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nttaii/bert-base-multilingual-cased-iob2
bert-base-multilingual-cased-iob2 is a machine learning model from nttaii. Use it for the machine learning task on the model card, and read the license before you ship it in a product. The card lists the license as apache-2.0.
should probably proofread and complete it, then remove this comment. --
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From the Hugging Face model README
This model is a fine-tuned version of bert-base-multilingual-cased on an unknown dataset. It achieves the following results on the evaluation set:
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The following hyperparameters were used during training:
| Training Loss | Epoch | Step | Validation Loss | Overall Strict Precision | Overall Strict Recall | Overall Strict F1 | Overall Ent Type Precision | Overall Ent Type Recall | Overall Ent Type F1 | Overall Partial Precision | Overall Partial Recall | Overall Partial F1 | Overall Exact Precision | Overall Exact Recall | Overall Exact F1 | Checkout Strict Precision | Checkout Strict Recall | Checkout Strict F1 | Checkout Ent Type Precision | Checkout Ent Type Recall | Checkout Ent Type F1 | Checkout Partial Precision | Checkout Partial Recall | Checkout Partial F1 | Checkout Exact Precision | Checkout Exact Recall | Checkout Exact F1 | Companyname Strict Precision | Companyname Strict Recall | Companyname Strict F1 | Companyname Ent Type Precision | Companyname Ent Type Recall | Companyname Ent Type F1 | Companyname Partial Precision | Companyname Partial Recall | Companyname Partial F1 | Companyname Exact Precision | Companyname Exact Recall | Companyname Exact F1 | Taxamount Strict Precision | Taxamount Strict Recall | Taxamount Strict F1 | Taxamount Ent Type Precision | Taxamount Ent Type Recall | Taxamount Ent Type F1 | Taxamount Partial Precision | Taxamount Partial Recall | Taxamount Partial F1 | Taxamount Exact Precision | Taxamount Exact Recall | Taxamount Exact F1 | Hotelcountry Strict Precision | Hotelcountry Strict Recall | Hotelcountry Strict F1 | Hotelcountry Ent Type Precision | Hotelcountry Ent Type Recall | Hotelcountry Ent Type F1 | Hotelcountry Partial Precision | Hotelcountry Partial Recall | Hotelcountry Partial F1 | Hotelcountry Exact Precision | Hotelcountry Exact Recall | Hotelcountry Exact F1 | Bookingnumber Strict Precision | Bookingnumber Strict Recall | Bookingnumber Strict F1 | Bookingnumber Ent Type Precision | Bookingnumber Ent Type Recall | Bookingnumber Ent Type F1 | Bookingnumber Partial Precision | Bookingnumber Partial Recall | Bookingnumber Partial F1 | Bookingnumber Exact Precision | Bookingnumber Exact Recall | Bookingnumber Exact F1 | Companycountry Strict Precision | Companycountry Strict Recall | Companycountry Strict F1 | Companycountry Ent Type Precision | Companycountry Ent Type Recall | Companycountry Ent Type F1 | Companycountry Partial Precision | Companycountry Partial Recall | Companycountry Partial F1 | Companycountry Exact Precision | Companycountry Exact Recall | Companycountry Exact F1 | Hoteladdress Strict Precision | Hoteladdress Strict Recall | Hoteladdress Strict F1 | Hoteladdress Ent Type Precision | Hoteladdress Ent Type Recall | Hoteladdress Ent Type F1 | Hoteladdress Partial Precision | Hoteladdress Partial Recall | Hoteladdress Partial F1 | Hoteladdress Exact Precision | Hoteladdress Exact Recall | Hoteladdress Exact F1 | Invoicedate Strict Precision | Invoicedate Strict Recall | Invoicedate Strict F1 | Invoicedate Ent Type Precision | Invoicedate Ent Type Recall | Invoicedate Ent Type F1 | Invoicedate Partial Precision | Invoicedate Partial Recall | Invoicedate Partial F1 | Invoicedate Exact Precision | Invoicedate Exact Recall | Invoicedate Exact F1 | Hotelfaxnumber Strict Precision | Hotelfaxnumber Strict Recall | Hotelfaxnumber Strict F1 | Hotelfaxnumber Ent Type Precision | Hotelfaxnumber Ent Type Recall | Hotelfaxnumber Ent Type F1 | Hotelfaxnumber Partial Precision | Hotelfaxnumber Partial Recall | Hotelfaxnumber Partial F1 | Hotelfaxnumber Exact Precision | Hotelfaxnumber Exact Recall | Hotelfaxnumber Exact F1 | Grossamount Strict Precision | Grossamount Strict Recall | Grossamount Strict F1 | Grossamount Ent Type Precision | Grossamount Ent Type Recall | Grossamount Ent Type F1 | Grossamount Partial Precision | Grossamount Partial Recall | Grossamount Partial F1 | Grossamount Exact Precision | Grossamount Exact Recall | Grossamount Exact F1 | Cardnumber Strict Precision | Cardnumber Strict Recall | Cardnumber Strict F1 | Cardnumber Ent Type Precision | Cardnumber Ent Type Recall | Cardnumber Ent Type F1 | Cardnumber Partial Precision | Cardnumber Partial Recall | Cardnumber Partial F1 | Cardnumber Exact Precision | Cardnumber Exact Recall | Cardnumber Exact F1 | Hotelvatnumber Strict Precision | Hotelvatnumber Strict Recall | Hotelvatnumber Strict F1 | Hotelvatnumber Ent Type Precision | Hotelvatnumber Ent Type Recall | Hotelvatnumber Ent Type F1 | Hotelvatnumber Partial Precision | Hotelvatnumber Partial Recall | Hotelvatnumber Partial F1 | Hotelvatnumber Exact Precision | Hotelvatnumber Exact Recall | Hotelvatnumber Exact F1 | Currencycode Strict Precision | Currencycode Strict Recall | Currencycode Strict F1 | Currencycode Ent Type Precision | Currencycode Ent Type Recall | Currencycode Ent Type F1 | Currencycode Partial Precision | Currencycode Partial Recall | Currencycode Partial F1 | Currencycode Exact Precision | Currencycode Exact Recall | Currencycode Exact F1 | Companyaddress Strict Precision | Companyaddress Strict Recall | Companyaddress Strict F1 | Companyaddress Ent Type Precision | Companyaddress Ent Type Recall | Companyaddress Ent Type F1 | Companyaddress Partial Precision | Companyaddress Partial Recall | Companyaddress Partial F1 | Companyaddress Exact Precision | Companyaddress Exact Recall | Companyaddress Exact F1 | Roomno Strict Precision | Roomno Strict Recall | Roomno Strict F1 | Roomno Ent Type Precision | Roomno Ent Type Recall | Roomno Ent Type F1 | Roomno Partial Precision | Roomno Partial Recall | Roomno Partial F1 | Roomno Exact Precision | Roomno Exact Recall | Roomno Exact F1 | Pagenumber Strict Precision | Pagenumber Strict Recall | Pagenumber Strict F1 | Pagenumber Ent Type Precision | Pagenumber Ent Type Recall | Pagenumber Ent Type F1 | Pagenumber Partial Precision | Pagenumber Partial Recall | Pagenumber Partial F1 | Pagenumber Exact Precision | Pagenumber Exact Recall | Pagenumber Exact F1 | Hoteltaxcode Strict Precision | Hoteltaxcode Strict Recall | Hoteltaxcode Strict F1 | Hoteltaxcode Ent Type Precision | Hoteltaxcode Ent Type Recall | Hoteltaxcode Ent Type F1 | Hoteltaxcode Partial Precision | Hoteltaxcode Partial Recall | Hoteltaxcode Partial F1 | Hoteltaxcode Exact Precision | Hoteltaxcode Exact Recall | Hoteltaxcode Exact F1 | Companycity Strict Precision | Companycity Strict Recall | Companycity Strict F1 | Companycity Ent Type Precision | Companycity Ent Type Recall | Companycity Ent Type F1 | Companycity Partial Precision | Companycity Partial Recall | Companycity Partial F1 | Companycity Exact Precision | Companycity Exact Recall | Companycity Exact F1 | Invoicenumber Strict Precision | Invoicenumber Strict Recall | Invoicenumber Strict F1 | Invoicenumber Ent Type Precision | Invoicenumber Ent Type Recall | Invoicenumber Ent Type F1 | Invoicenumber Partial Precision | Invoicenumber Partial Recall | Invoicenumber Partial F1 | Invoicenumber Exact Precision | Invoicenumber Exact Recall | Invoicenumber Exact F1 | Travellername Strict Precision | Travellername Strict Recall | Travellername Strict F1 | Travellername Ent Type Precision | Travellername Ent Type Recall | Travellername Ent Type F1 | Travellername Partial Precision | Travellername Partial Recall | Travellername Partial F1 | Travellername Exact Precision | Travellername Exact Recall | Travellername Exact F1 | Reservationnumber Strict Precision | Reservationnumber Strict Recall | Reservationnumber Strict F1 | Reservationnumber Ent Type Precision | Reservationnumber Ent Type Recall | Reservationnumber Ent Type F1 | Reservationnumber Partial Precision | Reservationnumber Partial Recall | Reservationnumber Partial F1 | Reservationnumber Exact Precision | Reservationnumber Exact Recall | Reservationnumber Exact F1 | Externalreservationnumber Strict Precision | Externalreservationnumber Strict Recall | Externalreservationnumber Strict F1 | Externalreservationnumber Ent Type Precision | Externalreservationnumber Ent Type Recall | Externalreservationnumber Ent Type F1 | Externalreservationnumber Partial Precision | Externalreservationnumber Partial Recall | Externalreservationnumber Partial F1 | Externalreservationnumber Exact Precision | Externalreservationnumber Exact Recall | Externalreservationnumber Exact F1 | Hotelname Strict Precision | Hotelname Strict Recall | Hotelname Strict F1 | Hotelname Ent Type Precision | Hotelname Ent Type Recall | Hotelname Ent Type F1 | Hotelname Partial Precision | Hotelname Partial Recall | Hotelname Partial F1 | Hotelname Exact Precision | Hotelname Exact Recall | Hotelname Exact F1 | Companyzipcode Strict Precision | Companyzipcode Strict Recall | Companyzipcode Strict F1 | Companyzipcode Ent Type Precision | Companyzipcode Ent Type Recall | Companyzipcode Ent Type F1 | Companyzipcode Partial Precision | Companyzipcode Partial Recall | Companyzipcode Partial F1 | Companyzipcode Exact Precision | Companyzipcode Exact Recall | Companyzipcode Exact F1 | Hotelzipcode Strict Precision | Hotelzipcode Strict Recall | Hotelzipcode Strict F1 | Hotelzipcode Ent Type Precision | Hotelzipcode Ent Type Recall | Hotelzipcode Ent Type F1 | Hotelzipcode Partial Precision | Hotelzipcode Partial Recall | Hotelzipcode Partial F1 | Hotelzipcode Exact Precision | Hotelzipcode Exact Recall | Hotelzipcode Exact F1 | Hotelemail Strict Precision | Hotelemail Strict Recall | Hotelemail Strict F1 | Hotelemail Ent Type Precision | Hotelemail Ent Type Recall | Hotelemail Ent Type F1 | Hotelemail Partial Precision | Hotelemail Partial Recall | Hotelemail Partial F1 | Hotelemail Exact Precision | Hotelemail Exact Recall | Hotelemail Exact F1 | Checkin Strict Precision | Checkin Strict Recall | Checkin Strict F1 | Checkin Ent Type Precision | Checkin Ent Type Recall | Checkin Ent Type F1 | Checkin Partial Precision | Checkin Partial Recall | Checkin Partial F1 | Checkin Exact Precision | Checkin Exact Recall | Checkin Exact F1 | Hotelcity Strict Precision | Hotelcity Strict Recall | Hotelcity Strict F1 | Hotelcity Ent Type Precision | Hotelcity Ent Type Recall | Hotelcity Ent Type F1 | Hotelcity Partial Precision | Hotelcity Partial Recall | Hotelcity Partial F1 | Hotelcity Exact Precision | Hotelcity Exact Recall | Hotelcity Exact F1 | Cardtype Strict Precision | Cardtype Strict Recall | Cardtype Strict F1 | Cardtype Ent Type Precision | Cardtype Ent Type Recall | Cardtype Ent Type F1 | Cardtype Partial Precision | Cardtype Partial Recall | Cardtype Partial F1 | Cardtype Exact Precision | Cardtype Exact Recall | Cardtype Exact F1 | Hotelbankaccount Strict Precision | Hotelbankaccount Strict Recall | Hotelbankaccount Strict F1 | Hotelbankaccount Ent Type Precision | Hotelbankaccount Ent Type Recall | Hotelbankaccount Ent Type F1 | Hotelbankaccount Partial Precision | Hotelbankaccount Partial Recall | Hotelbankaccount Partial F1 | Hotelbankaccount Exact Precision | Hotelbankaccount Exact Recall | Hotelbankaccount Exact F1 | Companyvatnumber Strict Precision | Companyvatnumber Strict Recall | Companyvatnumber Strict F1 | Companyvatnumber Ent Type Precision | Companyvatnumber Ent Type Recall | Companyvatnumber Ent Type F1 | Companyvatnumber Partial Precision | Companyvatnumber Partial Recall | Companyvatnumber Partial F1 | Companyvatnumber Exact Precision | Companyvatnumber Exact Recall | Companyvatnumber Exact F1 | Netamount Strict Precision | Netamount Strict Recall | Netamount Strict F1 | Netamount Ent Type Precision | Netamount Ent Type Recall | Netamount Ent Type F1 | Netamount Partial Precision | Netamount Partial Recall | Netamount Partial F1 | Netamount Exact Precision | Netamount Exact Recall | Netamount Exact F1 | Hotelphonenumber Strict Precision | Hotelphonenumber Strict Recall | Hotelphonenumber Strict F1 | Hotelphonenumber Ent Type Precision | Hotelphonenumber Ent Type Recall | Hotelphonenumber Ent Type F1 | Hotelphonenumber Partial Precision | Hotelphonenumber Partial Recall | Hotelphonenumber Partial F1 | Hotelphonenumber Exact Precision | Hotelphonenumber Exact Recall | Hotelphonenumber Exact F1 | Documenttype Strict Precision | Documenttype Strict Recall | Documenttype Strict F1 | Documenttype Ent Type Precision | Documenttype Ent Type Recall | Documenttype Ent Type F1 | Documenttype Partial Precision | Documenttype Partial Recall | Documenttype Partial F1 | Documenttype Exact Precision | Documenttype Exact Recall | Documenttype Exact F1 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0.1189 | 1.0 | 9218 | 0.2215 | 0.7764 | 0.7214 | 0.7479 | 0.8577 | 0.7969 | 0.8262 | 0.8294 | 0.7707 | 0.7990 | 0.7862 | 0.7305 | 0.7573 | 0.2678 | 0.9068 | 0.4135 | 0.2716 | 0.9198 | 0.4194 | 0.2711 | 0.9179 | 0.4185 | 0.2689 | 0.9107 | 0.4152 | 0.1966 | 0.7090 | 0.3079 | 0.2424 | 0.8739 | 0.3795 | 0.2220 | 0.8003 | 0.3476 | 0.1978 | 0.7132 | 0.3097 | 0.0908 | 0.6901 | 0.1604 | 0.1019 | 0.7749 | 0.1802 | 0.0970 | 0.7377 | 0.1715 | 0.0912 | 0.6935 | 0.1612 | 0.0537 | 0.7681 | 0.1004 | 0.0552 | 0.7892 | 0.1032 | 0.0557 | 0.7964 | 0.1041 | 0.0548 | 0.7842 | 0.1025 | 0.0330 | 0.4784 | 0.0617 | 0.0389 | 0.5639 | 0.0727 | 0.0426 | 0.6182 | 0.0797 | 0.0391 | 0.5677 | 0.0732 | 0.1574 | 0.8577 | 0.2660 | 0.1594 | 0.8687 | 0.2694 | 0.1621 | 0.8832 | 0.2739 | 0.1610 | 0.8772 | 0.2721 | 0.1384 | 0.4766 | 0.2145 | 0.1985 | 0.6836 | 0.3077 | 0.1708 | 0.5881 | 0.2647 | 0.1390 | 0.4785 | 0.2154 | 0.2408 | 0.8971 | 0.3797 | 0.2477 | 0.9227 | 0.3905 | 0.2465 | 0.9181 | 0.3886 | 0.2428 | 0.9046 | 0.3829 | 0.1281 | 0.7936 | 0.2206 | 0.1439 | 0.8913 | 0.2478 | 0.1362 | 0.8435 | 0.2345 | 0.1282 | 0.7939 | 0.2207 | 0.1757 | 0.6300 | 0.2747 | 0.1929 | 0.6917 | 0.3016 | 0.1864 | 0.6687 | 0.2916 | 0.1775 | 0.6367 | 0.2776 | 0.0104 | 0.3446 | 0.0202 | 0.0139 | 0.4592 | 0.0269 | 0.0123 | 0.4060 | 0.0238 | 0.0105 | 0.3476 | 0.0204 | 0.1326 | 0.6564 | 0.2206 | 0.1432 | 0.7092 | 0.2383 | 0.1464 | 0.7252 | 0.2437 | 0.1404 | 0.6952 | 0.2336 | 0.1025 | 0.4867 | 0.1693 | 0.1030 | 0.4892 | 0.1702 | 0.1028 | 0.4882 | 0.1699 | 0.1025 | 0.4869 | 0.1694 | 0.2113 | 0.7810 | 0.3326 | 0.2475 | 0.9149 | 0.3896 | 0.2321 | 0.8579 | 0.3653 | 0.2130 | 0.7873 | 0.3353 | 0.2557 | 0.8102 | 0.3887 | 0.2578 | 0.8167 | 0.3919 | 0.2594 | 0.8219 | 0.3943 | 0.2581 | 0.8178 | 0.3924 | 0.1365 | 0.8389 | 0.2348 | 0.1378 | 0.8467 | 0.2370 | 0.1373 | 0.8438 | 0.2362 | 0.1367 | 0.8398 | 0.2351 | 0.0439 | 0.4721 | 0.0803 | 0.0476 | 0.5115 | 0.0870 | 0.0523 | 0.5619 | 0.0956 | 0.0493 | 0.5302 | 0.0902 | 0.2270 | 0.8299 | 0.3565 | 0.2420 | 0.8847 | 0.3800 | 0.2404 | 0.8789 | 0.3775 | 0.2318 | 0.8475 | 0.3640 | 0.2333 | 0.8502 | 0.3661 | 0.2461 | 0.8970 | 0.3863 | 0.2423 | 0.8831 | 0.3803 | 0.2356 | 0.8587 | 0.3698 | 0.1800 | 0.5478 | 0.2710 | 0.2449 | 0.7452 | 0.3686 | 0.2139 | 0.6510 | 0.3220 | 0.1806 | 0.5497 | 0.2719 | 0.0327 | 0.6199 | 0.0622 | 0.0339 | 0.6412 | 0.0643 | 0.0379 | 0.7176 | 0.0720 | 0.0369 | 0.6992 | 0.0701 | 0.0038 | 0.2779 | 0.0075 | 0.0046 | 0.3394 | 0.0092 | 0.0074 | 0.5424 | 0.0146 | 0.0068 | 0.4975 | 0.0134 | 0.1118 | 0.3693 | 0.1717 | 0.1707 | 0.5637 | 0.2621 | 0.1430 | 0.4722 | 0.2195 | 0.1119 | 0.3695 | 0.1718 | 0.2421 | 0.9020 | 0.3817 | 0.2483 | 0.9252 | 0.3915 | 0.2486 | 0.9262 | 0.3919 | 0.2445 | 0.9113 | 0.3856 | 0.1882 | 0.6862 | 0.2954 | 0.1995 | 0.7273 | 0.3131 | 0.1958 | 0.7136 | 0.3073 | 0.1898 | 0.6917 | 0.2978 | 0.1787 | 0.8661 | 0.2963 | 0.1878 | 0.9100 | 0.3113 | 0.1833 | 0.8883 | 0.3039 | 0.1788 | 0.8663 | 0.2964 | 0.2666 | 0.9037 | 0.4117 | 0.2732 | 0.9260 | 0.4219 | 0.2720 | 0.9219 | 0.4200 | 0.2683 | 0.9093 | 0.4143 | 0.1821 | 0.6431 | 0.2838 | 0.1961 | 0.6925 | 0.3057 | 0.1934 | 0.6830 | 0.3015 | 0.1853 | 0.6544 | 0.2888 | 0.0522 | 0.4805 | 0.0941 | 0.0587 | 0.5410 | 0.1059 | 0.0556 | 0.5123 | 0.1003 | 0.0523 | 0.4821 | 0.0944 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0501 | 0.6255 | 0.0927 | 0.0559 | 0.6981 | 0.1035 | 0.0558 | 0.6975 | 0.1034 | 0.0527 | 0.6587 | 0.0976 | 0.0990 | 0.6830 | 0.1729 | 0.1130 | 0.7796 | 0.1974 | 0.1080 | 0.7452 | 0.1887 | 0.1004 | 0.6927 | 0.1754 | 0.1730 | 0.7719 | 0.2826 | 0.2050 | 0.9151 | 0.3350 | 0.1892 | 0.8444 | 0.3091 | 0.1731 | 0.7726 | 0.2828 | 0.2086 | 0.7479 | 0.3262 | 0.2286 | 0.8197 | 0.3576 | 0.2192 | 0.7860 | 0.3428 | 0.2088 | 0.7487 | 0.3266 |
| 0.0916 | 2.0 | 18436 | 0.2270 | 0.7627 | 0.7416 | 0.7520 | 0.8439 | 0.8205 | 0.8321 | 0.8137 | 0.7911 | 0.8022 | 0.7711 | 0.7498 | 0.7603 | 0.2380 | 0.9211 | 0.3783 | 0.2415 | 0.9345 | 0.3838 | 0.2409 | 0.9322 | 0.3829 | 0.2391 | 0.9252 | 0.3800 | 0.1747 | 0.7068 | 0.2801 | 0.2193 | 0.8873 | 0.3517 | 0.1984 | 0.8030 | 0.3182 | 0.1755 | 0.7101 | 0.2814 | 0.0794 | 0.7840 | 0.1441 | 0.0878 | 0.8676 | 0.1595 | 0.0839 | 0.8290 | 0.1524 | 0.0795 | 0.7852 | 0.1444 | 0.0479 | 0.7429 | 0.0900 | 0.0491 | 0.7614 | 0.0922 | 0.0499 | 0.7736 | 0.0937 | 0.0492 | 0.7629 | 0.0924 | 0.0214 | 0.4846 | 0.0410 | 0.0243 | 0.5498 | 0.0465 | 0.0277 | 0.6270 | 0.0530 | 0.0260 | 0.5883 | 0.0497 | 0.1403 | 0.8796 | 0.2420 | 0.1419 | 0.8896 | 0.2447 | 0.1441 | 0.9033 | 0.2485 | 0.1431 | 0.8975 | 0.2469 | 0.1253 | 0.4944 | 0.1999 | 0.1862 | 0.7347 | 0.2971 | 0.1570 | 0.6197 | 0.2506 | 0.1258 | 0.4963 | 0.2007 | 0.2207 | 0.9211 | 0.3560 | 0.2248 | 0.9386 | 0.3628 | 0.2241 | 0.9354 | 0.3615 | 0.2219 | 0.9261 | 0.3580 | 0.1137 | 0.8059 | 0.1992 | 0.1292 | 0.9163 | 0.2265 | 0.1215 | 0.8613 | 0.2129 | 0.1137 | 0.8059 | 0.1992 | 0.1530 | 0.6553 | 0.2480 | 0.1691 | 0.7246 | 0.2743 | 0.1630 | 0.6985 | 0.2644 | 0.1545 | 0.6621 | 0.2506 | 0.0085 | 0.2874 | 0.0164 | 0.0115 | 0.3898 | 0.0223 | 0.0101 | 0.3416 | 0.0195 | 0.0085 | 0.2894 | 0.0166 | 0.1176 | 0.6893 | 0.2008 | 0.1266 | 0.7425 | 0.2164 | 0.1294 | 0.7588 | 0.2211 | 0.1244 | 0.7294 | 0.2125 | 0.0952 | 0.4914 | 0.1595 | 0.0957 | 0.4938 | 0.1603 | 0.0955 | 0.4929 | 0.1600 | 0.0953 | 0.4917 | 0.1596 | 0.1917 | 0.7751 | 0.3074 | 0.2262 | 0.9144 | 0.3627 | 0.2110 | 0.8531 | 0.3383 | 0.1927 | 0.7792 | 0.3090 | 0.2246 | 0.8801 | 0.3578 | 0.2259 | 0.8853 | 0.3600 | 0.2271 | 0.8897 | 0.3618 | 0.2263 | 0.8869 | 0.3607 | 0.1221 | 0.8414 | 0.2132 | 0.1232 | 0.8490 | 0.2151 | 0.1228 | 0.8463 | 0.2144 | 0.1222 | 0.8423 | 0.2134 | 0.0251 | 0.4474 | 0.0475 | 0.0281 | 0.5012 | 0.0532 | 0.0287 | 0.5125 | 0.0544 | 0.0269 | 0.4794 | 0.0509 | 0.2080 | 0.8492 | 0.3342 | 0.2199 | 0.8975 | 0.3532 | 0.2187 | 0.8927 | 0.3513 | 0.2118 | 0.8646 | 0.3402 | 0.2042 | 0.8310 | 0.3278 | 0.2186 | 0.8895 | 0.3509 | 0.2135 | 0.8688 | 0.3428 | 0.2062 | 0.8389 | 0.3310 | 0.1595 | 0.5633 | 0.2486 | 0.2125 | 0.7505 | 0.3312 | 0.1873 | 0.6615 | 0.2919 | 0.1603 | 0.5660 | 0.2498 | 0.0273 | 0.5713 | 0.0521 | 0.0289 | 0.6041 | 0.0551 | 0.0328 | 0.6864 | 0.0626 | 0.0315 | 0.6595 | 0.0602 | 0.0027 | 0.3525 | 0.0054 | 0.0033 | 0.4282 | 0.0066 | 0.0050 | 0.6397 | 0.0098 | 0.0044 | 0.5640 | 0.0087 | 0.0983 | 0.3693 | 0.1553 | 0.1548 | 0.5812 | 0.2444 | 0.1279 | 0.4803 | 0.2020 | 0.0986 | 0.3701 | 0.1557 | 0.2214 | 0.9191 | 0.3568 | 0.2267 | 0.9411 | 0.3654 | 0.2262 | 0.9390 | 0.3646 | 0.2230 | 0.9256 | 0.3594 | 0.1776 | 0.7445 | 0.2868 | 0.1870 | 0.7840 | 0.3020 | 0.1838 | 0.7706 | 0.2969 | 0.1788 | 0.7495 | 0.2887 | 0.1632 | 0.8727 | 0.2750 | 0.1713 | 0.9159 | 0.2886 | 0.1673 | 0.8946 | 0.2819 | 0.1633 | 0.8729 | 0.2751 | 0.2377 | 0.9160 | 0.3775 | 0.2437 | 0.9390 | 0.3869 | 0.2426 | 0.9350 | 0.3853 | 0.2392 | 0.9219 | 0.3799 | 0.1662 | 0.6853 | 0.2676 | 0.1815 | 0.7484 | 0.2922 | 0.1773 | 0.7310 | 0.2854 | 0.1689 | 0.6962 | 0.2718 | 0.0461 | 0.4990 | 0.0845 | 0.0516 | 0.5575 | 0.0944 | 0.0491 | 0.5304 | 0.0898 | 0.0463 | 0.5010 | 0.0848 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0489 | 0.6449 | 0.0909 | 0.0536 | 0.7067 | 0.0996 | 0.0554 | 0.7304 | 0.1029 | 0.0528 | 0.6959 | 0.0981 | 0.0898 | 0.7507 | 0.1605 | 0.1010 | 0.8442 | 0.1805 | 0.0961 | 0.8034 | 0.1717 | 0.0904 | 0.7553 | 0.1615 | 0.1566 | 0.7752 | 0.2605 | 0.1857 | 0.9193 | 0.3090 | 0.1714 | 0.8484 | 0.2851 | 0.1567 | 0.7757 | 0.2607 | 0.1885 | 0.7804 | 0.3037 | 0.2049 | 0.8481 | 0.3300 | 0.1971 | 0.8158 | 0.3174 | 0.1887 | 0.7813 | 0.3040 |
| 0.0764 | 3.0 | 27654 | 0.2364 | 0.7783 | 0.7346 | 0.7558 | 0.8609 | 0.8125 | 0.8360 | 0.8313 | 0.7846 | 0.8073 | 0.7874 | 0.7432 | 0.7646 | 0.2717 | 0.8869 | 0.4159 | 0.2756 | 0.8998 | 0.4219 | 0.2760 | 0.9010 | 0.4225 | 0.2738 | 0.8938 | 0.4192 | 0.2019 | 0.7207 | 0.3155 | 0.2465 | 0.8800 | 0.3852 | 0.2265 | 0.8083 | 0.3538 | 0.2031 | 0.7251 | 0.3174 | 0.0877 | 0.7672 | 0.1574 | 0.1002 | 0.8771 | 0.1799 | 0.0942 | 0.8241 | 0.1690 | 0.0879 | 0.7689 | 0.1577 | 0.0583 | 0.7362 | 0.1081 | 0.0595 | 0.7509 | 0.1103 | 0.0612 | 0.7717 | 0.1133 | 0.0603 | 0.7606 | 0.1117 | 0.0285 | 0.4776 | 0.0538 | 0.0330 | 0.5530 | 0.0622 | 0.0364 | 0.6111 | 0.0688 | 0.0338 | 0.5666 | 0.0638 | 0.1594 | 0.8731 | 0.2696 | 0.1608 | 0.8811 | 0.2720 | 0.1636 | 0.8964 | 0.2767 | 0.1627 | 0.8915 | 0.2752 | 0.1455 | 0.5032 | 0.2258 | 0.2091 | 0.7230 | 0.3244 | 0.1801 | 0.6226 | 0.2793 | 0.1461 | 0.5051 | 0.2266 | 0.2435 | 0.9162 | 0.3847 | 0.2493 | 0.9379 | 0.3938 | 0.2478 | 0.9323 | 0.3915 | 0.2446 | 0.9204 | 0.3865 | 0.1293 | 0.7933 | 0.2224 | 0.1463 | 0.8972 | 0.2515 | 0.1382 | 0.8479 | 0.2377 | 0.1297 | 0.7953 | 0.2230 | 0.1736 | 0.6521 | 0.2742 | 0.1909 | 0.7172 | 0.3016 | 0.1843 | 0.6922 | 0.2911 | 0.1751 | 0.6579 | 0.2766 | 0.0072 | 0.2982 | 0.0141 | 0.0099 | 0.4094 | 0.0193 | 0.0086 | 0.3557 | 0.0168 | 0.0073 | 0.3001 | 0.0142 | 0.1362 | 0.6883 | 0.2274 | 0.1445 | 0.7306 | 0.2413 | 0.1488 | 0.7520 | 0.2484 | 0.1441 | 0.7286 | 0.2407 | 0.1106 | 0.5231 | 0.1826 | 0.1112 | 0.5259 | 0.1835 | 0.1109 | 0.5247 | 0.1831 | 0.1106 | 0.5232 | 0.1826 | 0.2132 | 0.7760 | 0.3345 | 0.2510 | 0.9138 | 0.3939 | 0.2343 | 0.8529 | 0.3676 | 0.2143 | 0.7800 | 0.3362 | 0.2645 | 0.8282 | 0.4009 | 0.2665 | 0.8345 | 0.4040 | 0.2676 | 0.8380 | 0.4057 | 0.2664 | 0.8343 | 0.4039 | 0.1391 | 0.8411 | 0.2387 | 0.1400 | 0.8471 | 0.2403 | 0.1398 | 0.8458 | 0.2400 | 0.1393 | 0.8428 | 0.2391 | 0.0393 | 0.4910 | 0.0728 | 0.0429 | 0.5352 | 0.0794 | 0.0463 | 0.5779 | 0.0857 | 0.0439 | 0.5485 | 0.0813 | 0.2284 | 0.8438 | 0.3595 | 0.2435 | 0.8996 | 0.3833 | 0.2408 | 0.8893 | 0.3789 | 0.2321 | 0.8576 | 0.3654 | 0.2303 | 0.8547 | 0.3629 | 0.2445 | 0.9071 | 0.3851 | 0.2389 | 0.8866 | 0.3764 | 0.2317 | 0.8599 | 0.3651 | 0.1919 | 0.5469 | 0.2841 | 0.2614 | 0.7451 | 0.3870 | 0.2287 | 0.652 | 0.3386 | 0.1929 | 0.5498 | 0.2856 | 0.0317 | 0.4954 | 0.0597 | 0.0340 | 0.5308 | 0.0639 | 0.0393 | 0.6128 | 0.0738 | 0.0372 | 0.5806 | 0.0699 | 0.0079 | 0.3537 | 0.0154 | 0.0089 | 0.4025 | 0.0175 | 0.0146 | 0.6561 | 0.0285 | 0.0134 | 0.6037 | 0.0262 | 0.1203 | 0.3705 | 0.1817 | 0.1861 | 0.5731 | 0.2810 | 0.1549 | 0.4770 | 0.2339 | 0.1205 | 0.3711 | 0.1820 | 0.2447 | 0.9212 | 0.3867 | 0.2509 | 0.9444 | 0.3965 | 0.2497 | 0.9400 | 0.3946 | 0.2461 | 0.9263 | 0.3889 | 0.1993 | 0.7365 | 0.3137 | 0.2105 | 0.7779 | 0.3313 | 0.2064 | 0.7628 | 0.3249 | 0.2003 | 0.7401 | 0.3152 | 0.1838 | 0.8827 | 0.3042 | 0.1924 | 0.9241 | 0.3184 | 0.1881 | 0.9037 | 0.3114 | 0.1838 | 0.8830 | 0.3043 | 0.2681 | 0.9037 | 0.4135 | 0.2746 | 0.9256 | 0.4236 | 0.2737 | 0.9224 | 0.4221 | 0.2701 | 0.9102 | 0.4165 | 0.1926 | 0.6818 | 0.3003 | 0.2071 | 0.7332 | 0.3230 | 0.2038 | 0.7215 | 0.3178 | 0.1953 | 0.6914 | 0.3045 | 0.0425 | 0.5074 | 0.0785 | 0.0481 | 0.5739 | 0.0887 | 0.0455 | 0.5434 | 0.0840 | 0.0427 | 0.5101 | 0.0789 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0510 | 0.6340 | 0.0944 | 0.0569 | 0.7080 | 0.1054 | 0.0575 | 0.7157 | 0.1065 | 0.0541 | 0.6722 | 0.1001 | 0.0996 | 0.7579 | 0.1760 | 0.1125 | 0.8564 | 0.1989 | 0.1069 | 0.8136 | 0.1889 | 0.1000 | 0.7613 | 0.1768 | 0.1737 | 0.7681 | 0.2833 | 0.2069 | 0.9152 | 0.3375 | 0.1905 | 0.8424 | 0.3107 | 0.1737 | 0.7684 | 0.2834 | 0.2113 | 0.7679 | 0.3314 | 0.2311 | 0.8400 | 0.3625 | 0.2216 | 0.8053 | 0.3475 | 0.2114 | 0.7685 | 0.3316 |
| 0.0656 | 4.0 | 36872 | 0.2488 | 0.7752 | 0.7394 | 0.7569 | 0.8572 | 0.8176 | 0.8369 | 0.8281 | 0.7898 | 0.8085 | 0.7847 | 0.7484 | 0.7661 | 0.2619 | 0.9151 | 0.4072 | 0.2660 | 0.9295 | 0.4136 | 0.2657 | 0.9282 | 0.4131 | 0.2635 | 0.9207 | 0.4097 | 0.1955 | 0.7118 | 0.3067 | 0.2414 | 0.8788 | 0.3787 | 0.2211 | 0.8049 | 0.3469 | 0.1965 | 0.7156 | 0.3084 | 0.0845 | 0.7952 | 0.1527 | 0.0960 | 0.9040 | 0.1736 | 0.0904 | 0.8514 | 0.1635 | 0.0846 | 0.7966 | 0.1530 | 0.0572 | 0.7669 | 0.1065 | 0.0580 | 0.7766 | 0.1079 | 0.0598 | 0.8010 | 0.1113 | 0.0592 | 0.7932 | 0.1102 | 0.0262 | 0.4871 | 0.0497 | 0.0292 | 0.5439 | 0.0555 | 0.0337 | 0.6271 | 0.0640 | 0.0317 | 0.5896 | 0.0602 | 0.1559 | 0.8698 | 0.2644 | 0.1569 | 0.8756 | 0.2661 | 0.1601 | 0.8935 | 0.2716 | 0.1594 | 0.8892 | 0.2703 | 0.1355 | 0.4918 | 0.2124 | 0.2000 | 0.7260 | 0.3135 | 0.1697 | 0.6163 | 0.2662 | 0.1362 | 0.4945 | 0.2136 | 0.2403 | 0.9195 | 0.3810 | 0.2455 | 0.9394 | 0.3893 | 0.2443 | 0.9350 | 0.3874 | 0.2415 | 0.9242 | 0.3829 | 0.1257 | 0.7953 | 0.2171 | 0.1430 | 0.9047 | 0.2470 | 0.1346 | 0.8513 | 0.2324 | 0.1258 | 0.7961 | 0.2173 | 0.1685 | 0.6874 | 0.2706 | 0.1842 | 0.7517 | 0.2960 | 0.1780 | 0.7264 | 0.2860 | 0.1697 | 0.6924 | 0.2726 | 0.0073 | 0.3337 | 0.0142 | 0.0095 | 0.4383 | 0.0187 | 0.0085 | 0.3891 | 0.0166 | 0.0073 | 0.3358 | 0.0143 | 0.1373 | 0.6660 | 0.2277 | 0.1472 | 0.7138 | 0.2441 | 0.1519 | 0.7367 | 0.2519 | 0.1464 | 0.7100 | 0.2428 | 0.1080 | 0.5066 | 0.1781 | 0.1084 | 0.5085 | 0.1787 | 0.1085 | 0.5090 | 0.1789 | 0.1081 | 0.5070 | 0.1782 | 0.2082 | 0.7666 | 0.3275 | 0.2457 | 0.9044 | 0.3864 | 0.2295 | 0.8450 | 0.3610 | 0.2093 | 0.7704 | 0.3292 | 0.2570 | 0.8494 | 0.3947 | 0.2600 | 0.8593 | 0.3993 | 0.2611 | 0.8627 | 0.4009 | 0.2594 | 0.8572 | 0.3983 | 0.1355 | 0.8251 | 0.2328 | 0.1366 | 0.8319 | 0.2347 | 0.1364 | 0.8308 | 0.2344 | 0.1359 | 0.8274 | 0.2334 | 0.0354 | 0.5073 | 0.0662 | 0.0385 | 0.5523 | 0.0721 | 0.0401 | 0.5744 | 0.0749 | 0.0383 | 0.5489 | 0.0716 | 0.2248 | 0.8471 | 0.3554 | 0.2390 | 0.9003 | 0.3777 | 0.2366 | 0.8915 | 0.3740 | 0.2286 | 0.8612 | 0.3613 | 0.2271 | 0.8554 | 0.3589 | 0.2415 | 0.9099 | 0.3817 | 0.2361 | 0.8896 | 0.3732 | 0.2287 | 0.8616 | 0.3615 | 0.1808 | 0.5585 | 0.2731 | 0.2463 | 0.7610 | 0.3722 | 0.2146 | 0.6629 | 0.3242 | 0.1814 | 0.5605 | 0.2741 | 0.0303 | 0.5356 | 0.0573 | 0.0316 | 0.5596 | 0.0599 | 0.0375 | 0.6645 | 0.0711 | 0.0362 | 0.6413 | 0.0686 | 0.0076 | 0.3625 | 0.0149 | 0.0082 | 0.3923 | 0.0162 | 0.0143 | 0.6802 | 0.0280 | 0.0137 | 0.6514 | 0.0268 | 0.1152 | 0.3685 | 0.1755 | 0.1804 | 0.5768 | 0.2748 | 0.1496 | 0.4783 | 0.2279 | 0.1154 | 0.3691 | 0.1759 | 0.2397 | 0.9200 | 0.3803 | 0.2465 | 0.9463 | 0.3911 | 0.2450 | 0.9407 | 0.3888 | 0.2410 | 0.9251 | 0.3823 | 0.1934 | 0.7350 | 0.3062 | 0.2043 | 0.7764 | 0.3234 | 0.2003 | 0.7614 | 0.3172 | 0.1944 | 0.7391 | 0.3079 | 0.1797 | 0.8836 | 0.2987 | 0.1882 | 0.9253 | 0.3127 | 0.1840 | 0.9047 | 0.3058 | 0.1798 | 0.8839 | 0.2988 | 0.2598 | 0.9054 | 0.4037 | 0.2663 | 0.9283 | 0.4139 | 0.2655 | 0.9255 | 0.4126 | 0.2617 | 0.9123 | 0.4067 | 0.1844 | 0.6909 | 0.2911 | 0.1984 | 0.7432 | 0.3132 | 0.1949 | 0.7300 | 0.3076 | 0.1869 | 0.7001 | 0.2950 | 0.0468 | 0.4658 | 0.0850 | 0.0533 | 0.5305 | 0.0969 | 0.0502 | 0.5001 | 0.0913 | 0.0470 | 0.4675 | 0.0854 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0593 | 0.6635 | 0.1089 | 0.0626 | 0.7000 | 0.1149 | 0.0654 | 0.7311 | 0.1200 | 0.0634 | 0.7093 | 0.1164 | 0.0988 | 0.7803 | 0.1754 | 0.1100 | 0.8686 | 0.1952 | 0.1054 | 0.8323 | 0.1871 | 0.0994 | 0.7852 | 0.1765 | 0.1710 | 0.7672 | 0.2797 | 0.2036 | 0.9133 | 0.3330 | 0.1875 | 0.8413 | 0.3067 | 0.1711 | 0.7675 | 0.2798 | 0.2075 | 0.7774 | 0.3275 | 0.2254 | 0.8444 | 0.3558 | 0.2167 | 0.8120 | 0.3421 | 0.2076 | 0.7780 | 0.3278 |
The model card is truncated. Read the rest on Hugging Face.