bert-base-multilingual-cased-iob2-20250312154031

This model was trained from scratch on an unknown dataset. It achieves the following results on the evaluation set:

Loss: 2.4749
Overall Strict Precision: 0.4236
Overall Strict Recall: 0.6436
Overall Strict F1: 0.5109
Overall Ent Type Precision: 0.4560
Overall Ent Type Recall: 0.6928
Overall Ent Type F1: 0.5500
Overall Partial Precision: 0.5551
Overall Partial Recall: 0.8434
Overall Partial F1: 0.6695
Overall Exact Precision: 0.5127
Overall Exact Recall: 0.7790
Overall Exact F1: 0.6183
Hoteltaxcode Strict Precision: 0.0026
Hoteltaxcode Strict Recall: 0.4709
Hoteltaxcode Strict F1: 0.0051
Hoteltaxcode Ent Type Precision: 0.0027
Hoteltaxcode Ent Type Recall: 0.4942
Hoteltaxcode Ent Type F1: 0.0054
Hoteltaxcode Partial Precision: 0.0044
Hoteltaxcode Partial Recall: 0.8110
Hoteltaxcode Partial F1: 0.0088
Hoteltaxcode Exact Precision: 0.0042
Hoteltaxcode Exact Recall: 0.7616
Hoteltaxcode Exact F1: 0.0083
Roomno Strict Precision: 0.0764
Roomno Strict Recall: 0.5056
Roomno Strict F1: 0.1327
Roomno Ent Type Precision: 0.0781
Roomno Ent Type Recall: 0.5168
Roomno Ent Type F1: 0.1357
Roomno Partial Precision: 0.1196
Roomno Partial Recall: 0.7914
Roomno Partial F1: 0.2078
Roomno Exact Precision: 0.1101
Roomno Exact Recall: 0.7285
Roomno Exact F1: 0.1913
Companycity Strict Precision: 0.0643
Companycity Strict Recall: 0.8897
Companycity Strict F1: 0.1200
Companycity Ent Type Precision: 0.0659
Companycity Ent Type Recall: 0.9114
Companycity Ent Type F1: 0.1229
Companycity Partial Precision: 0.0682
Companycity Partial Recall: 0.9434
Companycity Partial F1: 0.1272
Companycity Exact Precision: 0.0668
Companycity Exact Recall: 0.9241
Companycity Exact F1: 0.1246
Taxamount Strict Precision: 0.0070
Taxamount Strict Recall: 0.4901
Taxamount Strict F1: 0.0138
Taxamount Ent Type Precision: 0.0072
Taxamount Ent Type Recall: 0.5033
Taxamount Ent Type F1: 0.0141
Taxamount Partial Precision: 0.0120
Taxamount Partial Recall: 0.8411
Taxamount Partial F1: 0.0236
Taxamount Exact Precision: 0.0117
Taxamount Exact Recall: 0.8212
Taxamount Exact F1: 0.0231
Documenttype Strict Precision: 0.0
Documenttype Strict Recall: 0.0
Documenttype Strict F1: 0
Documenttype Ent Type Precision: 0.0
Documenttype Ent Type Recall: 0.0
Documenttype Ent Type F1: 0
Documenttype Partial Precision: 0.0102
Documenttype Partial Recall: 0.7623
Documenttype Partial F1: 0.0202
Documenttype Exact Precision: 0.0083
Documenttype Exact Recall: 0.6183
Documenttype Exact F1: 0.0164
Pagenumber Strict Precision: 0.0074
Pagenumber Strict Recall: 0.1446
Pagenumber Strict F1: 0.0141
Pagenumber Ent Type Precision: 0.0133
Pagenumber Ent Type Recall: 0.2592
Pagenumber Ent Type F1: 0.0252
Pagenumber Partial Precision: 0.0125
Pagenumber Partial Recall: 0.2448
Pagenumber Partial F1: 0.0238
Pagenumber Exact Precision: 0.0090
Pagenumber Exact Recall: 0.1752
Pagenumber Exact F1: 0.0171
Bookingnumber Strict Precision: 0.0026
Bookingnumber Strict Recall: 0.3144
Bookingnumber Strict F1: 0.0052
Bookingnumber Ent Type Precision: 0.0029
Bookingnumber Ent Type Recall: 0.3523
Bookingnumber Ent Type F1: 0.0058
Bookingnumber Partial Precision: 0.0063
Bookingnumber Partial Recall: 0.7538
Bookingnumber Partial F1: 0.0125
Bookingnumber Exact Precision: 0.0058
Bookingnumber Exact Recall: 0.6932
Bookingnumber Exact F1: 0.0115
Invoicedate Strict Precision: 0.0004
Invoicedate Strict Recall: 0.0302
Invoicedate Strict F1: 0.0009
Invoicedate Ent Type Precision: 0.0004
Invoicedate Ent Type Recall: 0.0302
Invoicedate Ent Type F1: 0.0009
Invoicedate Partial Precision: 0.0127
Invoicedate Partial Recall: 0.8718
Invoicedate Partial F1: 0.0251
Invoicedate Exact Precision: 0.0121
Invoicedate Exact Recall: 0.8319
Invoicedate Exact F1: 0.0239
Hotelname Strict Precision: 0.0564
Hotelname Strict Recall: 0.5298
Hotelname Strict F1: 0.1019
Hotelname Ent Type Precision: 0.0807
Hotelname Ent Type Recall: 0.7586
Hotelname Ent Type F1: 0.1459
Hotelname Partial Precision: 0.0794
Hotelname Partial Recall: 0.7458
Hotelname Partial F1: 0.1435
Hotelname Exact Precision: 0.0591
Hotelname Exact Recall: 0.5551
Hotelname Exact F1: 0.1068
Companyname Strict Precision: 0.0729
Companyname Strict Recall: 0.7537
Companyname Strict F1: 0.1330
Companyname Ent Type Precision: 0.0840
Companyname Ent Type Recall: 0.8682
Companyname Ent Type F1: 0.1532
Companyname Partial Precision: 0.0832
Companyname Partial Recall: 0.8601
Companyname Partial F1: 0.1517
Companyname Exact Precision: 0.0744
Companyname Exact Recall: 0.7692
Companyname Exact F1: 0.1357
Cardnumber Strict Precision: 0.0
Cardnumber Strict Recall: 0.0
Cardnumber Strict F1: 0
Cardnumber Ent Type Precision: 0.0
Cardnumber Ent Type Recall: 0.0
Cardnumber Ent Type F1: 0
Cardnumber Partial Precision: 0.0063
Cardnumber Partial Recall: 0.3674
Cardnumber Partial F1: 0.0124
Cardnumber Exact Precision: 0.0036
Cardnumber Exact Recall: 0.2118
Cardnumber Exact F1: 0.0071
Hotelvatnumber Strict Precision: 0.0144
Hotelvatnumber Strict Recall: 0.6306
Hotelvatnumber Strict F1: 0.0281
Hotelvatnumber Ent Type Precision: 0.0146
Hotelvatnumber Ent Type Recall: 0.6389
Hotelvatnumber Ent Type F1: 0.0285
Hotelvatnumber Partial Precision: 0.0209
Hotelvatnumber Partial Recall: 0.9186
Hotelvatnumber Partial F1: 0.0409
Hotelvatnumber Exact Precision: 0.0202
Hotelvatnumber Exact Recall: 0.8878
Hotelvatnumber Exact F1: 0.0396
Cardtype Strict Precision: 0.0
Cardtype Strict Recall: 0.0
Cardtype Strict F1: 0
Cardtype Ent Type Precision: 0.0
Cardtype Ent Type Recall: 0.0
Cardtype Ent Type F1: 0
Cardtype Partial Precision: 0.0029
Cardtype Partial Recall: 0.6571
Cardtype Partial F1: 0.0058
Cardtype Exact Precision: 0.0025
Cardtype Exact Recall: 0.5643
Cardtype Exact F1: 0.0050
Hoteladdress Strict Precision: 0.0224
Hoteladdress Strict Recall: 0.5509
Hoteladdress Strict F1: 0.0430
Hoteladdress Ent Type Precision: 0.0249
Hoteladdress Ent Type Recall: 0.6113
Hoteladdress Ent Type F1: 0.0478
Hoteladdress Partial Precision: 0.0310
Hoteladdress Partial Recall: 0.7630
Hoteladdress Partial F1: 0.0596
Hoteladdress Exact Precision: 0.0253
Hoteladdress Exact Recall: 0.6234
Hoteladdress Exact F1: 0.0487
Companyvatnumber Strict Precision: 0.0061
Companyvatnumber Strict Recall: 0.5630
Companyvatnumber Strict F1: 0.0120
Companyvatnumber Ent Type Precision: 0.0062
Companyvatnumber Ent Type Recall: 0.5806
Companyvatnumber Ent Type F1: 0.0124
Companyvatnumber Partial Precision: 0.0099
Companyvatnumber Partial Recall: 0.9194
Companyvatnumber Partial F1: 0.0196
Companyvatnumber Exact Precision: 0.0096
Companyvatnumber Exact Recall: 0.8944
Companyvatnumber Exact F1: 0.0190
Hotelzipcode Strict Precision: 0.0420
Hotelzipcode Strict Recall: 0.7893
Hotelzipcode Strict F1: 0.0797
Hotelzipcode Ent Type Precision: 0.0425
Hotelzipcode Ent Type Recall: 0.7984
Hotelzipcode Ent Type F1: 0.0806
Hotelzipcode Partial Precision: 0.0511
Hotelzipcode Partial Recall: 0.9611
Hotelzipcode Partial F1: 0.0971
Hotelzipcode Exact Precision: 0.0505
Hotelzipcode Exact Recall: 0.9489
Hotelzipcode Exact F1: 0.0958
Hotelemail Strict Precision: 0.0373
Hotelemail Strict Recall: 0.8821
Hotelemail Strict F1: 0.0715
Hotelemail Ent Type Precision: 0.0385
Hotelemail Ent Type Recall: 0.9118
Hotelemail Ent Type F1: 0.0739
Hotelemail Partial Precision: 0.0402
Hotelemail Partial Recall: 0.9516
Hotelemail Partial F1: 0.0771
Hotelemail Exact Precision: 0.0394
Hotelemail Exact Recall: 0.9335
Hotelemail Exact F1: 0.0757
Travellername Strict Precision: 0.0695
Travellername Strict Recall: 0.5876
Travellername Strict F1: 0.1244
Travellername Ent Type Precision: 0.0800
Travellername Ent Type Recall: 0.6760
Travellername Ent Type F1: 0.1431
Travellername Partial Precision: 0.0943
Travellername Partial Recall: 0.7967
Travellername Partial F1: 0.1686
Travellername Exact Precision: 0.0789
Travellername Exact Recall: 0.6667
Travellername Exact F1: 0.1411
Hotelfaxnumber Strict Precision: 0.0069
Hotelfaxnumber Strict Recall: 0.6395
Hotelfaxnumber Strict F1: 0.0137
Hotelfaxnumber Ent Type Precision: 0.0073
Hotelfaxnumber Ent Type Recall: 0.6773
Hotelfaxnumber Ent Type F1: 0.0145
Hotelfaxnumber Partial Precision: 0.0091
Hotelfaxnumber Partial Recall: 0.8416
Hotelfaxnumber Partial F1: 0.0181
Hotelfaxnumber Exact Precision: 0.0080
Hotelfaxnumber Exact Recall: 0.7384
Hotelfaxnumber Exact F1: 0.0158
Hotelcountry Strict Precision: 0.0095
Hotelcountry Strict Recall: 0.5661
Hotelcountry Strict F1: 0.0187
Hotelcountry Ent Type Precision: 0.0096
Hotelcountry Ent Type Recall: 0.5680
Hotelcountry Ent Type F1: 0.0188
Hotelcountry Partial Precision: 0.0157
Hotelcountry Partial Recall: 0.9339
Hotelcountry Partial F1: 0.0309
Hotelcountry Exact Precision: 0.0156
Hotelcountry Exact Recall: 0.9292
Hotelcountry Exact F1: 0.0308
Reservationnumber Strict Precision: 0.0116
Reservationnumber Strict Recall: 0.3652
Reservationnumber Strict F1: 0.0225
Reservationnumber Ent Type Precision: 0.0116
Reservationnumber Ent Type Recall: 0.3652
Reservationnumber Ent Type F1: 0.0225
Reservationnumber Partial Precision: 0.0242
Reservationnumber Partial Recall: 0.7617
Reservationnumber Partial F1: 0.0469
Reservationnumber Exact Precision: 0.0227
Reservationnumber Exact Recall: 0.7158
Reservationnumber Exact F1: 0.0441
Checkin Strict Precision: 0.0004
Checkin Strict Recall: 0.0254
Checkin Strict F1: 0.0007
Checkin Ent Type Precision: 0.0004
Checkin Ent Type Recall: 0.0297
Checkin Ent Type F1: 0.0009
Checkin Partial Precision: 0.0119
Checkin Partial Recall: 0.8030
Checkin Partial F1: 0.0235
Checkin Exact Precision: 0.0113
Checkin Exact Recall: 0.7585
Checkin Exact F1: 0.0222
Externalreservationnumber Strict Precision: 0.0014
Externalreservationnumber Strict Recall: 0.4688
Externalreservationnumber Strict F1: 0.0028
Externalreservationnumber Ent Type Precision: 0.0015
Externalreservationnumber Ent Type Recall: 0.4896
Externalreservationnumber Ent Type F1: 0.0030
Externalreservationnumber Partial Precision: 0.0028
Externalreservationnumber Partial Recall: 0.9062
Externalreservationnumber Partial F1: 0.0055
Externalreservationnumber Exact Precision: 0.0027
Externalreservationnumber Exact Recall: 0.875
Externalreservationnumber Exact F1: 0.0053
Currencycode Strict Precision: 0.1125
Currencycode Strict Recall: 0.8744
Currencycode Strict F1: 0.1994
Currencycode Ent Type Precision: 0.1128
Currencycode Ent Type Recall: 0.8763
Currencycode Ent Type F1: 0.1998
Currencycode Partial Precision: 0.1241
Currencycode Partial Recall: 0.9645
Currencycode Partial F1: 0.2199
Currencycode Exact Precision: 0.1219
Currencycode Exact Recall: 0.9472
Currencycode Exact F1: 0.2160
Companyzipcode Strict Precision: 0.0626
Companyzipcode Strict Recall: 0.8942
Companyzipcode Strict F1: 0.1171
Companyzipcode Ent Type Precision: 0.0634
Companyzipcode Ent Type Recall: 0.9044
Companyzipcode Ent Type F1: 0.1184
Companyzipcode Partial Precision: 0.0683
Companyzipcode Partial Recall: 0.9750
Companyzipcode Partial F1: 0.1277
Companyzipcode Exact Precision: 0.0673
Companyzipcode Exact Recall: 0.9606
Companyzipcode Exact F1: 0.1258
Companycountry Strict Precision: 0.0516
Companycountry Strict Recall: 0.9059
Companycountry Strict F1: 0.0976
Companycountry Ent Type Precision: 0.0517
Companycountry Ent Type Recall: 0.9069
Companycountry Ent Type F1: 0.0977
Companycountry Partial Precision: 0.0541
Companycountry Partial Recall: 0.9506
Companycountry Partial F1: 0.1024
Companycountry Exact Precision: 0.0539
Companycountry Exact Recall: 0.9461
Companycountry Exact F1: 0.1020
Invoicenumber Strict Precision: 0.0673
Invoicenumber Strict Recall: 0.8793
Invoicenumber Strict F1: 0.1251
Invoicenumber Ent Type Precision: 0.0716
Invoicenumber Ent Type Recall: 0.9346
Invoicenumber Ent Type F1: 0.1330
Invoicenumber Partial Precision: 0.0731
Invoicenumber Partial Recall: 0.9550
Invoicenumber Partial F1: 0.1359
Invoicenumber Exact Precision: 0.0707
Invoicenumber Exact Recall: 0.9235
Invoicenumber Exact F1: 0.1314
Companyaddress Strict Precision: 0.0640
Companyaddress Strict Recall: 0.8674
Companyaddress Strict F1: 0.1193
Companyaddress Ent Type Precision: 0.0656
Companyaddress Ent Type Recall: 0.8878
Companyaddress Ent Type F1: 0.1221
Companyaddress Partial Precision: 0.0685
Companyaddress Partial Recall: 0.9273
Companyaddress Partial F1: 0.1275
Companyaddress Exact Precision: 0.0657
Companyaddress Exact Recall: 0.8898
Companyaddress Exact F1: 0.1224
Hotelphonenumber Strict Precision: 0.0245
Hotelphonenumber Strict Recall: 0.7391
Hotelphonenumber Strict F1: 0.0475
Hotelphonenumber Ent Type Precision: 0.0259
Hotelphonenumber Ent Type Recall: 0.7799
Hotelphonenumber Ent Type F1: 0.0501
Hotelphonenumber Partial Precision: 0.0298
Hotelphonenumber Partial Recall: 0.8983
Hotelphonenumber Partial F1: 0.0577
Hotelphonenumber Exact Precision: 0.0270
Hotelphonenumber Exact Recall: 0.8134
Hotelphonenumber Exact F1: 0.0523
Hotelbankaccount Strict Precision: 0.0000
Hotelbankaccount Strict Recall: 0.0061
Hotelbankaccount Strict F1: 0.0001
Hotelbankaccount Ent Type Precision: 0.0000
Hotelbankaccount Ent Type Recall: 0.0061
Hotelbankaccount Ent Type F1: 0.0001
Hotelbankaccount Partial Precision: 0.0026
Hotelbankaccount Partial Recall: 0.4970
Hotelbankaccount Partial F1: 0.0051
Hotelbankaccount Exact Precision: 0.0010
Hotelbankaccount Exact Recall: 0.1890
Hotelbankaccount Exact F1: 0.0020
Hotelcity Strict Precision: 0.0378
Hotelcity Strict Recall: 0.7294
Hotelcity Strict F1: 0.0719
Hotelcity Ent Type Precision: 0.0392
Hotelcity Ent Type Recall: 0.7569
Hotelcity Ent Type F1: 0.0746
Hotelcity Partial Precision: 0.0480
Hotelcity Partial Recall: 0.9255
Hotelcity Partial F1: 0.0912
Hotelcity Exact Precision: 0.0466
Hotelcity Exact Recall: 0.8995
Hotelcity Exact F1: 0.0886
Grossamount Strict Precision: 0.0270
Grossamount Strict Recall: 0.4379
Grossamount Strict F1: 0.0509
Grossamount Ent Type Precision: 0.0300
Grossamount Ent Type Recall: 0.4868
Grossamount Ent Type F1: 0.0566
Grossamount Partial Precision: 0.0478
Grossamount Partial Recall: 0.7737
Grossamount Partial F1: 0.0900
Grossamount Exact Precision: 0.0436
Grossamount Exact Recall: 0.7065
Grossamount Exact F1: 0.0821
Checkout Strict Precision: 0.0005
Checkout Strict Recall: 0.0416
Checkout Strict F1: 0.0010
Checkout Ent Type Precision: 0.0005
Checkout Ent Type Recall: 0.0442
Checkout Ent Type F1: 0.0011
Checkout Partial Precision: 0.0109
Checkout Partial Recall: 0.9026
Checkout Partial F1: 0.0216
Checkout Exact Precision: 0.0106
Checkout Exact Recall: 0.8727
Checkout Exact F1: 0.0209
Netamount Strict Precision: 0.0098
Netamount Strict Recall: 0.4161
Netamount Strict F1: 0.0192
Netamount Ent Type Precision: 0.0104
Netamount Ent Type Recall: 0.4386
Netamount Ent Type F1: 0.0202
Netamount Partial Precision: 0.0192
Netamount Partial Recall: 0.8131
Netamount Partial F1: 0.0375
Netamount Exact Precision: 0.0180
Netamount Exact Recall: 0.7635
Netamount Exact F1: 0.0352

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: 1e-06
train_batch_size: 8
eval_batch_size: 8
seed: 42
gradient_accumulation_steps: 32
total_train_batch_size: 256
optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
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	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	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	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	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	Documenttype Partial Precision	Documenttype Partial Recall	Documenttype Partial F1	Documenttype Exact Precision	Documenttype Exact Recall	Documenttype 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	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	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	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	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	Cardnumber Partial Precision	Cardnumber Partial Recall	Cardnumber Partial F1	Cardnumber Exact Precision	Cardnumber Exact Recall	Cardnumber Exact F1	Hotelvatnumber Strict Precision	Hotelvatnumber Strict Recall	Hotelvatnumber Strict F1	Hotelvatnumber Ent Type Precision	Hotelvatnumber Ent Type Recall	Hotelvatnumber Ent Type F1	Hotelvatnumber Partial Precision	Hotelvatnumber Partial Recall	Hotelvatnumber Partial F1	Hotelvatnumber Exact Precision	Hotelvatnumber Exact Recall	Hotelvatnumber Exact F1	Cardtype Partial Precision	Cardtype Partial Recall	Cardtype Partial F1	Cardtype Exact Precision	Cardtype Exact Recall	Cardtype 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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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
153.2239	0.9644	11	4.8171	0.3785	0.7480	0.5027	0.4066	0.8035	0.5400	0.4592	0.9074	0.6098	0.4338	0.8572	0.5761	0.0019	0.5662	0.0038	0.0020	0.5956	0.0040	0.0030	0.8860	0.0060	0.0028	0.8309	0.0056	0.0428	0.7142	0.0808	0.0439	0.7319	0.0828	0.0516	0.8605	0.0973	0.0508	0.8475	0.0959	0.0506	0.9007	0.0958	0.0521	0.9275	0.0986	0.0531	0.9462	0.1006	0.0520	0.9267	0.0985	0.0049	0.6523	0.0097	0.0049	0.6623	0.0098	0.0072	0.9636	0.0143	0.0070	0.9437	0.0140	0.0064	0.8470	0.0126	0.0054	0.7237	0.0108	0.0014	0.7368	0.0028	0.0014	0.7632	0.0029	0.0014	0.75	0.0028	0.0014	0.7368	0.0028	0.0013	0.3923	0.0025	0.0013	0.4154	0.0027	0.0023	0.7154	0.0046	0.0022	0.6692	0.0043	0.0003	0.0368	0.0006	0.0003	0.0399	0.0006	0.0077	0.9525	0.0152	0.0075	0.9264	0.0148	0.0365	0.5306	0.0684	0.0553	0.8033	0.1035	0.0509	0.7384	0.0952	0.0376	0.5458	0.0703	0.0567	0.8184	0.1061	0.0639	0.9226	0.1196	0.0619	0.8940	0.1159	0.0571	0.8248	0.1069	0.0008	0.6429	0.0016	0.0004	0.3061	0.0007	0.0102	0.6239	0.0201	0.0105	0.6403	0.0207	0.0151	0.9187	0.0297	0.0146	0.8881	0.0287	0.0012	0.7071	0.0025	0.0011	0.6143	0.0021	0.0149	0.5363	0.0289	0.0174	0.6273	0.0338	0.0210	0.7590	0.0409	0.0171	0.6159	0.0332	0.0043	0.6206	0.0086	0.0044	0.6277	0.0087	0.0066	0.9415	0.0130	0.0064	0.9220	0.0128	0.0276	0.7862	0.0534	0.0280	0.7958	0.0541	0.0337	0.9583	0.0651	0.0332	0.9447	0.0642	0.0289	0.9010	0.0561	0.0300	0.9340	0.0581	0.0312	0.9704	0.0604	0.0306	0.9513	0.0592	0.0497	0.6829	0.0926	0.0587	0.8069	0.1095	0.0616	0.8465	0.1148	0.0537	0.7382	0.1001	0.0053	0.6729	0.0106	0.0057	0.7196	0.0113	0.0070	0.8785	0.0138	0.0061	0.7664	0.0120	0.0064	0.5495	0.0127	0.0064	0.5516	0.0127	0.0112	0.96	0.0222	0.0112	0.9579	0.0221	0.0085	0.6131	0.0168	0.0087	0.6237	0.0171	0.0126	0.9081	0.0249	0.0122	0.8799	0.0241	0.0003	0.0340	0.0005	0.0003	0.0370	0.0006	0.0076	0.9460	0.0150	0.0074	0.9198	0.0146	0.0012	0.3902	0.0024	0.0012	0.4065	0.0025	0.0026	0.8537	0.0052	0.0025	0.8211	0.0050	0.0885	0.9249	0.1615	0.0886	0.9263	0.1617	0.0938	0.9803	0.1712	0.0934	0.9760	0.1704	0.0494	0.9091	0.0937	0.0498	0.9169	0.0945	0.0531	0.9777	0.1008	0.0523	0.9623	0.0992	0.0399	0.9253	0.0764	0.0399	0.9270	0.0766	0.0413	0.9582	0.0792	0.0412	0.9557	0.0790	0.0519	0.8884	0.0980	0.0553	0.9466	0.1044	0.0559	0.9582	0.1057	0.0541	0.9269	0.1023	0.0502	0.8686	0.0949	0.0519	0.8991	0.0982	0.0536	0.9276	0.1013	0.0514	0.8898	0.0972	0.0190	0.7536	0.0370	0.0201	0.7988	0.0393	0.0227	0.9004	0.0443	0.0206	0.8162	0.0401	0.0	0.0	0	0.0	0.0	0	0.0	0.0	0	0.0	0.0	0	0.0241	0.7297	0.0466	0.0250	0.7597	0.0485	0.0311	0.9423	0.0601	0.0302	0.9167	0.0585	0.0121	0.5724	0.0238	0.0126	0.5920	0.0246	0.0196	0.9253	0.0384	0.0192	0.9046	0.0376	0.0002	0.0292	0.0005	0.0003	0.0380	0.0006	0.0077	0.9137	0.0153	0.0075	0.8918	0.0149	0.0056	0.5329	0.0111	0.0057	0.5469	0.0114	0.0092	0.8721	0.0181	0.0087	0.8333	0.0173
136.584	1.9644	22	4.6189	0.3851	0.7426	0.5072	0.4133	0.7970	0.5443	0.4700	0.9064	0.6191	0.4437	0.8557	0.5844	0.0020	0.5693	0.0039	0.0021	0.5912	0.0041	0.0031	0.8905	0.0062	0.0029	0.8394	0.0058	0.0483	0.7261	0.0906	0.0494	0.7426	0.0927	0.0591	0.8879	0.1108	0.0582	0.8738	0.1091	0.0519	0.9007	0.0981	0.0534	0.9265	0.1009	0.0546	0.9485	0.1033	0.0535	0.9286	0.1011	0.0050	0.6525	0.0100	0.0051	0.6557	0.0100	0.0074	0.9623	0.0147	0.0073	0.9508	0.0145	0.0067	0.8548	0.0133	0.0057	0.7290	0.0113	0.0014	0.45	0.0027	0.0014	0.4667	0.0028	0.0014	0.4583	0.0028	0.0014	0.45	0.0027	0.0014	0.3775	0.0029	0.0016	0.4172	0.0032	0.0028	0.7318	0.0056	0.0026	0.6821	0.0052	0.0003	0.0398	0.0007	0.0003	0.0398	0.0007	0.0079	0.9541	0.0156	0.0077	0.9297	0.0152	0.0388	0.5317	0.0724	0.0587	0.8045	0.1095	0.0541	0.7407	0.1008	0.0398	0.5453	0.0742	0.0585	0.8191	0.1092	0.0657	0.9193	0.1226	0.0638	0.8935	0.1191	0.0589	0.8248	0.1100	0.0009	0.6339	0.0018	0.0004	0.2857	0.0008	0.0107	0.6254	0.0211	0.0111	0.6443	0.0218	0.0158	0.9227	0.0312	0.0153	0.8907	0.0301	0.0014	0.7533	0.0029	0.0013	0.6667	0.0025	0.0154	0.5381	0.0299	0.0179	0.6256	0.0348	0.0219	0.7669	0.0427	0.0177	0.6196	0.0345	0.0044	0.5986	0.0088	0.0046	0.6156	0.0091	0.0068	0.9201	0.0136	0.0067	0.9014	0.0133	0.0285	0.7796	0.0550	0.0288	0.7890	0.0556	0.0347	0.9509	0.0670	0.0343	0.9375	0.0661	0.0296	0.9025	0.0574	0.0307	0.9348	0.0595	0.0319	0.9719	0.0618	0.0313	0.9535	0.0607	0.0521	0.6706	0.0966	0.0610	0.7857	0.1132	0.0657	0.8467	0.1220	0.0574	0.7392	0.1065	0.0055	0.6791	0.0109	0.0059	0.7227	0.0116	0.0071	0.8801	0.0142	0.0063	0.7726	0.0124	0.0067	0.5460	0.0133	0.0067	0.5481	0.0133	0.0118	0.9622	0.0234	0.0118	0.9591	0.0233	0.0089	0.6014	0.0176	0.0091	0.6098	0.0179	0.0136	0.9147	0.0268	0.0133	0.8919	0.0261	0.0003	0.0396	0.0007	0.0004	0.0427	0.0007	0.0079	0.9482	0.0156	0.0076	0.9207	0.0151	0.0012	0.3672	0.0024	0.0013	0.3906	0.0025	0.0027	0.8164	0.0053	0.0025	0.7812	0.0051	0.0907	0.9126	0.1650	0.0908	0.9140	0.1652	0.0967	0.9729	0.1759	0.0961	0.9672	0.1748	0.0505	0.9028	0.0956	0.0509	0.9110	0.0965	0.0545	0.9740	0.1031	0.0536	0.9587	0.1015	0.0409	0.9219	0.0783	0.0409	0.9230	0.0784	0.0424	0.9560	0.0812	0.0423	0.9533	0.0809	0.0533	0.8893	0.1006	0.0567	0.9461	0.1070	0.0575	0.9590	0.1085	0.0557	0.9289	0.1050	0.0514	0.8637	0.0971	0.0530	0.8911	0.1001	0.0548	0.9208	0.1035	0.0526	0.8839	0.0993	0.0195	0.7553	0.0381	0.0206	0.7975	0.0402	0.0233	0.9016	0.0454	0.0212	0.8196	0.0413	0.0	0.0	0	0.0	0.0	0	0.0000	0.25	0.0000	0.0	0.0	0	0.0249	0.7247	0.0481	0.0260	0.7563	0.0502	0.0322	0.9391	0.0623	0.0313	0.9118	0.0605	0.0130	0.5694	0.0254	0.0135	0.5945	0.0265	0.0210	0.9235	0.0412	0.0205	0.9016	0.0402	0.0004	0.0440	0.0008	0.0005	0.0557	0.0010	0.0081	0.9443	0.0161	0.0079	0.9179	0.0157	0.0058	0.5169	0.0115	0.0060	0.5326	0.0118	0.0098	0.8753	0.0194	0.0093	0.8292	0.0184
147.0991	2.9644	33	4.2630	0.3942	0.7355	0.5133	0.4226	0.7885	0.5503	0.4849	0.9046	0.6313	0.4566	0.8518	0.5945	0.0021	0.5755	0.0042	0.0021	0.5827	0.0042	0.0033	0.9029	0.0066	0.0031	0.8561	0.0062	0.0552	0.7489	0.1028	0.0561	0.7622	0.1046	0.0675	0.9164	0.1257	0.0665	0.9024	0.1238	0.0536	0.8993	0.1013	0.0551	0.9239	0.1040	0.0566	0.9484	0.1068	0.0554	0.9285	0.1045	0.0051	0.6355	0.0102	0.0052	0.6452	0.0104	0.0077	0.9565	0.0154	0.0076	0.9387	0.0151	0.0071	0.8323	0.0140	0.0060	0.7015	0.0118	0.0014	0.3576	0.0028	0.0015	0.3775	0.0030	0.0015	0.3675	0.0029	0.0014	0.3576	0.0028	0.0018	0.3895	0.0035	0.0019	0.4302	0.0039	0.0036	0.8081	0.0073	0.0034	0.7616	0.0068	0.0003	0.0390	0.0007	0.0004	0.0420	0.0007	0.0082	0.9444	0.0163	0.0080	0.9189	0.0158	0.0433	0.5583	0.0804	0.0628	0.8098	0.1166	0.0593	0.7639	0.1100	0.0445	0.5740	0.0826	0.0607	0.8072	0.1128	0.0682	0.9070	0.1268	0.0665	0.8852	0.1238	0.0612	0.8146	0.1139	0.0012	0.6284	0.0024	0.0006	0.3108	0.0012	0.0115	0.6312	0.0226	0.0118	0.6468	0.0232	0.0169	0.9248	0.0331	0.0163	0.8922	0.0320	0.0017	0.7021	0.0035	0.0016	0.6383	0.0031	0.0163	0.5323	0.0315	0.0189	0.6178	0.0366	0.0233	0.7632	0.0452	0.0187	0.6127	0.0363	0.0048	0.5961	0.0095	0.0049	0.6059	0.0096	0.0074	0.9267	0.0148	0.0073	0.9121	0.0145	0.0304	0.7733	0.0586	0.0309	0.7843	0.0594	0.0372	0.9453	0.0716	0.0366	0.9305	0.0705	0.0308	0.8982	0.0595	0.0318	0.9294	0.0616	0.0331	0.9673	0.0641	0.0325	0.9495	0.0629	0.0547	0.6440	0.1009	0.0646	0.7599	0.1190	0.0707	0.8315	0.1303	0.0605	0.7115	0.1115	0.0057	0.6697	0.0113	0.0061	0.7125	0.0121	0.0074	0.8670	0.0147	0.0065	0.7584	0.0128	0.0077	0.5617	0.0152	0.0077	0.5636	0.0152	0.0131	0.9592	0.0259	0.0131	0.9564	0.0258	0.0093	0.5599	0.0184	0.0094	0.5645	0.0185	0.0150	0.9020	0.0296	0.0147	0.8818	0.0289	0.0003	0.0356	0.0006	0.0004	0.0415	0.0007	0.0083	0.9451	0.0165	0.0081	0.9169	0.0160	0.0012	0.4052	0.0025	0.0013	0.4310	0.0026	0.0028	0.9138	0.0055	0.0027	0.8879	0.0054	0.0940	0.8943	0.1702	0.0941	0.8955	0.1704	0.1014	0.9643	0.1835	0.1004	0.9548	0.1817	0.0523	0.9047	0.0989	0.0528	0.9128	0.0998	0.0566	0.9783	0.1069	0.0558	0.9648	0.1055	0.0422	0.9210	0.0808	0.0423	0.9226	0.0809	0.0439	0.9569	0.0839	0.0438	0.9539	0.0837	0.0553	0.8895	0.1041	0.0588	0.9467	0.1108	0.0597	0.9608	0.1124	0.0578	0.9296	0.1088	0.0532	0.8591	0.1002	0.0547	0.8840	0.1031	0.0568	0.9178	0.1070	0.0546	0.8812	0.1028	0.0203	0.7467	0.0394	0.0214	0.7883	0.0416	0.0244	0.8979	0.0474	0.0221	0.8147	0.0430	0.0	0.0	0	0.0000	0.1667	0.0001	0.0001	0.5	0.0002	0.0	0.0	0	0.0270	0.7335	0.0522	0.0280	0.7596	0.0540	0.0348	0.9428	0.0671	0.0339	0.9187	0.0653	0.0142	0.5386	0.0276	0.0157	0.5982	0.0306	0.0235	0.8954	0.0458	0.0223	0.8495	0.0435	0.0004	0.0471	0.0008	0.0005	0.0559	0.0010	0.0084	0.9515	0.0167	0.0082	0.9294	0.0164	0.0061	0.4756	0.0120	0.0064	0.4959	0.0125	0.0107	0.8364	0.0212	0.0100	0.7805	0.0197
126.0149	3.9644	44	3.7196	0.4036	0.7260	0.5187	0.4316	0.7764	0.5548	0.5009	0.9010	0.6438	0.4701	0.8457	0.6043	0.0022	0.5634	0.0043	0.0022	0.5704	0.0044	0.0035	0.9085	0.0070	0.0034	0.8662	0.0067	0.0605	0.7313	0.1118	0.0614	0.7414	0.1133	0.0753	0.9096	0.1391	0.0738	0.8922	0.1364	0.0558	0.8984	0.1050	0.0572	0.9212	0.1077	0.0588	0.9476	0.1107	0.0576	0.9279	0.1084	0.0053	0.6156	0.0106	0.0054	0.625	0.0108	0.0082	0.9453	0.0163	0.0080	0.9219	0.0159	0.0077	0.8328	0.0153	0.0065	0.7038	0.0129	0.0031	0.6457	0.0061	0.0039	0.8229	0.0078	0.0037	0.7686	0.0073	0.0032	0.6743	0.0064	0.0021	0.3969	0.0042	0.0022	0.4175	0.0044	0.0044	0.8273	0.0087	0.0043	0.8041	0.0085	0.0004	0.0409	0.0008	0.0004	0.0409	0.0008	0.0088	0.9532	0.0175	0.0086	0.9298	0.0171	0.0463	0.5577	0.0855	0.0663	0.7995	0.1225	0.0635	0.7650	0.1172	0.0478	0.5759	0.0883	0.0630	0.7845	0.1167	0.0715	0.8905	0.1324	0.0702	0.8743	0.1300	0.0639	0.7952	0.1182	0.0019	0.6216	0.0038	0.0010	0.3423	0.0021	0.0122	0.6290	0.0240	0.0125	0.6441	0.0246	0.0180	0.9228	0.0353	0.0173	0.8883	0.0339	0.0019	0.6912	0.0038	0.0017	0.6078	0.0034	0.0175	0.5345	0.0338	0.0201	0.6141	0.0389	0.0248	0.7587	0.0480	0.0199	0.6076	0.0385	0.0052	0.6013	0.0102	0.0052	0.6108	0.0104	0.0081	0.9430	0.0160	0.0080	0.9272	0.0158	0.0332	0.7839	0.0638	0.0335	0.7913	0.0644	0.0405	0.9545	0.0776	0.0400	0.9424	0.0767	0.0320	0.8886	0.0618	0.0331	0.9201	0.0640	0.0345	0.9578	0.0666	0.0338	0.9391	0.0653	0.0587	0.6387	0.1075	0.0682	0.7417	0.1248	0.0756	0.8230	0.1385	0.0640	0.6963	0.1172	0.0059	0.6697	0.0118	0.0063	0.7125	0.0125	0.0077	0.8731	0.0154	0.0068	0.7645	0.0134	0.0082	0.5603	0.0161	0.0082	0.5622	0.0161	0.0138	0.9518	0.0273	0.0138	0.9499	0.0272	0.0098	0.4610	0.0192	0.0099	0.4660	0.0195	0.0178	0.8369	0.0349	0.0169	0.7922	0.0331	0.0003	0.0335	0.0006	0.0004	0.0391	0.0008	0.0090	0.9316	0.0179	0.0087	0.8994	0.0173	0.0012	0.3826	0.0024	0.0013	0.4261	0.0027	0.0027	0.8652	0.0054	0.0026	0.8174	0.0051	0.0978	0.8839	0.1761	0.0979	0.8850	0.1763	0.1065	0.9626	0.1918	0.1050	0.9486	0.1890	0.0543	0.9025	0.1025	0.0548	0.9106	0.1034	0.0588	0.9765	0.1109	0.0580	0.9632	0.1094	0.0440	0.9182	0.0839	0.0440	0.9193	0.0840	0.0458	0.9558	0.0873	0.0456	0.9525	0.0870	0.0578	0.8868	0.1085	0.0613	0.9411	0.1151	0.0625	0.9597	0.1174	0.0606	0.9293	0.1137	0.0553	0.8608	0.1039	0.0568	0.8848	0.1068	0.0592	0.9212	0.1112	0.0567	0.8824	0.1065	0.0212	0.7479	0.0411	0.0223	0.7883	0.0434	0.0256	0.9036	0.0497	0.0232	0.8203	0.0451	0.0000	0.0667	0.0001	0.0000	0.0667	0.0001	0.0002	0.5333	0.0004	0.0001	0.1333	0.0001	0.0294	0.7376	0.0566	0.0304	0.7627	0.0586	0.0377	0.9443	0.0725	0.0368	0.9209	0.0707	0.0170	0.5444	0.0329	0.0179	0.5742	0.0347	0.0274	0.8784	0.0531	0.0263	0.8439	0.0510	0.0004	0.0456	0.0009	0.0005	0.0513	0.0010	0.0089	0.9387	0.0177	0.0087	0.9145	0.0172	0.0069	0.4663	0.0136	0.0073	0.4900	0.0143	0.0124	0.8333	0.0244	0.0116	0.7851	0.0229
97.3651	4.9644	55	3.1546	0.4120	0.7073	0.5207	0.4403	0.7557	0.5564	0.5191	0.8909	0.6559	0.4853	0.8331	0.6133	0.0023	0.5063	0.0045	0.0023	0.5127	0.0046	0.0037	0.8259	0.0074	0.0035	0.7848	0.0070	0.0664	0.6565	0.1206	0.0678	0.6704	0.1232	0.0876	0.8658	0.1591	0.0841	0.8313	0.1528	0.0582	0.8977	0.1094	0.0597	0.9209	0.1122	0.0615	0.9478	0.1155	0.0602	0.9284	0.1131	0.0057	0.5430	0.0114	0.0059	0.5565	0.0116	0.0093	0.8777	0.0183	0.0091	0.8575	0.0179	0.0084	0.8065	0.0166	0.0070	0.6703	0.0138	0.0044	0.7969	0.0087	0.0045	0.8281	0.0090	0.0049	0.8932	0.0097	0.0048	0.8698	0.0095	0.0023	0.3814	0.0046	0.0026	0.4186	0.0051	0.0051	0.8256	0.0101	0.0049	0.7953	0.0097	0.0004	0.0374	0.0008	0.0004	0.0374	0.0008	0.0096	0.9091	0.0191	0.0094	0.8824	0.0185	0.0496	0.5487	0.0910	0.0708	0.7826	0.1298	0.0687	0.7596	0.1260	0.0515	0.5699	0.0945	0.0665	0.7824	0.1225	0.0752	0.8859	0.1387	0.0746	0.8780	0.1375	0.0676	0.7960	0.1246	0.0030	0.5524	0.0060	0.0018	0.3246	0.0035	0.0129	0.6296	0.0253	0.0132	0.6433	0.0258	0.0188	0.9191	0.0369	0.0181	0.8848	0.0355	0.0023	0.6807	0.0046	0.0020	0.5882	0.0040	0.0188	0.5297	0.0363	0.0217	0.6102	0.0418	0.0268	0.7539	0.0517	0.0213	0.6	0.0411	0.0054	0.5740	0.0107	0.0055	0.5831	0.0109	0.0087	0.9199	0.0171	0.0085	0.9003	0.0168	0.0358	0.7873	0.0685	0.0361	0.7946	0.0691	0.0436	0.9575	0.0833	0.0430	0.9458	0.0823	0.0336	0.8850	0.0647	0.0347	0.9156	0.0669	0.0362	0.9545	0.0698	0.0355	0.9367	0.0685	0.0624	0.6199	0.1134	0.0722	0.7171	0.1311	0.0821	0.8159	0.1492	0.0689	0.6849	0.1253	0.0062	0.6607	0.0124	0.0066	0.6997	0.0131	0.0082	0.8634	0.0162	0.0072	0.7568	0.0142	0.0086	0.5601	0.0169	0.0087	0.5693	0.0171	0.0144	0.9436	0.0284	0.0143	0.9372	0.0282	0.0104	0.4143	0.0202	0.0104	0.4166	0.0204	0.0208	0.8292	0.0405	0.0200	0.7984	0.0390	0.0003	0.0315	0.0007	0.0004	0.0367	0.0008	0.0098	0.9068	0.0194	0.0094	0.8661	0.0185	0.0013	0.4286	0.0026	0.0013	0.4476	0.0027	0.0027	0.8905	0.0053	0.0026	0.8571	0.0051	0.1024	0.8792	0.1834	0.1025	0.8805	0.1836	0.1122	0.9639	0.2010	0.1103	0.9474	0.1976	0.0568	0.9018	0.1068	0.0573	0.9108	0.1079	0.0615	0.9765	0.1157	0.0606	0.9624	0.1140	0.0463	0.9153	0.0881	0.0463	0.9169	0.0882	0.0483	0.9552	0.0919	0.0481	0.9514	0.0915	0.0606	0.8839	0.1135	0.0644	0.9384	0.1205	0.0657	0.9573	0.1229	0.0635	0.9264	0.1189	0.0579	0.8706	0.1086	0.0593	0.8912	0.1112	0.0619	0.9305	0.1161	0.0594	0.8928	0.1114	0.0221	0.7451	0.0430	0.0233	0.7854	0.0453	0.0268	0.9021	0.0520	0.0243	0.8182	0.0472	0.0000	0.0213	0.0001	0.0000	0.0213	0.0001	0.0007	0.5106	0.0014	0.0002	0.1277	0.0003	0.0329	0.7369	0.0630	0.0342	0.7664	0.0655	0.0419	0.9388	0.0802	0.0408	0.9140	0.0781	0.0198	0.5107	0.0382	0.0207	0.5335	0.0399	0.0323	0.8320	0.0622	0.0311	0.8010	0.0599	0.0005	0.0461	0.0010	0.0005	0.0461	0.0010	0.0096	0.9119	0.0189	0.0093	0.8889	0.0184	0.0077	0.4315	0.0152	0.0082	0.4583	0.0161	0.0144	0.8055	0.0284	0.0134	0.7496	0.0264
89.5139	5.9644	66	2.7698	0.4180	0.6786	0.5173	0.4480	0.7274	0.5545	0.5376	0.8729	0.6654	0.4990	0.8103	0.6176	0.0024	0.4793	0.0049	0.0025	0.4911	0.0050	0.0040	0.7929	0.0080	0.0038	0.7396	0.0075	0.0721	0.5765	0.1282	0.0742	0.5928	0.1319	0.1033	0.8258	0.1837	0.0965	0.7716	0.1716	0.0613	0.8953	0.1148	0.0628	0.9171	0.1176	0.0647	0.9449	0.1212	0.0634	0.9258	0.1187	0.0063	0.5121	0.0125	0.0066	0.5314	0.0130	0.0107	0.8659	0.0212	0.0104	0.8406	0.0206	0.0094	0.8172	0.0185	0.0076	0.6658	0.0151	0.0048	0.5552	0.0096	0.0053	0.6069	0.0105	0.0058	0.6690	0.0116	0.0055	0.6276	0.0108	0.0025	0.3144	0.0050	0.0028	0.3523	0.0055	0.0058	0.7311	0.0115	0.0054	0.6818	0.0107	0.0004	0.0311	0.0008	0.0004	0.0311	0.0008	0.0113	0.8411	0.0223	0.0108	0.8	0.0212	0.0526	0.5334	0.0958	0.0758	0.7681	0.1379	0.0740	0.75	0.1347	0.0551	0.5584	0.1003	0.0697	0.7664	0.1277	0.0797	0.8767	0.1461	0.0789	0.8680	0.1447	0.0708	0.7792	0.1299	0.0051	0.4002	0.0100	0.0027	0.2138	0.0053	0.0136	0.6265	0.0266	0.0138	0.6389	0.0271	0.0199	0.9179	0.0389	0.0192	0.8851	0.0375	0.0025	0.6654	0.0051	0.0022	0.5748	0.0044	0.0204	0.5360	0.0393	0.0233	0.6120	0.0449	0.0288	0.7565	0.0555	0.0231	0.6074	0.0446	0.0057	0.5556	0.0113	0.0059	0.5789	0.0117	0.0093	0.9094	0.0184	0.0090	0.8801	0.0178	0.0394	0.7905	0.0751	0.0398	0.7975	0.0758	0.0479	0.9611	0.0913	0.0474	0.9498	0.0902	0.0354	0.8839	0.0681	0.0366	0.9136	0.0704	0.0382	0.9536	0.0734	0.0375	0.9354	0.0720	0.0662	0.6032	0.1194	0.0761	0.6926	0.1371	0.0891	0.8114	0.1606	0.0749	0.6817	0.1349	0.0066	0.6490	0.0130	0.0070	0.6873	0.0138	0.0087	0.8540	0.0172	0.0076	0.7493	0.0151	0.0091	0.5648	0.0179	0.0091	0.5667	0.0179	0.0151	0.9380	0.0297	0.0150	0.9333	0.0295	0.0110	0.3798	0.0214	0.0110	0.3809	0.0215	0.0230	0.7933	0.0447	0.0217	0.7475	0.0421	0.0004	0.0271	0.0007	0.0004	0.0316	0.0008	0.0108	0.8172	0.0214	0.0103	0.7743	0.0202	0.0014	0.4545	0.0027	0.0014	0.4747	0.0028	0.0027	0.9040	0.0054	0.0026	0.8586	0.0051	0.1076	0.8767	0.1916	0.1078	0.8786	0.1920	0.1185	0.9659	0.2111	0.1164	0.9488	0.2074	0.0597	0.8980	0.1120	0.0603	0.9069	0.1131	0.0648	0.9747	0.1215	0.0639	0.9613	0.1199	0.0489	0.9128	0.0929	0.0490	0.9139	0.0930	0.0512	0.9545	0.0972	0.0510	0.9502	0.0967	0.0640	0.8799	0.1193	0.0682	0.9375	0.1271	0.0695	0.9558	0.1296	0.0671	0.9232	0.1251	0.0610	0.8683	0.1140	0.0624	0.8884	0.1166	0.0652	0.9291	0.1219	0.0626	0.8920	0.1171	0.0233	0.7425	0.0452	0.0246	0.7836	0.0477	0.0283	0.9007	0.0549	0.0256	0.8162	0.0497	0.0000	0.0104	0.0001	0.0000	0.0104	0.0001	0.0014	0.4844	0.0028	0.0005	0.1562	0.0009	0.0354	0.7333	0.0675	0.0367	0.7614	0.0701	0.0449	0.9315	0.0857	0.0437	0.9067	0.0834	0.0229	0.4446	0.0436	0.0251	0.4874	0.0478	0.0394	0.7639	0.0749	0.0364	0.7066	0.0692	0.0005	0.0447	0.0010	0.0005	0.0447	0.0010	0.0103	0.9092	0.0204	0.0101	0.8842	0.0199	0.0086	0.4119	0.0169	0.0093	0.4432	0.0182	0.0168	0.8033	0.0329	0.0156	0.7443	0.0305
79.9867	6.9644	77	2.5479	0.4217	0.6551	0.5131	0.4535	0.7044	0.5518	0.5504	0.8549	0.6697	0.5089	0.7904	0.6191	0.0025	0.4678	0.0050	0.0026	0.4912	0.0052	0.0043	0.8070	0.0086	0.0040	0.7485	0.0080	0.0754	0.5222	0.1318	0.0772	0.5350	0.1350	0.1155	0.7997	0.2018	0.1065	0.7373	0.1860	0.0635	0.8915	0.1186	0.0651	0.9137	0.1215	0.0673	0.9443	0.1256	0.0659	0.9252	0.1230	0.0068	0.5011	0.0134	0.0071	0.5217	0.0140	0.0117	0.8604	0.0230	0.0113	0.8330	0.0223	0.0100	0.7783	0.0198	0.0082	0.6337	0.0161	0.0060	0.1874	0.0117	0.0098	0.3034	0.0189	0.0094	0.2928	0.0182	0.0072	0.2232	0.0139	0.0026	0.3242	0.0051	0.0029	0.3633	0.0058	0.0061	0.7656	0.0121	0.0057	0.7148	0.0113	0.0004	0.0303	0.0009	0.0004	0.0303	0.0009	0.0123	0.8593	0.0243	0.0118	0.8203	0.0232	0.0553	0.5308	0.1001	0.0794	0.7629	0.1439	0.0782	0.7508	0.1416	0.0581	0.5585	0.1053	0.0722	0.7592	0.1318	0.0828	0.8711	0.1512	0.0821	0.8640	0.1500	0.0737	0.7749	0.1345	0.0063	0.3972	0.0123	0.0035	0.2194	0.0068	0.0141	0.6279	0.0276	0.0144	0.6389	0.0281	0.0206	0.9179	0.0404	0.0199	0.8851	0.0389	0.0028	0.6522	0.0056	0.0024	0.5580	0.0048	0.0218	0.5426	0.0419	0.0245	0.6098	0.0471	0.0304	0.7574	0.0584	0.0247	0.6143	0.0474	0.0060	0.5647	0.0118	0.0062	0.5824	0.0122	0.0097	0.9206	0.0193	0.0095	0.8971	0.0188	0.0413	0.7895	0.0784	0.0416	0.7963	0.0791	0.0502	0.9612	0.0955	0.0497	0.9498	0.0944	0.0367	0.8813	0.0705	0.0380	0.9124	0.0730	0.0397	0.9519	0.0761	0.0389	0.9334	0.0747	0.0687	0.5916	0.1231	0.0790	0.6803	0.1416	0.0930	0.8005	0.1666	0.0778	0.6700	0.1394	0.0068	0.6395	0.0135	0.0072	0.6773	0.0143	0.0090	0.8416	0.0178	0.0079	0.7384	0.0156	0.0094	0.5651	0.0185	0.0095	0.5688	0.0186	0.0156	0.9349	0.0306	0.0155	0.9294	0.0304	0.0115	0.3677	0.0222	0.0115	0.3677	0.0222	0.0240	0.7719	0.0466	0.0226	0.7247	0.0438	0.0004	0.0259	0.0007	0.0004	0.0302	0.0009	0.0116	0.8071	0.0229	0.0110	0.7608	0.0216	0.0014	0.4737	0.0028	0.0015	0.4947	0.0029	0.0027	0.9158	0.0054	0.0026	0.8842	0.0052	0.1112	0.8753	0.1973	0.1115	0.8775	0.1978	0.1226	0.9655	0.2176	0.1204	0.9481	0.2137	0.0619	0.8950	0.1158	0.0625	0.9043	0.1170	0.0674	0.9742	0.1260	0.0664	0.9602	0.1242	0.0509	0.9082	0.0964	0.0509	0.9092	0.0965	0.0534	0.9525	0.1011	0.0531	0.9480	0.1006	0.0665	0.8810	0.1237	0.0707	0.9364	0.1314	0.0722	0.9565	0.1343	0.0698	0.9249	0.1298	0.0632	0.8676	0.1178	0.0647	0.8889	0.1207	0.0676	0.9282	0.1260	0.0648	0.8901	0.1208	0.0242	0.7391	0.0469	0.0255	0.7799	0.0495	0.0294	0.8965	0.0569	0.0266	0.8115	0.0515	0.0000	0.0069	0.0001	0.0000	0.0069	0.0001	0.0022	0.4897	0.0044	0.0008	0.1793	0.0016	0.0372	0.7300	0.0708	0.0387	0.7588	0.0736	0.0472	0.9266	0.0898	0.0459	0.9008	0.0873	0.0255	0.4323	0.0482	0.0286	0.4848	0.0541	0.0455	0.7702	0.0859	0.0416	0.7037	0.0785	0.0005	0.0421	0.0010	0.0005	0.0447	0.0010	0.0108	0.9118	0.0213	0.0105	0.8895	0.0208	0.0095	0.4172	0.0187	0.0100	0.4361	0.0195	0.0184	0.8055	0.0360	0.0173	0.7550	0.0338
76.5086	7.9644	88	2.4749	0.4236	0.6436	0.5109	0.4560	0.6928	0.5500	0.5551	0.8434	0.6695	0.5127	0.7790	0.6183	0.0026	0.4709	0.0051	0.0027	0.4942	0.0054	0.0044	0.8110	0.0088	0.0042	0.7616	0.0083	0.0764	0.5056	0.1327	0.0781	0.5168	0.1357	0.1196	0.7914	0.2078	0.1101	0.7285	0.1913	0.0643	0.8897	0.1200	0.0659	0.9114	0.1229	0.0682	0.9434	0.1272	0.0668	0.9241	0.1246	0.0070	0.4901	0.0138	0.0072	0.5033	0.0141	0.0120	0.8411	0.0236	0.0117	0.8212	0.0231	0.0102	0.7623	0.0202	0.0083	0.6183	0.0164	0.0074	0.1446	0.0141	0.0133	0.2592	0.0252	0.0125	0.2448	0.0238	0.0090	0.1752	0.0171	0.0026	0.3144	0.0052	0.0029	0.3523	0.0058	0.0063	0.7538	0.0125	0.0058	0.6932	0.0115	0.0004	0.0302	0.0009	0.0004	0.0302	0.0009	0.0127	0.8718	0.0251	0.0121	0.8319	0.0239	0.0564	0.5298	0.1019	0.0807	0.7586	0.1459	0.0794	0.7458	0.1435	0.0591	0.5551	0.1068	0.0729	0.7537	0.1330	0.0840	0.8682	0.1532	0.0832	0.8601	0.1517	0.0744	0.7692	0.1357	0.0063	0.3674	0.0124	0.0036	0.2118	0.0071	0.0144	0.6306	0.0281	0.0146	0.6389	0.0285	0.0209	0.9186	0.0409	0.0202	0.8878	0.0396	0.0029	0.6571	0.0058	0.0025	0.5643	0.0050	0.0224	0.5509	0.0430	0.0249	0.6113	0.0478	0.0310	0.7630	0.0596	0.0253	0.6234	0.0487	0.0061	0.5630	0.0120	0.0062	0.5806	0.0124	0.0099	0.9194	0.0196	0.0096	0.8944	0.0190	0.0420	0.7893	0.0797	0.0425	0.7984	0.0806	0.0511	0.9611	0.0971	0.0505	0.9489	0.0958	0.0373	0.8821	0.0715	0.0385	0.9118	0.0739	0.0402	0.9516	0.0771	0.0394	0.9335	0.0757	0.0695	0.5876	0.1244	0.0800	0.6760	0.1431	0.0943	0.7967	0.1686	0.0789	0.6667	0.1411	0.0069	0.6395	0.0137	0.0073	0.6773	0.0145	0.0091	0.8416	0.0181	0.0080	0.7384	0.0158	0.0095	0.5661	0.0187	0.0096	0.5680	0.0188	0.0157	0.9339	0.0309	0.0156	0.9292	0.0308	0.0116	0.3652	0.0225	0.0116	0.3652	0.0225	0.0242	0.7617	0.0469	0.0227	0.7158	0.0441	0.0004	0.0254	0.0007	0.0004	0.0297	0.0009	0.0119	0.8030	0.0235	0.0113	0.7585	0.0222	0.0014	0.4688	0.0028	0.0015	0.4896	0.0030	0.0028	0.9062	0.0055	0.0027	0.875	0.0053	0.1125	0.8744	0.1994	0.1128	0.8763	0.1998	0.1241	0.9645	0.2199	0.1219	0.9472	0.2160	0.0626	0.8942	0.1171	0.0634	0.9044	0.1184	0.0683	0.9750	0.1277	0.0673	0.9606	0.1258	0.0516	0.9059	0.0976	0.0517	0.9069	0.0977	0.0541	0.9506	0.1024	0.0539	0.9461	0.1020	0.0673	0.8793	0.1251	0.0716	0.9346	0.1330	0.0731	0.9550	0.1359	0.0707	0.9235	0.1314	0.0640	0.8674	0.1193	0.0656	0.8878	0.1221	0.0685	0.9273	0.1275	0.0657	0.8898	0.1224	0.0245	0.7391	0.0475	0.0259	0.7799	0.0501	0.0298	0.8983	0.0577	0.0270	0.8134	0.0523	0.0000	0.0061	0.0001	0.0000	0.0061	0.0001	0.0026	0.4970	0.0051	0.0010	0.1890	0.0020	0.0378	0.7294	0.0719	0.0392	0.7569	0.0746	0.0480	0.9255	0.0912	0.0466	0.8995	0.0886	0.0270	0.4379	0.0509	0.0300	0.4868	0.0566	0.0478	0.7737	0.0900	0.0436	0.7065	0.0821	0.0005	0.0416	0.0010	0.0005	0.0442	0.0011	0.0109	0.9026	0.0216	0.0106	0.8727	0.0209	0.0098	0.4161	0.0192	0.0104	0.4386	0.0202	0.0192	0.8131	0.0375	0.0180	0.7635	0.0352

Framework versions

Transformers 4.48.0.dev0
Pytorch 2.3.1
Datasets 3.2.0
Tokenizers 0.21.0

nttaii
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bert-base-multilingual-cased-iob2-20250312154031

bert-base-multilingual-cased-iob2-20250312154031

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

Evaluation results