.9524 0.8212 0.9381
0.1431 6.94 500 0.2129 0.7670 0.6628 0.7111 0.5517 0.9524 0.8216 0.9385
0.1443 7.08 510 0.2124 0.7426 0.6823 0.7112 0.5518 0.9510 0.8297 0.9364
0.1273 7.22 520 0.2117 0.7596 0.6664 0.7099 0.5503 0.9518 0.8229 0.9377
0.1371 7.36 530 0.2145 0.7524 0.6728 0.7104 0.5509 0.9515 0.8257 0.9370
0.1337 7.5 540 0.2157 0.7444 0.6788 0.7101 0.5504 0.9510 0.8281 0.9362
0.1176 7.64 550 0.2161 0.7408 0.6769 0.7074 0.5473 0.9505 0.8270 0.9362
0.1154 7.78 560 0.2160 0.7475 0.6777 0.7109 0.5515 0.9512 0.8277 0.9368
0.1328 7.92 570 0.2148 0.7561 0.6691 0.7100 0.5504 0.9516 0.8241 0.9373
0.1208 8.06 580 0.2150 0.7417 0.6809 0.7100 0.5504 0.9508 0.8289 0.9361
0.1126 8.19 590 0.2146 0.7682 0.6645 0.7126 0.5535 0.9526 0.8225 0.9384
0.1156 8.33 600 0.2141 0.7473 0.6801 0.7121 0.5529 0.9513 0.8289 0.9367
0.123 8.47 610 0.2139 0.7630 0.6708 0.7139 0.5551 0.9524 0.8253 0.9381
0.1269 8.61 620 0.2150 0.7604 0.6740 0.7146 0.5559 0.9524 0.8267 0.9379
0.1178 8.75 630 0.2155 0.7477 0.6847 0.7148 0.5562 0.9517 0.8311 0.9371
0.1117 8.89 640 0.2173 0.7502 0.6842 0.7157 0.5572 0.9519 0.8310 0.9373
0.1199 9.03 650 0.2161 0.7592 0.6724 0.7132 0.5542 0.9521 0.8259 0.9383
0.1221 9.17 660 0.2156 0.7482 0.6885 0.7172 0.5590 0.9519 0.8330 0.9373
0.1264 9.31 670 0.2190 0.7573 0.6771 0.7149 0.5563 0.9522 0.8280 0.9376
0.1067 9.44 680 0.2176 0.7498 0.6851 0.7160 0.5576 0.9519 0.8315 0.9374
0.1047 9.58 690 0.2177 0.7586 0.6781 0.7161 0.5577 0.9524 0.8286 0.9382
0.1199 9.72 700 0.2180 0.7532 0.6819 0.7158 0.5574 0.9521 0.8301 0.9376
0.1107 9.86 710 0.2159 0.7562 0.6847 0.7187 0.5609 0.9526 0.8316 0.9380
0.1122 10.0 720 0.2193 0.7578 0.6756 0.7143 0.5556 0.9522 0.8273 0.9377
0.1149 10.14 730 0.2201 0.7605 0.6753 0.7154 0.5569 0.9525 0.8273 0.9379
0.1025 10.28 740 0.2217 0.7538 0.6805 0.7153 0.5567 0.9521 0.8295 0.9375
0.1042 10.42 750 0.2217 0.7505 0.6864 0.7170 0.5589 0.9521 0.8321 0.9374
0.1049 10.56 760 0.2217 0.7504 0.6855 0.7165 0.5582 0.9520 0.8317 0.9375
0.1128 10.69 770 0.2208 0.7595 0.6724 0.7133 0.5544 0.9522 0.8259 0.9379
0.0981 10.83 780 0.2193 0.7702 0.6635 0.7128 0.5538 0.9527 0.8221 0.9387
0.1039 10.97 790 0.2221 0.7584 0.6728 0.7130 0.5541 0.9521 0.8260 0.9377
0.1084 11.11 800 0.2225 0.7499 0.6864 0.7168 0.5586 0.9520 0.8321 0.9373
0.1064 11.25 810 0.2228 0.7614 0.6660 0.7105 0.5510 0.9520 0.8229 0.9375
0.11 11.39 820 0.2235 0.7508 0.6797 0.7135 0.5546 0.9517 0.8289 0.9370
0.0959 11.53 830 0.2249 0.7573 0.6753 0.7140 0.5552 0.9521 0.8272 0.9374
0.1001 11.67 840 0.2230 0.7532 0.6841 0.7170 0.5588 0.9522 0.8312 0.9376
0.1028 11.81 850 0.2209 0.7644 0.6695 0.7138 0.5550 0.9525 0.8248 0.9384
0.0989 11.94 860 0.2242 0.7622 0.6742 0.7155 0.5570 0.9526 0.8269 0.9380
0.0866 12.08 870 0.2236 0.7617 0.6743 0.7153 0.5568 0.9525 0.8269 0.9379
0.1116 12.22 880 0.2266 0.7559 0.6809 0.7164 0.5581 0.9523 0.8298 0.9374
0.1025 12.36 890 0.2257 0.7516 0.6834 0.7159 0.5575 0.9520 0.8307 0.9372
0.0999 12.5 900 0.2268 0.7576 0.6776 0.7154 0.5569 0.9523 0.8283 0.9373
0.0885 12.64 910 0.2255 0.7568 0.6772 0.7148 0.5561 0.9522 0.8280 0.9375
0.1037 12.78 920 0.2267 0.7625 0.6751 0.7161 0.5578 0.9526 0.8273 0.9379
0.0964 12.92 930 0.2278 0.7558 0.6810 0.7165 0.5582 0.9523 0.8298 0.9374
0.0875 13.06 940 0.2283 0.7469 0.6839 0.7140 0.5552 0.9515 0.8307 0.9367
0.0854 13.19 950 0.2280 0.7646 0.6726 0.7156 0.5572 0.9527 0.8262 0.9378
0.0987 13.33 960 0.2312 0.7555 0.6801 0.7158 0.5574 0.9522 0.8294 0.9371
0.0898 13.47 970 0.2304 0.7552 0.6768 0.7138 0.5550 0.9520 0.8277 0.9371
0.089 13.61 980 0.2273 0.7718 0.6685 0.7164 0.5582 0.9532 0.8246 0.9382
0.0879 13.75 990 0.2320 0.7528 0.6830 0.7162 0.5579 0.9521 0.8306 0.9370
0.0862 13.89 1000 0.2302 0.7654 0.6697 0.7143 0.5556 0.9526 0.8249 0.9378
0.0878 14.03 1010 0.2303 0.7606 0.6773 0.7166 0.5583 0.9526 0.8283 0.9377
0.0973 14.17 1020 0.2322 0.7555 0.6784 0.7149 0.5563 0.9521 0.8285 0.9370
0.0889 14.31 1030 0.2310 0.7733 0.6682 0.7169 0.5588 0.9533 0.8246 0.9383
0.0943 14.44 1040 0.2316 0.7625 0.6765 0.7170 0.5588 0.9527 0.8280 0.9378
0.0905 14.58 1050 0.2337 0.7578 0.6801 0.7168 0.5586 0.9525 0.8295 0.9374
0.0928 14.72 1060 0.2350 0.7525 0.6845 0.7169 0.5587 0.9522 0.8313 0.9370
0.0846 14.86 1070 0.2320 0.7535 0.6843 0.7172 0.5591 0.9523 0.8313 0.9371
0.0845 15.0 1080 0.2346 0.7535 0.6843 0.7172 0.5591 0.9523 0.8313 0.9370
0.0818 15.14 1090 0.2349 0.7600 0.6756 0.7153 0.5568 0.9524 0.8274 0.9374
0.0733 15.28 1100 0.2346 0.7645 0.6777 0.7185 0.5606 0.9530 0.8287 0.9376
0.0822 15.42 1110 0.2364 0.7741 0.6635 0.7145 0.5558 0.9531 0.8223 0.9380
0.0911 15.56 1120 0.2352 0.7702 0.6722 0.7179 0.5599 0.9533 0.8264 0.9378
0.09 15.69 1130 0.2368 0.7536 0.6833 0.7167 0.5585 0.9522 0.8308 0.9368
0.0853 15.83 1140 0.2370 0.7650 0.6767 0.7181 0.5602 0.9530 0.8282 0.9376
0.0843 15.97 1150 0.2381 0.7630 0.6747 0.7161 0.5578 0.9527 0.8272 0.9375
0.0777 16.11 1160 0.2375 0.7589 0.6773 0.7158 0.5574 0.9524 0.8282 0.9376
0.0829 16.25 1170 0.2372 0.7594 0.6768 0.7157 0.5573 0.9524 0.8280 0.9372
0.0816 16.39 1180 0.2403 0.7508 0.6850 0.7164 0.5581 0.9520 0.8315 0.9362
0.0876 16.53 1190 0.2388 0.7702 0.6660 0.7143 0.5556 0.9529 0.8233 0.9377
0.0787 16.67 1200 0.2387 0.7633 0.6724 0.7150 0.5564 0.9526 0.8261 0.9375
0.0782 16.81 1210 0.2424 0.7520 0.6845 0.7166 0.5584 0.9521 0.8313 0.9365
0.0921 16.94 1220 0.2403 0.7585 0.6763 0.7150 0.5565 0.9523 0.8277 0.9370
0.0807 17.08 1230 0.2408 0.7603 0.6769 0.7162 0.5579 0.9525 0.8281 0.9371
0.0857 17.22 1240 0.2430 0.7605 0.6789 0.7174 0.5593 0.9527 0.8291 0.9374
0.0839 17.36 1250 0.2422 0.7756 0.6611 0.7138 0.5549 0.9531 0.8213 0.9380
0.0851 17.5 1260 0.2424 0.7557 0.6755 0.7133 0.5544 0.9520 0.8271 0.9366
0.0796 17.64 1270 0.2436 0.7556 0.6805 0.7161 0.5578 0.9523 0.8296 0.9366
0.0827 17.78 1280 0.2463 0.7540 0.6827 0.7166 0.5584 0.9522 0.8306 0.9365
0.0749 17.92 1290 0.2456 0.7635 0.6716 0.7146 0.5560 0.9525 0.8257 0.9370
0.0759 18.06 1300 0.2448 0.7721 0.6644 0.7142 0.5554 0.9530 0.8227 0.9379
0.0737 18.19 1310 0.2480 0.7641 0.6699 0.7139 0.5551 0.9525 0.8249 0.9374
0.0865 18.33 1320 0.2489 0.7454 0.6899 0.7166 0.5583 0.9517 0.8335 0.9359
0.0779 18.47 1330 0.2470 0.7639 0.6654 0.7113 0.5519 0.9522 0.8227 0.9370
0.0801 18.61 1340 0.2466 0.7652 0.6771 0.7184 0.5606 0.9530 0.8284 0.9374
0.0771 18.75 1350 0.2486 0.7715 0.6625 0.7129 0.5538 0.9528 0.8217 0.9378
0.0764 18.89 1360 0.2473 0.7681 0.6712 0.7164 0.5582 0.9530 0.8258 0.9377
0.0683 19.03 1370 0.2474 0.7657 0.6697 0.7145 0.5558 0.9526 0.8249 0.9373
0.0708 19.17 1380 0.2482 0.7556 0.6761 0.7136 0.5548 0.9520 0.8275 0.9366
0.0714 19.31 1390 0.2514 0.7508 0.6866 0.7173 0.5592 0.9521 0.8322 0.9365
0.068 19.44 1400 0.2492 0.7681 0.6672 0.7141 0.5553 0.9527 0.8238 0.9375
0.0816 19.58 1410 0.2520 0.7620 0.6752 0.7160 0.5576 0.9526 0.8274 0.9372
0.072 19.72 1420 0.2501 0.7653 0.6726 0.7159 0.5575 0.9528 0.8263 0.9375
0.0673 19.86 1430 0.2521 0.7591 0.6827 0.7189 0.5612 0.9528 0.8309 0.9373
0.0733 20.0 1440 0.2550 0.7549 0.6827 0.7170 0.5589 0.9523 0.8306 0.9366
0.0642 20.14 1450 0.2513 0.7610 0.6776 0.7169 0.5587 0.9526 0.8285 0.9370
0.0668 20.28 1460 0.2528 0.7619 0.6743 0.7154 0.5569 0.9525 0.8269 0.9369
0.0698 20.42 1470 0.2532 0.7685 0.6660 0.7136 0.5547 0.9527 0.8232 0.9376
0.0713 20.56 1480 0.2537 0.7592 0.6800 0.7174 0.5593 0.9526 0.8295 0.9371
0.0702 20.69 1490 0.2567 0.7572 0.6756 0.7141 0.5553 0.9521 0.8273 0.9368
0.062 20.83 1500 0.2554 0.7623 0.6719 0.7143 0.5555 0.9524 0.8258 0.9369
0.0718 20.97 1510 0.2562 0.7599 0.6736 0.7142 0.5554 0.9523 0.8265 0.9370
0.0652 21.11 1520 0.2566 0.7655 0.6695 0.7143 0.5556 0.9526 0.8248 0.9373
0.0647 21.25 1530 0.2574 0.7733 0.6579 0.7110 0.5515 0.9527 0.8196 0.9375
0.0694 21.39 1540 0.2570 0.7625 0.6665 0.7113 0.5519 0.9521 0.8232 0.9371
0.0773 21.53 1550 0.2575 0.7590 0.6752 0.7147 0.5560 0.9523 0.8272 0.9370
0.0684 21.67 1560 0.2589 0.7547 0.6806 0.7157 0.5573 0.9522 0.8296 0.9367
0.0722 21.81 1570 0.2594 0.7658 0.6685 0.7138 0.5550 0.9526 0.8243 0.9372
0.0647 21.94 1580 0.2575 0.7553 0.6761 0.7135 0.5547 0.9520 0.8274 0.9364
0.0714 22.08 1590 0.2586 0.7488 0.6819 0.7138 0.5550 0.9516 0.8299 0.9361
0.0695 22.22 1600 0.2621 0.7545 0.6801 0.7154 0.5569 0.9521 0.8293 0.9366
0.07 22.36 1610 0.2590 0.7678 0.6686 0.7148 0.5561 0.9528 0.8245 0.9375
0.0642 22.5 1620 0.2594 0.7667 0.6685 0.7142 0.5555 0.9527 0.8244 0.9371
0.0683 22.64 1630 0.2599 0.7684 0.6649 0.7129 0.5539 0.9526 0.8227 0.9374
0.0719 22.78 1640 0.2623 0.7542 0.6806 0.7155 0.5571 0.9521 0.8295 0.9365
0.0743 22.92 1650 0.2627 0.7630 0.6701 0.7135 0.5546 0.9524 0.8249 0.9370
0.0614 23.06 1660 0.2633 0.7667 0.6615 0.7102 0.5506 0.9522 0.8210 0.9371
0.0651 23.19 1670 0.2643 0.7577 0.6716 0.7121 0.5529 0.9519 0.8254 0.9366
0.0662 23.33 1680 0.2651 0.7547 0.6726 0.7113 0.5519 0.9517 0.8257 0.9364
0.076 23.47 1690 0.2636 0.7537 0.6755 0.7125 0.5533 0.9518 0.8270 0.9362
0.0676 23.61 1700 0.2623 0.7561 0.6719 0.7115 0.5522 0.9518 0.8254 0.9364
0.0643 23.75 1710 0.2642 0.7616 0.6697 0.7127 0.5536 0.9522 0.8247 0.9370
0.0698 23.89 1720 0.2657 0.7575 0.6718 0.7121 0.5529 0.9519 0.8255 0.9366
0.0675 24.03 1730 0.2687 0.7630 0.6686 0.7127 0.5536 0.9523 0.8242 0.9369
0.0655 24.17 1740 0.2692 0.7692 0.6562 0.7082 0.5482 0.9522 0.8185 0.9372
0.0602 24.31 1750 0.2670 0.7631 0.6660 0.7112 0.5519 0.9522 0.8229 0.9368
0.0679 24.44 1760 0.2662 0.7596 0.6694 0.7116 0.5524 0.9520 0.8244 0.9367
0.0644 24.58 1770 0.2682 0.7618 0.6666 0.7110 0.5516 0.9521 0.8232 0.9367
0.0716 24.72 1780 0.2677 0.7597 0.6694 0.7117 0.5524 0.9520 0.8244 0.9367
0.0606 24.86 1790 0.2695 0.7600 0.6705 0.7124 0.5533 0.9521 0.8250 0.9366
0.061 25.0 1800 0.2687 0.7664 0.6590 0.7086 0.5487 0.9521 0.8197 0.9370
0.0556 25.14 1810 0.2703 0.7629 0.6621 0.7090 0.5491 0.9519 0.8211 0.9368
0.06 25.28 1820 0.2704 0.7651 0.6600 0.7087 0.5488 0.9520 0.8202 0.9369
0.065 25.42 1830 0.2708 0.7627 0.6607 0.7080 0.5480 0.9518 0.8204 0.9367
0.066 25.56 1840 0.2702 0.7624 0.6619 0.7086 0.5487 0.9518 0.8209 0.9365
0.0543 25.69 1850 0.2703 0.7552 0.6698 0.7099 0.5503 0.9516 0.8244 0.9363
0.0657 25.83 1860 0.2699 0.7469 0.6760 0.7097 0.5500 0.9511 0.8269 0.9356
0.0718 25.97 1870 0.2713 0.7539 0.6715 0.7103 0.5508 0.9515 0.8251 0.9360
0.0664 26.11 1880 0.2740 0.7516 0.6742 0.7108 0.5513 0.9515 0.8263 0.9357
0.0642 26.25 1890 0.2742 0.7526 0.6710 0.7094 0.5497 0.9514 0.8248 0.9359
0.0607 26.39 1900 0.2722 0.7712 0.6543 0.7080 0.5479 0.9522 0.8177 0.9372
0.062 26.53 1910 0.2756 0.7592 0.6654 0.7092 0.5495 0.9517 0.8225 0.9363
0.0653 26.67 1920 0.2756 0.7543 0.6686 0.7089 0.5490 0.9514 0.8237 0.9360
0.0568 26.81 1930 0.2730 0.7578 0.6682 0.7102 0.5506 0.9517 0.8237 0.9365
0.0653 26.94 1940 0.2735 0.7620 0.6635 0.7093 0.5496 0.9519 0.8217 0.9367
0.0649 27.08 1950 0.2768 0.7577 0.6666 0.7092 0.5495 0.9516 0.8230 0.9363
0.059 27.22 1960 0.2770 0.7640 0.6602 0.7083 0.5483 0.9519 0.8202 0.9366
0.0582 27.36 1970 0.2766 0.7588 0.6652 0.7089 0.5491 0.9517 0.8223 0.9363
0.0686 27.5 1980 0.2764 0.7635 0.6600 0.7080 0.5480 0.9518 0.8201 0.9367
0.0577 27.64 1990 0.2759 0.7660 0.6578 0.7078 0.5477 0.9519 0.8191 0.9369
0.0507 27.78 2000 0.2786 0.7584 0.6645 0.7083 0.5484 0.9516 0.8220 0.9363
0.0561 27.92 2010 0.2790 0.7547 0.6697 0.7096 0.5500 0.9515 0.8243 0.9359
0.0628 28.06 2020 0.2788 0.7552 0.6687 0.7094 0.5496 0.9515 0.8238 0.9360
0.0569 28.19 2030 0.2773 0.7619 0.6580 0.7062 0.5458 0.9515 0.8190 0.9364
0.063 28.33 2040 0.2785 0.7663 0.6526 0.7049 0.5443 0.9517 0.8167 0.9367
0.0557 28.47 2050 0.2799 0.7547 0.6675 0.7084 0.5485 0.9514 0.8232 0.9359
0.0581 28.61 2060 0.2794 0.7583 0.6641 0.7081 0.5481 0.9515 0.8218 0.9363
0.0595 28.75 2070 0.2788 0.7578 0.6644 0.7080 0.5480 0.9515 0.8219 0.9363
0.0568 28.89 2080 0.2792 0.7592 0.6598 0.7060 0.5456 0.9514 0.8197 0.9362
0.0643 29.03 2090 0.2829 0.7570 0.6633 0.7071 0.5469 0.9514 0.8213 0.9360
0.0562 29.17 2100 0.2829 0.7578 0.6599 0.7055 0.5449 0.9512 0.8197 0.9360
0.0546 29.31 2110 0.2827 0.7577 0.6629 0.7072 0.5470 0.9514 0.8212 0.9363
0.0556 29.44 2120 0.2833 0.7586 0.6617 0.7069 0.5466 0.9514 0.8206 0.9362
0.0549 29.58 2130 0.2837 0.7615 0.6587 0.7064 0.5460 0.9515 0.8193 0.9364
0.0564 29.72 2140 0.2838 0.7559 0.6631 0.7064 0.5461 0.9512 0.8211 0.9362
0.0673 29.86 2150 0.2821 0.7570 0.6641 0.7075 0.5474 0.9514 0.8217 0.9362
0.0536 30.0 2160 0.2829 0.7573 0.6586 0.7045 0.5438 0.9511 0.8190 0.9361
0.0532 30.14 2170 0.2826 0.7515 0.6675 0.7071 0.5469 0.9511 0.8231 0.9356
0.0572 30.28 2180 0.2823 0.7623 0.6575 0.7060 0.5457 0.9516 0.8188 0.9364
0.0621 30.42 2190 0.2861 0.7658 0.6485 0.7023 0.5412 0.9513 0.8146 0.9365
0.0621 30.56 2200 0.2865 0.7564 0.6616 0.7058 0.5454 0.9512 0.8205 0.9360
0.0581 30.69 2210 0.2868 0.7677 0.6491 0.7034 0.5425 0.9516 0.8150 0.9367
0.066 30.83 2220 0.2862 0.7581 0.6605 0.7060 0.5455 0.9513 0.8200 0.9362
0.0541 30.97 2230 0.2865 0.7579 0.6613 0.7064 0.5460 0.9513 0.8204 0.9363
0.0525 31.11 2240 0.2879 0.7534 0.6617 0.7046 0.5439 0.9509 0.8204 0.9357
0.0493 31.25 2250 0.2893 0.7566 0.6549 0.7021 0.5409 0.9508 0.8172 0.9359
0.0621 31.39 2260 0.2878 0.7602 0.6576 0.7052 0.5446 0.9513 0.8187 0.9363
0.0514 31.53 2270 0.2874 0.7570 0.6669 0.7091 0.5493 0.9516 0.8231 0.9364
0.0643 31.67 2280 0.2857 0.7680 0.6537 0.7062 0.5459 0.9519 0.8173 0.9368
0.0636 31.81 2290 0.2870 0.7602 0.6599 0.7065 0.5462 0.9515 0.8198 0.9363
0.0539 31.94 2300 0.2896 0.7674 0.6493 0.7034 0.5425 0.9516 0.8151 0.9367
0.0553 32.08 2310 0.2900 0.7595 0.6619 0.7073 0.5472 0.9515 0.8208 0.9362
0.0578 32.22 2320 0.2899 0.7602 0.6598 0.7064 0.5461 0.9515 0.8198 0.9361
0.0513 32.36 2330 0.2889 0.7649 0.6520 0.7039 0.5431 0.9515 0.8163 0.9365
0.0474 32.5 2340 0.2898 0.7602 0.6557 0.7041 0.5433 0.9512 0.8178 0.9363
0.0569 32.64 2350 0.2874 0.7595 0.6561 0.7040 0.5432 0.9512 0.8179 0.9361
0.0516 32.78 2360 0.2898 0.7542 0.6641 0.7063 0.5459 0.9511 0.8215 0.9357
0.0546 32.92 2370 0.2896 0.7530 0.6672 0.7075 0.5474 0.9512 0.8230 0.9358
0.0496 33.06 2380 0.2908 0.7534 0.6670 0.7076 0.5475 0.9512 0.8229 0.9357
0.0467 33.19 2390 0.2938 0.7582 0.6567 0.7038 0.5430 0.9511 0.8182 0.9358
0.0584 33.33 2400 0.2933 0.7533 0.6623 0.7049 0.5442 0.9509 0.8206 0.9356
0.0493 33.47 2410 0.2933 0.7489 0.6661 0.7051 0.5445 0.9507 0.8222 0.9352
0.048 33.61 2420 0.2945 0.7418 0.6765 0.7077 0.5476 0.9505 0.8268 0.9350
0.0606 33.75 2430 0.2913 0.7478 0.6685 0.7059 0.5455 0.9507 0.8233 0.9353
0.0576 33.89 2440 0.2913 0.7559 0.6625 0.7061 0.5458 0.9512 0.8209 0.9359
0.0427 34.03 2450 0.2913 0.7556 0.6636 0.7066 0.5463 0.9512 0.8214 0.9358
0.0534 34.17 2460 0.2936 0.7586 0.6590 0.7053 0.5447 0.9513 0.8193 0.9359
0.05 34.31 2470 0.2947 0.7601 0.6545 0.7033 0.5424 0.9512 0.8172 0.9359
0.0543 34.44 2480 0.2939 0.7616 0.6543 0.7039 0.5431 0.9513 0.8172 0.9363
0.0517 34.58 2490 0.2936 0.7558 0.6607 0.7051 0.5445 0.9511 0.8200 0.9358
0.0529 34.72 2500 0.2963 0.7581 0.6575 0.7043 0.5435 0.9511 0.8186 0.9361
0.0553 34.86 2510 0.2958 0.7551 0.6629 0.7060 0.5456 0.9512 0.8210 0.9359
0.0477 35.0 2520 0.2916 0.7552 0.6619 0.7055 0.5450 0.9511 0.8205 0.9359
0.056 35.14 2530 0.2939 0.7613 0.6557 0.7046 0.5439 0.9513 0.8179 0.9363
0.0548 35.28 2540 0.2934 0.7618 0.6582 0.7062 0.5458 0.9515 0.8191 0.9365
0.0478 35.42 2550 0.2980 0.7569 0.6580 0.7040 0.5432 0.9510 0.8188 0.9360
0.0556 35.56 2560 0.2963 0.7653 0.6504 0.7032 0.5422 0.9514 0.8155 0.9365
0.0582 35.69 2570 0.2959 0.7592 0.6558 0.7037 0.5429 0.9511 0.8178 0.9362
0.0506 35.83 2580 0.2977 0.7567 0.6567 0.7032 0.5422 0.9509 0.8181 0.9359
0.0522 35.97 2590 0.2985 0.7521 0.6586 0.7023 0.5411 0.9506 0.8188 0.9356
0.0518 36.11 2600 0.2965 0.7573 0.6568 0.7035 0.5426 0.9510 0.8182 0.9360
0.0575 36.25 2610 0.2991 0.7568 0.6594 0.7047 0.5441 0.9511 0.8194 0.9361
0.06 36.39 2620 0.2998 0.7589 0.6565 0.7040 0.5432 0.9512 0.8181 0.9361
0.0501 36.53 2630 0.2991 0.7544 0.6636 0.7061 0.5457 0.9511 0.8213 0.9360
0.0519 36.67 2640 0.2994 0.7622 0.6501 0.7017 0.5405 0.9511 0.8152 0.9362
0.0558 36.81 2650 0.2990 0.7537 0.6598 0.7036 0.5428 0.9508 0.8194 0.9357
0.0553 36.94 2660 0.2977 0.7517 0.6645 0.7054 0.5449 0.9509 0.8216 0.9357
0.0575 37.08 2670 0.2979 0.7550 0.6568 0.7025 0.5414 0.9508 0.8181 0.9357
0.0552 37.22 2680 0.2995 0.7534 0.6583 0.7027 0.5416 0.9507 0.8187 0.9355
0.0539 37.36 2690 0.3003 0.7626 0.6522 0.7031 0.5422 0.9513 0.8163 0.9363
0.0549 37.5 2700 0.2984 0.7599 0.6550 0.7036 0.5427 0.9512 0.8175 0.9360
0.0548 37.64 2710 0.3006 0.7573 0.6568 0.7035 0.5426 0.9510 0.8182 0.9359
0.0519 37.78 2720 0.3008 0.7619 0.6543 0.7040 0.5433 0.9513 0.8172 0.9363
0.052 37.92 2730 0.2992 0.7655 0.6498 0.7030 0.5420 0.9514 0.8153 0.9365
0.0486 38.06 2740 0.2994 0.7648 0.6498 0.7027 0.5416 0.9513 0.8152 0.9365
0.052 38.19 2750 0.3011 0.7576 0.6551 0.7026 0.5416 0.9509 0.8174 0.9361
0.0497 38.33 2760 0.3009 0.7572 0.6574 0.7038 0.5429 0.9510 0.8185 0.9361
0.0595 38.47 2770 0.3004 0.7560 0.6584 0.7038 0.5430 0.9510 0.8189 0.9359
0.055 38.61 2780 0.3021 0.7564 0.6592 0.7045 0.5438 0.9511 0.8193 0.9359
0.0534 38.75 2790 0.3002 0.7615 0.6554 0.7045 0.5438 0.9513 0.8177 0.9363
0.0502 38.89 2800 0.3028 0.7587 0.6612 0.7066 0.5463 0.9514 0.8204 0.9363
0.0479 39.03 2810 0.3026 0.7517 0.6609 0.7034 0.5425 0.9507 0.8199 0.9354
0.0502 39.17 2820 0.3018 0.7546 0.6592 0.7037 0.5429 0.9509 0.8192 0.9357
0.0444 39.31 2830 0.3011 0.7609 0.6567 0.7050 0.5444 0.9514 0.8183 0.9363
0.0488 39.44 2840 0.3029 0.7620 0.6545 0.7041 0.5434 0.9513 0.8173 0.9364
0.061 39.58 2850 0.3028 0.7619 0.6516 0.7024 0.5413 0.9512 0.8159 0.9363
0.0521 39.72 2860 0.3037 0.7524 0.6590 0.7026 0.5415 0.9506 0.8190 0.9357
0.0509 39.86 2870 0.3035 0.7554 0.6592 0.7040 0.5433 0.9510 0.8193 0.9359
0.0468 40.0 2880 0.3023 0.7583 0.6572 0.7042 0.5434 0.9511 0.8185 0.9361
0.0533 40.14 2890 0.3021 0.7621 0.6521 0.7028 0.5418 0.9512 0.8162 0.9363
0.0547 40.28 2900 0.3018 0.7621 0.6547 0.7044 0.5436 0.9514 0.8175 0.9365
0.0503 40.42 2910 0.3039 0.7566 0.6599 0.7050 0.5443 0.9511 0.8196 0.9361
0.0482 40.56 2920 0.3032 0.7605 0.6574 0.7052 0.5446 0.9514 0.8186 0.9363
0.0488 40.69 2930 0.3049 0.7617 0.6555 0.7046 0.5440 0.9514 0.8178 0.9364
0.052 40.83 2940 0.3047 0.7626 0.6539 0.7041 0.5433 0.9514 0.8171 0.9364
0.0507 40.97 2950 0.3048 0.7630 0.6513 0.7027 0.5417 0.9512 0.8158 0.9364
0.0473 41.11 2960 0.3067 0.7595 0.6567 0.7044 0.5437 0.9512 0.8183 0.9361
0.0426 41.25 2970 0.3050 0.7630 0.6528 0.7036 0.5427 0.9513 0.8165 0.9365
0.055 41.39 2980 0.3045 0.7561 0.6599 0.7047 0.5440 0.9511 0.8196 0.9360
0.0472 41.53 2990 0.3049 0.7602 0.6554 0.7039 0.5431 0.9512 0.8177 0.9363
0.0545 41.67 3000 0.3060 0.7610 0.6534 0.7031 0.5421 0.9512 0.8167 0.9361
0.0495 41.81 3010 0.3068 0.7619 0.6516 0.7024 0.5413 0.9512 0.8159 0.9362
0.0444 41.94 3020 0.3063 0.7586 0.6551 0.7031 0.5421 0.9510 0.8175 0.9359
0.0498 42.08 3030 0.3071 0.7610 0.6514 0.7020 0.5408 0.9511 0.8158 0.9361
0.0502 42.22 3040 0.3085 0.7572 0.6553 0.7025 0.5415 0.9509 0.8174 0.9359
0.0421 42.36 3050 0.3087 0.7603 0.6533 0.7028 0.5417 0.9511 0.8166 0.9361
0.0478 42.5 3060 0.3082 0.7527 0.6570 0.7016 0.5404 0.9506 0.8180 0.9354
0.0599 42.64 3070 0.3087 0.7565 0.6529 0.7009 0.5395 0.9507 0.8162 0.9356
0.0536 42.78 3080 0.3066 0.7579 0.6565 0.7035 0.5426 0.9510 0.8180 0.9359
0.0517 42.92 3090 0.3077 0.7561 0.6578 0.7035 0.5427 0.9510 0.8186 0.9360
0.0513 43.06 3100 0.3058 0.7613 0.6526 0.7028 0.5418 0.9512 0.8164 0.9363
0.047 43.19 3110 0.3073 0.7579 0.6551 0.7028 0.5418 0.9510 0.8174 0.9360
0.0475 43.33 3120 0.3082 0.7531 0.6595 0.7032 0.5422 0.9507 0.8193 0.9355
0.0412 43.47 3130 0.3081 0.7576 0.6561 0.7032 0.5422 0.9510 0.8178 0.9359
0.0522 43.61 3140 0.3078 0.7656 0.6502 0.7032 0.5423 0.9514 0.8155 0.9364
0.0445 43.75 3150 0.3081 0.7602 0.6533 0.7027 0.5417 0.9511 0.8166 0.9360
0.0369 43.89 3160 0.3091 0.7547 0.6582 0.7031 0.5422 0.9508 0.8187 0.9358
0.0426 44.03 3170 0.3088 0.7623 0.6526 0.7032 0.5423 0.9513 0.8164 0.9364
0.0513 44.17 3180 0.3089 0.7580 0.6543 0.7023 0.5412 0.9509 0.8170 0.9359
0.0488 44.31 3190 0.3113 0.7628 0.6481 0.7008 0.5394 0.9510 0.8143 0.9363
0.05 44.44 3200 0.3099 0.7613 0.6505 0.7016 0.5403 0.9510 0.8154 0.9361
0.047 44.58 3210 0.3123 0.7543 0.6587 0.7033 0.5424 0.9508 0.8189 0.9357
0.0434 44.72 3220 0.3115 0.7612 0.6500 0.7012 0.5399 0.9510 0.8151 0.9361
0.0525 44.86 3230 0.3117 0.7615 0.6500 0.7013 0.5401 0.9510 0.8151 0.9361
0.0506 45.0 3240 0.3104 0.7532 0.6575 0.7021 0.5410 0.9506 0.8183 0.9356
0.05 45.14 3250 0.3088 0.7614 0.6505 0.7016 0.5404 0.9510 0.8154 0.9362
0.0504 45.28 3260 0.3107 0.7613 0.6526 0.7028 0.5418 0.9512 0.8164 0.9363
0.0443 45.42 3270 0.3116 0.7556 0.6562 0.7024 0.5413 0.9508 0.8178 0.9359
0.0518 45.56 3280 0.3115 0.7558 0.6551 0.7019 0.5407 0.9508 0.8173 0.9358
0.0473 45.69 3290 0.3125 0.7574 0.6550 0.7025 0.5414 0.9509 0.8173 0.9359
0.0541 45.83 3300 0.3118 0.7572 0.6558 0.7029 0.5419 0.9509 0.8177 0.9359
0.0446 45.97 3310 0.3117 0.7578 0.6566 0.7036 0.5427 0.9510 0.8181 0.9361
0.0465 46.11 3320 0.3101 0.7587 0.6558 0.7035 0.5426 0.9511 0.8178 0.9359
0.0439 46.25 3330 0.3112 0.7554 0.6565 0.7025 0.5414 0.9508 0.8179 0.9357
0.0497 46.39 3340 0.3106 0.7554 0.6579 0.7033 0.5424 0.9509 0.8186 0.9358
0.0519 46.53 3350 0.3105 0.7621 0.6504 0.7018 0.5406 0.9511 0.8153 0.9361
0.0493 46.67 3360 0.3112 0.7570 0.6580 0.7041 0.5433 0.9511 0.8188 0.9360
0.0443 46.81 3370 0.3121 0.7567 0.6600 0.7050 0.5445 0.9511 0.8197 0.9360
0.0479 46.94 3380 0.3114 0.7605 0.6535 0.7030 0.5420 0.9511 0.8168 0.9360
0.0474 47.08 3390 0.3128 0.7576 0.6555 0.7029 0.5419 0.9510 0.8176 0.9361
0.0504 47.22 3400 0.3125 0.7512 0.6620 0.7038 0.5430 0.9507 0.8204 0.9355
0.0505 47.36 3410 0.3110 0.7624 0.6495 0.7014 0.5402 0.9511 0.8149 0.9364
0.0402 47.5 3420 0.3114 0.7548 0.6554 0.7016 0.5403 0.9507 0.8174 0.9357
0.0497 47.64 3430 0.3127 0.7603 0.6533 0.7028 0.5417 0.9511 0.8166 0.9362
0.0452 47.78 3440 0.3119 0.7613 0.6539 0.7036 0.5427 0.9512 0.8170 0.9362
0.05 47.92 3450 0.3126 0.7592 0.6546 0.7030 0.5421 0.9511 0.8172 0.9360
0.0484 48.06 3460 0.3132 0.7590 0.6521 0.7015 0.5402 0.9509 0.8160 0.9359
0.0512 48.19 3470 0.3135 0.7563 0.6545 0.7017 0.5405 0.9508 0.8170 0.9357
0.0487 48.33 3480 0.3128 0.7587 0.6543 0.7026 0.5416 0.9510 0.8171 0.9360
0.0491 48.47 3490 0.3133 0.7580 0.6557 0.7031 0.5422 0.9510 0.8177 0.9360
0.0429 48.61 3500 0.3129 0.7614 0.6524 0.7027 0.5416 0.9512 0.8163 0.9362
0.0523 48.75 3510 0.3131 0.7584 0.6558 0.7034 0.5424 0.9511 0.8178 0.9361
0.053 48.89 3520 0.3137 0.7590 0.6526 0.7018 0.5406 0.9509 0.8163 0.9360
0.0448 49.03 3530 0.3128 0.7567 0.6543 0.7018 0.5406 0.9508 0.8170 0.9359
0.0453 49.17 3540 0.3121 0.7565 0.6568 0.7031 0.5422 0.9509 0.8182 0.9359
0.0435 49.31 3550 0.3132 0.7622 0.6518 0.7027 0.5417 0.9512 0.8160 0.9363
0.0469 49.44 3560 0.3137 0.7558 0.6566 0.7027 0.5417 0.9508 0.8180 0.9359
0.0487 49.58 3570 0.3135 0.7618 0.6513 0.7022 0.5411 0.9511 0.8158 0.9362
0.0487 49.72 3580 0.3145 0.7611 0.6510 0.7018 0.5406 0.9510 0.8156 0.9362
0.0474 49.86 3590 0.3145 0.7604 0.6520 0.7020 0.5409 0.9510 0.8160 0.9362
0.0541 50.0 3600 0.3144 0.7587 0.6563 0.7038 0.5430 0.9511 0.8180 0.9363
0.0503 50.14 3610 0.3134 0.7584 0.6576 0.7044 0.5437 0.9512 0.8187 0.9362
0.0446 50.28 3620 0.3142 0.7600 0.6542 0.7032 0.5422 0.9511 0.8171 0.9361
0.0487 50.42 3630 0.3146 0.7562 0.6571 0.7032 0.5422 0.9509 0.8183 0.9359
0.0442 50.56 3640 0.3149 0.7622 0.6510 0.7022 0.5411 0.9512 0.8157 0.9362
0.0501 50.69 3650 0.3147 0.7596 0.6529 0.7022 0.5411 0.9510 0.8164 0.9361
0.0458 50.83 3660 0.3150 0.7578 0.6550 0.7027 0.5416 0.9510 0.8173 0.9360
0.051 50.97 3670 0.3145 0.7596 0.6535 0.7026 0.5415 0.9510 0.8167 0.9362
0.0439 51.11 3680 0.3137 0.7601 0.6533 0.7027 0.5416 0.9511 0.8166 0.9361
0.0506 51.25 3690 0.3150 0.7559 0.6563 0.7026 0.5415 0.9508 0.8179 0.9359
0.0467 51.39 3700 0.3143 0.7569 0.6562 0.7029 0.5419 0.9509 0.8179 0.9360
0.0584 51.53 3710 0.3138 0.7627 0.6512 0.7025 0.5415 0.9512 0.8158 0.9363
0.0501 51.67 3720 0.3146 0.7600 0.6530 0.7025 0.5414 0.9511 0.8165 0.9361
0.0439 51.81 3730 0.3158 0.7623 0.6506 0.7021 0.5409 0.9511 0.8155 0.9362
0.0474 51.94 3740 0.3155 0.7583 0.6545 0.7026 0.5415 0.9510 0.8171 0.9360
0.048 52.08 3750 0.3161 0.7597 0.6535 0.7026 0.5416 0.9511 0.8167 0.9361
0.0457 52.22 3760 0.3166 0.7572 0.6559 0.7030 0.5420 0.9510 0.8178 0.9360
0.0506 52.36 3770 0.3164 0.7603 0.6532 0.7027 0.5416 0.9511 0.8166 0.9362
0.0475 52.5 3780 0.3168 0.7619 0.6509 0.7020 0.5409 0.9511 0.8156 0.9363
0.0482 52.64 3790 0.3175 0.7580 0.6550 0.7028 0.5417 0.9510 0.8174 0.9359
0.0475 52.78 3800 0.3168 0.7575 0.6546 0.7023 0.5412 0.9509 0.8171 0.9358
0.0449 52.92 3810 0.3162 0.7580 0.6546 0.7025 0.5415 0.9510 0.8172 0.9359
0.0467 53.06 3820 0.3165 0.7549 0.6575 0.7029 0.5419 0.9508 0.8184 0.9357
0.0466 53.19 3830 0.3169 0.7585 0.6539 0.7024 0.5413 0.9510 0.8169 0.9360
0.0473 53.33 3840 0.3165 0.7644 0.6504 0.7028 0.5418 0.9513 0.8155 0.9364
0.0447 53.47 3850 0.3172 0.7603 0.6532 0.7027 0.5416 0.9511 0.8166 0.9361
0.0491 53.61 3860 0.3174 0.7559 0.6570 0.7030 0.5420 0.9509 0.8182 0.9358
0.0399 53.75 3870 0.3168 0.7629 0.6491 0.7014 0.5401 0.9511 0.8147 0.9363
0.0498 53.89 3880 0.3167 0.7584 0.6550 0.7029 0.5419 0.9510 0.8174 0.9360
0.0463 54.03 3890 0.3170 0.7604 0.6535 0.7029 0.5419 0.9511 0.8168 0.9361
0.0444 54.17 3900 0.3168 0.7640 0.6487 0.7016 0.5404 0.9512 0.8146 0.9363
0.0484 54.31 3910 0.3170 0.7605 0.6528 0.7025 0.5415 0.9511 0.8164 0.9361
0.0508 54.44 3920 0.3177 0.7547 0.6587 0.7034 0.5425 0.9509 0.8190 0.9357
0.0506 54.58 3930 0.3178 0.7602 0.6518 0.7018 0.5406 0.9510 0.8159 0.9361
0.0465 54.72 3940 0.3172 0.7574 0.6553 0.7026 0.5416 0.9509 0.8174 0.9359
0.0418 54.86 3950 0.3172 0.7612 0.6530 0.7030 0.5420 0.9512 0.8166 0.9362
0.05 55.0 3960 0.3169 0.7589 0.6565 0.7040 0.5432 0.9512 0.8181 0.9360
0.0419 55.14 3970 0.3170 0.7609 0.6545 0.7037 0.5428 0.9512 0.8173 0.9362
0.0487 55.28 3980 0.3172 0.7589 0.6568 0.7042 0.5434 0.9512 0.8183 0.9360
0.0401 55.42 3990 0.3169 0.7606 0.6546 0.7036 0.5428 0.9512 0.8173 0.9361
0.0441 55.56 4000 0.3170 0.7615 0.6534 0.7033 0.5424 0.9512 0.8168 0.9361
0.046 55.69 4010 0.3174 0.7597 0.6559 0.7040 0.5432 0.9512 0.8179 0.9360
0.0426 55.83 4020 0.3175 0.7614 0.6521 0.7025 0.5415 0.9511 0.8161 0.9361
0.048 55.97 4030 0.3174 0.7618 0.6514 0.7023 0.5412 0.9511 0.8158 0.9361
0.0498 56.11 4040 0.3175 0.7606 0.6526 0.7025 0.5414 0.9511 0.8163 0.9360
0.0419 56.25 4050 0.3177 0.7602 0.6522 0.7021 0.5409 0.9510 0.8161 0.9360
0.0505 56.39 4060 0.3180 0.7607 0.6529 0.7027 0.5416 0.9511 0.8165 0.9361
0.0503 56.53 4070 0.3184 0.7602 0.6533 0.7027 0.5417 0.9511 0.8166 0.9359
0.0472 56.67 4080 0.3188 0.7610 0.6529 0.7028 0.5418 0.9512 0.8165 0.9361
0.0465 56.81 4090 0.3187 0.7585 0.6554 0.7032 0.5422 0.9510 0.8176 0.9359
0.0415 56.94 4100 0.3183 0.7611 0.6518 0.7022 0.5411 0.9511 0.8160 0.9361
0.047 57.08 4110 0.3186 0.7610 0.6516 0.7021 0.5409 0.9511 0.8159 0.9360
0.0448 57.22 4120 0.3188 0.7577 0.6550 0.7026 0.5416 0.9509 0.8173 0.9359
0.0448 57.36 4130 0.3180 0.7587 0.6557 0.7034 0.5425 0.9511 0.8177 0.9360
0.0455 57.5 4140 0.3181 0.7597 0.6543 0.7031 0.5421 0.9511 0.8171 0.9360
0.0426 57.64 4150 0.3185 0.7585 0.6550 0.7030 0.5420 0.9510 0.8174 0.9359
0.037 57.78 4160 0.3189 0.7590 0.6542 0.7027 0.5417 0.9510 0.8170 0.9360
0.0436 57.92 4170 0.3186 0.7594 0.6549 0.7033 0.5423 0.9511 0.8174 0.9360
0.0368 58.06 4180 0.3185 0.7576 0.6561 0.7032 0.5422 0.9510 0.8178 0.9359
0.0476 58.19 4190 0.3187 0.7613 0.6524 0.7026 0.5416 0.9511 0.8162 0.9362
0.0455 58.33 4200 0.3187 0.7600 0.6529 0.7024 0.5413 0.9510 0.8164 0.9361
0.0444 58.47 4210 0.3187 0.7578 0.6547 0.7025 0.5415 0.9509 0.8172 0.9359
0.0451 58.61 4220 0.3188 0.7572 0.6554 0.7026 0.5416 0.9509 0.8175 0.9359
0.0454 58.75 4230 0.3186 0.7591 0.6542 0.7028 0.5417 0.9510 0.8170 0.9360
0.0421 58.89 4240 0.3186 0.7577 0.6557 0.7030 0.5420 0.9510 0.8177 0.9359
0.0448 59.03 4250 0.3188 0.7579 0.6558 0.7032 0.5422 0.9510 0.8177 0.9359
0.0454 59.17 4260 0.3188 0.7578 0.6553 0.7028 0.5418 0.9510 0.8175 0.9359
0.0473 59.31 4270 0.3190 0.7598 0.6528 0.7022 0.5411 0.9510 0.8164 0.9361
0.0515 59.44 4280 0.3190 0.7615 0.6513 0.7021 0.5410 0.9511 0.8158 0.9362
0.0468 59.58 4290 0.3187 0.7577 0.6555 0.7029 0.5419 0.9510 0.8176 0.9359
0.0457 59.72 4300 0.3187 0.7580 0.6554 0.7030 0.5420 0.9510 0.8175 0.9359
0.0473 59.86 4310 0.3189 0.7617 0.6517 0.7024 0.5413 0.9511 0.8160 0.9361
0.0532 60.0 4320 0.3191 0.7605 0.6526 0.7024 0.5414 0.9511 0.8163 0.9361
0.0397 60.14 4330 0.3191 0.7607 0.6525 0.7025 0.5414 0.9511 0.8163 0.9361
0.0481 60.28 4340 0.3189 0.7607 0.6522 0.7023 0.5412 0.9511 0.8162 0.9361
0.052 60.42 4350 0.3189 0.7596 0.6526 0.7020 0.5409 0.9510 0.8163 0.9360
0.0482 60.56 4360 0.3190 0.7557 0.6561 0.7023 0.5412 0.9508 0.8177 0.9358
0.0392 60.69 4370 0.3191 0.7592 0.6529 0.7020 0.5409 0.9510 0.8164 0.9361
0.0424 60.83 4380 0.3192 0.7594 0.6535 0.7025 0.5414 0.9510 0.8167 0.9361
0.0479 60.97 4390 0.3194 0.7603 0.6524 0.7022 0.5411 0.9510 0.8162 0.9362
0.0439 61.11 4400 0.3195 0.7601 0.6538 0.7030 0.5420 0.9511 0.8169 0.9362
0.052 61.25 4410 0.3196 0.7583 0.6546 0.7026 0.5416 0.9510 0.8172 0.9360
0.0461 61.39 4420 0.3199 0.7613 0.6525 0.7027 0.5417 0.9512 0.8163 0.9363
0.0387 61.53 4430 0.3201 0.7596 0.6539 0.7028 0.5418 0.9511 0.8169 0.9361
0.0471 61.67 4440 0.3200 0.7576 0.6561 0.7032 0.5422 0.9510 0.8178 0.9360
0.0485 61.81 4450 0.3198 0.7598 0.6543 0.7031 0.5422 0.9511 0.8171 0.9361
0.0485 61.94 4460 0.3196 0.7605 0.6524 0.7023 0.5412 0.9511 0.8162 0.9361
0.0494 62.08 4470 0.3197 0.7610 0.6514 0.7020 0.5408 0.9511 0.8158 0.9361
0.0523 62.22 4480 0.3196 0.7597 0.6532 0.7024 0.5413 0.9510 0.8165 0.9361
0.0432 62.36 4490 0.3196 0.7591 0.6539 0.7026 0.5416 0.9510 0.8169 0.9361
0.0436 62.5 4500 0.3197 0.7593 0.6530 0.7022 0.5410 0.9510 0.8165 0.9360
0.0466 62.64 4510 0.3199 0.7601 0.6528 0.7023 0.5412 0.9510 0.8164 0.9361
0.0412 62.78 4520 0.3198 0.7601 0.6530 0.7025 0.5415 0.9511 0.8165 0.9361
0.0443 62.92 4530 0.3198 0.7604 0.6526 0.7024 0.5413 0.9511 0.8163 0.9361
0.0495 63.06 4540 0.3197 0.7590 0.6535 0.7023 0.5412 0.9510 0.8167 0.9360
0.0416 63.19 4550 0.3197 0.7590 0.6539 0.7026 0.5415 0.9510 0.8169 0.9360
0.0516 63.33 4560 0.3197 0.7601 0.6524 0.7021 0.5410 0.9510 0.8162 0.9361
0.0477 63.47 4570 0.3197 0.7604 0.6522 0.7022 0.5410 0.9510 0.8161 0.9362
0.0457 63.61 4580 0.3196 0.7594 0.6534 0.7024 0.5414 0.9510 0.8167 0.9361
0.0418 63.75 4590 0.3196 0.7597 0.6532 0.7024 0.5413 0.9510 0.8165 0.9361
0.0465 63.89 4600 0.3198 0.7603 0.6532 0.7027 0.5416 0.9511 0.8166 0.9361
0.0445 64.03 4610 0.3199 0.7610 0.6522 0.7024 0.5413 0.9511 0.8162 0.9362
0.0465 64.17 4620 0.3200 0.7613 0.6521 0.7025 0.5414 0.9511 0.8161 0.9362
0.0459 64.31 4630 0.3199 0.7602 0.6532 0.7026 0.5416 0.9511 0.8166 0.9361
0.0501 64.44 4640 0.3198 0.7589 0.6547 0.7030 0.5420 0.9510 0.8173 0.9360
0.0446 64.58 4650 0.3199 0.7588 0.6545 0.7028 0.5418 0.9510 0.8171 0.9360
0.0391 64.72 4660 0.3200 0.7598 0.6538 0.7028 0.5418 0.9511 0.8169 0.9361
0.052 64.86 4670 0.3199 0.7593 0.6541 0.7028 0.5417 0.9510 0.8170 0.9360
0.0412 65.0 4680 0.3199 0.7592 0.6546 0.7030 0.5421 0.9511 0.8172 0.9361
0.0543 65.14 4690 0.3199 0.7591 0.6546 0.7030 0.5420 0.9511 0.8172 0.9360
0.0414 65.28 4700 0.3199 0.7590 0.6545 0.7029 0.5419 0.9510 0.8172 0.9360
0.0379 65.42 4710 0.3200 0.7592 0.6538 0.7026 0.5415 0.9510 0.8168 0.9361
0.0445 65.56 4720 0.3201 0.7597 0.6535 0.7026 0.5416 0.9511 0.8167 0.9361
0.0537 65.69 4730 0.3201 0.7593 0.6537 0.7025 0.5415 0.9510 0.8168 0.9361
0.0394 65.83 4740 0.3200 0.7593 0.6541 0.7028 0.5417 0.9510 0.8170 0.9361
0.0466 65.97 4750 0.3201 0.7595 0.6541 0.7029 0.5419 0.9511 0.8170 0.9361
0.0422 66.11 4760 0.3201 0.7600 0.6538 0.7029 0.5419 0.9511 0.8169 0.9361
0.0419 66.25 4770 0.3201 0.7604 0.6534 0.7028 0.5418 0.9511 0.8167 0.9362
0.0439 66.39 4780 0.3201 0.7605 0.6532 0.7028 0.5417 0.9511 0.8166 0.9362
0.0447 66.53 4790 0.3201 0.7606 0.6533 0.7029 0.5418 0.9511 0.8167 0.9362
0.05 66.67 4800 0.3201 0.7607 0.6530 0.7028 0.5417 0.9511 0.8165 0.9362
0.0475 66.81 4810 0.3200 0.7603 0.6535 0.7029 0.5419 0.9511 0.8168 0.9362
0.048 66.94 4820 0.3200 0.7604 0.6538 0.7031 0.5421 0.9511 0.8169 0.9362
0.0435 67.08 4830 0.3200 0.7604 0.6538 0.7031 0.5421 0.9511 0.8169 0.9362
0.0506 67.22 4840 0.3200 0.7605 0.6535 0.7030 0.5420 0.9511 0.8168 0.9362
0.0417 67.36 4850 0.3200 0.7604 0.6534 0.7028 0.5418 0.9511 0.8167 0.9362
0.0459 67.5 4860 0.3200 0.7602 0.6537 0.7029 0.5419 0.9511 0.8168 0.9361
0.0416 67.64 4870 0.3200 0.7602 0.6537 0.7029 0.5419 0.9511 0.8168 0.9362
0.0446 67.78 4880 0.3200 0.7603 0.6535 0.7029 0.5419 0.9511 0.8168 0.9362
0.0466 67.92 4890 0.3200 0.7603 0.6535 0.7029 0.5419 0.9511 0.8168 0.9361
0.051 68.06 4900 0.3200 0.7603 0.6535 0.7029 0.5419 0.9511 0.8168 0.9361
0.0485 68.19 4910 0.3200 0.7603 0.6534 0.7028 0.5418 0.9511 0.8167 0.9361
0.0475 68.33 4920 0.3200 0.7604 0.6534 0.7028 0.5418 0.9511 0.8167 0.9362
0.0494 68.47 4930 0.3200 0.7604 0.6534 0.7028 0.5418 0.9511 0.8167 0.9362
0.0394 68.61 4940 0.3200 0.7603 0.6534 0.7028 0.5418 0.9511 0.8167 0.9361
0.0478 68.75 4950 0.3200 0.7603 0.6534 0.7028 0.5418 0.9511 0.8167 0.9361
0.0422 68.89 4960 0.3200 0.7603 0.6535 0.7029 0.5419 0.9511 0.8168 0.9361
0.0458 69.03 4970 0.3200 0.7603 0.6535 0.7029 0.5419 0.9511 0.8168 0.9361
0.0447 69.17 4980 0.3200 0.7603 0.6535 0.7029 0.5419 0.9511 0.8168 0.9361
0.042 69.31 4990 0.3200 0.7603 0.6535 0.7029 0.5419 0.9511 0.8168 0.9361
0.0459 69.44 5000 0.3200 0.7603 0.6535 0.7029 0.5419 0.9511 0.8168 0.9361

Framework versions

  • Transformers 4.34.1
  • Pytorch 2.0.1
  • Datasets 2.14.6
  • Tokenizers 0.14.1