diff --git "a/README.md" "b/README.md" new file mode 100644--- /dev/null +++ "b/README.md" @@ -0,0 +1,487 @@ +--- +license: apache-2.0 +base_model: bert-base-multilingual-cased +tags: +- generated_from_trainer +model-index: +- name: bert-base-multilingual-cased-iob2-20240917211359 + results: [] +--- + + + +# bert-base-multilingual-cased-iob2-20240917211359 + +This model is a fine-tuned version of [bert-base-multilingual-cased](https://huggingface.co/bert-base-multilingual-cased) on an unknown dataset. +It achieves the following results on the evaluation set: +- Loss: 0.2336 +- Overall Strict Precision: 0.7922 +- Overall Strict Recall: 0.7288 +- Overall Strict F1: 0.7592 +- Overall Ent Type Precision: 0.8700 +- Overall Ent Type Recall: 0.8003 +- Overall Ent Type F1: 0.8337 +- Overall Partial Precision: 0.8450 +- Overall Partial Recall: 0.7773 +- Overall Partial F1: 0.8097 +- Overall Exact Precision: 0.8036 +- Overall Exact Recall: 0.7392 +- Overall Exact F1: 0.7700 +- Companycity Strict Precision: 0.2536 +- Companycity Strict Recall: 0.8638 +- Companycity Strict F1: 0.3921 +- Companycity Ent Type Precision: 0.2667 +- Companycity Ent Type Recall: 0.9083 +- Companycity Ent Type F1: 0.4123 +- Companycity Partial Precision: 0.2658 +- Companycity Partial Recall: 0.9054 +- Companycity Partial F1: 0.4110 +- Companycity Exact Precision: 0.2583 +- Companycity Exact Recall: 0.8796 +- Companycity Exact F1: 0.3993 +- Externalreservationnumber Strict Precision: 0.0041 +- Externalreservationnumber Strict Recall: 0.2146 +- Externalreservationnumber Strict F1: 0.0080 +- Externalreservationnumber Ent Type Precision: 0.0049 +- Externalreservationnumber Ent Type Recall: 0.2593 +- Externalreservationnumber Ent Type F1: 0.0097 +- Externalreservationnumber Partial Precision: 0.0077 +- Externalreservationnumber Partial Recall: 0.4036 +- Externalreservationnumber Partial F1: 0.0150 +- Externalreservationnumber Exact Precision: 0.0068 +- Externalreservationnumber Exact Recall: 0.3576 +- Externalreservationnumber Exact F1: 0.0133 +- Hotelphonenumber Strict Precision: 0.1996 +- Hotelphonenumber Strict Recall: 0.7802 +- Hotelphonenumber Strict F1: 0.3178 +- Hotelphonenumber Ent Type Precision: 0.2343 +- Hotelphonenumber Ent Type Recall: 0.9159 +- Hotelphonenumber Ent Type F1: 0.3731 +- Hotelphonenumber Partial Precision: 0.2187 +- Hotelphonenumber Partial Recall: 0.8552 +- Hotelphonenumber Partial F1: 0.3484 +- Hotelphonenumber Exact Precision: 0.2013 +- Hotelphonenumber Exact Recall: 0.7871 +- Hotelphonenumber Exact F1: 0.3206 +- Hotelcity Strict Precision: 0.2088 +- Hotelcity Strict Recall: 0.6683 +- Hotelcity Strict F1: 0.3182 +- Hotelcity Ent Type Precision: 0.2267 +- Hotelcity Ent Type Recall: 0.7256 +- Hotelcity Ent Type F1: 0.3455 +- Hotelcity Partial Precision: 0.2225 +- Hotelcity Partial Recall: 0.7122 +- Hotelcity Partial F1: 0.3391 +- Hotelcity Exact Precision: 0.2122 +- Hotelcity Exact Recall: 0.6793 +- Hotelcity Exact F1: 0.3234 +- Pagenumber Strict Precision: 0.1523 +- Pagenumber Strict Recall: 0.8471 +- Pagenumber Strict F1: 0.2582 +- Pagenumber Ent Type Precision: 0.1540 +- Pagenumber Ent Type Recall: 0.8567 +- Pagenumber Ent Type F1: 0.2611 +- Pagenumber Partial Precision: 0.1534 +- Pagenumber Partial Recall: 0.8532 +- Pagenumber Partial F1: 0.2600 +- Pagenumber Exact Precision: 0.1525 +- Pagenumber Exact Recall: 0.8484 +- Pagenumber Exact F1: 0.2586 +- Hoteladdress Strict Precision: 0.1593 +- Hoteladdress Strict Recall: 0.4958 +- Hoteladdress Strict F1: 0.2411 +- Hoteladdress Ent Type Precision: 0.2235 +- Hoteladdress Ent Type Recall: 0.6957 +- Hoteladdress Ent Type F1: 0.3383 +- Hoteladdress Partial Precision: 0.1933 +- Hoteladdress Partial Recall: 0.6018 +- Hoteladdress Partial F1: 0.2926 +- Hoteladdress Exact Precision: 0.1598 +- Hoteladdress Exact Recall: 0.4975 +- Hoteladdress Exact F1: 0.2419 +- Hotelbankaccount Strict Precision: 0.0 +- Hotelbankaccount Strict Recall: 0 +- Hotelbankaccount Strict F1: 0 +- Hotelbankaccount Ent Type Precision: 0.0 +- Hotelbankaccount Ent Type Recall: 0 +- Hotelbankaccount Ent Type F1: 0 +- Hotelbankaccount Partial Precision: 0.0 +- Hotelbankaccount Partial Recall: 0 +- Hotelbankaccount Partial F1: 0 +- Hotelbankaccount Exact Precision: 0.0 +- Hotelbankaccount Exact Recall: 0 +- Hotelbankaccount Exact F1: 0 +- Travellername Strict Precision: 0.2006 +- Travellername Strict Recall: 0.5530 +- Travellername Strict F1: 0.2945 +- Travellername Ent Type Precision: 0.2680 +- Travellername Ent Type Recall: 0.7388 +- Travellername Ent Type F1: 0.3934 +- Travellername Partial Precision: 0.2369 +- Travellername Partial Recall: 0.6530 +- Travellername Partial F1: 0.3477 +- Travellername Exact Precision: 0.2023 +- Travellername Exact Recall: 0.5575 +- Travellername Exact F1: 0.2968 +- Hotelemail Strict Precision: 0.2056 +- Hotelemail Strict Recall: 0.8756 +- Hotelemail Strict F1: 0.3330 +- Hotelemail Ent Type Precision: 0.2168 +- Hotelemail Ent Type Recall: 0.9233 +- Hotelemail Ent Type F1: 0.3511 +- Hotelemail Partial Precision: 0.2113 +- Hotelemail Partial Recall: 0.8999 +- Hotelemail Partial F1: 0.3422 +- Hotelemail Exact Precision: 0.2057 +- Hotelemail Exact Recall: 0.8759 +- Hotelemail Exact F1: 0.3331 +- Taxamount Strict Precision: 0.0994 +- Taxamount Strict Recall: 0.7118 +- Taxamount Strict F1: 0.1744 +- Taxamount Ent Type Precision: 0.1135 +- Taxamount Ent Type Recall: 0.8130 +- Taxamount Ent Type F1: 0.1992 +- Taxamount Partial Precision: 0.1070 +- Taxamount Partial Recall: 0.7668 +- Taxamount Partial F1: 0.1878 +- Taxamount Exact Precision: 0.0998 +- Taxamount Exact Recall: 0.7149 +- Taxamount Exact F1: 0.1751 +- Companycountry Strict Precision: 0.1600 +- Companycountry Strict Recall: 0.8527 +- Companycountry Strict F1: 0.2695 +- Companycountry Ent Type Precision: 0.1611 +- Companycountry Ent Type Recall: 0.8588 +- Companycountry Ent Type F1: 0.2714 +- Companycountry Partial Precision: 0.1640 +- Companycountry Partial Recall: 0.8743 +- Companycountry Partial F1: 0.2763 +- Companycountry Exact Precision: 0.1633 +- Companycountry Exact Recall: 0.8705 +- Companycountry Exact F1: 0.2751 +- Invoicenumber Strict Precision: 0.2584 +- Invoicenumber Strict Recall: 0.8767 +- Invoicenumber Strict F1: 0.3992 +- Invoicenumber Ent Type Precision: 0.2723 +- Invoicenumber Ent Type Recall: 0.9238 +- Invoicenumber Ent Type F1: 0.4206 +- Invoicenumber Partial Precision: 0.2678 +- Invoicenumber Partial Recall: 0.9087 +- Invoicenumber Partial F1: 0.4137 +- Invoicenumber Exact Precision: 0.2608 +- Invoicenumber Exact Recall: 0.8849 +- Invoicenumber Exact F1: 0.4029 +- Companyzipcode Strict Precision: 0.2659 +- Companyzipcode Strict Recall: 0.9181 +- Companyzipcode Strict F1: 0.4124 +- Companyzipcode Ent Type Precision: 0.2722 +- Companyzipcode Ent Type Recall: 0.9399 +- Companyzipcode Ent Type F1: 0.4221 +- Companyzipcode Partial Precision: 0.2720 +- Companyzipcode Partial Recall: 0.9391 +- Companyzipcode Partial F1: 0.4218 +- Companyzipcode Exact Precision: 0.2678 +- Companyzipcode Exact Recall: 0.9248 +- Companyzipcode Exact F1: 0.4154 +- Documenttype Strict Precision: 0.2327 +- Documenttype Strict Recall: 0.7838 +- Documenttype Strict F1: 0.3588 +- Documenttype Ent Type Precision: 0.2512 +- Documenttype Ent Type Recall: 0.8462 +- Documenttype Ent Type F1: 0.3874 +- Documenttype Partial Precision: 0.2425 +- Documenttype Partial Recall: 0.8169 +- Documenttype Partial F1: 0.3740 +- Documenttype Exact Precision: 0.2332 +- Documenttype Exact Recall: 0.7855 +- Documenttype Exact F1: 0.3596 +- Hoteltaxcode Strict Precision: 0.0573 +- Hoteltaxcode Strict Recall: 0.4700 +- Hoteltaxcode Strict F1: 0.1022 +- Hoteltaxcode Ent Type Precision: 0.0618 +- Hoteltaxcode Ent Type Recall: 0.5069 +- Hoteltaxcode Ent Type F1: 0.1102 +- Hoteltaxcode Partial Precision: 0.0670 +- Hoteltaxcode Partial Recall: 0.5495 +- Hoteltaxcode Partial F1: 0.1195 +- Hoteltaxcode Exact Precision: 0.0641 +- Hoteltaxcode Exact Recall: 0.5254 +- Hoteltaxcode Exact F1: 0.1142 +- Invoicedate Strict Precision: 0.2659 +- Invoicedate Strict Recall: 0.9313 +- Invoicedate Strict F1: 0.4137 +- Invoicedate Ent Type Precision: 0.2707 +- Invoicedate Ent Type Recall: 0.9478 +- Invoicedate Ent Type F1: 0.4211 +- Invoicedate Partial Precision: 0.2700 +- Invoicedate Partial Recall: 0.9457 +- Invoicedate Partial F1: 0.4201 +- Invoicedate Exact Precision: 0.2674 +- Invoicedate Exact Recall: 0.9365 +- Invoicedate Exact F1: 0.4161 +- Companyname Strict Precision: 0.2117 +- Companyname Strict Recall: 0.6958 +- Companyname Strict F1: 0.3247 +- Companyname Ent Type Precision: 0.2642 +- Companyname Ent Type Recall: 0.8683 +- Companyname Ent Type F1: 0.4051 +- Companyname Partial Precision: 0.2415 +- Companyname Partial Recall: 0.7938 +- Companyname Partial F1: 0.3704 +- Companyname Exact Precision: 0.2131 +- Companyname Exact Recall: 0.7003 +- Companyname Exact F1: 0.3268 +- Companyaddress Strict Precision: 0.2340 +- Companyaddress Strict Recall: 0.7920 +- Companyaddress Strict F1: 0.3612 +- Companyaddress Ent Type Precision: 0.2715 +- Companyaddress Ent Type Recall: 0.9190 +- Companyaddress Ent Type F1: 0.4191 +- Companyaddress Partial Precision: 0.2551 +- Companyaddress Partial Recall: 0.8635 +- Companyaddress Partial F1: 0.3938 +- Companyaddress Exact Precision: 0.2352 +- Companyaddress Exact Recall: 0.7961 +- Companyaddress Exact F1: 0.3631 +- Companyvatnumber Strict Precision: 0.0587 +- Companyvatnumber Strict Recall: 0.6269 +- Companyvatnumber Strict F1: 0.1073 +- Companyvatnumber Ent Type Precision: 0.0627 +- Companyvatnumber Ent Type Recall: 0.6704 +- Companyvatnumber Ent Type F1: 0.1147 +- Companyvatnumber Partial Precision: 0.0674 +- Companyvatnumber Partial Recall: 0.7200 +- Companyvatnumber Partial F1: 0.1232 +- Companyvatnumber Exact Precision: 0.0647 +- Companyvatnumber Exact Recall: 0.6920 +- Companyvatnumber Exact F1: 0.1184 +- Grossamount Strict Precision: 0.1941 +- Grossamount Strict Recall: 0.6779 +- Grossamount Strict F1: 0.3018 +- Grossamount Ent Type Precision: 0.2115 +- Grossamount Ent Type Recall: 0.7388 +- Grossamount Ent Type F1: 0.3289 +- Grossamount Partial Precision: 0.2060 +- Grossamount Partial Recall: 0.7197 +- Grossamount Partial F1: 0.3204 +- Grossamount Exact Precision: 0.1969 +- Grossamount Exact Recall: 0.6878 +- Grossamount Exact F1: 0.3062 +- Hotelcountry Strict Precision: 0.0500 +- Hotelcountry Strict Recall: 0.6633 +- Hotelcountry Strict F1: 0.0931 +- Hotelcountry Ent Type Precision: 0.0505 +- Hotelcountry Ent Type Recall: 0.6697 +- Hotelcountry Ent Type F1: 0.0940 +- Hotelcountry Partial Precision: 0.0536 +- Hotelcountry Partial Recall: 0.7105 +- Hotelcountry Partial F1: 0.0997 +- Hotelcountry Exact Precision: 0.0532 +- Hotelcountry Exact Recall: 0.7050 +- Hotelcountry Exact F1: 0.0989 +- Netamount Strict Precision: 0.1096 +- Netamount Strict Recall: 0.6900 +- Netamount Strict F1: 0.1892 +- Netamount Ent Type Precision: 0.1220 +- Netamount Ent Type Recall: 0.7680 +- Netamount Ent Type F1: 0.2106 +- Netamount Partial Precision: 0.1186 +- Netamount Partial Recall: 0.7466 +- Netamount Partial F1: 0.2047 +- Netamount Exact Precision: 0.1117 +- Netamount Exact Recall: 0.7034 +- Netamount Exact F1: 0.1928 +- Hotelvatnumber Strict Precision: 0.1571 +- Hotelvatnumber Strict Recall: 0.6763 +- Hotelvatnumber Strict F1: 0.2549 +- Hotelvatnumber Ent Type Precision: 0.1673 +- Hotelvatnumber Ent Type Recall: 0.7205 +- Hotelvatnumber Ent Type F1: 0.2716 +- Hotelvatnumber Partial Precision: 0.1728 +- Hotelvatnumber Partial Recall: 0.7440 +- Hotelvatnumber Partial F1: 0.2804 +- Hotelvatnumber Exact Precision: 0.1673 +- Hotelvatnumber Exact Recall: 0.7201 +- Hotelvatnumber Exact F1: 0.2715 +- Cardtype Strict Precision: 0.0524 +- Cardtype Strict Recall: 0.4462 +- Cardtype Strict F1: 0.0938 +- Cardtype Ent Type Precision: 0.0582 +- Cardtype Ent Type Recall: 0.4956 +- Cardtype Ent Type F1: 0.1042 +- Cardtype Partial Precision: 0.0554 +- Cardtype Partial Recall: 0.4712 +- Cardtype Partial F1: 0.0991 +- Cardtype Exact Precision: 0.0525 +- Cardtype Exact Recall: 0.4464 +- Cardtype Exact F1: 0.0939 +- Roomno Strict Precision: 0.2750 +- Roomno Strict Recall: 0.8222 +- Roomno Strict F1: 0.4121 +- Roomno Ent Type Precision: 0.2764 +- Roomno Ent Type Recall: 0.8263 +- Roomno Ent Type F1: 0.4142 +- Roomno Partial Precision: 0.2778 +- Roomno Partial Recall: 0.8307 +- Roomno Partial F1: 0.4164 +- Roomno Exact Precision: 0.2771 +- Roomno Exact Recall: 0.8284 +- Roomno Exact F1: 0.4153 +- Reservationnumber Strict Precision: 0.0347 +- Reservationnumber Strict Recall: 0.4087 +- Reservationnumber Strict F1: 0.0640 +- Reservationnumber Ent Type Precision: 0.0362 +- Reservationnumber Ent Type Recall: 0.4266 +- Reservationnumber Ent Type F1: 0.0668 +- Reservationnumber Partial Precision: 0.0452 +- Reservationnumber Partial Recall: 0.5327 +- Reservationnumber Partial F1: 0.0834 +- Reservationnumber Exact Precision: 0.0439 +- Reservationnumber Exact Recall: 0.5174 +- Reservationnumber Exact F1: 0.0810 +- Checkout Strict Precision: 0.2829 +- Checkout Strict Recall: 0.8902 +- Checkout Strict F1: 0.4294 +- Checkout Ent Type Precision: 0.2880 +- Checkout Ent Type Recall: 0.9063 +- Checkout Ent Type F1: 0.4371 +- Checkout Partial Precision: 0.2875 +- Checkout Partial Recall: 0.9047 +- Checkout Partial F1: 0.4364 +- Checkout Exact Precision: 0.2848 +- Checkout Exact Recall: 0.8962 +- Checkout Exact F1: 0.4323 +- Currencycode Strict Precision: 0.1238 +- Currencycode Strict Recall: 0.5246 +- Currencycode Strict F1: 0.2003 +- Currencycode Ent Type Precision: 0.1255 +- Currencycode Ent Type Recall: 0.5317 +- Currencycode Ent Type F1: 0.2030 +- Currencycode Partial Precision: 0.1250 +- Currencycode Partial Recall: 0.5296 +- Currencycode Partial F1: 0.2022 +- Currencycode Exact Precision: 0.1239 +- Currencycode Exact Recall: 0.5252 +- Currencycode Exact F1: 0.2005 +- Cardnumber Strict Precision: 0.0081 +- Cardnumber Strict Recall: 0.3071 +- Cardnumber Strict F1: 0.0158 +- Cardnumber Ent Type Precision: 0.0114 +- Cardnumber Ent Type Recall: 0.4324 +- Cardnumber Ent Type F1: 0.0223 +- Cardnumber Partial Precision: 0.0099 +- Cardnumber Partial Recall: 0.3725 +- Cardnumber Partial F1: 0.0192 +- Cardnumber Exact Precision: 0.0082 +- Cardnumber Exact Recall: 0.3099 +- Cardnumber Exact F1: 0.0160 +- Hotelfaxnumber Strict Precision: 0.1483 +- Hotelfaxnumber Strict Recall: 0.8124 +- Hotelfaxnumber Strict F1: 0.2508 +- Hotelfaxnumber Ent Type Precision: 0.1685 +- Hotelfaxnumber Ent Type Recall: 0.9231 +- Hotelfaxnumber Ent Type F1: 0.2850 +- Hotelfaxnumber Partial Precision: 0.1585 +- Hotelfaxnumber Partial Recall: 0.8687 +- Hotelfaxnumber Partial F1: 0.2682 +- Hotelfaxnumber Exact Precision: 0.1484 +- Hotelfaxnumber Exact Recall: 0.8131 +- Hotelfaxnumber Exact F1: 0.2510 +- Checkin Strict Precision: 0.2837 +- Checkin Strict Recall: 0.8860 +- Checkin Strict F1: 0.4298 +- Checkin Ent Type Precision: 0.2890 +- Checkin Ent Type Recall: 0.9025 +- Checkin Ent Type F1: 0.4378 +- Checkin Partial Precision: 0.2891 +- Checkin Partial Recall: 0.9030 +- Checkin Partial F1: 0.4380 +- Checkin Exact Precision: 0.2862 +- Checkin Exact Recall: 0.8939 +- Checkin Exact F1: 0.4336 +- Hotelzipcode Strict Precision: 0.2211 +- Hotelzipcode Strict Recall: 0.7279 +- Hotelzipcode Strict F1: 0.3392 +- Hotelzipcode Ent Type Precision: 0.2314 +- Hotelzipcode Ent Type Recall: 0.7615 +- Hotelzipcode Ent Type F1: 0.3549 +- Hotelzipcode Partial Precision: 0.2282 +- Hotelzipcode Partial Recall: 0.7513 +- Hotelzipcode Partial F1: 0.3501 +- Hotelzipcode Exact Precision: 0.2223 +- Hotelzipcode Exact Recall: 0.7317 +- Hotelzipcode Exact F1: 0.3410 +- Bookingnumber Strict Precision: 0.0431 +- Bookingnumber Strict Recall: 0.4747 +- Bookingnumber Strict F1: 0.0790 +- Bookingnumber Ent Type Precision: 0.0467 +- Bookingnumber Ent Type Recall: 0.5139 +- Bookingnumber Ent Type F1: 0.0856 +- Bookingnumber Partial Precision: 0.0521 +- Bookingnumber Partial Recall: 0.5740 +- Bookingnumber Partial F1: 0.0956 +- Bookingnumber Exact Precision: 0.0499 +- Bookingnumber Exact Recall: 0.5498 +- Bookingnumber Exact F1: 0.0915 +- Hotelname Strict Precision: 0.1385 +- Hotelname Strict Recall: 0.3828 +- Hotelname Strict F1: 0.2034 +- Hotelname Ent Type Precision: 0.1986 +- Hotelname Ent Type Recall: 0.5491 +- Hotelname Ent Type F1: 0.2917 +- Hotelname Partial Precision: 0.1709 +- Hotelname Partial Recall: 0.4724 +- Hotelname Partial F1: 0.2510 +- Hotelname Exact Precision: 0.1387 +- Hotelname Exact Recall: 0.3834 +- Hotelname Exact F1: 0.2037 + +## 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: 2e-05 +- train_batch_size: 8 +- eval_batch_size: 8 +- seed: 42 +- gradient_accumulation_steps: 16 +- total_train_batch_size: 128 +- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 +- lr_scheduler_type: linear +- lr_scheduler_warmup_ratio: 0.5 +- num_epochs: 8 + +### Training results + +| 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | +|:-------------:|:------:|:----:|:---------------:|:------------------------:|:---------------------:|:-----------------:|:--------------------------:|:-----------------------:|:-------------------:|:-------------------------:|:----------------------:|:------------------:|:-----------------------:|:--------------------:|:----------------:|:----------------------------:|:-------------------------:|:---------------------:|:------------------------------:|:---------------------------:|:-----------------------:|:-----------------------------:|:--------------------------:|:----------------------:|:---------------------------:|:------------------------:|:--------------------:|:------------------------------------------:|:---------------------------------------:|:-----------------------------------:|:--------------------------------------------:|:-----------------------------------------:|:-------------------------------------:|:-------------------------------------------:|:----------------------------------------:|:------------------------------------:|:-----------------------------------------:|:--------------------------------------:|:----------------------------------:|:---------------------------------:|:------------------------------:|:--------------------------:|:-----------------------------------:|:--------------------------------:|:----------------------------:|:----------------------------------:|:-------------------------------:|:---------------------------:|:--------------------------------:|:-----------------------------:|:-------------------------:|:--------------------------:|:-----------------------:|:-------------------:|:----------------------------:|:-------------------------:|:---------------------:|:---------------------------:|:------------------------:|:--------------------:|:-------------------------:|:----------------------:|:------------------:|:---------------------------:|:------------------------:|:--------------------:|:-----------------------------:|:--------------------------:|:----------------------:|:----------------------------:|:-------------------------:|:---------------------:|:--------------------------:|:-----------------------:|:-------------------:|:-----------------------------:|:--------------------------:|:----------------------:|:-------------------------------:|:----------------------------:|:------------------------:|:------------------------------:|:---------------------------:|:-----------------------:|:----------------------------:|:-------------------------:|:---------------------:|:---------------------------------:|:------------------------------:|:--------------------------:|:-----------------------------------:|:--------------------------------:|:----------------------------:|:----------------------------------:|:-------------------------------:|:---------------------------:|:--------------------------------:|:-----------------------------:|:-------------------------:|:------------------------------:|:---------------------------:|:-----------------------:|:--------------------------------:|:-----------------------------:|:-------------------------:|:-------------------------------:|:----------------------------:|:------------------------:|:-----------------------------:|:--------------------------:|:----------------------:|:---------------------------:|:------------------------:|:--------------------:|:-----------------------------:|:--------------------------:|:----------------------:|:----------------------------:|:-------------------------:|:---------------------:|:--------------------------:|:-----------------------:|:-------------------:|:--------------------------:|:-----------------------:|:-------------------:|:----------------------------:|:-------------------------:|:---------------------:|:---------------------------:|:------------------------:|:--------------------:|:-------------------------:|:----------------------:|:------------------:|:-------------------------------:|:----------------------------:|:------------------------:|:---------------------------------:|:------------------------------:|:--------------------------:|:--------------------------------:|:-----------------------------:|:-------------------------:|:------------------------------:|:---------------------------:|:-----------------------:|:------------------------------:|:---------------------------:|:-----------------------:|:--------------------------------:|:-----------------------------:|:-------------------------:|:-------------------------------:|:----------------------------:|:------------------------:|:-----------------------------:|:--------------------------:|:----------------------:|:-------------------------------:|:----------------------------:|:------------------------:|:---------------------------------:|:------------------------------:|:--------------------------:|:--------------------------------:|:-----------------------------:|:-------------------------:|:----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+| 1.4078 | 0.9989 | 565 | 0.3681 | 0.5119 | 0.5226 | 0.5172 | 0.6685 | 0.6825 | 0.6754 | 0.6317 | 0.6449 | 0.6382 | 0.5344 | 0.5456 | 0.5400 | 0.0920 | 0.5478 | 0.1575 | 0.1181 | 0.7037 | 0.2023 | 0.1251 | 0.7452 | 0.2143 | 0.1060 | 0.6312 | 0.1815 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0875 | 0.6323 | 0.1537 | 0.1130 | 0.8168 | 0.1985 | 0.1023 | 0.7393 | 0.1797 | 0.0887 | 0.6412 | 0.1558 | 0.0367 | 0.3056 | 0.0655 | 0.0614 | 0.5109 | 0.1096 | 0.0558 | 0.4641 | 0.0995 | 0.0401 | 0.3338 | 0.0716 | 0.0565 | 0.8177 | 0.1058 | 0.0576 | 0.8329 | 0.1077 | 0.0572 | 0.8276 | 0.1070 | 0.0567 | 0.8194 | 0.1060 | 0.0391 | 0.2085 | 0.0658 | 0.1045 | 0.5578 | 0.1760 | 0.0768 | 0.4099 | 0.1294 | 0.0408 | 0.2176 | 0.0687 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0709 | 0.3689 | 0.1190 | 0.1167 | 0.6070 | 0.1958 | 0.0992 | 0.5158 | 0.1664 | 0.0726 | 0.3775 | 0.1218 | 0.0933 | 0.7776 | 0.1667 | 0.1046 | 0.8718 | 0.1868 | 0.0990 | 0.8251 | 0.1768 | 0.0934 | 0.7779 | 0.1667 | 0.0000 | 0.0207 | 0.0001 | 0.0001 | 0.0345 | 0.0001 | 0.0001 | 0.0862 | 0.0003 | 0.0001 | 0.0483 | 0.0001 | 0.0364 | 0.6765 | 0.0690 | 0.0371 | 0.6894 | 0.0703 | 0.0391 | 0.7269 | 0.0742 | 0.0386 | 0.7181 | 0.0733 | 0.1045 | 0.5763 | 0.1769 | 0.1246 | 0.6874 | 0.2109 | 0.1285 | 0.7090 | 0.2176 | 0.1161 | 0.6408 | 0.1966 | 0.1196 | 0.7759 | 0.2073 | 0.1278 | 0.8289 | 0.2214 | 0.1304 | 0.8462 | 0.2260 | 0.1251 | 0.8119 | 0.2169 | 0.0786 | 0.6352 | 0.1399 | 0.0948 | 0.7662 | 0.1688 | 0.0871 | 0.7037 | 0.1550 | 0.0788 | 0.6362 | 0.1402 | 0.0119 | 0.4777 | 0.0231 | 0.0157 | 0.6323 | 0.0306 | 0.0147 | 0.5944 | 0.0288 | 0.0126 | 0.5077 | 0.0246 | 0.1244 | 0.7818 | 0.2147 | 0.1310 | 0.8231 | 0.2261 | 0.1323 | 0.8309 | 0.2282 | 0.1282 | 0.8054 | 0.2212 | 0.0765 | 0.4808 | 0.1320 | 0.1232 | 0.7746 | 0.2126 | 0.1049 | 0.6596 | 0.1810 | 0.0773 | 0.4861 | 0.1334 | 0.1000 | 0.6383 | 0.1728 | 0.1274 | 0.8138 | 0.2204 | 0.1203 | 0.7685 | 0.2081 | 0.1029 | 0.6573 | 0.1780 | 0.0046 | 0.2332 | 0.0090 | 0.0101 | 0.5136 | 0.0199 | 0.0082 | 0.4154 | 0.0161 | 0.0048 | 0.2409 | 0.0093 | 0.0069 | 0.0419 | 0.0118 | 0.0541 | 0.3292 | 0.0930 | 0.0534 | 0.3249 | 0.0918 | 0.0151 | 0.0915 | 0.0258 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0008 | 0.0185 | 0.0016 | 0.0102 | 0.2239 | 0.0194 | 0.0127 | 0.2792 | 0.0242 | 0.0020 | 0.0445 | 0.0039 | 0.0507 | 0.4073 | 0.0902 | 0.0705 | 0.5658 | 0.1253 | 0.0723 | 0.5802 | 0.1285 | 0.0555 | 0.4460 | 0.0988 | 0.0778 | 0.7571 | 0.1410 | 0.0778 | 0.7571 | 0.1410 | 0.0786 | 0.7655 | 0.1426 | 0.0786 | 0.7655 | 0.1426 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0.0 | 0 | 0.0000 | 0.1905 | 0.0001 | 0.0000 | 0.0952 | 0.0000 | 0.0 | 0.0 | 0 | 0.1368 | 0.7689 | 0.2323 | 0.1447 | 0.8129 | 0.2456 | 0.1443 | 0.8109 | 0.2450 | 0.1398 | 0.7858 | 0.2374 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0007 | 0.1787 | 0.0015 | 0.0023 | 0.5682 | 0.0047 | 0.0015 | 0.3759 | 0.0031 | 0.0007 | 0.1811 | 0.0015 | 0.0621 | 0.7140 | 0.1143 | 0.0770 | 0.8850 | 0.1417 | 0.0703 | 0.8076 | 0.1293 | 0.0626 | 0.7194 | 0.1152 | 0.1269 | 0.6925 | 0.2144 | 0.1426 | 0.7786 | 0.2411 | 0.1390 | 0.7591 | 0.2350 | 0.1300 | 0.7098 | 0.2198 | 0.0452 | 0.3396 | 0.0798 | 0.0623 | 0.4677 | 0.1099 | 0.0556 | 0.4171 | 0.0980 | 0.0464 | 0.3484 | 0.0819 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0264 | 0.1644 | 0.0455 | 0.0730 | 0.4550 | 0.1258 | 0.0517 | 0.3225 | 0.0892 | 0.0266 | 0.1659 | 0.0459 | +| 0.3119 | 1.9996 | 1131 | 0.2104 | 0.7467 | 0.6618 | 0.7017 | 0.8414 | 0.7457 | 0.7907 | 0.8138 | 0.7212 | 0.7647 | 0.7612 | 0.6746 | 0.7153 | 0.2215 | 0.8326 | 0.3500 | 0.2342 | 0.8802 | 0.3700 | 0.2345 | 0.8811 | 0.3704 | 0.2270 | 0.8531 | 0.3586 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.1744 | 0.7526 | 0.2832 | 0.2064 | 0.8907 | 0.3352 | 0.1918 | 0.8276 | 0.3114 | 0.1756 | 0.7575 | 0.2851 | 0.1755 | 0.5653 | 0.2678 | 0.1976 | 0.6365 | 0.3016 | 0.1932 | 0.6223 | 0.2948 | 0.1801 | 0.5802 | 0.2749 | 0.1301 | 0.8037 | 0.2240 | 0.1322 | 0.8163 | 0.2275 | 0.1316 | 0.8127 | 0.2265 | 0.1305 | 0.8063 | 0.2247 | 0.1280 | 0.4006 | 0.1940 | 0.1991 | 0.6230 | 0.3017 | 0.1661 | 0.5197 | 0.2517 | 0.1287 | 0.4029 | 0.1951 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.1651 | 0.4795 | 0.2456 | 0.2302 | 0.6686 | 0.3425 | 0.2007 | 0.5828 | 0.2986 | 0.1669 | 0.4848 | 0.2483 | 0.1783 | 0.8492 | 0.2947 | 0.1905 | 0.9075 | 0.3149 | 0.1845 | 0.8788 | 0.3049 | 0.1783 | 0.8495 | 0.2948 | 0.0593 | 0.3785 | 0.1025 | 0.0717 | 0.4580 | 0.1240 | 0.0741 | 0.4731 | 0.1281 | 0.0649 | 0.4146 | 0.1123 | 0.1346 | 0.7847 | 0.2297 | 0.1362 | 0.7943 | 0.2325 | 0.1411 | 0.8229 | 0.2409 | 0.1398 | 0.8149 | 0.2386 | 0.2219 | 0.8322 | 0.3503 | 0.2399 | 0.9000 | 0.3788 | 0.2338 | 0.8770 | 0.3692 | 0.2246 | 0.8426 | 0.3547 | 0.2320 | 0.8710 | 0.3664 | 0.2399 | 0.9004 | 0.3788 | 0.2407 | 0.9036 | 0.3802 | 0.2354 | 0.8836 | 0.3717 | 0.1983 | 0.7103 | 0.3101 | 0.2198 | 0.7873 | 0.3437 | 0.2097 | 0.7512 | 0.3279 | 0.1989 | 0.7125 | 0.3110 | 0.0510 | 0.5416 | 0.0933 | 0.0560 | 0.5942 | 0.1023 | 0.0574 | 0.6092 | 0.1049 | 0.0547 | 0.5801 | 0.0999 | 0.2336 | 0.8873 | 0.3698 | 0.2398 | 0.9110 | 0.3797 | 0.2394 | 0.9092 | 0.3789 | 0.2358 | 0.8958 | 0.3734 | 0.1795 | 0.6282 | 0.2793 | 0.2310 | 0.8081 | 0.3593 | 0.2098 | 0.7340 | 0.3263 | 0.1814 | 0.6349 | 0.2822 | 0.2026 | 0.7410 | 0.3182 | 0.2392 | 0.8750 | 0.3757 | 0.2240 | 0.8194 | 0.3519 | 0.2045 | 0.7480 | 0.3212 | 0.0450 | 0.5973 | 0.0837 | 0.0514 | 0.6825 | 0.0956 | 0.0524 | 0.6960 | 0.0975 | 0.0481 | 0.6387 | 0.0895 | 0.1384 | 0.5189 | 0.2185 | 0.1585 | 0.5946 | 0.2503 | 0.1540 | 0.5776 | 0.2432 | 0.1430 | 0.5364 | 0.2258 | 0.0370 | 0.6093 | 0.0698 | 0.0374 | 0.6155 | 0.0705 | 0.0391 | 0.6439 | 0.0738 | 0.0389 | 0.6405 | 0.0734 | 0.0635 | 0.3877 | 0.1092 | 0.0817 | 0.4988 | 0.1405 | 0.0923 | 0.5631 | 0.1585 | 0.0765 | 0.4668 | 0.1314 | 0.1380 | 0.6249 | 0.2261 | 0.1518 | 0.6875 | 0.2488 | 0.1544 | 0.6990 | 0.2529 | 0.1466 | 0.6638 | 0.2402 | 0.0364 | 0.4032 | 0.0668 | 0.0423 | 0.4682 | 0.0776 | 0.0394 | 0.4359 | 0.0723 | 0.0365 | 0.4034 | 0.0669 | 0.2319 | 0.7730 | 0.3568 | 0.2329 | 0.7762 | 0.3583 | 0.2344 | 0.7810 | 0.3605 | 0.2337 | 0.7789 | 0.3595 | 0.0197 | 0.4120 | 0.0377 | 0.0228 | 0.4756 | 0.0435 | 0.0263 | 0.5492 | 0.0502 | 0.0235 | 0.4895 | 0.0448 | 0.2569 | 0.8477 | 0.3943 | 0.2605 | 0.8597 | 0.3999 | 0.2611 | 0.8614 | 0.4007 | 0.2591 | 0.8549 | 0.3976 | 0.0752 | 0.4858 | 0.1303 | 0.0754 | 0.4869 | 0.1306 | 0.0755 | 0.4873 | 0.1307 | 0.0753 | 0.4864 | 0.1305 | 0.0055 | 0.3099 | 0.0107 | 0.0093 | 0.5310 | 0.0184 | 0.0075 | 0.4240 | 0.0147 | 0.0055 | 0.3111 | 0.0108 | 0.1302 | 0.8097 | 0.2244 | 0.1475 | 0.9168 | 0.2541 | 0.1396 | 0.8680 | 0.2406 | 0.1309 | 0.8138 | 0.2255 | 0.2545 | 0.8439 | 0.3910 | 0.2598 | 0.8614 | 0.3992 | 0.2606 | 0.8642 | 0.4005 | 0.2576 | 0.8541 | 0.3958 | 0.1855 | 0.6201 | 0.2856 | 0.2003 | 0.6693 | 0.3083 | 0.1957 | 0.6539 | 0.3012 | 0.1875 | 0.6265 | 0.2886 | 0.0230 | 0.3048 | 0.0427 | 0.0368 | 0.4884 | 0.0685 | 0.0366 | 0.4850 | 0.0680 | 0.0273 | 0.3627 | 0.0509 | 0.1035 | 0.3129 | 0.1556 | 0.1672 | 0.5054 | 0.2513 | 0.1376 | 0.4159 | 0.2068 | 0.1038 | 0.3136 | 0.1559 | +| 0.1943 | 2.9985 | 1696 | 0.2045 | 0.7879 | 0.6921 | 0.7369 | 0.8714 | 0.7654 | 0.8150 | 0.8458 | 0.7430 | 0.7911 | 0.8008 | 0.7034 | 0.7490 | 0.2605 | 0.8579 | 0.3997 | 0.2735 | 0.9007 | 0.4196 | 0.2729 | 0.8986 | 0.4186 | 0.2655 | 0.8743 | 0.4073 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.2062 | 0.7702 | 0.3253 | 0.2420 | 0.9039 | 0.3818 | 0.2252 | 0.8413 | 0.3553 | 0.2072 | 0.7739 | 0.3269 | 0.2151 | 0.6302 | 0.3207 | 0.2344 | 0.6867 | 0.3495 | 0.2313 | 0.6777 | 0.3449 | 0.2200 | 0.6446 | 0.3280 | 0.1574 | 0.8123 | 0.2637 | 0.1593 | 0.8224 | 0.2670 | 0.1590 | 0.8209 | 0.2665 | 0.1581 | 0.8158 | 0.2648 | 0.1647 | 0.4779 | 0.2450 | 0.2339 | 0.6786 | 0.3478 | 0.2014 | 0.5845 | 0.2996 | 0.1653 | 0.4796 | 0.2458 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.2062 | 0.5061 | 0.2930 | 0.2797 | 0.6866 | 0.3975 | 0.2461 | 0.6040 | 0.3497 | 0.2080 | 0.5106 | 0.2956 | 0.2103 | 0.8565 | 0.3377 | 0.2234 | 0.9100 | 0.3588 | 0.2170 | 0.8837 | 0.3484 | 0.2104 | 0.8568 | 0.3378 | 0.0964 | 0.5959 | 0.1660 | 0.1127 | 0.6966 | 0.1940 | 0.1070 | 0.6611 | 0.1841 | 0.0979 | 0.6054 | 0.1686 | 0.1648 | 0.8167 | 0.2743 | 0.1662 | 0.8237 | 0.2766 | 0.1705 | 0.8446 | 0.2837 | 0.1695 | 0.8400 | 0.2821 | 0.2618 | 0.8565 | 0.4010 | 0.2798 | 0.9152 | 0.4285 | 0.2740 | 0.8964 | 0.4197 | 0.2650 | 0.8668 | 0.4059 | 0.2716 | 0.8951 | 0.4167 | 0.2798 | 0.9222 | 0.4293 | 0.2796 | 0.9215 | 0.4290 | 0.2742 | 0.9038 | 0.4208 | 0.2379 | 0.7433 | 0.3604 | 0.2594 | 0.8106 | 0.3930 | 0.2493 | 0.7790 | 0.3777 | 0.2384 | 0.7450 | 0.3612 | 0.0666 | 0.5126 | 0.1179 | 0.0713 | 0.5490 | 0.1262 | 0.0750 | 0.5771 | 0.1327 | 0.0722 | 0.5557 | 0.1278 | 0.2745 | 0.9131 | 0.4221 | 0.2799 | 0.9310 | 0.4304 | 0.2796 | 0.9301 | 0.4299 | 0.2764 | 0.9196 | 0.4251 | 0.2144 | 0.6581 | 0.3234 | 0.2710 | 0.8316 | 0.4087 | 0.2473 | 0.7591 | 0.3731 | 0.2166 | 0.6648 | 0.3267 | 0.2380 | 0.7679 | 0.3634 | 0.2785 | 0.8985 | 0.4252 | 0.2613 | 0.8432 | 0.3990 | 0.2396 | 0.7732 | 0.3659 | 0.0600 | 0.6286 | 0.1095 | 0.0655 | 0.6865 | 0.1196 | 0.0688 | 0.7211 | 0.1256 | 0.0655 | 0.6868 | 0.1196 | 0.1970 | 0.5640 | 0.2920 | 0.2170 | 0.6213 | 0.3216 | 0.2143 | 0.6137 | 0.3177 | 0.2035 | 0.5826 | 0.3016 | 0.0531 | 0.6442 | 0.0982 | 0.0537 | 0.6509 | 0.0992 | 0.0569 | 0.6900 | 0.1052 | 0.0565 | 0.6852 | 0.1044 | 0.1028 | 0.5492 | 0.1732 | 0.1189 | 0.6352 | 0.2003 | 0.1203 | 0.6429 | 0.2027 | 0.1099 | 0.5870 | 0.1851 | 0.1660 | 0.6530 | 0.2647 | 0.1793 | 0.7053 | 0.2859 | 0.1828 | 0.7191 | 0.2915 | 0.1755 | 0.6906 | 0.2799 | 0.0542 | 0.3948 | 0.0953 | 0.0596 | 0.4346 | 0.1048 | 0.0569 | 0.4149 | 0.1001 | 0.0542 | 0.3950 | 0.0953 | 0.2809 | 0.7850 | 0.4137 | 0.2821 | 0.7884 | 0.4155 | 0.2839 | 0.7934 | 0.4181 | 0.2832 | 0.7915 | 0.4171 | 0.0322 | 0.3607 | 0.0592 | 0.0352 | 0.3938 | 0.0646 | 0.0431 | 0.4817 | 0.0791 | 0.0407 | 0.4549 | 0.0747 | 0.2955 | 0.8732 | 0.4416 | 0.2998 | 0.8859 | 0.4480 | 0.3001 | 0.8867 | 0.4484 | 0.2978 | 0.8799 | 0.4450 | 0.1198 | 0.4718 | 0.1911 | 0.1210 | 0.4763 | 0.1929 | 0.1207 | 0.4754 | 0.1926 | 0.1200 | 0.4725 | 0.1914 | 0.0104 | 0.3222 | 0.0201 | 0.0151 | 0.4674 | 0.0292 | 0.0128 | 0.3979 | 0.0249 | 0.0105 | 0.3245 | 0.0203 | 0.1541 | 0.8059 | 0.2587 | 0.1747 | 0.9136 | 0.2933 | 0.1652 | 0.8637 | 0.2773 | 0.1546 | 0.8085 | 0.2596 | 0.2951 | 0.8645 | 0.4400 | 0.2998 | 0.8783 | 0.4470 | 0.3005 | 0.8804 | 0.4481 | 0.2979 | 0.8727 | 0.4442 | 0.2330 | 0.6834 | 0.3475 | 0.2443 | 0.7166 | 0.3644 | 0.2410 | 0.7070 | 0.3595 | 0.2343 | 0.6873 | 0.3495 | 0.0433 | 0.4337 | 0.0787 | 0.0504 | 0.5055 | 0.0917 | 0.0562 | 0.5630 | 0.1021 | 0.0513 | 0.5141 | 0.0933 | 0.1293 | 0.3328 | 0.1862 | 0.1961 | 0.5049 | 0.2825 | 0.1649 | 0.4244 | 0.2375 | 0.1294 | 0.3330 | 0.1863 | +| 0.1521 | 3.9991 | 2262 | 0.2081 | 0.7814 | 0.7206 | 0.7497 | 0.8620 | 0.7949 | 0.8271 | 0.8354 | 0.7703 | 0.8015 | 0.7922 | 0.7305 | 0.7601 | 0.2419 | 0.8560 | 0.3773 | 0.2542 | 0.8992 | 0.3963 | 0.2536 | 0.8974 | 0.3955 | 0.2467 | 0.8729 | 0.3847 | 0.0003 | 0.0321 | 0.0007 | 0.0029 | 0.2756 | 0.0058 | 0.0028 | 0.2618 | 0.0055 | 0.0007 | 0.0641 | 0.0014 | 0.1895 | 0.7822 | 0.3051 | 0.2224 | 0.9178 | 0.3580 | 0.2074 | 0.8559 | 0.3339 | 0.1909 | 0.7878 | 0.3073 | 0.1966 | 0.6447 | 0.3013 | 0.2136 | 0.7005 | 0.3273 | 0.2102 | 0.6894 | 0.3222 | 0.2004 | 0.6574 | 0.3072 | 0.1431 | 0.8606 | 0.2453 | 0.1447 | 0.8702 | 0.2481 | 0.1443 | 0.8679 | 0.2474 | 0.1435 | 0.8630 | 0.2460 | 0.1492 | 0.4871 | 0.2284 | 0.2116 | 0.6912 | 0.3241 | 0.1821 | 0.5947 | 0.2788 | 0.1495 | 0.4884 | 0.2290 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.1906 | 0.5377 | 0.2814 | 0.2563 | 0.7229 | 0.3784 | 0.2263 | 0.6382 | 0.3341 | 0.1923 | 0.5423 | 0.2839 | 0.1947 | 0.8714 | 0.3183 | 0.2056 | 0.9201 | 0.3361 | 0.2003 | 0.8962 | 0.3274 | 0.1948 | 0.8717 | 0.3184 | 0.0891 | 0.7019 | 0.1581 | 0.1022 | 0.8051 | 0.1814 | 0.0965 | 0.7598 | 0.1712 | 0.0896 | 0.7060 | 0.1591 | 0.1528 | 0.8304 | 0.2582 | 0.1538 | 0.8356 | 0.2598 | 0.1575 | 0.8557 | 0.2660 | 0.1569 | 0.8527 | 0.2651 | 0.2445 | 0.8707 | 0.3818 | 0.2588 | 0.9215 | 0.4041 | 0.2540 | 0.9045 | 0.3967 | 0.2468 | 0.8788 | 0.3854 | 0.2522 | 0.9073 | 0.3947 | 0.2593 | 0.9328 | 0.4058 | 0.2590 | 0.9318 | 0.4054 | 0.2544 | 0.9153 | 0.3982 | 0.2226 | 0.7495 | 0.3433 | 0.2427 | 0.8169 | 0.3742 | 0.2332 | 0.7850 | 0.3596 | 0.2231 | 0.7512 | 0.3441 | 0.0535 | 0.5132 | 0.0968 | 0.0582 | 0.5584 | 0.1054 | 0.0598 | 0.5738 | 0.1083 | 0.0571 | 0.5477 | 0.1033 | 0.2515 | 0.9314 | 0.3960 | 0.2565 | 0.9500 | 0.4039 | 0.2557 | 0.9469 | 0.4026 | 0.2529 | 0.9366 | 0.3982 | 0.2009 | 0.6826 | 0.3104 | 0.2513 | 0.8539 | 0.3883 | 0.2304 | 0.7829 | 0.3560 | 0.2029 | 0.6895 | 0.3136 | 0.2216 | 0.7772 | 0.3449 | 0.2583 | 0.9056 | 0.4019 | 0.2425 | 0.8505 | 0.3774 | 0.2230 | 0.7820 | 0.3471 | 0.0542 | 0.6365 | 0.0999 | 0.0589 | 0.6913 | 0.1085 | 0.0621 | 0.7293 | 0.1145 | 0.0596 | 0.6995 | 0.1098 | 0.1664 | 0.6561 | 0.2655 | 0.1851 | 0.7297 | 0.2952 | 0.1792 | 0.7067 | 0.2859 | 0.1694 | 0.6680 | 0.2703 | 0.0462 | 0.6637 | 0.0865 | 0.0467 | 0.6696 | 0.0872 | 0.0496 | 0.7118 | 0.0927 | 0.0493 | 0.7070 | 0.0921 | 0.0971 | 0.6633 | 0.1693 | 0.1106 | 0.7561 | 0.1930 | 0.1071 | 0.7318 | 0.1868 | 0.0994 | 0.6790 | 0.1734 | 0.1475 | 0.6871 | 0.2429 | 0.1583 | 0.7375 | 0.2607 | 0.1607 | 0.7486 | 0.2646 | 0.1546 | 0.7203 | 0.2546 | 0.0448 | 0.4225 | 0.0810 | 0.0505 | 0.4761 | 0.0913 | 0.0477 | 0.4495 | 0.0862 | 0.0448 | 0.4227 | 0.0811 | 0.2587 | 0.8216 | 0.3935 | 0.2597 | 0.8250 | 0.3951 | 0.2611 | 0.8292 | 0.3971 | 0.2605 | 0.8273 | 0.3962 | 0.0317 | 0.3795 | 0.0585 | 0.0348 | 0.4169 | 0.0642 | 0.0429 | 0.5141 | 0.0792 | 0.0404 | 0.4841 | 0.0746 | 0.2705 | 0.8813 | 0.4139 | 0.2757 | 0.8982 | 0.4219 | 0.2754 | 0.8972 | 0.4214 | 0.2726 | 0.8882 | 0.4172 | 0.1057 | 0.5026 | 0.1746 | 0.1061 | 0.5047 | 0.1753 | 0.1062 | 0.5051 | 0.1755 | 0.1058 | 0.5032 | 0.1748 | 0.0066 | 0.3177 | 0.0130 | 0.0096 | 0.4625 | 0.0189 | 0.0082 | 0.3934 | 0.0160 | 0.0067 | 0.3199 | 0.0130 | 0.1395 | 0.8151 | 0.2383 | 0.1581 | 0.9238 | 0.2701 | 0.1493 | 0.8721 | 0.2549 | 0.1398 | 0.8169 | 0.2388 | 0.2713 | 0.8815 | 0.4149 | 0.2760 | 0.8966 | 0.4221 | 0.2762 | 0.8975 | 0.4224 | 0.2737 | 0.8891 | 0.4185 | 0.2069 | 0.7083 | 0.3202 | 0.2166 | 0.7418 | 0.3353 | 0.2137 | 0.7316 | 0.3308 | 0.2080 | 0.7122 | 0.3220 | 0.0383 | 0.4512 | 0.0706 | 0.0442 | 0.5202 | 0.0814 | 0.0476 | 0.5607 | 0.0877 | 0.0440 | 0.5181 | 0.0811 | 0.1281 | 0.3775 | 0.1913 | 0.1852 | 0.5458 | 0.2765 | 0.1590 | 0.4687 | 0.2374 | 0.1282 | 0.3780 | 0.1915 | +| 0.1269 | 4.9998 | 2828 | 0.2189 | 0.7829 | 0.7260 | 0.7533 | 0.8615 | 0.7988 | 0.8290 | 0.8354 | 0.7747 | 0.8039 | 0.7935 | 0.7358 | 0.7636 | 0.2396 | 0.86 | 0.3748 | 0.2520 | 0.9046 | 0.3942 | 0.2514 | 0.9023 | 0.3932 | 0.2441 | 0.8763 | 0.3819 | 0.0023 | 0.1415 | 0.0046 | 0.0042 | 0.2558 | 0.0083 | 0.0057 | 0.3442 | 0.0112 | 0.0041 | 0.2476 | 0.0080 | 0.1877 | 0.7822 | 0.3027 | 0.2206 | 0.9193 | 0.3558 | 0.2058 | 0.8577 | 0.3320 | 0.1893 | 0.7890 | 0.3054 | 0.1928 | 0.6457 | 0.2970 | 0.2098 | 0.7024 | 0.3231 | 0.2062 | 0.6904 | 0.3175 | 0.1963 | 0.6574 | 0.3024 | 0.1419 | 0.8578 | 0.2435 | 0.1437 | 0.8687 | 0.2466 | 0.1430 | 0.8649 | 0.2455 | 0.1421 | 0.8595 | 0.2439 | 0.1446 | 0.4858 | 0.2229 | 0.2061 | 0.6922 | 0.3176 | 0.1769 | 0.5941 | 0.2726 | 0.1450 | 0.4870 | 0.2234 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.1895 | 0.5465 | 0.2814 | 0.2541 | 0.7329 | 0.3773 | 0.2241 | 0.6463 | 0.3328 | 0.1910 | 0.5509 | 0.2836 | 0.1937 | 0.8752 | 0.3172 | 0.2045 | 0.9239 | 0.3348 | 0.1992 | 0.9000 | 0.3262 | 0.1938 | 0.8755 | 0.3173 | 0.0922 | 0.6819 | 0.1625 | 0.1054 | 0.7796 | 0.1858 | 0.1000 | 0.7395 | 0.1762 | 0.0931 | 0.6886 | 0.1641 | 0.1506 | 0.8340 | 0.2552 | 0.1517 | 0.8398 | 0.2570 | 0.1549 | 0.8576 | 0.2624 | 0.1542 | 0.8537 | 0.2612 | 0.2438 | 0.8738 | 0.3812 | 0.2573 | 0.9221 | 0.4023 | 0.2531 | 0.9071 | 0.3957 | 0.2462 | 0.8826 | 0.3851 | 0.2507 | 0.9141 | 0.3935 | 0.2569 | 0.9367 | 0.4033 | 0.2569 | 0.9367 | 0.4032 | 0.2528 | 0.9219 | 0.3968 | 0.2197 | 0.7733 | 0.3422 | 0.2375 | 0.8360 | 0.3699 | 0.2291 | 0.8066 | 0.3569 | 0.2201 | 0.7749 | 0.3429 | 0.0513 | 0.4808 | 0.0927 | 0.0563 | 0.5280 | 0.1018 | 0.0584 | 0.5475 | 0.1055 | 0.0556 | 0.5212 | 0.1005 | 0.2515 | 0.9269 | 0.3956 | 0.2560 | 0.9435 | 0.4027 | 0.2557 | 0.9423 | 0.4022 | 0.2531 | 0.9327 | 0.3981 | 0.1995 | 0.6883 | 0.3094 | 0.2498 | 0.8617 | 0.3873 | 0.2285 | 0.7881 | 0.3542 | 0.2012 | 0.6939 | 0.3119 | 0.2205 | 0.7860 | 0.3443 | 0.2563 | 0.9137 | 0.4003 | 0.2407 | 0.8582 | 0.3760 | 0.2217 | 0.7903 | 0.3462 | 0.0534 | 0.6383 | 0.0985 | 0.0577 | 0.6905 | 0.1066 | 0.0605 | 0.7235 | 0.1116 | 0.0579 | 0.6923 | 0.1068 | 0.1794 | 0.6736 | 0.2833 | 0.1959 | 0.7356 | 0.3094 | 0.1905 | 0.7156 | 0.3010 | 0.1819 | 0.6832 | 0.2873 | 0.0468 | 0.6708 | 0.0875 | 0.0473 | 0.6782 | 0.0885 | 0.0500 | 0.7165 | 0.0935 | 0.0497 | 0.7114 | 0.0928 | 0.1021 | 0.6438 | 0.1762 | 0.1146 | 0.7226 | 0.1978 | 0.1127 | 0.7112 | 0.1946 | 0.1055 | 0.6656 | 0.1821 | 0.1480 | 0.6742 | 0.2427 | 0.1579 | 0.7195 | 0.2590 | 0.1634 | 0.7444 | 0.2680 | 0.1578 | 0.7189 | 0.2588 | 0.0413 | 0.4648 | 0.0758 | 0.0460 | 0.5175 | 0.0845 | 0.0437 | 0.4914 | 0.0802 | 0.0413 | 0.4650 | 0.0759 | 0.2592 | 0.8211 | 0.3940 | 0.2600 | 0.8238 | 0.3953 | 0.2615 | 0.8285 | 0.3975 | 0.2610 | 0.8270 | 0.3968 | 0.0289 | 0.4361 | 0.0542 | 0.0301 | 0.4545 | 0.0565 | 0.0345 | 0.5198 | 0.0646 | 0.0334 | 0.5040 | 0.0627 | 0.2679 | 0.8871 | 0.4115 | 0.2724 | 0.9020 | 0.4184 | 0.2720 | 0.9007 | 0.4178 | 0.2696 | 0.8927 | 0.4141 | 0.1027 | 0.5331 | 0.1722 | 0.1038 | 0.5388 | 0.1741 | 0.1035 | 0.5373 | 0.1736 | 0.1028 | 0.5338 | 0.1725 | 0.0073 | 0.3073 | 0.0143 | 0.0108 | 0.4552 | 0.0211 | 0.0091 | 0.3836 | 0.0178 | 0.0073 | 0.3091 | 0.0143 | 0.1393 | 0.8149 | 0.2380 | 0.1575 | 0.9209 | 0.2689 | 0.1486 | 0.8692 | 0.2538 | 0.1395 | 0.8159 | 0.2383 | 0.2675 | 0.8854 | 0.4109 | 0.2721 | 0.9005 | 0.4180 | 0.2723 | 0.9010 | 0.4182 | 0.2697 | 0.8926 | 0.4143 | 0.2016 | 0.7111 | 0.3141 | 0.2103 | 0.7418 | 0.3277 | 0.2078 | 0.7332 | 0.3239 | 0.2027 | 0.7151 | 0.3159 | 0.0381 | 0.4900 | 0.0706 | 0.0415 | 0.5344 | 0.0770 | 0.0454 | 0.5847 | 0.0843 | 0.0433 | 0.5572 | 0.0803 | 0.1260 | 0.3719 | 0.1882 | 0.1841 | 0.5436 | 0.2751 | 0.1569 | 0.4632 | 0.2344 | 0.1261 | 0.3722 | 0.1883 | +| 0.1107 | 5.9987 | 3393 | 0.2260 | 0.7928 | 0.7282 | 0.7591 | 0.8703 | 0.7994 | 0.8333 | 0.8458 | 0.7769 | 0.8099 | 0.8044 | 0.7389 | 0.7703 | 0.2542 | 0.8617 | 0.3925 | 0.2676 | 0.9072 | 0.4132 | 0.2666 | 0.9037 | 0.4117 | 0.2587 | 0.8773 | 0.3996 | 0.0046 | 0.1765 | 0.0090 | 0.0065 | 0.2484 | 0.0126 | 0.0096 | 0.3702 | 0.0188 | 0.0077 | 0.2941 | 0.0149 | 0.2014 | 0.7823 | 0.3203 | 0.2362 | 0.9176 | 0.3757 | 0.2206 | 0.8568 | 0.3508 | 0.2030 | 0.7888 | 0.3230 | 0.2104 | 0.6863 | 0.3221 | 0.2279 | 0.7433 | 0.3488 | 0.2240 | 0.7305 | 0.3428 | 0.2140 | 0.6980 | 0.3276 | 0.1530 | 0.8624 | 0.2599 | 0.1545 | 0.8707 | 0.2624 | 0.1541 | 0.8684 | 0.2617 | 0.1533 | 0.8643 | 0.2605 | 0.1602 | 0.5121 | 0.2441 | 0.2249 | 0.7189 | 0.3427 | 0.1945 | 0.6216 | 0.2963 | 0.1608 | 0.5140 | 0.2450 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.2031 | 0.5480 | 0.2964 | 0.2715 | 0.7324 | 0.3961 | 0.2395 | 0.6460 | 0.3494 | 0.2044 | 0.5514 | 0.2982 | 0.2059 | 0.8812 | 0.3338 | 0.2171 | 0.9292 | 0.3520 | 0.2116 | 0.9056 | 0.3430 | 0.2060 | 0.8816 | 0.3339 | 0.0992 | 0.7024 | 0.1738 | 0.1131 | 0.8009 | 0.1982 | 0.1067 | 0.7558 | 0.1870 | 0.0996 | 0.7052 | 0.1745 | 0.1613 | 0.8450 | 0.2709 | 0.1622 | 0.8496 | 0.2724 | 0.1654 | 0.8665 | 0.2778 | 0.1648 | 0.8632 | 0.2767 | 0.2592 | 0.8745 | 0.3998 | 0.2732 | 0.9220 | 0.4216 | 0.2687 | 0.9066 | 0.4145 | 0.2615 | 0.8825 | 0.4035 | 0.2662 | 0.9159 | 0.4126 | 0.2730 | 0.9392 | 0.4231 | 0.2726 | 0.9378 | 0.4225 | 0.2683 | 0.9228 | 0.4157 | 0.2325 | 0.7864 | 0.3589 | 0.2506 | 0.8477 | 0.3869 | 0.2421 | 0.8189 | 0.3737 | 0.2330 | 0.7880 | 0.3596 | 0.0548 | 0.4600 | 0.0979 | 0.0593 | 0.4980 | 0.1060 | 0.0639 | 0.5369 | 0.1143 | 0.0612 | 0.5136 | 0.1093 | 0.2666 | 0.9344 | 0.4148 | 0.2714 | 0.9512 | 0.4223 | 0.2704 | 0.9479 | 0.4208 | 0.2677 | 0.9384 | 0.4166 | 0.2133 | 0.6916 | 0.3261 | 0.2658 | 0.8616 | 0.4062 | 0.2438 | 0.7904 | 0.3727 | 0.2151 | 0.6974 | 0.3288 | 0.2337 | 0.7823 | 0.3598 | 0.2722 | 0.9114 | 0.4192 | 0.2551 | 0.8540 | 0.3928 | 0.2348 | 0.7860 | 0.3615 | 0.0616 | 0.6092 | 0.1119 | 0.0657 | 0.6502 | 0.1194 | 0.0727 | 0.7184 | 0.1320 | 0.0701 | 0.6929 | 0.1273 | 0.1956 | 0.6631 | 0.3021 | 0.2138 | 0.7246 | 0.3301 | 0.2079 | 0.7048 | 0.3211 | 0.1986 | 0.6733 | 0.3067 | 0.0493 | 0.6797 | 0.0919 | 0.0499 | 0.6887 | 0.0931 | 0.0525 | 0.7240 | 0.0978 | 0.0521 | 0.7183 | 0.0971 | 0.1110 | 0.6732 | 0.1906 | 0.1234 | 0.7481 | 0.2118 | 0.1208 | 0.7326 | 0.2074 | 0.1138 | 0.6899 | 0.1953 | 0.1573 | 0.6787 | 0.2554 | 0.1672 | 0.7215 | 0.2715 | 0.1735 | 0.7486 | 0.2817 | 0.1682 | 0.7256 | 0.2731 | 0.0539 | 0.4454 | 0.0962 | 0.0596 | 0.4919 | 0.1062 | 0.0568 | 0.4689 | 0.1013 | 0.0540 | 0.4456 | 0.0963 | 0.2754 | 0.8250 | 0.4129 | 0.2767 | 0.8289 | 0.4149 | 0.2780 | 0.8329 | 0.4169 | 0.2773 | 0.8307 | 0.4158 | 0.0341 | 0.4058 | 0.0630 | 0.0359 | 0.4273 | 0.0663 | 0.0433 | 0.5147 | 0.0798 | 0.0419 | 0.4983 | 0.0773 | 0.2857 | 0.8917 | 0.4327 | 0.2902 | 0.9060 | 0.4396 | 0.2904 | 0.9064 | 0.4398 | 0.2879 | 0.8987 | 0.4361 | 0.1256 | 0.5153 | 0.2020 | 0.1273 | 0.5220 | 0.2046 | 0.1268 | 0.5202 | 0.2039 | 0.1258 | 0.5159 | 0.2022 | 0.0087 | 0.3324 | 0.0170 | 0.0119 | 0.4531 | 0.0231 | 0.0104 | 0.3960 | 0.0202 | 0.0088 | 0.3352 | 0.0171 | 0.1488 | 0.8113 | 0.2514 | 0.1696 | 0.9252 | 0.2867 | 0.1593 | 0.8689 | 0.2693 | 0.1489 | 0.8119 | 0.2516 | 0.2855 | 0.8849 | 0.4317 | 0.2907 | 0.9009 | 0.4395 | 0.2908 | 0.9013 | 0.4397 | 0.2880 | 0.8926 | 0.4355 | 0.2211 | 0.7419 | 0.3407 | 0.2311 | 0.7756 | 0.3561 | 0.2280 | 0.7651 | 0.3513 | 0.2222 | 0.7456 | 0.3424 | 0.0465 | 0.4574 | 0.0844 | 0.0504 | 0.4957 | 0.0914 | 0.0571 | 0.5622 | 0.1037 | 0.0545 | 0.5362 | 0.0989 | 0.1403 | 0.3881 | 0.2061 | 0.1975 | 0.5462 | 0.2901 | 0.1711 | 0.4731 | 0.2513 | 0.1405 | 0.3886 | 0.2064 | +| 0.0992 | 6.9993 | 3959 | 0.2309 | 0.7954 | 0.7236 | 0.7578 | 0.8733 | 0.7945 | 0.8321 | 0.8484 | 0.7718 | 0.8083 | 0.8068 | 0.7340 | 0.7686 | 0.2601 | 0.8634 | 0.3998 | 0.2732 | 0.9067 | 0.4199 | 0.2726 | 0.9048 | 0.4190 | 0.2650 | 0.8795 | 0.4073 | 0.0038 | 0.2013 | 0.0074 | 0.0047 | 0.2493 | 0.0092 | 0.0072 | 0.3813 | 0.0141 | 0.0062 | 0.332 | 0.0122 | 0.2041 | 0.7759 | 0.3232 | 0.2394 | 0.9101 | 0.3791 | 0.2236 | 0.8501 | 0.3541 | 0.2058 | 0.7825 | 0.3259 | 0.2161 | 0.6560 | 0.3251 | 0.2343 | 0.7110 | 0.3524 | 0.2300 | 0.6980 | 0.3460 | 0.2196 | 0.6666 | 0.3304 | 0.1563 | 0.8562 | 0.2644 | 0.1579 | 0.8646 | 0.2670 | 0.1574 | 0.8618 | 0.2661 | 0.1566 | 0.8576 | 0.2648 | 0.1650 | 0.4869 | 0.2465 | 0.2315 | 0.6832 | 0.3458 | 0.2000 | 0.5903 | 0.2988 | 0.1655 | 0.4883 | 0.2472 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.2031 | 0.5471 | 0.2962 | 0.2746 | 0.7397 | 0.4005 | 0.2411 | 0.6494 | 0.3517 | 0.2044 | 0.5507 | 0.2982 | 0.2110 | 0.8743 | 0.3399 | 0.2222 | 0.9207 | 0.3580 | 0.2167 | 0.8979 | 0.3491 | 0.2111 | 0.8746 | 0.3401 | 0.1015 | 0.6876 | 0.1769 | 0.1174 | 0.7950 | 0.2046 | 0.1103 | 0.7468 | 0.1922 | 0.1020 | 0.6910 | 0.1778 | 0.1648 | 0.8419 | 0.2756 | 0.1660 | 0.8485 | 0.2777 | 0.1693 | 0.8652 | 0.2832 | 0.1686 | 0.8614 | 0.2820 | 0.2650 | 0.8756 | 0.4069 | 0.2789 | 0.9216 | 0.4283 | 0.2746 | 0.9074 | 0.4217 | 0.2675 | 0.8839 | 0.4108 | 0.2719 | 0.9123 | 0.4190 | 0.2786 | 0.9348 | 0.4293 | 0.2786 | 0.9348 | 0.4293 | 0.2742 | 0.9199 | 0.4225 | 0.2383 | 0.7799 | 0.3650 | 0.2569 | 0.8409 | 0.3935 | 0.2482 | 0.8124 | 0.3802 | 0.2388 | 0.7816 | 0.3658 | 0.0602 | 0.4776 | 0.1069 | 0.0644 | 0.5111 | 0.1144 | 0.0694 | 0.5510 | 0.1233 | 0.0666 | 0.5285 | 0.1183 | 0.2724 | 0.9311 | 0.4215 | 0.2770 | 0.9467 | 0.4286 | 0.2765 | 0.9450 | 0.4278 | 0.2739 | 0.9362 | 0.4239 | 0.2182 | 0.6949 | 0.3321 | 0.2710 | 0.8629 | 0.4124 | 0.2488 | 0.7922 | 0.3787 | 0.2201 | 0.7009 | 0.3350 | 0.2395 | 0.7872 | 0.3673 | 0.2778 | 0.9130 | 0.4260 | 0.2613 | 0.8589 | 0.4007 | 0.2410 | 0.7919 | 0.3695 | 0.0616 | 0.6162 | 0.1121 | 0.0661 | 0.6611 | 0.1202 | 0.0716 | 0.7162 | 0.1303 | 0.0687 | 0.6867 | 0.1249 | 0.1992 | 0.6713 | 0.3073 | 0.2175 | 0.7330 | 0.3355 | 0.2118 | 0.7137 | 0.3267 | 0.2022 | 0.6814 | 0.3119 | 0.0519 | 0.6456 | 0.0961 | 0.0524 | 0.6519 | 0.0971 | 0.0559 | 0.6943 | 0.1034 | 0.0554 | 0.6889 | 0.1026 | 0.1116 | 0.6865 | 0.1920 | 0.1246 | 0.7662 | 0.2143 | 0.1210 | 0.7445 | 0.2082 | 0.1139 | 0.7004 | 0.1959 | 0.1619 | 0.6826 | 0.2617 | 0.1715 | 0.7234 | 0.2773 | 0.1765 | 0.7442 | 0.2853 | 0.1712 | 0.7219 | 0.2767 | 0.0533 | 0.4481 | 0.0953 | 0.0596 | 0.5010 | 0.1065 | 0.0565 | 0.4749 | 0.1009 | 0.0533 | 0.4483 | 0.0953 | 0.2818 | 0.8159 | 0.4189 | 0.2832 | 0.8199 | 0.4210 | 0.2847 | 0.8241 | 0.4232 | 0.2839 | 0.8218 | 0.4220 | 0.0358 | 0.4179 | 0.0660 | 0.0371 | 0.4328 | 0.0683 | 0.0459 | 0.5354 | 0.0845 | 0.0448 | 0.5223 | 0.0824 | 0.2919 | 0.8851 | 0.4390 | 0.2964 | 0.8988 | 0.4458 | 0.2963 | 0.8985 | 0.4456 | 0.2939 | 0.8911 | 0.4420 | 0.1261 | 0.5190 | 0.2028 | 0.1280 | 0.5269 | 0.2059 | 0.1274 | 0.5247 | 0.2051 | 0.1262 | 0.5196 | 0.2031 | 0.0089 | 0.3324 | 0.0173 | 0.0122 | 0.4566 | 0.0237 | 0.0106 | 0.3982 | 0.0207 | 0.0090 | 0.3361 | 0.0175 | 0.1520 | 0.8015 | 0.2555 | 0.1733 | 0.9140 | 0.2914 | 0.1629 | 0.8592 | 0.2739 | 0.1521 | 0.8022 | 0.2557 | 0.2915 | 0.8797 | 0.4378 | 0.2964 | 0.8947 | 0.4453 | 0.2968 | 0.8959 | 0.4459 | 0.2941 | 0.8876 | 0.4418 | 0.2291 | 0.7058 | 0.3460 | 0.2393 | 0.7370 | 0.3613 | 0.2363 | 0.7278 | 0.3567 | 0.2304 | 0.7096 | 0.3478 | 0.0441 | 0.4705 | 0.0806 | 0.0482 | 0.5142 | 0.0881 | 0.0537 | 0.5735 | 0.0982 | 0.0512 | 0.5468 | 0.0937 | 0.1458 | 0.3851 | 0.2115 | 0.2071 | 0.5471 | 0.3004 | 0.1788 | 0.4723 | 0.2594 | 0.1460 | 0.3857 | 0.2118 | +| 0.0877 | 7.9912 | 4520 | 0.2336 | 0.7922 | 0.7288 | 0.7592 | 0.8700 | 0.8003 | 0.8337 | 0.8450 | 0.7773 | 0.8097 | 0.8036 | 0.7392 | 0.7700 | 0.2536 | 0.8638 | 0.3921 | 0.2667 | 0.9083 | 0.4123 | 0.2658 | 0.9054 | 0.4110 | 0.2583 | 0.8796 | 0.3993 | 0.0041 | 0.2146 | 0.0080 | 0.0049 | 0.2593 | 0.0097 | 0.0077 | 0.4036 | 0.0150 | 0.0068 | 0.3576 | 0.0133 | 0.1996 | 0.7802 | 0.3178 | 0.2343 | 0.9159 | 0.3731 | 0.2187 | 0.8552 | 0.3484 | 0.2013 | 0.7871 | 0.3206 | 0.2088 | 0.6683 | 0.3182 | 0.2267 | 0.7256 | 0.3455 | 0.2225 | 0.7122 | 0.3391 | 0.2122 | 0.6793 | 0.3234 | 0.1523 | 0.8471 | 0.2582 | 0.1540 | 0.8567 | 0.2611 | 0.1534 | 0.8532 | 0.2600 | 0.1525 | 0.8484 | 0.2586 | 0.1593 | 0.4958 | 0.2411 | 0.2235 | 0.6957 | 0.3383 | 0.1933 | 0.6018 | 0.2926 | 0.1598 | 0.4975 | 0.2419 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.2006 | 0.5530 | 0.2945 | 0.2680 | 0.7388 | 0.3934 | 0.2369 | 0.6530 | 0.3477 | 0.2023 | 0.5575 | 0.2968 | 0.2056 | 0.8756 | 0.3330 | 0.2168 | 0.9233 | 0.3511 | 0.2113 | 0.8999 | 0.3422 | 0.2057 | 0.8759 | 0.3331 | 0.0994 | 0.7118 | 0.1744 | 0.1135 | 0.8130 | 0.1992 | 0.1070 | 0.7668 | 0.1878 | 0.0998 | 0.7149 | 0.1751 | 0.1600 | 0.8527 | 0.2695 | 0.1611 | 0.8588 | 0.2714 | 0.1640 | 0.8743 | 0.2763 | 0.1633 | 0.8705 | 0.2751 | 0.2584 | 0.8767 | 0.3992 | 0.2723 | 0.9238 | 0.4206 | 0.2678 | 0.9087 | 0.4137 | 0.2608 | 0.8849 | 0.4029 | 0.2659 | 0.9181 | 0.4124 | 0.2722 | 0.9399 | 0.4221 | 0.2720 | 0.9391 | 0.4218 | 0.2678 | 0.9248 | 0.4154 | 0.2327 | 0.7838 | 0.3588 | 0.2512 | 0.8462 | 0.3874 | 0.2425 | 0.8169 | 0.3740 | 0.2332 | 0.7855 | 0.3596 | 0.0573 | 0.4700 | 0.1022 | 0.0618 | 0.5069 | 0.1102 | 0.0670 | 0.5495 | 0.1195 | 0.0641 | 0.5254 | 0.1142 | 0.2659 | 0.9313 | 0.4137 | 0.2707 | 0.9478 | 0.4211 | 0.2700 | 0.9457 | 0.4201 | 0.2674 | 0.9365 | 0.4161 | 0.2117 | 0.6958 | 0.3247 | 0.2642 | 0.8683 | 0.4051 | 0.2415 | 0.7938 | 0.3704 | 0.2131 | 0.7003 | 0.3268 | 0.2340 | 0.7920 | 0.3612 | 0.2715 | 0.9190 | 0.4191 | 0.2551 | 0.8635 | 0.3938 | 0.2352 | 0.7961 | 0.3631 | 0.0587 | 0.6269 | 0.1073 | 0.0627 | 0.6704 | 0.1147 | 0.0674 | 0.7200 | 0.1232 | 0.0647 | 0.6920 | 0.1184 | 0.1941 | 0.6779 | 0.3018 | 0.2115 | 0.7388 | 0.3289 | 0.2060 | 0.7197 | 0.3204 | 0.1969 | 0.6878 | 0.3062 | 0.0500 | 0.6633 | 0.0931 | 0.0505 | 0.6697 | 0.0940 | 0.0536 | 0.7105 | 0.0997 | 0.0532 | 0.7050 | 0.0989 | 0.1096 | 0.6900 | 0.1892 | 0.1220 | 0.7680 | 0.2106 | 0.1186 | 0.7466 | 0.2047 | 0.1117 | 0.7034 | 0.1928 | 0.1571 | 0.6763 | 0.2549 | 0.1673 | 0.7205 | 0.2716 | 0.1728 | 0.7440 | 0.2804 | 0.1673 | 0.7201 | 0.2715 | 0.0524 | 0.4462 | 0.0938 | 0.0582 | 0.4956 | 0.1042 | 0.0554 | 0.4712 | 0.0991 | 0.0525 | 0.4464 | 0.0939 | 0.2750 | 0.8222 | 0.4121 | 0.2764 | 0.8263 | 0.4142 | 0.2778 | 0.8307 | 0.4164 | 0.2771 | 0.8284 | 0.4153 | 0.0347 | 0.4087 | 0.0640 | 0.0362 | 0.4266 | 0.0668 | 0.0452 | 0.5327 | 0.0834 | 0.0439 | 0.5174 | 0.0810 | 0.2829 | 0.8902 | 0.4294 | 0.2880 | 0.9063 | 0.4371 | 0.2875 | 0.9047 | 0.4364 | 0.2848 | 0.8962 | 0.4323 | 0.1238 | 0.5246 | 0.2003 | 0.1255 | 0.5317 | 0.2030 | 0.1250 | 0.5296 | 0.2022 | 0.1239 | 0.5252 | 0.2005 | 0.0081 | 0.3071 | 0.0158 | 0.0114 | 0.4324 | 0.0223 | 0.0099 | 0.3725 | 0.0192 | 0.0082 | 0.3099 | 0.0160 | 0.1483 | 0.8124 | 0.2508 | 0.1685 | 0.9231 | 0.2850 | 0.1585 | 0.8687 | 0.2682 | 0.1484 | 0.8131 | 0.2510 | 0.2837 | 0.8860 | 0.4298 | 0.2890 | 0.9025 | 0.4378 | 0.2891 | 0.9030 | 0.4380 | 0.2862 | 0.8939 | 0.4336 | 0.2211 | 0.7279 | 0.3392 | 0.2314 | 0.7615 | 0.3549 | 0.2282 | 0.7513 | 0.3501 | 0.2223 | 0.7317 | 0.3410 | 0.0431 | 0.4747 | 0.0790 | 0.0467 | 0.5139 | 0.0856 | 0.0521 | 0.5740 | 0.0956 | 0.0499 | 0.5498 | 0.0915 | 0.1385 | 0.3828 | 0.2034 | 0.1986 | 0.5491 | 0.2917 | 0.1709 | 0.4724 | 0.2510 | 0.1387 | 0.3834 | 0.2037 | + + +### Framework versions + +- Transformers 4.40.2 +- Pytorch 2.3.1+cu121 +- Datasets 2.20.0 +- Tokenizers 0.19.1