bert-base-multilingual-cased-iob2-20240816182436

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:

Loss: 0.2066
Overall Strict Precision: 0.7659
Overall Strict Recall: 0.6945
Overall Strict F1: 0.7285
Overall Ent Type Precision: 0.8581
Overall Ent Type Recall: 0.7780
Overall Ent Type F1: 0.8161
Overall Partial Precision: 0.8275
Overall Partial Recall: 0.7503
Overall Partial F1: 0.7870
Overall Exact Precision: 0.7783
Overall Exact Recall: 0.7057
Overall Exact F1: 0.7403
Hoteladdress Strict Precision: 0.1365
Hoteladdress Strict Recall: 0.4461
Hoteladdress Strict F1: 0.2090
Hoteladdress Ent Type Precision: 0.2074
Hoteladdress Ent Type Recall: 0.6779
Hoteladdress Ent Type F1: 0.3177
Hoteladdress Partial Precision: 0.1744
Hoteladdress Partial Recall: 0.5700
Hoteladdress Partial F1: 0.2671
Hoteladdress Exact Precision: 0.1373
Hoteladdress Exact Recall: 0.4486
Hoteladdress Exact F1: 0.2102
Hotelcity Strict Precision: 0.1897
Hotelcity Strict Recall: 0.6333
Hotelcity Strict F1: 0.2919
Hotelcity Ent Type Precision: 0.2070
Hotelcity Ent Type Recall: 0.6913
Hotelcity Ent Type F1: 0.3187
Hotelcity Partial Precision: 0.2031
Hotelcity Partial Recall: 0.6780
Hotelcity Partial F1: 0.3126
Hotelcity Exact Precision: 0.1931
Hotelcity Exact Recall: 0.6449
Hotelcity Exact F1: 0.2973
Hotelname Strict Precision: 0.1090
Hotelname Strict Recall: 0.3073
Hotelname Strict F1: 0.1609
Hotelname Ent Type Precision: 0.1807
Hotelname Ent Type Recall: 0.5093
Hotelname Ent Type F1: 0.2667
Hotelname Partial Precision: 0.1464
Hotelname Partial Recall: 0.4127
Hotelname Partial F1: 0.2161
Hotelname Exact Precision: 0.1092
Hotelname Exact Recall: 0.3078
Hotelname Exact F1: 0.1612
Checkin Strict Precision: 0.2716
Checkin Strict Recall: 0.8953
Checkin Strict F1: 0.4168
Checkin Ent Type Precision: 0.2782
Checkin Ent Type Recall: 0.9170
Checkin Ent Type F1: 0.4269
Checkin Partial Precision: 0.2772
Checkin Partial Recall: 0.9137
Checkin Partial F1: 0.4254
Checkin Exact Precision: 0.2734
Checkin Exact Recall: 0.9011
Checkin Exact F1: 0.4195
Hotelemail Strict Precision: 0.1860
Hotelemail Strict Recall: 0.8584
Hotelemail Strict F1: 0.3057
Hotelemail Ent Type Precision: 0.1941
Hotelemail Ent Type Recall: 0.8959
Hotelemail Ent Type F1: 0.3191
Hotelemail Partial Precision: 0.1901
Hotelemail Partial Recall: 0.8775
Hotelemail Partial F1: 0.3125
Hotelemail Exact Precision: 0.1860
Hotelemail Exact Recall: 0.8587
Hotelemail Exact F1: 0.3058
Checkout Strict Precision: 0.2676
Checkout Strict Recall: 0.8767
Checkout Strict F1: 0.4100
Checkout Ent Type Precision: 0.2737
Checkout Ent Type Recall: 0.8967
Checkout Ent Type F1: 0.4194
Checkout Partial Precision: 0.2720
Checkout Partial Recall: 0.8912
Checkout Partial F1: 0.4168
Checkout Exact Precision: 0.2688
Checkout Exact Recall: 0.8806
Checkout Exact F1: 0.4119
Hoteltaxcode Strict Precision: 0.0454
Hoteltaxcode Strict Recall: 0.5398
Hoteltaxcode Strict F1: 0.0837
Hoteltaxcode Ent Type Precision: 0.0492
Hoteltaxcode Ent Type Recall: 0.5860
Hoteltaxcode Ent Type F1: 0.0908
Hoteltaxcode Partial Precision: 0.0517
Hoteltaxcode Partial Recall: 0.6158
Hoteltaxcode Partial F1: 0.0955
Hoteltaxcode Exact Precision: 0.0495
Hoteltaxcode Exact Recall: 0.5887
Hoteltaxcode Exact F1: 0.0912
Bookingnumber Strict Precision: 0.0338
Bookingnumber Strict Recall: 0.4452
Bookingnumber Strict F1: 0.0628
Bookingnumber Ent Type Precision: 0.0432
Bookingnumber Ent Type Recall: 0.5693
Bookingnumber Ent Type F1: 0.0802
Bookingnumber Partial Precision: 0.0457
Bookingnumber Partial Recall: 0.6026
Bookingnumber Partial F1: 0.0849
Bookingnumber Exact Precision: 0.0400
Bookingnumber Exact Recall: 0.5278
Bookingnumber Exact F1: 0.0744
Cardtype Strict Precision: 0.0520
Cardtype Strict Recall: 0.5247
Cardtype Strict F1: 0.0946
Cardtype Ent Type Precision: 0.0583
Cardtype Ent Type Recall: 0.5887
Cardtype Ent Type F1: 0.1062
Cardtype Partial Precision: 0.0553
Cardtype Partial Recall: 0.5576
Cardtype Partial F1: 0.1006
Cardtype Exact Precision: 0.0521
Cardtype Exact Recall: 0.5256
Cardtype Exact F1: 0.0948
Grossamount Strict Precision: 0.1661
Grossamount Strict Recall: 0.5646
Grossamount Strict F1: 0.2567
Grossamount Ent Type Precision: 0.1876
Grossamount Ent Type Recall: 0.6376
Grossamount Ent Type F1: 0.2899
Grossamount Partial Precision: 0.1831
Grossamount Partial Recall: 0.6222
Grossamount Partial F1: 0.2829
Grossamount Exact Precision: 0.1717
Grossamount Exact Recall: 0.5833
Grossamount Exact F1: 0.2653
Companyname Strict Precision: 0.1966
Companyname Strict Recall: 0.6788
Companyname Strict F1: 0.3049
Companyname Ent Type Precision: 0.2473
Companyname Ent Type Recall: 0.8540
Companyname Ent Type F1: 0.3836
Companyname Partial Precision: 0.2250
Companyname Partial Recall: 0.7769
Companyname Partial F1: 0.3489
Companyname Exact Precision: 0.1981
Companyname Exact Recall: 0.6839
Companyname Exact F1: 0.3072
Currencycode Strict Precision: 0.1007
Currencycode Strict Recall: 0.4672
Currencycode Strict F1: 0.1657
Currencycode Ent Type Precision: 0.1013
Currencycode Ent Type Recall: 0.4701
Currencycode Ent Type F1: 0.1667
Currencycode Partial Precision: 0.1011
Currencycode Partial Recall: 0.4689
Currencycode Partial F1: 0.1663
Currencycode Exact Precision: 0.1008
Currencycode Exact Recall: 0.4675
Currencycode Exact F1: 0.1658
Companyaddress Strict Precision: 0.2135
Companyaddress Strict Recall: 0.7593
Companyaddress Strict F1: 0.3332
Companyaddress Ent Type Precision: 0.2534
Companyaddress Ent Type Recall: 0.9015
Companyaddress Ent Type F1: 0.3957
Companyaddress Partial Precision: 0.2368
Companyaddress Partial Recall: 0.8422
Companyaddress Partial F1: 0.3696
Companyaddress Exact Precision: 0.2154
Companyaddress Exact Recall: 0.7661
Companyaddress Exact F1: 0.3362
Travellername Strict Precision: 0.1830
Travellername Strict Recall: 0.5188
Travellername Strict F1: 0.2706
Travellername Ent Type Precision: 0.2558
Travellername Ent Type Recall: 0.7250
Travellername Ent Type F1: 0.3781
Travellername Partial Precision: 0.2210
Travellername Partial Recall: 0.6264
Travellername Partial F1: 0.3267
Travellername Exact Precision: 0.1839
Travellername Exact Recall: 0.5214
Travellername Exact F1: 0.2720
Companycountry Strict Precision: 0.1611
Companycountry Strict Recall: 0.8393
Companycountry Strict F1: 0.2703
Companycountry Ent Type Precision: 0.1627
Companycountry Ent Type Recall: 0.8476
Companycountry Ent Type F1: 0.2730
Companycountry Partial Precision: 0.1667
Companycountry Partial Recall: 0.8687
Companycountry Partial F1: 0.2798
Companycountry Exact Precision: 0.1657
Companycountry Exact Recall: 0.8636
Companycountry Exact F1: 0.2781
Roomno Strict Precision: 0.2631
Roomno Strict Recall: 0.7972
Roomno Strict F1: 0.3956
Roomno Ent Type Precision: 0.2652
Roomno Ent Type Recall: 0.8034
Roomno Ent Type F1: 0.3987
Roomno Partial Precision: 0.2668
Roomno Partial Recall: 0.8083
Roomno Partial F1: 0.4012
Roomno Exact Precision: 0.2656
Roomno Exact Recall: 0.8047
Roomno Exact F1: 0.3994
Companycity Strict Precision: 0.2305
Companycity Strict Recall: 0.8192
Companycity Strict F1: 0.3598
Companycity Ent Type Precision: 0.2463
Companycity Ent Type Recall: 0.8753
Companycity Ent Type F1: 0.3845
Companycity Partial Precision: 0.2445
Companycity Partial Recall: 0.8689
Companycity Partial F1: 0.3816
Companycity Exact Precision: 0.2354
Companycity Exact Recall: 0.8367
Companycity Exact F1: 0.3675
Invoicenumber Strict Precision: 0.2292
Invoicenumber Strict Recall: 0.8091
Invoicenumber Strict F1: 0.3572
Invoicenumber Ent Type Precision: 0.2491
Invoicenumber Ent Type Recall: 0.8796
Invoicenumber Ent Type F1: 0.3883
Invoicenumber Partial Precision: 0.2413
Invoicenumber Partial Recall: 0.8518
Invoicenumber Partial F1: 0.3760
Invoicenumber Exact Precision: 0.2312
Invoicenumber Exact Recall: 0.8161
Invoicenumber Exact F1: 0.3603
Reservationnumber Strict Precision: 0.0370
Reservationnumber Strict Recall: 0.5256
Reservationnumber Strict F1: 0.0691
Reservationnumber Ent Type Precision: 0.0393
Reservationnumber Ent Type Recall: 0.5583
Reservationnumber Ent Type F1: 0.0734
Reservationnumber Partial Precision: 0.0473
Reservationnumber Partial Recall: 0.6726
Reservationnumber Partial F1: 0.0884
Reservationnumber Exact Precision: 0.0451
Reservationnumber Exact Recall: 0.6410
Reservationnumber Exact F1: 0.0843
Hotelvatnumber Strict Precision: 0.1440
Hotelvatnumber Strict Recall: 0.6356
Hotelvatnumber Strict F1: 0.2348
Hotelvatnumber Ent Type Precision: 0.1562
Hotelvatnumber Ent Type Recall: 0.6891
Hotelvatnumber Ent Type F1: 0.2546
Hotelvatnumber Partial Precision: 0.1608
Hotelvatnumber Partial Recall: 0.7094
Hotelvatnumber Partial F1: 0.2621
Hotelvatnumber Exact Precision: 0.1540
Hotelvatnumber Exact Recall: 0.6794
Hotelvatnumber Exact F1: 0.2510
Pagenumber Strict Precision: 0.1403
Pagenumber Strict Recall: 0.8180
Pagenumber Strict F1: 0.2395
Pagenumber Ent Type Precision: 0.1414
Pagenumber Ent Type Recall: 0.8247
Pagenumber Ent Type F1: 0.2415
Pagenumber Partial Precision: 0.1410
Pagenumber Partial Recall: 0.8223
Pagenumber Partial F1: 0.2407
Pagenumber Exact Precision: 0.1404
Pagenumber Exact Recall: 0.8187
Pagenumber Exact F1: 0.2397
Taxamount Strict Precision: 0.0848
Taxamount Strict Recall: 0.5957
Taxamount Strict F1: 0.1484
Taxamount Ent Type Precision: 0.0994
Taxamount Ent Type Recall: 0.6987
Taxamount Ent Type F1: 0.1741
Taxamount Partial Precision: 0.0965
Taxamount Partial Recall: 0.6783
Taxamount Partial F1: 0.1690
Taxamount Exact Precision: 0.0882
Taxamount Exact Recall: 0.6201
Taxamount Exact F1: 0.1545
Netamount Strict Precision: 0.0895
Netamount Strict Recall: 0.5567
Netamount Strict F1: 0.1542
Netamount Ent Type Precision: 0.1064
Netamount Ent Type Recall: 0.6616
Netamount Ent Type F1: 0.1833
Netamount Partial Precision: 0.1052
Netamount Partial Recall: 0.6542
Netamount Partial F1: 0.1812
Netamount Exact Precision: 0.0953
Netamount Exact Recall: 0.5930
Netamount Exact F1: 0.1643
Hotelphonenumber Strict Precision: 0.1750
Hotelphonenumber Strict Recall: 0.7519
Hotelphonenumber Strict F1: 0.2839
Hotelphonenumber Ent Type Precision: 0.2100
Hotelphonenumber Ent Type Recall: 0.9023
Hotelphonenumber Ent Type F1: 0.3407
Hotelphonenumber Partial Precision: 0.1930
Hotelphonenumber Partial Recall: 0.8293
Hotelphonenumber Partial F1: 0.3131
Hotelphonenumber Exact Precision: 0.1754
Hotelphonenumber Exact Recall: 0.7536
Hotelphonenumber Exact F1: 0.2845
Documenttype Strict Precision: 0.2101
Documenttype Strict Recall: 0.7221
Documenttype Strict F1: 0.3255
Documenttype Ent Type Precision: 0.2332
Documenttype Ent Type Recall: 0.8015
Documenttype Ent Type F1: 0.3613
Documenttype Partial Precision: 0.2223
Documenttype Partial Recall: 0.7641
Documenttype Partial F1: 0.3444
Documenttype Exact Precision: 0.2104
Documenttype Exact Recall: 0.7231
Documenttype Exact F1: 0.3259
Companyzipcode Strict Precision: 0.2460
Companyzipcode Strict Recall: 0.8948
Companyzipcode Strict F1: 0.3859
Companyzipcode Ent Type Precision: 0.2539
Companyzipcode Ent Type Recall: 0.9233
Companyzipcode Ent Type F1: 0.3982
Companyzipcode Partial Precision: 0.2539
Companyzipcode Partial Recall: 0.9233
Companyzipcode Partial F1: 0.3982
Companyzipcode Exact Precision: 0.2488
Companyzipcode Exact Recall: 0.9050
Companyzipcode Exact F1: 0.3903
Invoicedate Strict Precision: 0.2447
Invoicedate Strict Recall: 0.8869
Invoicedate Strict F1: 0.3836
Invoicedate Ent Type Precision: 0.2523
Invoicedate Ent Type Recall: 0.9141
Invoicedate Ent Type F1: 0.3954
Invoicedate Partial Precision: 0.2508
Invoicedate Partial Recall: 0.9086
Invoicedate Partial F1: 0.3930
Invoicedate Exact Precision: 0.2468
Invoicedate Exact Recall: 0.8942
Invoicedate Exact F1: 0.3868
Companyvatnumber Strict Precision: 0.0612
Companyvatnumber Strict Recall: 0.6299
Companyvatnumber Strict F1: 0.1116
Companyvatnumber Ent Type Precision: 0.0676
Companyvatnumber Ent Type Recall: 0.6953
Companyvatnumber Ent Type F1: 0.1232
Companyvatnumber Partial Precision: 0.0713
Companyvatnumber Partial Recall: 0.7340
Companyvatnumber Partial F1: 0.1300
Companyvatnumber Exact Precision: 0.0673
Companyvatnumber Exact Recall: 0.6924
Companyvatnumber Exact F1: 0.1227
Hotelzipcode Strict Precision: 0.1992
Hotelzipcode Strict Recall: 0.6853
Hotelzipcode Strict F1: 0.3087
Hotelzipcode Ent Type Precision: 0.2120
Hotelzipcode Ent Type Recall: 0.7295
Hotelzipcode Ent Type F1: 0.3286
Hotelzipcode Partial Precision: 0.2076
Hotelzipcode Partial Recall: 0.7143
Hotelzipcode Partial F1: 0.3218
Hotelzipcode Exact Precision: 0.2006
Hotelzipcode Exact Recall: 0.6900
Hotelzipcode Exact F1: 0.3108
Hotelcountry Strict Precision: 0.0548
Hotelcountry Strict Recall: 0.7314
Hotelcountry Strict F1: 0.1020
Hotelcountry Ent Type Precision: 0.0570
Hotelcountry Ent Type Recall: 0.7609
Hotelcountry Ent Type F1: 0.1061
Hotelcountry Partial Precision: 0.0577
Hotelcountry Partial Recall: 0.7701
Hotelcountry Partial F1: 0.1074
Hotelcountry Exact Precision: 0.0563
Hotelcountry Exact Recall: 0.7516
Hotelcountry Exact F1: 0.1048
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
Cardnumber Strict Precision: 0.0089
Cardnumber Strict Recall: 0.3603
Cardnumber Strict F1: 0.0173
Cardnumber Ent Type Precision: 0.0124
Cardnumber Ent Type Recall: 0.5033
Cardnumber Ent Type F1: 0.0241
Cardnumber Partial Precision: 0.0107
Cardnumber Partial Recall: 0.4347
Cardnumber Partial F1: 0.0209
Cardnumber Exact Precision: 0.0089
Cardnumber Exact Recall: 0.3632
Cardnumber Exact F1: 0.0174
Externalreservationnumber Strict Precision: 0.0
Externalreservationnumber Strict Recall: 0.0
Externalreservationnumber Strict F1: 0
Externalreservationnumber Ent Type Precision: 0.0006
Externalreservationnumber Ent Type Recall: 0.2353
Externalreservationnumber Ent Type F1: 0.0011
Externalreservationnumber Partial Precision: 0.0009
Externalreservationnumber Partial Recall: 0.3725
Externalreservationnumber Partial F1: 0.0018
Externalreservationnumber Exact Precision: 0.0
Externalreservationnumber Exact Recall: 0.0
Externalreservationnumber Exact F1: 0
Hotelfaxnumber Strict Precision: 0.1295
Hotelfaxnumber Strict Recall: 0.7980
Hotelfaxnumber Strict F1: 0.2228
Hotelfaxnumber Ent Type Precision: 0.1472
Hotelfaxnumber Ent Type Recall: 0.9070
Hotelfaxnumber Ent Type F1: 0.2533
Hotelfaxnumber Partial Precision: 0.1386
Hotelfaxnumber Partial Recall: 0.8541
Hotelfaxnumber Partial F1: 0.2385
Hotelfaxnumber Exact Precision: 0.1298
Hotelfaxnumber Exact Recall: 0.7996
Hotelfaxnumber Exact F1: 0.2233

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

learning_rate: 5e-06
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: 0.25
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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	Externalreservationnumber Strict Recall	Externalreservationnumber Ent Type Precision	Externalreservationnumber Ent Type Recall	Externalreservationnumber Ent Type F1	Externalreservationnumber Partial Precision	Externalreservationnumber Partial Recall	Externalreservationnumber Partial F1	Externalreservationnumber Exact Recall	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
1.78	0.9995	574	0.5781	0.2381	0.2971	0.2643	0.4067	0.5074	0.4515	0.3901	0.4868	0.4331	0.2673	0.3336	0.2968	0.0106	0.1290	0.0197	0.0388	0.4705	0.0717	0.0287	0.3481	0.0530	0.0117	0.1423	0.0217	0.0018	0.1697	0.0035	0.0042	0.4005	0.0082	0.0041	0.3927	0.0081	0.0025	0.2399	0.0049	0.0292	0.1494	0.0489	0.0743	0.3798	0.1242	0.0723	0.3699	0.1210	0.0338	0.1728	0.0565	0.0023	0.0905	0.0045	0.0097	0.3758	0.0189	0.0069	0.2668	0.0134	0.0025	0.0972	0.0049	0.0494	0.7269	0.0926	0.0579	0.8518	0.1085	0.0538	0.7906	0.1007	0.0495	0.7275	0.0926	0.0278	0.1429	0.0465	0.0562	0.2894	0.0942	0.0458	0.2361	0.0768	0.0286	0.1473	0.0479	0.0	0	0	0.0	0	0	0.0	0	0	0.0	0	0	0.0	0	0	0.0	0	0	0.0	0	0	0.0	0	0	0.0	0	0	0.0	0	0	0.0	0	0	0.0	0	0	0.0013	0.0380	0.0025	0.0078	0.2280	0.0151	0.0121	0.3531	0.0234	0.0024	0.0690	0.0046	0.0366	0.3935	0.0670	0.0679	0.7296	0.1243	0.0561	0.6030	0.1027	0.0373	0.4005	0.0682	0.0	0	0	0.0	0	0	0.0	0	0	0.0	0	0	0.0462	0.3925	0.0827	0.0727	0.6180	0.1302	0.0752	0.6388	0.1345	0.0524	0.4450	0.0937	0.0368	0.3687	0.0669	0.0613	0.6147	0.1115	0.0519	0.5206	0.0944	0.0375	0.3763	0.0683	0.0007	0.9843	0.0015	0.0007	0.9843	0.0015	0.0008	1.0	0.0015	0.0008	1.0	0.0015	0.0001	1.0	0.0001	0.0001	1.0	0.0001	0.0001	1.0	0.0001	0.0001	1.0	0.0001	0.0216	0.2860	0.0402	0.0415	0.5491	0.0772	0.0445	0.5889	0.0828	0.0304	0.4017	0.0565	0.0262	0.3307	0.0485	0.0396	0.4996	0.0733	0.0424	0.5350	0.0785	0.0325	0.4102	0.0602	0.0	0	0	0.0	0	0	0.0	0	0	0.0	0	0	0.0214	0.3127	0.0400	0.0319	0.4663	0.0596	0.0380	0.5560	0.0711	0.0276	0.4046	0.0517	0.0084	0.6170	0.0166	0.0087	0.6397	0.0172	0.0086	0.6284	0.0169	0.0084	0.6170	0.0166	0.0	0	0	0.0	0	0	0.0	0	0	0.0	0	0	0.0	0	0	0.0	0	0	0.0	0	0	0.0	0	0	0.0402	0.3523	0.0721	0.0597	0.5240	0.1072	0.0698	0.6124	0.1253	0.0512	0.4490	0.0919	0.0010	0.2395	0.0019	0.0010	0.2395	0.0019	0.0010	0.2395	0.0019	0.0010	0.2395	0.0019	0.0458	0.5055	0.0839	0.0604	0.6668	0.1107	0.0591	0.6528	0.1084	0.0500	0.5521	0.0917	0.0380	0.3903	0.0693	0.0630	0.6461	0.1147	0.0578	0.5934	0.1054	0.0404	0.4148	0.0737	0.0000	0.0034	0.0000	0.0009	0.5361	0.0019	0.0005	0.2766	0.0010	0.0000	0.0034	0.0000	0.0016	0.1304	0.0031	0.0031	0.2549	0.0061	0.0026	0.2109	0.0051	0.0018	0.1467	0.0035	0.0	0	0	0.0	0	0	0.0	0	0	0.0	0	0	0.0	0	0	0.0	0	0	0.0	0	0	0.0	0	0	0	0.0	0	0	0.0	0	0	0	0.0077	0.1438	0.0146	0.0149	0.2798	0.0284	0.0123	0.2297	0.0233	0.0082	0.1539	0.0156
0.4663	1.9989	1148	0.2650	0.6480	0.5625	0.6022	0.7835	0.6801	0.7281	0.7461	0.6477	0.6934	0.6667	0.5787	0.6196	0.0822	0.3082	0.1297	0.1564	0.5865	0.2469	0.1229	0.4608	0.1940	0.0834	0.3129	0.1318	0.1241	0.4867	0.1977	0.1473	0.5777	0.2347	0.1465	0.5746	0.2334	0.1319	0.5173	0.2102	0.0463	0.1554	0.0713	0.1278	0.4294	0.1970	0.0891	0.2993	0.1373	0.0468	0.1573	0.0722	0.2096	0.8450	0.3358	0.2161	0.8713	0.3463	0.2168	0.8742	0.3474	0.2125	0.8570	0.3406	0.1366	0.8067	0.2337	0.1455	0.8593	0.2489	0.1412	0.8336	0.2415	0.1367	0.8070	0.2338	0.2066	0.8308	0.3310	0.2129	0.8559	0.3410	0.2121	0.8527	0.3397	0.2088	0.8393	0.3344	0.0001	0.0031	0.0002	0.0295	0.7006	0.0566	0.0160	0.3794	0.0307	0.0001	0.0031	0.0002	0.0001	0.0030	0.0002	0.0137	0.4215	0.0265	0.0117	0.3609	0.0227	0.0002	0.0050	0.0003	0.0158	0.4640	0.0306	0.0217	0.6359	0.0420	0.0188	0.5500	0.0363	0.0158	0.4640	0.0306	0.0963	0.3291	0.1489	0.1202	0.4108	0.1860	0.1252	0.4281	0.1938	0.1102	0.3768	0.1706	0.1373	0.5697	0.2213	0.1856	0.7700	0.2991	0.1647	0.6831	0.2654	0.1386	0.5750	0.2234	0.0182	0.2069	0.0334	0.0182	0.2071	0.0335	0.0182	0.2072	0.0335	0.0182	0.2071	0.0335	0.1559	0.6711	0.2530	0.1913	0.8235	0.3104	0.1784	0.7681	0.2895	0.1584	0.6821	0.2571	0.1302	0.4448	0.2015	0.1915	0.6543	0.2963	0.1636	0.5588	0.2531	0.1315	0.4493	0.2035	0.1041	0.6452	0.1792	0.1081	0.6699	0.1861	0.1202	0.7452	0.2070	0.1177	0.7298	0.2027	0.1714	0.6485	0.2712	0.1715	0.6487	0.2712	0.1736	0.6567	0.2746	0.1736	0.6567	0.2745	0.1668	0.7561	0.2734	0.1831	0.8297	0.2999	0.1828	0.8283	0.2995	0.1724	0.7812	0.2824	0.1611	0.6888	0.2611	0.1848	0.7904	0.2996	0.1777	0.7599	0.2881	0.1653	0.7070	0.2680	0.0009	0.0494	0.0017	0.0102	0.5756	0.0201	0.0062	0.3507	0.0122	0.0010	0.0560	0.0020	0.0967	0.4293	0.1578	0.1129	0.5012	0.1842	0.1184	0.5255	0.1932	0.1081	0.4798	0.1764	0.0997	0.7992	0.1773	0.1007	0.8070	0.1790	0.1003	0.8038	0.1783	0.0998	0.7996	0.1774	0.0114	0.0952	0.0204	0.0156	0.1306	0.0279	0.0199	0.1662	0.0356	0.0156	0.1303	0.0279	0.0281	0.1783	0.0486	0.0571	0.3616	0.0986	0.0716	0.4538	0.1237	0.0348	0.2208	0.0602	0.1290	0.7020	0.2179	0.1583	0.8616	0.2675	0.1442	0.7847	0.2436	0.1294	0.7044	0.2187	0.1414	0.6441	0.2319	0.1626	0.7406	0.2666	0.1525	0.6948	0.2502	0.1416	0.6448	0.2322	0.1805	0.8244	0.2962	0.1913	0.8737	0.3139	0.1902	0.8687	0.3121	0.1834	0.8375	0.3009	0.1812	0.8266	0.2972	0.1897	0.8652	0.3111	0.1882	0.8588	0.3088	0.1837	0.8380	0.3013	0.0021	0.0383	0.0040	0.0379	0.6924	0.0719	0.0228	0.4156	0.0432	0.0024	0.0430	0.0045	0.1360	0.5545	0.2184	0.1544	0.6297	0.2480	0.1484	0.6052	0.2383	0.1383	0.5641	0.2222	0.0046	0.7618	0.0091	0.0046	0.7618	0.0091	0.0047	0.7812	0.0094	0.0047	0.7812	0.0094	0.0044	0.3333	0.0087	0.0075	0.5635	0.0147	0.0060	0.4547	0.0119	0.0044	0.3358	0.0088	0	0.0	0	0	0.0	0	0	0	0.0954	0.7828	0.1700	0.1087	0.8923	0.1938	0.1022	0.8390	0.1822	0.0955	0.7839	0.1702
0.2572	2.9984	1722	0.2175	0.7309	0.6524	0.6894	0.8362	0.7463	0.7887	0.8033	0.7169	0.7576	0.7452	0.6651	0.7029	0.1099	0.3798	0.1705	0.1837	0.6346	0.2849	0.1498	0.5175	0.2323	0.1112	0.3844	0.1725	0.1666	0.5637	0.2572	0.1878	0.6354	0.2899	0.1836	0.6211	0.2834	0.1704	0.5766	0.2631	0.0875	0.2575	0.1307	0.1645	0.4840	0.2456	0.1280	0.3765	0.1911	0.0877	0.2580	0.1309	0.2528	0.8755	0.3923	0.2587	0.8959	0.4015	0.2581	0.8938	0.4005	0.2545	0.8815	0.3950	0.1662	0.8477	0.2778	0.1748	0.8918	0.2923	0.1705	0.8701	0.2852	0.1662	0.8480	0.2779	0.2501	0.8651	0.3881	0.2551	0.8824	0.3958	0.2542	0.8791	0.3943	0.2515	0.8699	0.3902	0.0334	0.5194	0.0627	0.0416	0.6467	0.0781	0.0403	0.6276	0.0758	0.0359	0.5592	0.0675	0.0147	0.2431	0.0277	0.0309	0.5112	0.0583	0.0291	0.4807	0.0548	0.0179	0.2966	0.0338	0.0331	0.5310	0.0624	0.0390	0.6252	0.0734	0.0361	0.5791	0.0680	0.0332	0.5320	0.0625	0.1429	0.4724	0.2195	0.1651	0.5456	0.2535	0.1648	0.5447	0.2531	0.1518	0.5017	0.2331	0.1754	0.6522	0.2765	0.2248	0.8356	0.3542	0.2033	0.7559	0.3204	0.1769	0.6578	0.2788	0.0794	0.4437	0.1347	0.0802	0.4481	0.1360	0.0799	0.4465	0.1355	0.0795	0.4443	0.1348	0.1918	0.7303	0.3038	0.2312	0.8805	0.3663	0.2151	0.8191	0.3407	0.1937	0.7374	0.3068	0.1592	0.4790	0.2390	0.2285	0.6873	0.3429	0.1958	0.5889	0.2938	0.1602	0.4821	0.2405	0.1423	0.8051	0.2419	0.1444	0.8168	0.2454	0.1513	0.8556	0.2571	0.1497	0.8468	0.2544	0.2313	0.7625	0.3549	0.2330	0.7682	0.3576	0.2347	0.7737	0.3601	0.2337	0.7706	0.3587	0.2092	0.8099	0.3325	0.2236	0.8659	0.3555	0.2223	0.8607	0.3533	0.2142	0.8294	0.3405	0.2042	0.7815	0.3238	0.2271	0.8694	0.3602	0.2179	0.8339	0.3455	0.2062	0.7893	0.3270	0.0235	0.5253	0.0449	0.0277	0.6204	0.0531	0.0308	0.6882	0.0589	0.0265	0.5935	0.0508	0.1267	0.5819	0.2081	0.1404	0.6448	0.2306	0.1455	0.6682	0.2390	0.1374	0.6311	0.2257	0.1254	0.8044	0.2170	0.1264	0.8109	0.2188	0.1261	0.8087	0.2182	0.1256	0.8053	0.2172	0.0606	0.4175	0.1058	0.0735	0.5067	0.1284	0.0752	0.5187	0.1314	0.0669	0.4615	0.1169	0.0591	0.3895	0.1026	0.0812	0.5350	0.1410	0.0861	0.5673	0.1495	0.0692	0.4558	0.1201	0.1580	0.7312	0.2599	0.1912	0.8844	0.3144	0.1751	0.8103	0.2880	0.1585	0.7332	0.2606	0.1852	0.6898	0.2919	0.2078	0.7743	0.3277	0.1971	0.7344	0.3108	0.1854	0.6908	0.2924	0.2217	0.8650	0.3530	0.2314	0.9027	0.3684	0.2304	0.8989	0.3668	0.2243	0.8750	0.3570	0.2216	0.8578	0.3521	0.2303	0.8916	0.3660	0.2285	0.8848	0.3632	0.2238	0.8663	0.3557	0.0474	0.6068	0.0880	0.0554	0.7086	0.1027	0.0563	0.7205	0.1045	0.0513	0.6557	0.0951	0.1730	0.6274	0.2712	0.1883	0.6827	0.2951	0.1830	0.6636	0.2869	0.1746	0.6332	0.2738	0.0378	0.6513	0.0715	0.0382	0.6586	0.0723	0.0388	0.6679	0.0733	0.0385	0.6639	0.0728	0.0061	0.3035	0.0119	0.0110	0.5489	0.0216	0.0086	0.4293	0.0169	0.0061	0.3056	0.0120	0	0.0	0	0	0.0	0	0	0	0.1171	0.7908	0.2041	0.1334	0.9002	0.2323	0.1255	0.8470	0.2186	0.1174	0.7922	0.2044
0.2045	3.9996	2297	0.2042	0.7445	0.6832	0.7126	0.8412	0.7720	0.8051	0.8098	0.7431	0.7751	0.7578	0.6954	0.7253	0.1134	0.4287	0.1793	0.1798	0.6797	0.2844	0.1488	0.5626	0.2354	0.1142	0.4318	0.1807	0.1648	0.6096	0.2594	0.1832	0.6776	0.2884	0.1789	0.6617	0.2816	0.1682	0.6224	0.2649	0.0899	0.2914	0.1374	0.1565	0.5072	0.2392	0.1246	0.4037	0.1904	0.0901	0.2919	0.1377	0.2516	0.8847	0.3918	0.2579	0.9068	0.4016	0.2569	0.9032	0.4000	0.2533	0.8905	0.3944	0.1680	0.8479	0.2804	0.1764	0.8904	0.2944	0.1722	0.8695	0.2875	0.1680	0.8482	0.2805	0.2483	0.8778	0.3871	0.2539	0.8975	0.3958	0.2523	0.8919	0.3934	0.2494	0.8814	0.3888	0.0373	0.5425	0.0699	0.0424	0.6155	0.0793	0.0433	0.6298	0.0811	0.0403	0.5859	0.0755	0.0248	0.3679	0.0465	0.0366	0.5424	0.0686	0.0376	0.5566	0.0704	0.0299	0.4430	0.0560	0.0428	0.5470	0.0794	0.0477	0.6096	0.0885	0.0453	0.5794	0.0841	0.0429	0.5481	0.0795	0.1424	0.5342	0.2249	0.1648	0.6180	0.2602	0.1603	0.6013	0.2532	0.1480	0.5551	0.2337	0.1758	0.6602	0.2777	0.2259	0.8479	0.3567	0.2034	0.7634	0.3212	0.1769	0.6642	0.2794	0.0841	0.4566	0.1421	0.0849	0.4609	0.1434	0.0846	0.4593	0.1429	0.0842	0.4571	0.1423	0.1938	0.7483	0.3079	0.2321	0.8961	0.3687	0.2160	0.8341	0.3432	0.1955	0.7548	0.3106	0.1643	0.4967	0.2469	0.2302	0.6961	0.3460	0.1991	0.6021	0.2993	0.1653	0.4998	0.2484	0.1444	0.8325	0.2462	0.1460	0.8417	0.2489	0.1508	0.8691	0.2570	0.1498	0.8634	0.2553	0.2353	0.7837	0.3619	0.2370	0.7895	0.3646	0.2386	0.7947	0.3670	0.2376	0.7915	0.3655	0.2125	0.8201	0.3375	0.2252	0.8694	0.3578	0.2249	0.8684	0.3573	0.2178	0.8406	0.3459	0.2070	0.7905	0.3281	0.2284	0.8724	0.3621	0.2199	0.8398	0.3485	0.2090	0.7982	0.3313	0.0305	0.5606	0.0579	0.0331	0.6083	0.0629	0.0402	0.7381	0.0763	0.0383	0.7020	0.0726	0.1277	0.6206	0.2118	0.1400	0.6805	0.2323	0.1437	0.6983	0.2383	0.1364	0.6631	0.2263	0.1264	0.8116	0.2187	0.1275	0.8185	0.2206	0.1271	0.8159	0.2199	0.1265	0.8123	0.2189	0.0721	0.5536	0.1276	0.0849	0.6515	0.1502	0.0846	0.6496	0.1498	0.0767	0.5890	0.1358	0.0720	0.4906	0.1256	0.0890	0.6065	0.1552	0.0906	0.6172	0.1580	0.0801	0.5456	0.1396	0.1585	0.7460	0.2614	0.1910	0.8991	0.3150	0.1752	0.8249	0.2890	0.1589	0.7479	0.2621	0.1884	0.7045	0.2973	0.2111	0.7893	0.3332	0.2003	0.7490	0.3161	0.1887	0.7054	0.2977	0.2246	0.8824	0.3581	0.2326	0.9138	0.3709	0.2323	0.9126	0.3704	0.2272	0.8924	0.3622	0.2238	0.8681	0.3559	0.2317	0.8988	0.3685	0.2304	0.8934	0.3663	0.2261	0.8769	0.3595	0.0513	0.6418	0.0950	0.0572	0.7152	0.1059	0.0598	0.7474	0.1107	0.0559	0.6991	0.1035	0.1746	0.6719	0.2771	0.1882	0.7244	0.2988	0.1838	0.7072	0.2917	0.1761	0.6777	0.2796	0.0447	0.7155	0.0841	0.0468	0.7494	0.0881	0.0471	0.7537	0.0886	0.0460	0.7358	0.0865	0.0044	0.2586	0.0087	0.0096	0.5613	0.0189	0.0070	0.4118	0.0138	0.0044	0.2598	0.0087	0	0.0	0	0	0.0	0	0	0	0.1175	0.7990	0.2048	0.1335	0.9078	0.2327	0.1257	0.8548	0.2191	0.1177	0.8003	0.2052
0.1823	4.9990	2871	0.2061	0.7657	0.6817	0.7213	0.8615	0.7669	0.8115	0.8303	0.7392	0.7821	0.7789	0.6934	0.7337	0.1375	0.4280	0.2082	0.2147	0.6682	0.3250	0.1792	0.5577	0.2712	0.1386	0.4313	0.2097	0.1978	0.6166	0.2996	0.2169	0.6760	0.3284	0.2126	0.6626	0.3219	0.2015	0.6279	0.3051	0.1119	0.2945	0.1622	0.1893	0.4982	0.2744	0.1523	0.4009	0.2208	0.1121	0.2950	0.1625	0.2828	0.8858	0.4288	0.2897	0.9073	0.4392	0.2889	0.9046	0.4379	0.2848	0.8918	0.4317	0.1917	0.8562	0.3133	0.2006	0.8962	0.3279	0.1962	0.8765	0.3207	0.1918	0.8565	0.3134	0.2787	0.8795	0.4233	0.2845	0.8976	0.4321	0.2829	0.8927	0.4297	0.2799	0.8830	0.4250	0.0472	0.5461	0.0869	0.0517	0.5984	0.0952	0.0542	0.6270	0.0998	0.0517	0.5976	0.0951	0.0350	0.4006	0.0644	0.0458	0.5236	0.0842	0.0489	0.5587	0.0899	0.0419	0.4788	0.0770	0.0535	0.5177	0.0970	0.0600	0.5806	0.1088	0.0568	0.5500	0.1030	0.0536	0.5186	0.0971	0.1706	0.5411	0.2595	0.1943	0.6162	0.2955	0.1906	0.6043	0.2898	0.1778	0.5637	0.2703	0.2013	0.6691	0.3094	0.2550	0.8477	0.3921	0.2312	0.7688	0.3555	0.2028	0.6741	0.3118	0.1052	0.4436	0.1701	0.1060	0.4471	0.1714	0.1057	0.4459	0.1709	0.1053	0.4440	0.1702	0.2196	0.7558	0.3403	0.2613	0.8994	0.4050	0.2436	0.8384	0.3775	0.2213	0.7618	0.3430	0.1880	0.5052	0.2740	0.2644	0.7108	0.3855	0.2280	0.6128	0.3323	0.1890	0.5080	0.2755	0.1655	0.8386	0.2764	0.1671	0.8470	0.2791	0.1714	0.8688	0.2863	0.1704	0.8635	0.2846	0.2714	0.7764	0.4022	0.2735	0.7826	0.4054	0.2755	0.7880	0.4082	0.2742	0.7846	0.4064	0.2373	0.8153	0.3676	0.2539	0.8723	0.3934	0.2522	0.8664	0.3907	0.2427	0.8337	0.3759	0.2361	0.8007	0.3647	0.2580	0.8749	0.3985	0.2494	0.8460	0.3853	0.2383	0.8083	0.3681	0.0380	0.5116	0.0708	0.0415	0.5582	0.0772	0.0508	0.6834	0.0945	0.0477	0.6426	0.0889	0.1493	0.6237	0.2410	0.1625	0.6788	0.2622	0.1680	0.7018	0.2711	0.1604	0.6699	0.2588	0.1451	0.8146	0.2464	0.1464	0.8218	0.2486	0.1459	0.8191	0.2477	0.1453	0.8153	0.2466	0.0862	0.5610	0.1494	0.1017	0.6618	0.1763	0.0993	0.6459	0.1721	0.0902	0.5868	0.1563	0.0887	0.5053	0.1509	0.1086	0.6188	0.1848	0.1080	0.6155	0.1838	0.0966	0.5502	0.1643	0.1805	0.7488	0.2908	0.2167	0.8992	0.3493	0.1991	0.8262	0.3209	0.1809	0.7506	0.2916	0.2169	0.7123	0.3325	0.2418	0.7940	0.3707	0.2300	0.7554	0.3527	0.2172	0.7134	0.3331	0.2534	0.8910	0.3945	0.2619	0.9209	0.4078	0.2613	0.9187	0.4068	0.2558	0.8997	0.3984	0.2527	0.8778	0.3925	0.2607	0.9055	0.4048	0.2591	0.9001	0.4024	0.2547	0.8845	0.3955	0.0618	0.6389	0.1127	0.0682	0.7052	0.1244	0.0713	0.7364	0.1299	0.0670	0.6920	0.1221	0.2069	0.6766	0.3168	0.2209	0.7227	0.3384	0.2162	0.7070	0.3311	0.2083	0.6814	0.3191	0.0560	0.7212	0.1040	0.0585	0.7528	0.1086	0.0591	0.7612	0.1098	0.0577	0.7427	0.1071	0.0086	0.3143	0.0167	0.0137	0.5018	0.0267	0.0112	0.4107	0.0218	0.0086	0.3161	0.0168	0	0.0	0	0	0.0	0	0	0	0.1344	0.7957	0.2300	0.1526	0.9034	0.2611	0.1438	0.8513	0.2460	0.1347	0.7973	0.2304
0.1693	5.9985	3445	0.2040	0.7613	0.6950	0.7267	0.8545	0.7801	0.8156	0.8235	0.7518	0.7860	0.7738	0.7064	0.7386	0.1305	0.4401	0.2013	0.2013	0.6785	0.3105	0.1685	0.5679	0.2598	0.1313	0.4427	0.2025	0.1839	0.6287	0.2846	0.2017	0.6894	0.3120	0.1975	0.6751	0.3056	0.1873	0.6401	0.2898	0.1047	0.3060	0.1560	0.1752	0.5122	0.2611	0.1414	0.4134	0.2108	0.1048	0.3065	0.1562	0.2684	0.8929	0.4127	0.2746	0.9137	0.4223	0.2738	0.9111	0.4211	0.2701	0.8987	0.4153	0.1812	0.8559	0.2991	0.1895	0.8950	0.3127	0.1854	0.8758	0.3060	0.1812	0.8562	0.2991	0.2647	0.8739	0.4064	0.2704	0.8925	0.4150	0.2689	0.8876	0.4128	0.2659	0.8777	0.4081	0.0435	0.5532	0.0807	0.0478	0.6077	0.0886	0.0501	0.6365	0.0928	0.0476	0.6055	0.0883	0.0324	0.4443	0.0603	0.0419	0.5752	0.0781	0.0446	0.6130	0.0832	0.0387	0.5316	0.0722	0.0495	0.5284	0.0905	0.0551	0.5878	0.1007	0.0524	0.5590	0.0957	0.0496	0.5293	0.0907	0.1591	0.5643	0.2483	0.1810	0.6418	0.2824	0.1763	0.6252	0.2750	0.1646	0.5837	0.2568	0.1915	0.6760	0.2984	0.2422	0.8550	0.3775	0.2197	0.7757	0.3424	0.1929	0.6809	0.3006	0.0932	0.4696	0.1555	0.0937	0.4720	0.1563	0.0935	0.4711	0.1560	0.0933	0.4699	0.1556	0.2089	0.7587	0.3276	0.2483	0.9016	0.3894	0.2317	0.8414	0.3634	0.2106	0.7647	0.3302	0.1798	0.5162	0.2667	0.2517	0.7226	0.3734	0.2174	0.6240	0.3224	0.1807	0.5188	0.2681	0.1564	0.8379	0.2636	0.1581	0.8469	0.2664	0.1619	0.8677	0.2729	0.1609	0.8623	0.2713	0.2576	0.7988	0.3896	0.2599	0.8058	0.3931	0.2612	0.8100	0.3951	0.2600	0.8061	0.3932	0.2259	0.8204	0.3542	0.2412	0.8762	0.3783	0.2395	0.8699	0.3755	0.2308	0.8385	0.3620	0.2237	0.8082	0.3505	0.2438	0.8805	0.3818	0.2359	0.8521	0.3695	0.2258	0.8155	0.3536	0.0353	0.5411	0.0663	0.0377	0.5775	0.0707	0.0455	0.6974	0.0854	0.0435	0.6671	0.0817	0.1397	0.6320	0.2288	0.1513	0.6846	0.2478	0.1565	0.7081	0.2563	0.1499	0.6783	0.2455	0.1371	0.8124	0.2346	0.1382	0.8191	0.2365	0.1378	0.8166	0.2358	0.1372	0.8131	0.2348	0.0815	0.6017	0.1436	0.0955	0.7045	0.1681	0.0933	0.6882	0.1643	0.0851	0.6282	0.1499	0.0840	0.5465	0.1456	0.1015	0.6604	0.1760	0.1000	0.6504	0.1733	0.0899	0.5851	0.1559	0.1703	0.7515	0.2777	0.2046	0.9028	0.3336	0.1880	0.8297	0.3065	0.1708	0.7536	0.2785	0.2048	0.7247	0.3194	0.2274	0.8044	0.3545	0.2167	0.7668	0.3380	0.2051	0.7257	0.3199	0.2408	0.8953	0.3796	0.2486	0.9240	0.3917	0.2483	0.9230	0.3913	0.2433	0.9046	0.3835	0.2393	0.8863	0.3769	0.2469	0.9143	0.3887	0.2453	0.9084	0.3862	0.2412	0.8934	0.3799	0.0582	0.6374	0.1066	0.0645	0.7071	0.1183	0.0675	0.7391	0.1236	0.0633	0.6930	0.1159	0.1926	0.6828	0.3004	0.2057	0.7291	0.3208	0.2012	0.7134	0.3139	0.1940	0.6877	0.3026	0.0528	0.7309	0.0984	0.0548	0.7583	0.1021	0.0555	0.7691	0.1036	0.0543	0.7520	0.1013	0.0078	0.3485	0.0153	0.0116	0.5167	0.0227	0.0098	0.4352	0.0192	0.0079	0.3506	0.0154	0.0	0.0000	0.05	0.0000	0.0001	0.25	0.0002	0.0	0.1265	0.7994	0.2184	0.1435	0.9071	0.2478	0.1352	0.8548	0.2335	0.1267	0.8009	0.2188
0.1542	6.9997	4020	0.2073	0.7642	0.6949	0.7279	0.8563	0.7786	0.8156	0.8255	0.7506	0.7863	0.7763	0.7059	0.7394	0.1353	0.4419	0.2071	0.2053	0.6707	0.3144	0.1729	0.5650	0.2648	0.1361	0.4446	0.2084	0.1874	0.6293	0.2888	0.2052	0.6890	0.3162	0.2010	0.6750	0.3098	0.1908	0.6408	0.2941	0.1086	0.3047	0.1602	0.1804	0.5058	0.2659	0.1461	0.4097	0.2154	0.1089	0.3054	0.1605	0.2691	0.8967	0.4139	0.2754	0.9177	0.4236	0.2747	0.9155	0.4226	0.2710	0.9030	0.4169	0.1836	0.8544	0.3023	0.1915	0.8911	0.3153	0.1876	0.8731	0.3089	0.1837	0.8546	0.3024	0.2648	0.8832	0.4075	0.2711	0.9042	0.4171	0.2693	0.8982	0.4144	0.2660	0.8871	0.4092	0.0447	0.5457	0.0826	0.0485	0.5923	0.0897	0.0510	0.6232	0.0943	0.0488	0.5958	0.0902	0.0300	0.4421	0.0562	0.0383	0.5644	0.0718	0.0402	0.5920	0.0753	0.0351	0.5169	0.0657	0.0500	0.5254	0.0913	0.0561	0.5893	0.1024	0.0532	0.5585	0.0971	0.0501	0.5266	0.0915	0.1620	0.5671	0.2520	0.1835	0.6425	0.2854	0.1786	0.6256	0.2779	0.1672	0.5855	0.2601	0.1935	0.6775	0.3010	0.2441	0.8548	0.3798	0.2217	0.7763	0.3449	0.1949	0.6825	0.3032	0.0976	0.4675	0.1615	0.0982	0.4706	0.1625	0.0980	0.4694	0.1621	0.0976	0.4678	0.1616	0.2110	0.7598	0.3303	0.2503	0.9013	0.3918	0.2340	0.8426	0.3663	0.2129	0.7665	0.3332	0.1784	0.5168	0.2653	0.2495	0.7228	0.3710	0.2155	0.6242	0.3204	0.1793	0.5194	0.2666	0.1587	0.8396	0.2669	0.1602	0.8479	0.2695	0.1642	0.8690	0.2762	0.1633	0.8639	0.2746	0.2584	0.8001	0.3906	0.2603	0.8061	0.3935	0.2619	0.8109	0.3959	0.2608	0.8075	0.3942	0.2277	0.8202	0.3564	0.2432	0.8764	0.3808	0.2412	0.8691	0.3776	0.2324	0.8371	0.3637	0.2257	0.8107	0.3531	0.2458	0.8832	0.3846	0.2378	0.8542	0.3720	0.2276	0.8176	0.3560	0.0353	0.5394	0.0663	0.0375	0.5720	0.0703	0.0447	0.6828	0.0840	0.0431	0.6578	0.0809	0.1417	0.6376	0.2318	0.1532	0.6894	0.2506	0.1581	0.7116	0.2587	0.1516	0.6822	0.2480	0.1382	0.8159	0.2364	0.1394	0.8228	0.2384	0.1389	0.8202	0.2376	0.1383	0.8166	0.2366	0.0837	0.6036	0.1470	0.0975	0.7035	0.1713	0.0950	0.6853	0.1669	0.0871	0.6285	0.1530	0.0881	0.5545	0.1520	0.1045	0.6578	0.1803	0.1036	0.6523	0.1788	0.0941	0.5923	0.1624	0.1726	0.7515	0.2808	0.2075	0.9032	0.3375	0.1908	0.8303	0.3102	0.1733	0.7542	0.2818	0.2079	0.7216	0.3228	0.2307	0.8006	0.3582	0.2199	0.7634	0.3415	0.2082	0.7226	0.3233	0.2429	0.8949	0.3821	0.2507	0.9235	0.3943	0.2505	0.9226	0.3940	0.2455	0.9043	0.3861	0.2407	0.8878	0.3788	0.2478	0.9140	0.3900	0.2463	0.9083	0.3875	0.2425	0.8943	0.3815	0.0592	0.6357	0.1083	0.0655	0.7037	0.1199	0.0689	0.7395	0.1260	0.0647	0.6954	0.1185	0.1974	0.6853	0.3065	0.2100	0.7290	0.3260	0.2057	0.7141	0.3194	0.1987	0.6900	0.3086	0.0540	0.7276	0.1006	0.0562	0.7569	0.1046	0.0569	0.7663	0.1059	0.0555	0.7480	0.1034	0.0088	0.3716	0.0172	0.0123	0.5185	0.0240	0.0106	0.4480	0.0207	0.0089	0.3745	0.0173	0.0	0.0003	0.1538	0.0006	0.0007	0.3910	0.0014	0.0	0.1276	0.7975	0.2200	0.1451	0.9069	0.2501	0.1366	0.8538	0.2355	0.1278	0.7990	0.2204
0.151	7.9956	4592	0.2066	0.7659	0.6945	0.7285	0.8581	0.7780	0.8161	0.8275	0.7503	0.7870	0.7783	0.7057	0.7403	0.1365	0.4461	0.2090	0.2074	0.6779	0.3177	0.1744	0.5700	0.2671	0.1373	0.4486	0.2102	0.1897	0.6333	0.2919	0.2070	0.6913	0.3187	0.2031	0.6780	0.3126	0.1931	0.6449	0.2973	0.1090	0.3073	0.1609	0.1807	0.5093	0.2667	0.1464	0.4127	0.2161	0.1092	0.3078	0.1612	0.2716	0.8953	0.4168	0.2782	0.9170	0.4269	0.2772	0.9137	0.4254	0.2734	0.9011	0.4195	0.1860	0.8584	0.3057	0.1941	0.8959	0.3191	0.1901	0.8775	0.3125	0.1860	0.8587	0.3058	0.2676	0.8767	0.4100	0.2737	0.8967	0.4194	0.2720	0.8912	0.4168	0.2688	0.8806	0.4119	0.0454	0.5398	0.0837	0.0492	0.5860	0.0908	0.0517	0.6158	0.0955	0.0495	0.5887	0.0912	0.0338	0.4452	0.0628	0.0432	0.5693	0.0802	0.0457	0.6026	0.0849	0.0400	0.5278	0.0744	0.0520	0.5247	0.0946	0.0583	0.5887	0.1062	0.0553	0.5576	0.1006	0.0521	0.5256	0.0948	0.1661	0.5646	0.2567	0.1876	0.6376	0.2899	0.1831	0.6222	0.2829	0.1717	0.5833	0.2653	0.1966	0.6788	0.3049	0.2473	0.8540	0.3836	0.2250	0.7769	0.3489	0.1981	0.6839	0.3072	0.1007	0.4672	0.1657	0.1013	0.4701	0.1667	0.1011	0.4689	0.1663	0.1008	0.4675	0.1658	0.2135	0.7593	0.3332	0.2534	0.9015	0.3957	0.2368	0.8422	0.3696	0.2154	0.7661	0.3362	0.1830	0.5188	0.2706	0.2558	0.7250	0.3781	0.2210	0.6264	0.3267	0.1839	0.5214	0.2720	0.1611	0.8393	0.2703	0.1627	0.8476	0.2730	0.1667	0.8687	0.2798	0.1657	0.8636	0.2781	0.2631	0.7972	0.3956	0.2652	0.8034	0.3987	0.2668	0.8083	0.4012	0.2656	0.8047	0.3994	0.2305	0.8192	0.3598	0.2463	0.8753	0.3845	0.2445	0.8689	0.3816	0.2354	0.8367	0.3675	0.2292	0.8091	0.3572	0.2491	0.8796	0.3883	0.2413	0.8518	0.3760	0.2312	0.8161	0.3603	0.0370	0.5256	0.0691	0.0393	0.5583	0.0734	0.0473	0.6726	0.0884	0.0451	0.6410	0.0843	0.1440	0.6356	0.2348	0.1562	0.6891	0.2546	0.1608	0.7094	0.2621	0.1540	0.6794	0.2510	0.1403	0.8180	0.2395	0.1414	0.8247	0.2415	0.1410	0.8223	0.2407	0.1404	0.8187	0.2397	0.0848	0.5957	0.1484	0.0994	0.6987	0.1741	0.0965	0.6783	0.1690	0.0882	0.6201	0.1545	0.0895	0.5567	0.1542	0.1064	0.6616	0.1833	0.1052	0.6542	0.1812	0.0953	0.5930	0.1643	0.1750	0.7519	0.2839	0.2100	0.9023	0.3407	0.1930	0.8293	0.3131	0.1754	0.7536	0.2845	0.2101	0.7221	0.3255	0.2332	0.8015	0.3613	0.2223	0.7641	0.3444	0.2104	0.7231	0.3259	0.2460	0.8948	0.3859	0.2539	0.9233	0.3982	0.2539	0.9233	0.3982	0.2488	0.9050	0.3903	0.2447	0.8869	0.3836	0.2523	0.9141	0.3954	0.2508	0.9086	0.3930	0.2468	0.8942	0.3868	0.0612	0.6299	0.1116	0.0676	0.6953	0.1232	0.0713	0.7340	0.1300	0.0673	0.6924	0.1227	0.1992	0.6853	0.3087	0.2120	0.7295	0.3286	0.2076	0.7143	0.3218	0.2006	0.6900	0.3108	0.0548	0.7314	0.1020	0.0570	0.7609	0.1061	0.0577	0.7701	0.1074	0.0563	0.7516	0.1048	0.0089	0.3603	0.0173	0.0124	0.5033	0.0241	0.0107	0.4347	0.0209	0.0089	0.3632	0.0174	0.0	0.0006	0.2353	0.0011	0.0009	0.3725	0.0018	0.0	0.1295	0.7980	0.2228	0.1472	0.9070	0.2533	0.1386	0.8541	0.2385	0.1298	0.7996	0.2233

Framework versions

Transformers 4.40.2
Pytorch 2.3.1+cu121
Datasets 2.20.0
Tokenizers 0.19.1

nttaii
/

bert-base-multilingual-cased-iob2-20240816182436

bert-base-multilingual-cased-iob2-20240816182436

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

Model tree for nttaii/bert-base-multilingual-cased-iob2-20240816182436

Evaluation results