generated_from_trainer

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mdeberta_all

This model is a fine-tuned version of microsoft/mdeberta-v3-base on an unknown dataset. It achieves the following results on the evaluation set:

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:

Training results

Training Loss Epoch Step Validation Loss Aerospacemanufacturer Precision Aerospacemanufacturer Recall Aerospacemanufacturer F1 Aerospacemanufacturer Number Anatomicalstructure Precision Anatomicalstructure Recall Anatomicalstructure F1 Anatomicalstructure Number Artwork Precision Artwork Recall Artwork F1 Artwork Number Artist Precision Artist Recall Artist F1 Artist Number Athlete Precision Athlete Recall Athlete F1 Athlete Number Carmanufacturer Precision Carmanufacturer Recall Carmanufacturer F1 Carmanufacturer Number Cleric Precision Cleric Recall Cleric F1 Cleric Number Clothing Precision Clothing Recall Clothing F1 Clothing Number Disease Precision Disease Recall Disease F1 Disease Number Drink Precision Drink Recall Drink F1 Drink Number Facility Precision Facility Recall Facility F1 Facility Number Food Precision Food Recall Food F1 Food Number Humansettlement Precision Humansettlement Recall Humansettlement F1 Humansettlement Number Medicalprocedure Precision Medicalprocedure Recall Medicalprocedure F1 Medicalprocedure Number Medication/vaccine Precision Medication/vaccine Recall Medication/vaccine F1 Medication/vaccine Number Musicalgrp Precision Musicalgrp Recall Musicalgrp F1 Musicalgrp Number Musicalwork Precision Musicalwork Recall Musicalwork F1 Musicalwork Number Org Precision Org Recall Org F1 Org Number Otherloc Precision Otherloc Recall Otherloc F1 Otherloc Number Otherper Precision Otherper Recall Otherper F1 Otherper Number Otherprod Precision Otherprod Recall Otherprod F1 Otherprod Number Politician Precision Politician Recall Politician F1 Politician Number Privatecorp Precision Privatecorp Recall Privatecorp F1 Privatecorp Number Publiccorp Precision Publiccorp Recall Publiccorp F1 Publiccorp Number Scientist Precision Scientist Recall Scientist F1 Scientist Number Software Precision Software Recall Software F1 Software Number Sportsgrp Precision Sportsgrp Recall Sportsgrp F1 Sportsgrp Number Sportsmanager Precision Sportsmanager Recall Sportsmanager F1 Sportsmanager Number Station Precision Station Recall Station F1 Station Number Symptom Precision Symptom Recall Symptom F1 Symptom Number Vehicle Precision Vehicle Recall Vehicle F1 Vehicle Number Visualwork Precision Visualwork Recall Visualwork F1 Visualwork Number Writtenwork Precision Writtenwork Recall Writtenwork F1 Writtenwork Number Overall Precision Overall Recall Overall F1 Overall Accuracy
0.2881 1.0 21353 0.2534 0.5191 0.6884 0.5919 138 0.5693 0.6872 0.6228 227 0.4366 0.4733 0.4542 131 0.7109 0.8055 0.7552 1722 0.6782 0.6801 0.6792 719 0.6552 0.7170 0.6847 159 0.4874 0.4826 0.485 201 0.4639 0.6016 0.5238 128 0.4799 0.7222 0.5766 198 0.55 0.6923 0.6130 143 0.5305 0.6640 0.5898 497 0.4042 0.7196 0.5176 214 0.8164 0.8792 0.8466 1689 0.5799 0.6901 0.6302 142 0.5945 0.755 0.6652 200 0.7445 0.6425 0.6898 372 0.6667 0.6634 0.6650 407 0.5585 0.5652 0.5618 667 0.6724 0.5223 0.5879 224 0.3835 0.4773 0.4253 859 0.5237 0.4596 0.4895 433 0.5176 0.4643 0.4895 603 0.4688 0.1163 0.1863 129 0.4207 0.6008 0.4949 243 0.4099 0.3492 0.3771 189 0.6686 0.7362 0.7008 307 0.7688 0.7948 0.7816 385 0.5136 0.5825 0.5459 194 0.6667 0.8041 0.7290 194 0.5588 0.1473 0.2331 129 0.4910 0.5291 0.5093 206 0.6662 0.7489 0.7052 693 0.6180 0.5861 0.6016 563 0.6136 0.6640 0.6378 0.9220
0.2195 2.0 42706 0.2288 0.6409 0.8406 0.7273 138 0.6908 0.6300 0.6590 227 0.5625 0.5496 0.5560 131 0.7336 0.8124 0.7710 1722 0.6466 0.8067 0.7178 719 0.6095 0.8050 0.6938 159 0.5848 0.4975 0.5376 201 0.5260 0.6328 0.5745 128 0.5427 0.6414 0.5880 198 0.7042 0.6993 0.7018 143 0.6157 0.7123 0.6604 497 0.6140 0.4907 0.5455 214 0.8454 0.8745 0.8597 1689 0.6125 0.6901 0.6490 142 0.6898 0.745 0.7163 200 0.7299 0.7339 0.7319 372 0.6901 0.7224 0.7059 407 0.6224 0.5907 0.6062 667 0.7312 0.6071 0.6634 224 0.4851 0.4750 0.4800 859 0.5994 0.4804 0.5333 433 0.5675 0.5091 0.5367 603 0.6905 0.4496 0.5446 129 0.5516 0.6379 0.5916 243 0.4570 0.3651 0.4059 189 0.7508 0.7459 0.7484 307 0.7833 0.8260 0.8040 385 0.7071 0.5103 0.5928 194 0.6920 0.7990 0.7416 194 0.4590 0.4341 0.4462 129 0.4717 0.7282 0.5725 206 0.7275 0.7821 0.7538 693 0.6618 0.6430 0.6523 563 0.6711 0.6946 0.6827 0.9317
0.1965 3.0 64059 0.2148 0.7073 0.8406 0.7682 138 0.6762 0.7269 0.7006 227 0.5802 0.5802 0.5802 131 0.7565 0.7938 0.7747 1722 0.7195 0.7636 0.7409 719 0.6806 0.8176 0.7429 159 0.6867 0.5124 0.5869 201 0.5797 0.625 0.6015 128 0.6262 0.6768 0.6505 198 0.7296 0.8112 0.7682 143 0.6439 0.7203 0.6800 497 0.6786 0.5327 0.5969 214 0.8594 0.8792 0.8692 1689 0.6545 0.7606 0.7036 142 0.7183 0.765 0.7409 200 0.7132 0.7688 0.7400 372 0.7513 0.7052 0.7275 407 0.6335 0.6117 0.6224 667 0.7514 0.6205 0.6797 224 0.4558 0.5821 0.5112 859 0.6076 0.5543 0.5797 433 0.6228 0.4793 0.5417 603 0.7159 0.4884 0.5806 129 0.56 0.6914 0.6188 243 0.4545 0.4497 0.4521 189 0.7159 0.8046 0.7577 307 0.7845 0.8701 0.8251 385 0.6667 0.5361 0.5943 194 0.7406 0.8093 0.7734 194 0.6316 0.5581 0.5926 129 0.5514 0.6505 0.5969 206 0.7538 0.7951 0.7739 693 0.6913 0.6803 0.6858 563 0.6928 0.7142 0.7033 0.9355
0.1665 4.0 85412 0.2193 0.7917 0.8261 0.8085 138 0.7069 0.7225 0.7146 227 0.5867 0.6718 0.6263 131 0.7710 0.7938 0.7823 1722 0.6962 0.7650 0.7290 719 0.7904 0.8302 0.8098 159 0.6221 0.5323 0.5737 201 0.5743 0.6641 0.6159 128 0.5966 0.7172 0.6514 198 0.7914 0.7692 0.7801 143 0.6395 0.7103 0.6730 497 0.6422 0.6121 0.6268 214 0.8338 0.9059 0.8683 1689 0.6711 0.7183 0.6939 142 0.7635 0.775 0.7692 200 0.7669 0.7608 0.7638 372 0.6872 0.7936 0.7366 407 0.7100 0.5982 0.6493 667 0.7181 0.7277 0.7228 224 0.4765 0.5553 0.5129 859 0.6225 0.5866 0.6040 433 0.6078 0.5191 0.5599 603 0.7222 0.5039 0.5936 129 0.6065 0.7737 0.6799 243 0.4783 0.5238 0.5 189 0.7313 0.7980 0.7632 307 0.8401 0.8597 0.8498 385 0.6058 0.6495 0.6269 194 0.7512 0.7938 0.7719 194 0.6983 0.6279 0.6612 129 0.5804 0.7184 0.6421 206 0.7571 0.8052 0.7804 693 0.6916 0.6892 0.6904 563 0.7012 0.7309 0.7158 0.9375
0.1314 5.0 106765 0.2272 0.7707 0.8768 0.8203 138 0.7137 0.7577 0.7350 227 0.6058 0.6336 0.6194 131 0.7229 0.8513 0.7819 1722 0.7361 0.7761 0.7556 719 0.6839 0.8302 0.7500 159 0.5845 0.6020 0.5931 201 0.6148 0.6484 0.6312 128 0.6121 0.7172 0.6605 198 0.6970 0.8042 0.7468 143 0.6438 0.6982 0.6699 497 0.6197 0.6776 0.6473 214 0.8390 0.8887 0.8631 1689 0.7333 0.6972 0.7148 142 0.7443 0.815 0.7780 200 0.7217 0.7876 0.7532 372 0.7113 0.7568 0.7333 407 0.6682 0.6522 0.6601 667 0.7136 0.7009 0.7072 224 0.5351 0.4796 0.5058 859 0.5930 0.6259 0.6090 433 0.6112 0.5240 0.5643 603 0.7767 0.6202 0.6897 129 0.6254 0.7284 0.6730 243 0.4815 0.4815 0.4815 189 0.7654 0.8078 0.7861 307 0.7611 0.8935 0.8220 385 0.6667 0.6082 0.6361 194 0.7828 0.7990 0.7908 194 0.6692 0.6899 0.6794 129 0.5983 0.6942 0.6427 206 0.7584 0.8153 0.7858 693 0.6740 0.7052 0.6892 563 0.7006 0.7401 0.7198 0.9378
0.1224 6.0 128118 0.2275 0.8286 0.8406 0.8345 138 0.6898 0.7445 0.7161 227 0.6013 0.7252 0.6574 131 0.7574 0.8415 0.7972 1722 0.7400 0.7483 0.7441 719 0.8084 0.8491 0.8282 159 0.7055 0.5721 0.6319 201 0.6061 0.625 0.6154 128 0.7090 0.6768 0.6925 198 0.7868 0.7483 0.7670 143 0.6454 0.7545 0.6957 497 0.6287 0.6963 0.6608 214 0.8548 0.8851 0.8697 1689 0.7669 0.7183 0.7418 142 0.75 0.825 0.7857 200 0.7130 0.8280 0.7662 372 0.6848 0.8059 0.7404 407 0.7112 0.6462 0.6771 667 0.7879 0.6964 0.7393 224 0.5378 0.5378 0.5378 859 0.6554 0.5797 0.6152 433 0.5946 0.5887 0.5917 603 0.8131 0.6744 0.7373 129 0.6483 0.7737 0.7054 243 0.5537 0.5185 0.5355 189 0.7704 0.7980 0.784 307 0.8415 0.8961 0.8679 385 0.6566 0.6701 0.6633 194 0.7879 0.8041 0.7959 194 0.6159 0.7829 0.6894 129 0.5887 0.7087 0.6432 206 0.7864 0.8023 0.7943 693 0.7388 0.6732 0.7045 563 0.7221 0.7475 0.7346 0.9406
0.0964 7.0 149471 0.2456 0.7947 0.8696 0.8304 138 0.7107 0.7577 0.7335 227 0.6522 0.6870 0.6691 131 0.7780 0.8182 0.7976 1722 0.7546 0.7483 0.7514 719 0.7870 0.8365 0.8110 159 0.6020 0.6020 0.6020 201 0.58 0.6797 0.6259 128 0.6129 0.7677 0.6816 198 0.7468 0.8252 0.7841 143 0.6642 0.7284 0.6948 497 0.6840 0.6776 0.6808 214 0.8586 0.8810 0.8697 1689 0.7836 0.7394 0.7609 142 0.7082 0.825 0.7621 200 0.7731 0.7876 0.7803 372 0.7606 0.7494 0.7550 407 0.6726 0.6837 0.6781 667 0.7581 0.7277 0.7426 224 0.5176 0.5634 0.5396 859 0.6599 0.6005 0.6288 433 0.5938 0.5672 0.5802 603 0.8776 0.6667 0.7577 129 0.7198 0.7613 0.74 243 0.5078 0.5185 0.5131 189 0.7933 0.7752 0.7842 307 0.8033 0.8909 0.8448 385 0.6071 0.7010 0.6507 194 0.7429 0.8041 0.7723 194 0.7321 0.6357 0.6805 129 0.5775 0.7233 0.6422 206 0.7858 0.7994 0.7926 693 0.6678 0.7282 0.6967 563 0.7199 0.7475 0.7334 0.9403
0.0838 8.0 170824 0.2562 0.7722 0.8841 0.8243 138 0.6929 0.7753 0.7318 227 0.6483 0.7176 0.6812 131 0.7859 0.8101 0.7978 1722 0.7419 0.7316 0.7367 719 0.7389 0.8365 0.7847 159 0.5797 0.5970 0.5882 201 0.5878 0.6797 0.6304 128 0.6574 0.7172 0.6860 198 0.7597 0.8182 0.7879 143 0.7108 0.7123 0.7116 497 0.6511 0.7150 0.6815 214 0.8791 0.8822 0.8806 1689 0.75 0.7606 0.7552 142 0.7594 0.805 0.7816 200 0.7842 0.8011 0.7926 372 0.7395 0.7813 0.7599 407 0.6965 0.6777 0.6869 667 0.7179 0.75 0.7336 224 0.5081 0.5809 0.5421 859 0.6327 0.6166 0.6246 433 0.6094 0.5821 0.5954 603 0.8776 0.6667 0.7577 129 0.7059 0.7407 0.7229 243 0.5444 0.5185 0.5312 189 0.7722 0.7948 0.7833 307 0.8067 0.8779 0.8408 385 0.6408 0.6804 0.6600 194 0.7546 0.8402 0.7951 194 0.6831 0.7519 0.7159 129 0.6255 0.7136 0.6667 206 0.7392 0.8427 0.7876 693 0.7289 0.7069 0.7178 563 0.7242 0.7514 0.7376 0.9414
0.0753 9.0 192177 0.2708 0.8026 0.8841 0.8414 138 0.7054 0.8018 0.7505 227 0.6277 0.6565 0.6418 131 0.7762 0.8380 0.8059 1722 0.7552 0.7552 0.7552 719 0.7701 0.8428 0.8048 159 0.6610 0.5821 0.6190 201 0.5915 0.6562 0.6222 128 0.6575 0.7273 0.6906 198 0.7887 0.7832 0.7860 143 0.7050 0.7163 0.7106 497 0.6270 0.7383 0.6781 214 0.8441 0.8881 0.8656 1689 0.7589 0.7535 0.7562 142 0.7125 0.855 0.7773 200 0.755 0.8118 0.7824 372 0.7512 0.8010 0.7753 407 0.6788 0.6972 0.6879 667 0.7830 0.7411 0.7615 224 0.5155 0.5821 0.5467 859 0.6386 0.6490 0.6438 433 0.6629 0.5804 0.6189 603 0.8598 0.7132 0.7797 129 0.6667 0.7490 0.7054 243 0.4787 0.5344 0.505 189 0.7610 0.7883 0.7744 307 0.8285 0.8909 0.8586 385 0.7027 0.6701 0.6860 194 0.7778 0.8299 0.8030 194 0.6923 0.7674 0.7279 129 0.6396 0.6893 0.6636 206 0.7879 0.8095 0.7986 693 0.7110 0.7123 0.7116 563 0.7258 0.7593 0.7422 0.9424
0.0574 10.0 213530 0.2862 0.8 0.8986 0.8464 138 0.7375 0.7797 0.7580 227 0.6471 0.6718 0.6592 131 0.7831 0.8008 0.7918 1722 0.6997 0.7747 0.7353 719 0.7714 0.8491 0.8084 159 0.6091 0.5970 0.6030 201 0.6357 0.6406 0.6381 128 0.7 0.7071 0.7035 198 0.7436 0.8112 0.7759 143 0.6729 0.7243 0.6977 497 0.6830 0.7150 0.6986 214 0.8627 0.8857 0.8741 1689 0.7483 0.7535 0.7509 142 0.7611 0.86 0.8075 200 0.7846 0.8226 0.8031 372 0.7640 0.7715 0.7677 407 0.6921 0.6942 0.6931 667 0.7478 0.7545 0.7511 224 0.5079 0.5960 0.5485 859 0.6457 0.6397 0.6427 433 0.6223 0.5821 0.6015 603 0.8704 0.7287 0.7932 129 0.7041 0.7737 0.7373 243 0.5073 0.5503 0.5279 189 0.7680 0.7980 0.7827 307 0.8658 0.8883 0.8769 385 0.7111 0.6598 0.6845 194 0.7681 0.8196 0.7930 194 0.7197 0.7364 0.7280 129 0.6192 0.7184 0.6652 206 0.7922 0.8196 0.8057 693 0.7206 0.7194 0.72 563 0.7282 0.7572 0.7424 0.9424
0.0568 11.0 234883 0.2951 0.8026 0.8841 0.8414 138 0.7458 0.7753 0.7603 227 0.6241 0.6718 0.6471 131 0.7737 0.8240 0.7981 1722 0.7646 0.7455 0.7549 719 0.8121 0.8428 0.8272 159 0.6685 0.5920 0.6280 201 0.6870 0.6172 0.6502 128 0.7150 0.6970 0.7059 198 0.7872 0.7762 0.7817 143 0.6631 0.7485 0.7032 497 0.6842 0.6682 0.6761 214 0.8594 0.8828 0.8709 1689 0.7863 0.7254 0.7546 142 0.7824 0.845 0.8125 200 0.7628 0.8038 0.7827 372 0.7664 0.7740 0.7702 407 0.7232 0.6777 0.6997 667 0.7820 0.7366 0.7586 224 0.5362 0.5949 0.5640 859 0.6306 0.6467 0.6385 433 0.6472 0.5871 0.6157 603 0.8857 0.7209 0.7949 129 0.7138 0.7901 0.7500 243 0.5075 0.5397 0.5231 189 0.7834 0.8013 0.7923 307 0.8561 0.8961 0.8756 385 0.6809 0.6598 0.6702 194 0.7656 0.8247 0.7940 194 0.6736 0.7519 0.7106 129 0.6262 0.6505 0.6381 206 0.7892 0.8211 0.8048 693 0.7561 0.7105 0.7326 563 0.7390 0.7548 0.7468 0.9431
0.0465 12.0 256236 0.3103 0.8194 0.9203 0.8669 138 0.7031 0.7930 0.7453 227 0.5867 0.6718 0.6263 131 0.7829 0.8211 0.8016 1722 0.7582 0.7413 0.7496 719 0.8059 0.8616 0.8328 159 0.6648 0.5920 0.6263 201 0.6385 0.6484 0.6434 128 0.6827 0.7172 0.6995 198 0.7778 0.8322 0.8041 143 0.6679 0.7324 0.6987 497 0.6864 0.7056 0.6959 214 0.8473 0.8905 0.8684 1689 0.7552 0.7606 0.7579 142 0.7362 0.865 0.7954 200 0.7487 0.8011 0.7740 372 0.7470 0.7764 0.7614 407 0.7042 0.7031 0.7037 667 0.7435 0.7634 0.7533 224 0.5438 0.5856 0.5639 859 0.6261 0.6536 0.6395 433 0.6442 0.6186 0.6311 603 0.8482 0.7364 0.7884 129 0.7283 0.7613 0.7445 243 0.5075 0.5397 0.5231 189 0.7915 0.7915 0.7915 307 0.8564 0.8987 0.8771 385 0.6211 0.7268 0.6698 194 0.7633 0.8144 0.7880 194 0.7313 0.7597 0.7452 129 0.6450 0.7233 0.6819 206 0.7758 0.8139 0.7944 693 0.7189 0.7176 0.7182 563 0.7312 0.7621 0.7464 0.9428
0.0459 13.0 277589 0.3141 0.8267 0.8986 0.8611 138 0.7254 0.7797 0.7516 227 0.6099 0.6565 0.6324 131 0.7929 0.8182 0.8054 1722 0.7562 0.7677 0.7619 719 0.8084 0.8491 0.8282 159 0.6302 0.6020 0.6158 201 0.6412 0.6562 0.6486 128 0.6931 0.7071 0.7000 198 0.7770 0.8042 0.7904 143 0.6834 0.7384 0.7099 497 0.6967 0.6869 0.6918 214 0.8631 0.8845 0.8737 1689 0.7939 0.7324 0.7619 142 0.7830 0.83 0.8058 200 0.7822 0.8011 0.7915 372 0.7482 0.7740 0.7609 407 0.6982 0.6972 0.6977 667 0.7867 0.7411 0.7632 224 0.5323 0.5856 0.5576 859 0.6469 0.6559 0.6514 433 0.6512 0.6036 0.6265 603 0.8611 0.7209 0.7848 129 0.7287 0.7737 0.7505 243 0.5185 0.5185 0.5185 189 0.7910 0.8013 0.7961 307 0.8715 0.8987 0.8849 385 0.7283 0.6907 0.7090 194 0.7512 0.7938 0.7719 194 0.7313 0.7597 0.7452 129 0.6147 0.6893 0.6499 206 0.7947 0.8268 0.8105 693 0.7170 0.7247 0.7208 563 0.7406 0.7588 0.7496 0.9436
0.0386 14.0 298942 0.3268 0.8333 0.9058 0.8681 138 0.7092 0.7841 0.7448 227 0.6028 0.6489 0.625 131 0.7848 0.8153 0.7998 1722 0.7701 0.7594 0.7647 719 0.8047 0.8553 0.8293 159 0.6373 0.6119 0.6244 201 0.6204 0.6641 0.6415 128 0.6794 0.7172 0.6978 198 0.7986 0.8042 0.8014 143 0.6691 0.7324 0.6993 497 0.7109 0.7009 0.7059 214 0.8624 0.8834 0.8728 1689 0.7754 0.7535 0.7643 142 0.7757 0.83 0.8019 200 0.7712 0.8065 0.7884 372 0.7621 0.7715 0.7668 407 0.6782 0.7076 0.6926 667 0.7661 0.7455 0.7557 224 0.5417 0.5669 0.5540 859 0.6388 0.6536 0.6461 433 0.6160 0.6119 0.6140 603 0.8889 0.7442 0.8101 129 0.7431 0.7737 0.7581 243 0.5025 0.5397 0.5204 189 0.7915 0.7915 0.7915 307 0.8618 0.8909 0.8761 385 0.6699 0.7113 0.6900 194 0.7621 0.8093 0.7850 194 0.7226 0.7674 0.7444 129 0.6384 0.6942 0.6651 206 0.7872 0.8167 0.8017 693 0.7140 0.7229 0.7184 563 0.7358 0.7585 0.7470 0.9435
0.037 15.0 320295 0.3308 0.8117 0.9058 0.8562 138 0.716 0.7885 0.7505 227 0.6028 0.6489 0.625 131 0.7838 0.8252 0.8040 1722 0.7835 0.7552 0.7691 719 0.7953 0.8553 0.8242 159 0.6630 0.5970 0.6283 201 0.6296 0.6641 0.6464 128 0.6961 0.7172 0.7065 198 0.8 0.8112 0.8056 143 0.6849 0.7304 0.7069 497 0.7156 0.7056 0.7106 214 0.8631 0.8845 0.8737 1689 0.7852 0.7465 0.7653 142 0.7602 0.84 0.7981 200 0.7601 0.8091 0.7839 372 0.7506 0.7617 0.7561 407 0.6943 0.7151 0.7046 667 0.7767 0.7455 0.7608 224 0.5351 0.5588 0.5467 859 0.6453 0.6513 0.6483 433 0.6277 0.6153 0.6214 603 0.8981 0.7519 0.8186 129 0.7362 0.7695 0.7525 243 0.5178 0.5397 0.5285 189 0.7806 0.7883 0.7844 307 0.8804 0.8987 0.8895 385 0.6863 0.7216 0.7035 194 0.7696 0.8093 0.7889 194 0.7333 0.7674 0.7500 129 0.6471 0.6942 0.6698 206 0.7917 0.8225 0.8068 693 0.7255 0.7229 0.7242 563 0.7404 0.7600 0.7501 0.9437

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