bert-base-multilingual-cased-iob2-20250312170457

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

Loss: 1.0778
Overall Strict Precision: 0.5761
Overall Strict Recall: 0.5397
Overall Strict F1: 0.5573
Overall Ent Type Precision: 0.6452
Overall Ent Type Recall: 0.6045
Overall Ent Type F1: 0.6242
Overall Partial Precision: 0.8242
Overall Partial Recall: 0.7722
Overall Partial F1: 0.7973
Overall Exact Precision: 0.7437
Overall Exact Recall: 0.6968
Overall Exact F1: 0.7195
Reservationnumber Strict Precision: 0.0432
Reservationnumber Strict Recall: 0.4462
Reservationnumber Strict F1: 0.0787
Reservationnumber Ent Type Precision: 0.0447
Reservationnumber Ent Type Recall: 0.4615
Reservationnumber Ent Type F1: 0.0815
Reservationnumber Partial Precision: 0.0741
Reservationnumber Partial Recall: 0.7654
Reservationnumber Partial F1: 0.1351
Reservationnumber Exact Precision: 0.0705
Reservationnumber Exact Recall: 0.7282
Reservationnumber Exact F1: 0.1285
Bookingnumber Strict Precision: 0.0145
Bookingnumber Strict Recall: 0.2716
Bookingnumber Strict F1: 0.0276
Bookingnumber Ent Type Precision: 0.0162
Bookingnumber Ent Type Recall: 0.3029
Bookingnumber Ent Type F1: 0.0308
Bookingnumber Partial Precision: 0.0388
Bookingnumber Partial Recall: 0.7248
Bookingnumber Partial F1: 0.0737
Bookingnumber Exact Precision: 0.0346
Bookingnumber Exact Recall: 0.6466
Bookingnumber Exact F1: 0.0657
Companyname Strict Precision: 0.2329
Companyname Strict Recall: 0.4217
Companyname Strict F1: 0.3001
Companyname Ent Type Precision: 0.2907
Companyname Ent Type Recall: 0.5263
Companyname Ent Type F1: 0.3745
Companyname Partial Precision: 0.3539
Companyname Partial Recall: 0.6408
Companyname Partial F1: 0.4560
Companyname Exact Precision: 0.2884
Companyname Exact Recall: 0.5222
Companyname Exact F1: 0.3716
Invoicedate Strict Precision: 0.0007
Invoicedate Strict Recall: 0.0256
Invoicedate Strict F1: 0.0013
Invoicedate Ent Type Precision: 0.0007
Invoicedate Ent Type Recall: 0.0256
Invoicedate Ent Type F1: 0.0013
Invoicedate Partial Precision: 0.0144
Invoicedate Partial Recall: 0.5564
Invoicedate Partial F1: 0.0280
Invoicedate Exact Precision: 0.0127
Invoicedate Exact Recall: 0.4923
Invoicedate Exact F1: 0.0248
Companycity Strict Precision: 0.2229
Companycity Strict Recall: 0.8782
Companycity Strict F1: 0.3555
Companycity Ent Type Precision: 0.2282
Companycity Ent Type Recall: 0.8991
Companycity Ent Type F1: 0.3640
Companycity Partial Precision: 0.2371
Companycity Partial Recall: 0.9343
Companycity Partial F1: 0.3782
Companycity Exact Precision: 0.2327
Companycity Exact Recall: 0.9168
Companycity Exact F1: 0.3711
Hotelemail Strict Precision: 0.1425
Hotelemail Strict Recall: 0.8699
Hotelemail Strict F1: 0.2450
Hotelemail Ent Type Precision: 0.1464
Hotelemail Ent Type Recall: 0.8934
Hotelemail Ent Type F1: 0.2516
Hotelemail Partial Precision: 0.1545
Hotelemail Partial Recall: 0.9426
Hotelemail Partial F1: 0.2654
Hotelemail Exact Precision: 0.1518
Hotelemail Exact Recall: 0.9266
Hotelemail Exact F1: 0.2609
Taxamount Strict Precision: 0.0384
Taxamount Strict Recall: 0.4492
Taxamount Strict F1: 0.0708
Taxamount Ent Type Precision: 0.0412
Taxamount Ent Type Recall: 0.4816
Taxamount Ent Type F1: 0.0759
Taxamount Partial Precision: 0.0605
Taxamount Partial Recall: 0.7077
Taxamount Partial F1: 0.1115
Taxamount Exact Precision: 0.0576
Taxamount Exact Recall: 0.6730
Taxamount Exact F1: 0.1061
Hotelcity Strict Precision: 0.1626
Hotelcity Strict Recall: 0.6864
Hotelcity Strict F1: 0.2629
Hotelcity Ent Type Precision: 0.1701
Hotelcity Ent Type Recall: 0.7183
Hotelcity Ent Type F1: 0.2751
Hotelcity Partial Precision: 0.2095
Hotelcity Partial Recall: 0.8845
Hotelcity Partial F1: 0.3387
Hotelcity Exact Precision: 0.2011
Hotelcity Exact Recall: 0.8490
Hotelcity Exact F1: 0.3251
Grossamount Strict Precision: 0.1873
Grossamount Strict Recall: 0.4717
Grossamount Strict F1: 0.2681
Grossamount Ent Type Precision: 0.2038
Grossamount Ent Type Recall: 0.5132
Grossamount Ent Type F1: 0.2917
Grossamount Partial Precision: 0.3086
Grossamount Partial Recall: 0.7770
Grossamount Partial F1: 0.4417
Grossamount Exact Precision: 0.2839
Grossamount Exact Recall: 0.7149
Grossamount Exact F1: 0.4064
Roomno Strict Precision: 0.2360
Roomno Strict Recall: 0.5404
Roomno Strict F1: 0.3285
Roomno Ent Type Precision: 0.2413
Roomno Ent Type Recall: 0.5527
Roomno Ent Type F1: 0.3360
Roomno Partial Precision: 0.3475
Roomno Partial Recall: 0.7959
Roomno Partial F1: 0.4838
Roomno Exact Precision: 0.3294
Roomno Exact Recall: 0.7543
Roomno Exact F1: 0.4586
Hotelphonenumber Strict Precision: 0.0947
Hotelphonenumber Strict Recall: 0.6975
Hotelphonenumber Strict F1: 0.1668
Hotelphonenumber Ent Type Precision: 0.0980
Hotelphonenumber Ent Type Recall: 0.7217
Hotelphonenumber Ent Type F1: 0.1726
Hotelphonenumber Partial Precision: 0.1175
Hotelphonenumber Partial Recall: 0.8656
Hotelphonenumber Partial F1: 0.2070
Hotelphonenumber Exact Precision: 0.1074
Hotelphonenumber Exact Recall: 0.7908
Hotelphonenumber Exact F1: 0.1891
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: 0.0131
Cardtype Partial Recall: 0.7174
Cardtype Partial F1: 0.0258
Cardtype Exact Precision: 0.0122
Cardtype Exact Recall: 0.6667
Cardtype Exact F1: 0.0240
Hotelzipcode Strict Precision: 0.1637
Hotelzipcode Strict Recall: 0.7939
Hotelzipcode Strict F1: 0.2714
Hotelzipcode Ent Type Precision: 0.1651
Hotelzipcode Ent Type Recall: 0.8007
Hotelzipcode Ent Type F1: 0.2737
Hotelzipcode Partial Precision: 0.1980
Hotelzipcode Partial Recall: 0.9606
Hotelzipcode Partial F1: 0.3284
Hotelzipcode Exact Precision: 0.1954
Hotelzipcode Exact Recall: 0.9478
Hotelzipcode Exact F1: 0.3240
Hotelbankaccount Strict Precision: 0.0001
Hotelbankaccount Strict Recall: 0.0088
Hotelbankaccount Strict F1: 0.0003
Hotelbankaccount Ent Type Precision: 0.0001
Hotelbankaccount Ent Type Recall: 0.0088
Hotelbankaccount Ent Type F1: 0.0003
Hotelbankaccount Partial Precision: 0.0057
Hotelbankaccount Partial Recall: 0.3772
Hotelbankaccount Partial F1: 0.0113
Hotelbankaccount Exact Precision: 0.0028
Hotelbankaccount Exact Recall: 0.1842
Hotelbankaccount Exact F1: 0.0055
Companyzipcode Strict Precision: 0.2176
Companyzipcode Strict Recall: 0.8783
Companyzipcode Strict F1: 0.3488
Companyzipcode Ent Type Precision: 0.2200
Companyzipcode Ent Type Recall: 0.8877
Companyzipcode Ent Type F1: 0.3526
Companyzipcode Partial Precision: 0.2384
Companyzipcode Partial Recall: 0.9620
Companyzipcode Partial F1: 0.3821
Companyzipcode Exact Precision: 0.2342
Companyzipcode Exact Recall: 0.9449
Companyzipcode Exact F1: 0.3753
Hotelcountry Strict Precision: 0.0344
Hotelcountry Strict Recall: 0.5065
Hotelcountry Strict F1: 0.0644
Hotelcountry Ent Type Precision: 0.0345
Hotelcountry Ent Type Recall: 0.5084
Hotelcountry Ent Type F1: 0.0646
Hotelcountry Partial Precision: 0.0568
Hotelcountry Partial Recall: 0.8374
Hotelcountry Partial F1: 0.1064
Hotelcountry Exact Precision: 0.0560
Hotelcountry Exact Recall: 0.8262
Hotelcountry Exact F1: 0.1050
Checkin Strict Precision: 0.0005
Checkin Strict Recall: 0.0167
Checkin Strict F1: 0.0010
Checkin Ent Type Precision: 0.0007
Checkin Ent Type Recall: 0.0209
Checkin Ent Type F1: 0.0013
Checkin Partial Precision: 0.0165
Checkin Partial Recall: 0.5230
Checkin Partial F1: 0.0320
Checkin Exact Precision: 0.0155
Checkin Exact Recall: 0.4895
Checkin Exact F1: 0.0300
Hoteladdress Strict Precision: 0.0961
Hoteladdress Strict Recall: 0.5926
Hoteladdress Strict F1: 0.1653
Hoteladdress Ent Type Precision: 0.1013
Hoteladdress Ent Type Recall: 0.6253
Hoteladdress Ent Type F1: 0.1744
Hoteladdress Partial Precision: 0.1261
Hoteladdress Partial Recall: 0.7782
Hoteladdress Partial F1: 0.2171
Hoteladdress Exact Precision: 0.1073
Hoteladdress Exact Recall: 0.6622
Hoteladdress Exact F1: 0.1847
Companycountry Strict Precision: 0.1902
Companycountry Strict Recall: 0.8644
Companycountry Strict F1: 0.3118
Companycountry Ent Type Precision: 0.1910
Companycountry Ent Type Recall: 0.8683
Companycountry Ent Type F1: 0.3132
Companycountry Partial Precision: 0.2063
Companycountry Partial Recall: 0.9375
Companycountry Partial F1: 0.3382
Companycountry Exact Precision: 0.2046
Companycountry Exact Recall: 0.9298
Companycountry Exact F1: 0.3354
Netamount Strict Precision: 0.0569
Netamount Strict Recall: 0.3322
Netamount Strict F1: 0.0972
Netamount Ent Type Precision: 0.0619
Netamount Ent Type Recall: 0.3614
Netamount Ent Type F1: 0.1058
Netamount Partial Precision: 0.1219
Netamount Partial Recall: 0.7109
Netamount Partial F1: 0.2081
Netamount Exact Precision: 0.1092
Netamount Exact Recall: 0.6372
Netamount Exact F1: 0.1865
Externalreservationnumber Strict Precision: 0.0072
Externalreservationnumber Strict Recall: 0.4655
Externalreservationnumber Strict F1: 0.0141
Externalreservationnumber Ent Type Precision: 0.0074
Externalreservationnumber Ent Type Recall: 0.4828
Externalreservationnumber Ent Type F1: 0.0147
Externalreservationnumber Partial Precision: 0.0116
Externalreservationnumber Partial Recall: 0.7543
Externalreservationnumber Partial F1: 0.0229
Externalreservationnumber Exact Precision: 0.0112
Externalreservationnumber Exact Recall: 0.7241
Externalreservationnumber Exact F1: 0.0220
Hoteltaxcode Strict Precision: 0.0119
Hoteltaxcode Strict Recall: 0.5325
Hoteltaxcode Strict F1: 0.0232
Hoteltaxcode Ent Type Precision: 0.0121
Hoteltaxcode Ent Type Recall: 0.5444
Hoteltaxcode Ent Type F1: 0.0237
Hoteltaxcode Partial Precision: 0.0189
Hoteltaxcode Partial Recall: 0.8491
Hoteltaxcode Partial F1: 0.0370
Hoteltaxcode Exact Precision: 0.0178
Hoteltaxcode Exact Recall: 0.7988
Hoteltaxcode Exact F1: 0.0348
Checkout Strict Precision: 0.0001
Checkout Strict Recall: 0.0076
Checkout Strict F1: 0.0003
Checkout Ent Type Precision: 0.0003
Checkout Ent Type Recall: 0.0153
Checkout Ent Type F1: 0.0005
Checkout Partial Precision: 0.0100
Checkout Partial Recall: 0.5725
Checkout Partial F1: 0.0196
Checkout Exact Precision: 0.0088
Checkout Exact Recall: 0.5038
Checkout Exact F1: 0.0173
Hotelvatnumber Strict Precision: 0.0615
Hotelvatnumber Strict Recall: 0.6720
Hotelvatnumber Strict F1: 0.1127
Hotelvatnumber Ent Type Precision: 0.0624
Hotelvatnumber Ent Type Recall: 0.6815
Hotelvatnumber Ent Type F1: 0.1143
Hotelvatnumber Partial Precision: 0.0833
Hotelvatnumber Partial Recall: 0.9099
Hotelvatnumber Partial F1: 0.1526
Hotelvatnumber Exact Precision: 0.0808
Hotelvatnumber Exact Recall: 0.8831
Hotelvatnumber Exact F1: 0.1481
Hotelfaxnumber Strict Precision: 0.0280
Hotelfaxnumber Strict Recall: 0.5737
Hotelfaxnumber Strict F1: 0.0534
Hotelfaxnumber Ent Type Precision: 0.0299
Hotelfaxnumber Ent Type Recall: 0.6132
Hotelfaxnumber Ent Type F1: 0.0571
Hotelfaxnumber Partial Precision: 0.0403
Hotelfaxnumber Partial Recall: 0.825
Hotelfaxnumber Partial F1: 0.0768
Hotelfaxnumber Exact Precision: 0.0352
Hotelfaxnumber Exact Recall: 0.7211
Hotelfaxnumber Exact F1: 0.0671
Invoicenumber Strict Precision: 0.2264
Invoicenumber Strict Recall: 0.7545
Invoicenumber Strict F1: 0.3482
Invoicenumber Ent Type Precision: 0.2434
Invoicenumber Ent Type Recall: 0.8111
Invoicenumber Ent Type F1: 0.3744
Invoicenumber Partial Precision: 0.2617
Invoicenumber Partial Recall: 0.8722
Invoicenumber Partial F1: 0.4026
Invoicenumber Exact Precision: 0.2458
Invoicenumber Exact Recall: 0.8192
Invoicenumber Exact F1: 0.3781
Hotelname Strict Precision: 0.2082
Hotelname Strict Recall: 0.4996
Hotelname Strict F1: 0.2939
Hotelname Ent Type Precision: 0.2846
Hotelname Ent Type Recall: 0.6830
Hotelname Ent Type F1: 0.4018
Hotelname Partial Precision: 0.3047
Hotelname Partial Recall: 0.7310
Hotelname Partial F1: 0.4301
Hotelname Exact Precision: 0.2248
Hotelname Exact Recall: 0.5393
Hotelname Exact F1: 0.3173
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: 0.0290
Documenttype Partial Recall: 0.6191
Documenttype Partial F1: 0.0554
Documenttype Exact Precision: 0.0228
Documenttype Exact Recall: 0.4875
Documenttype Exact F1: 0.0436
Companyvatnumber Strict Precision: 0.0257
Companyvatnumber Strict Recall: 0.4718
Companyvatnumber Strict F1: 0.0488
Companyvatnumber Ent Type Precision: 0.0266
Companyvatnumber Ent Type Recall: 0.4883
Companyvatnumber Ent Type F1: 0.0505
Companyvatnumber Partial Precision: 0.0467
Companyvatnumber Partial Recall: 0.8568
Companyvatnumber Partial F1: 0.0886
Companyvatnumber Exact Precision: 0.0448
Companyvatnumber Exact Recall: 0.8216
Companyvatnumber Exact F1: 0.0850
Travellername Strict Precision: 0.2275
Travellername Strict Recall: 0.4630
Travellername Strict F1: 0.3051
Travellername Ent Type Precision: 0.2669
Travellername Ent Type Recall: 0.5431
Travellername Ent Type F1: 0.3579
Travellername Partial Precision: 0.3466
Travellername Partial Recall: 0.7054
Travellername Partial F1: 0.4648
Travellername Exact Precision: 0.2819
Travellername Exact Recall: 0.5738
Travellername Exact F1: 0.3781
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: 0.0121
Cardnumber Partial Recall: 0.5414
Cardnumber Partial F1: 0.0237
Cardnumber Exact Precision: 0.0077
Cardnumber Exact Recall: 0.3432
Cardnumber Exact F1: 0.0150
Companyaddress Strict Precision: 0.2188
Companyaddress Strict Recall: 0.8475
Companyaddress Strict F1: 0.3478
Companyaddress Ent Type Precision: 0.2252
Companyaddress Ent Type Recall: 0.8722
Companyaddress Ent Type F1: 0.3579
Companyaddress Partial Precision: 0.2362
Companyaddress Partial Recall: 0.9149
Companyaddress Partial F1: 0.3755
Companyaddress Exact Precision: 0.2250
Companyaddress Exact Recall: 0.8714
Companyaddress Exact F1: 0.3576
Currencycode Strict Precision: 0.3404
Currencycode Strict Recall: 0.8558
Currencycode Strict F1: 0.4871
Currencycode Ent Type Precision: 0.3409
Currencycode Ent Type Recall: 0.8570
Currencycode Ent Type F1: 0.4878
Currencycode Partial Precision: 0.3733
Currencycode Partial Recall: 0.9385
Currencycode Partial F1: 0.5342
Currencycode Exact Precision: 0.3693
Currencycode Exact Recall: 0.9284
Currencycode Exact F1: 0.5284
Pagenumber Strict Precision: 0.3400
Pagenumber Strict Recall: 0.3725
Pagenumber Strict F1: 0.3555
Pagenumber Ent Type Precision: 0.4336
Pagenumber Ent Type Recall: 0.4750
Pagenumber Ent Type F1: 0.4534
Pagenumber Partial Precision: 0.6244
Pagenumber Partial Recall: 0.6841
Pagenumber Partial F1: 0.6529
Pagenumber Exact Precision: 0.5465
Pagenumber Exact Recall: 0.5987
Pagenumber Exact F1: 0.5714

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

learning_rate: 2e-06
train_batch_size: 8
eval_batch_size: 8
seed: 42
gradient_accumulation_steps: 16
total_train_batch_size: 128
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	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	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	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	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	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	Hotelemail Strict Precision	Hotelemail Strict Recall	Hotelemail Strict F1	Hotelemail Ent Type Precision	Hotelemail Ent Type Recall	Hotelemail Ent Type F1	Hotelemail Partial Precision	Hotelemail Partial Recall	Hotelemail Partial F1	Hotelemail Exact Precision	Hotelemail Exact Recall	Hotelemail Exact F1	Taxamount Strict Precision	Taxamount Strict Recall	Taxamount Strict F1	Taxamount Ent Type Precision	Taxamount Ent Type Recall	Taxamount Ent Type F1	Taxamount Partial Precision	Taxamount Partial Recall	Taxamount Partial F1	Taxamount Exact Precision	Taxamount Exact Recall	Taxamount Exact F1	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	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	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	Cardtype Partial Precision	Cardtype Partial Recall	Cardtype Partial F1	Cardtype Exact Precision	Cardtype Exact Recall	Cardtype 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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	Documenttype Partial Precision	Documenttype Partial Recall	Documenttype Partial F1	Documenttype Exact Precision	Documenttype Exact Recall	Documenttype 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	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	Cardnumber Partial Precision	Cardnumber Partial Recall	Cardnumber Partial F1	Cardnumber Exact Precision	Cardnumber Exact Recall	Cardnumber 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	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	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
71.1882	0.9644	22	4.6320	0.3847	0.7429	0.5069	0.4127	0.7970	0.5438	0.4691	0.9058	0.6181	0.4430	0.8554	0.5837	0.0089	0.6007	0.0175	0.0090	0.6108	0.0178	0.0135	0.9137	0.0267	0.0131	0.8883	0.0259	0.0014	0.3660	0.0028	0.0015	0.3987	0.0031	0.0027	0.7059	0.0054	0.0026	0.6667	0.0051	0.0584	0.8205	0.1090	0.0655	0.9205	0.1223	0.0637	0.8946	0.1189	0.0588	0.8261	0.1098	0.0003	0.0399	0.0006	0.0003	0.0399	0.0006	0.0078	0.9555	0.0156	0.0077	0.9325	0.0152	0.0517	0.8999	0.0978	0.0532	0.9253	0.1006	0.0545	0.9472	0.1030	0.0533	0.9274	0.1008	0.0296	0.9025	0.0573	0.0306	0.9348	0.0593	0.0319	0.9719	0.0617	0.0313	0.9535	0.0605	0.0050	0.6503	0.0100	0.0050	0.6536	0.0100	0.0074	0.9559	0.0146	0.0073	0.9444	0.0145	0.0249	0.7256	0.0481	0.0260	0.7572	0.0502	0.0322	0.9391	0.0623	0.0313	0.9119	0.0604	0.0129	0.5784	0.0253	0.0133	0.5951	0.0260	0.0209	0.9344	0.0408	0.0205	0.9177	0.0401	0.0477	0.7218	0.0896	0.0488	0.7384	0.0916	0.0582	0.8795	0.1091	0.0573	0.8656	0.1074	0.0195	0.7553	0.0380	0.0205	0.7965	0.0401	0.0232	0.9012	0.0453	0.0211	0.8196	0.0412	0.0014	0.7635	0.0029	0.0013	0.6757	0.0025	0.0284	0.7782	0.0549	0.0288	0.7875	0.0556	0.0347	0.9487	0.0669	0.0342	0.9350	0.0660	0.0	0.0	0	0.0	0.0	0	0.0000	0.25	0.0000	0.0	0.0	0	0.0504	0.9024	0.0954	0.0508	0.9106	0.0963	0.0543	0.9727	0.1028	0.0534	0.9574	0.1012	0.0067	0.5441	0.0131	0.0067	0.5462	0.0132	0.0118	0.9620	0.0232	0.0117	0.9589	0.0232	0.0003	0.0395	0.0006	0.0004	0.0426	0.0007	0.0078	0.9453	0.0155	0.0076	0.9179	0.0151	0.0154	0.5367	0.0299	0.0178	0.6232	0.0347	0.0219	0.7649	0.0426	0.0177	0.6188	0.0344	0.0408	0.9219	0.0781	0.0408	0.9230	0.0782	0.0423	0.9560	0.0810	0.0422	0.9533	0.0808	0.0058	0.5180	0.0114	0.0060	0.5338	0.0118	0.0098	0.875	0.0193	0.0092	0.8266	0.0182	0.0012	0.3672	0.0024	0.0013	0.3906	0.0025	0.0026	0.8164	0.0053	0.0025	0.7812	0.0050	0.0020	0.5735	0.0039	0.0021	0.5956	0.0041	0.0031	0.8971	0.0062	0.0029	0.8456	0.0058	0.0004	0.0439	0.0007	0.0005	0.0556	0.0009	0.0081	0.9401	0.0161	0.0079	0.9123	0.0156	0.0107	0.6230	0.0210	0.0110	0.6434	0.0217	0.0158	0.9207	0.0311	0.0152	0.8879	0.0300	0.0055	0.6770	0.0109	0.0058	0.7205	0.0116	0.0071	0.8773	0.0141	0.0062	0.7702	0.0124	0.0532	0.8893	0.1004	0.0566	0.9461	0.1068	0.0574	0.9590	0.1082	0.0556	0.9289	0.1048	0.0387	0.5305	0.0721	0.0585	0.8029	0.1091	0.0538	0.7383	0.1003	0.0397	0.5442	0.0740	0.0067	0.8548	0.0133	0.0057	0.7323	0.0114	0.0044	0.6069	0.0088	0.0046	0.6241	0.0091	0.0068	0.9328	0.0135	0.0067	0.9138	0.0133	0.0520	0.6737	0.0965	0.0608	0.7887	0.1130	0.0654	0.8477	0.1214	0.0571	0.7402	0.1060	0.0009	0.625	0.0018	0.0004	0.2857	0.0008	0.0513	0.8651	0.0969	0.0529	0.8926	0.0999	0.0547	0.9227	0.1033	0.0525	0.8857	0.0992	0.0905	0.9138	0.1647	0.0906	0.9152	0.1649	0.0964	0.9733	0.1754	0.0958	0.9678	0.1744	0.0014	0.4576	0.0027	0.0014	0.4746	0.0028	0.0014	0.4661	0.0028	0.0014	0.4576	0.0027
59.1689	1.9644	44	3.7845	0.4028	0.7265	0.5182	0.4310	0.7776	0.5546	0.4995	0.9011	0.6427	0.4688	0.8457	0.6032	0.0098	0.4668	0.0192	0.0099	0.4707	0.0194	0.0176	0.8374	0.0344	0.0167	0.7972	0.0328	0.0021	0.4031	0.0042	0.0022	0.4241	0.0044	0.0044	0.8455	0.0087	0.0042	0.8168	0.0084	0.0627	0.7858	0.1162	0.0713	0.8939	0.1321	0.0698	0.8751	0.1294	0.0635	0.7950	0.1175	0.0004	0.0412	0.0008	0.0004	0.0412	0.0008	0.0087	0.9515	0.0173	0.0085	0.9265	0.0169	0.0556	0.8995	0.1047	0.0570	0.9224	0.1074	0.0587	0.9491	0.1105	0.0575	0.9298	0.1083	0.0319	0.8885	0.0616	0.0330	0.9200	0.0638	0.0344	0.9578	0.0664	0.0337	0.9391	0.0651	0.0053	0.6118	0.0106	0.0054	0.6149	0.0106	0.0081	0.9270	0.0160	0.0079	0.9099	0.0157	0.0293	0.7370	0.0564	0.0303	0.7614	0.0583	0.0375	0.9423	0.0722	0.0366	0.9196	0.0704	0.0168	0.5477	0.0325	0.0176	0.5763	0.0342	0.0270	0.8830	0.0525	0.0260	0.8501	0.0505	0.0602	0.7369	0.1113	0.0610	0.7468	0.1127	0.0745	0.9129	0.1378	0.0732	0.8959	0.1353	0.0211	0.7493	0.0410	0.0222	0.7889	0.0432	0.0255	0.9048	0.0495	0.0231	0.8219	0.0450	0.0019	0.6980	0.0038	0.0017	0.6139	0.0034	0.0331	0.7830	0.0634	0.0334	0.7911	0.0641	0.0403	0.9535	0.0773	0.0397	0.9411	0.0763	0.0000	0.0714	0.0001	0.0000	0.0714	0.0001	0.0002	0.5	0.0004	0.0000	0.0714	0.0001	0.0541	0.9021	0.1021	0.0546	0.9102	0.1031	0.0586	0.9760	0.1105	0.0578	0.9628	0.1090	0.0081	0.5624	0.0160	0.0082	0.5642	0.0161	0.0138	0.9534	0.0272	0.0138	0.9516	0.0271	0.0003	0.0334	0.0006	0.0004	0.0390	0.0007	0.0090	0.9276	0.0178	0.0087	0.8969	0.0172	0.0173	0.5339	0.0335	0.0200	0.6163	0.0387	0.0247	0.7608	0.0478	0.0197	0.6082	0.0382	0.0439	0.9193	0.0838	0.0439	0.9203	0.0839	0.0456	0.9561	0.0871	0.0455	0.9531	0.0868	0.0068	0.4658	0.0134	0.0072	0.4917	0.0141	0.0122	0.8346	0.0240	0.0114	0.7837	0.0225	0.0012	0.3894	0.0024	0.0013	0.4248	0.0026	0.0027	0.8850	0.0054	0.0026	0.8407	0.0052	0.0022	0.5594	0.0043	0.0022	0.5664	0.0044	0.0035	0.8986	0.0070	0.0033	0.8531	0.0066	0.0004	0.0456	0.0009	0.0005	0.0513	0.0010	0.0089	0.9359	0.0176	0.0087	0.9117	0.0171	0.0122	0.6264	0.0240	0.0125	0.6429	0.0246	0.0179	0.9190	0.0351	0.0172	0.8832	0.0338	0.0059	0.6697	0.0117	0.0063	0.7125	0.0125	0.0077	0.8731	0.0153	0.0068	0.7645	0.0134	0.0576	0.8864	0.1081	0.0611	0.9402	0.1147	0.0623	0.9591	0.1170	0.0603	0.9288	0.1133	0.0461	0.5562	0.0851	0.0662	0.7990	0.1222	0.0632	0.7634	0.1167	0.0475	0.5741	0.0878	0.0077	0.8324	0.0152	0.0065	0.7029	0.0128	0.0051	0.5981	0.0101	0.0052	0.6108	0.0104	0.0080	0.9399	0.0159	0.0079	0.9241	0.0157	0.0587	0.6411	0.1075	0.0680	0.7426	0.1245	0.0755	0.8246	0.1383	0.0640	0.6991	0.1172	0.0019	0.6524	0.0037	0.0010	0.3619	0.0021	0.0550	0.8574	0.1034	0.0566	0.8826	0.1064	0.0589	0.9179	0.1107	0.0564	0.8790	0.1060	0.0975	0.8845	0.1757	0.0976	0.8856	0.1759	0.1061	0.9624	0.1911	0.1046	0.9488	0.1884	0.0025	0.5376	0.0050	0.0038	0.8092	0.0076	0.0033	0.7081	0.0066	0.0027	0.5665	0.0053
38.0546	2.9644	66	2.3892	0.4261	0.6258	0.5070	0.4591	0.6743	0.5463	0.5665	0.8319	0.6740	0.5211	0.7652	0.6200	0.0120	0.3360	0.0232	0.0120	0.3360	0.0232	0.0260	0.7287	0.0503	0.0242	0.6783	0.0468	0.0028	0.2545	0.0054	0.0031	0.2848	0.0061	0.0072	0.6636	0.0142	0.0063	0.5848	0.0125	0.0754	0.7484	0.1370	0.0871	0.8651	0.1583	0.0866	0.8595	0.1573	0.0771	0.7653	0.1401	0.0005	0.0302	0.0009	0.0005	0.0302	0.0009	0.0136	0.8998	0.0268	0.0131	0.8642	0.0257	0.0665	0.8905	0.1238	0.0681	0.9118	0.1268	0.0707	0.9459	0.1315	0.0692	0.9266	0.1288	0.0386	0.8782	0.0739	0.0399	0.9085	0.0764	0.0416	0.9485	0.0798	0.0408	0.9301	0.0782	0.0073	0.4620	0.0144	0.0076	0.4764	0.0149	0.0127	0.8018	0.0251	0.0124	0.7782	0.0243	0.0393	0.7264	0.0747	0.0408	0.7536	0.0774	0.0501	0.9248	0.0950	0.0487	0.8988	0.0924	0.0297	0.4519	0.0558	0.0323	0.4912	0.0606	0.0518	0.7885	0.0973	0.0476	0.7240	0.0893	0.0785	0.4491	0.1336	0.0804	0.4602	0.1369	0.1335	0.7639	0.2273	0.1210	0.6925	0.2060	0.0254	0.7366	0.0492	0.0268	0.7763	0.0518	0.0309	0.8951	0.0598	0.0280	0.8105	0.0541	0.0030	0.6354	0.0060	0.0026	0.5486	0.0052	0.0437	0.7884	0.0827	0.0441	0.7957	0.0835	0.0531	0.9582	0.1006	0.0524	0.9458	0.0993	0.0000	0.0054	0.0001	0.0000	0.0054	0.0001	0.0029	0.4755	0.0057	0.0011	0.1739	0.0021	0.0648	0.8927	0.1208	0.0655	0.9028	0.1222	0.0707	0.9738	0.1318	0.0696	0.9590	0.1298	0.0098	0.5611	0.0193	0.0099	0.5648	0.0195	0.0164	0.9333	0.0322	0.0163	0.9278	0.0320	0.0004	0.0246	0.0008	0.0005	0.0287	0.0009	0.0126	0.7930	0.0248	0.0119	0.75	0.0235	0.0236	0.5591	0.0453	0.0258	0.6110	0.0495	0.0324	0.7664	0.0621	0.0267	0.6321	0.0512	0.0534	0.9045	0.1009	0.0535	0.9055	0.1010	0.0561	0.9501	0.1060	0.0558	0.9451	0.1054	0.0105	0.4219	0.0204	0.0109	0.4375	0.0212	0.0202	0.8151	0.0395	0.0191	0.7695	0.0373	0.0014	0.4624	0.0028	0.0015	0.5054	0.0031	0.0028	0.9086	0.0055	0.0026	0.8602	0.0053	0.0027	0.4970	0.0054	0.0028	0.5090	0.0056	0.0046	0.8383	0.0092	0.0044	0.7964	0.0087	0.0005	0.0410	0.0010	0.0006	0.0436	0.0011	0.0114	0.8962	0.0225	0.0111	0.8692	0.0219	0.0148	0.6228	0.0290	0.0152	0.6377	0.0296	0.0217	0.9104	0.0423	0.0209	0.8765	0.0407	0.0072	0.6340	0.0142	0.0076	0.6715	0.0151	0.0095	0.8401	0.0188	0.0084	0.7378	0.0165	0.0696	0.8762	0.1290	0.0740	0.9318	0.1371	0.0757	0.9532	0.1403	0.0732	0.9218	0.1357	0.0590	0.5271	0.1061	0.0844	0.7546	0.1519	0.0833	0.7445	0.1499	0.0619	0.5527	0.1113	0.0108	0.7232	0.0212	0.0085	0.5733	0.0168	0.0063	0.5546	0.0125	0.0065	0.5690	0.0128	0.0104	0.9124	0.0205	0.0101	0.8879	0.0200	0.0719	0.5764	0.1278	0.0827	0.6629	0.1470	0.0980	0.7857	0.1742	0.0816	0.6540	0.1450	0.0080	0.3563	0.0157	0.0043	0.1916	0.0084	0.0661	0.8641	0.1229	0.0679	0.8865	0.1261	0.0709	0.9265	0.1317	0.0680	0.8885	0.1263	0.1162	0.8729	0.2051	0.1164	0.8746	0.2055	0.1282	0.9633	0.2263	0.1259	0.9458	0.2222	0.0088	0.1434	0.0166	0.0163	0.2646	0.0306	0.0155	0.2517	0.0291	0.0111	0.1803	0.0209
24.7079	3.9644	88	1.5604	0.5345	0.5396	0.5371	0.6017	0.6074	0.6045	0.7848	0.7923	0.7886	0.7073	0.7140	0.7107	0.0307	0.4277	0.0573	0.0315	0.4387	0.0587	0.0536	0.7475	0.1001	0.0511	0.7120	0.0953	0.0091	0.2416	0.0176	0.0113	0.2990	0.0217	0.0267	0.7081	0.0515	0.0224	0.5933	0.0431	0.1807	0.6637	0.2841	0.2121	0.7790	0.3335	0.2187	0.8031	0.3437	0.1886	0.6924	0.2964	0.0012	0.0330	0.0023	0.0012	0.0330	0.0023	0.0304	0.8553	0.0587	0.0289	0.8147	0.0559	0.1660	0.8745	0.2790	0.1697	0.8943	0.2853	0.1774	0.9347	0.2982	0.1741	0.9176	0.2927	0.1017	0.8601	0.1818	0.1056	0.8937	0.1889	0.1103	0.9336	0.1973	0.1080	0.9140	0.1932	0.0221	0.4385	0.0421	0.0229	0.4545	0.0437	0.0327	0.6471	0.0622	0.0316	0.6257	0.0601	0.1113	0.7304	0.1931	0.1156	0.7591	0.2007	0.1413	0.9274	0.2452	0.1371	0.9002	0.2380	0.1206	0.4675	0.1918	0.1340	0.5192	0.2130	0.2001	0.7757	0.3182	0.1823	0.7067	0.2899	0.1797	0.4995	0.2643	0.1831	0.5089	0.2693	0.2814	0.7822	0.4139	0.2630	0.7311	0.3869	0.0675	0.7062	0.1233	0.0709	0.7416	0.1295	0.0837	0.8752	0.1528	0.0760	0.7947	0.1387	0.0107	0.6893	0.0211	0.0094	0.6036	0.0185	0.1182	0.7806	0.2052	0.1197	0.7906	0.2079	0.1443	0.9533	0.2507	0.1418	0.9365	0.2462	0.0001	0.0053	0.0002	0.0001	0.0053	0.0002	0.0068	0.3895	0.0134	0.0024	0.1368	0.0047	0.1616	0.8842	0.2733	0.1633	0.8934	0.2762	0.1765	0.9653	0.2984	0.1736	0.9494	0.2935	0.0269	0.5271	0.0511	0.0270	0.5305	0.0514	0.0445	0.8743	0.0848	0.0437	0.8586	0.0832	0.0011	0.0285	0.0021	0.0013	0.0333	0.0024	0.0306	0.8052	0.0589	0.0288	0.7601	0.0556	0.0660	0.5671	0.1182	0.0710	0.6102	0.1272	0.0889	0.7638	0.1592	0.0748	0.6425	0.1340	0.1383	0.8704	0.2386	0.1387	0.8729	0.2393	0.1482	0.9330	0.2558	0.1467	0.9232	0.2531	0.0320	0.3858	0.0591	0.0347	0.4181	0.0641	0.0642	0.7742	0.1186	0.0574	0.6913	0.1059	0.0043	0.5610	0.0085	0.0044	0.5854	0.0088	0.0058	0.7622	0.0115	0.0055	0.7195	0.0108	0.0074	0.5195	0.0145	0.0078	0.5519	0.0154	0.0123	0.8669	0.0242	0.0114	0.8052	0.0225	0.0008	0.0265	0.0016	0.0010	0.0324	0.0019	0.0276	0.8985	0.0536	0.0270	0.8765	0.0523	0.0408	0.6577	0.0768	0.0412	0.6648	0.0776	0.0571	0.9201	0.1074	0.0558	0.8996	0.1050	0.0197	0.5782	0.0381	0.0210	0.6180	0.0407	0.0274	0.8050	0.0530	0.0238	0.7003	0.0461	0.1711	0.8253	0.2834	0.1803	0.8699	0.2987	0.1875	0.9045	0.3106	0.1817	0.8764	0.3010	0.1524	0.5010	0.2337	0.2153	0.7077	0.3301	0.2225	0.7313	0.3412	0.1624	0.5337	0.2490	0.0321	0.6422	0.0612	0.0245	0.4902	0.0467	0.0172	0.5292	0.0333	0.0176	0.5432	0.0342	0.0285	0.8788	0.0553	0.0279	0.8607	0.0541	0.1671	0.5522	0.2566	0.1954	0.6458	0.3001	0.2325	0.7684	0.3570	0.1927	0.6368	0.2959	0.0122	0.4603	0.0238	0.0067	0.2517	0.0130	0.1636	0.8523	0.2745	0.1685	0.8776	0.2827	0.1758	0.9156	0.2950	0.1680	0.8749	0.2818	0.2651	0.8747	0.4069	0.2657	0.8765	0.4077	0.2897	0.9559	0.4447	0.2861	0.9438	0.4390	0.2531	0.3146	0.2805	0.3422	0.4253	0.3792	0.5482	0.6815	0.6076	0.4659	0.5791	0.5163
23.1048	4.9644	110	1.2613	0.5558	0.5309	0.5431	0.6258	0.5978	0.6115	0.8164	0.7799	0.7977	0.7343	0.7015	0.7175	0.0402	0.4342	0.0736	0.0408	0.4405	0.0747	0.0682	0.7367	0.1249	0.0653	0.7051	0.1195	0.0131	0.2215	0.0247	0.0156	0.2642	0.0295	0.0419	0.7083	0.0790	0.0351	0.5935	0.0662	0.2183	0.5136	0.3064	0.2649	0.6234	0.3718	0.2970	0.6990	0.4169	0.2401	0.5649	0.3369	0.0007	0.0267	0.0014	0.0009	0.0311	0.0017	0.0196	0.7044	0.0381	0.0183	0.6578	0.0356	0.2120	0.8825	0.3418	0.2165	0.9015	0.3492	0.2252	0.9376	0.3632	0.2213	0.9214	0.3569	0.1346	0.8682	0.2331	0.1384	0.8925	0.2396	0.1459	0.9411	0.2526	0.1434	0.9251	0.2483	0.0320	0.3754	0.0590	0.0338	0.3964	0.0623	0.0509	0.5966	0.0938	0.0486	0.5700	0.0896	0.1490	0.7117	0.2464	0.1556	0.7431	0.2573	0.1915	0.9144	0.3166	0.1854	0.8853	0.3066	0.1729	0.4523	0.2501	0.1890	0.4946	0.2735	0.3057	0.8000	0.4424	0.2810	0.7355	0.4067	0.2264	0.5603	0.3225	0.2309	0.5714	0.3289	0.3288	0.8137	0.4684	0.3123	0.7728	0.4448	0.0893	0.6964	0.1583	0.0923	0.7197	0.1637	0.1112	0.8672	0.1972	0.1015	0.7915	0.1800	0.0129	0.6667	0.0254	0.0116	0.5962	0.0227	0.1551	0.7870	0.2592	0.1566	0.7942	0.2616	0.1896	0.9615	0.3167	0.1866	0.9467	0.3118	0.0001	0.0052	0.0002	0.0001	0.0052	0.0002	0.0096	0.4058	0.0188	0.0036	0.1518	0.0070	0.2063	0.8836	0.3345	0.2090	0.8952	0.3389	0.2241	0.9595	0.3633	0.2202	0.9428	0.3570	0.0333	0.5009	0.0625	0.0336	0.5045	0.0629	0.0559	0.8408	0.1049	0.0547	0.8229	0.1027	0.0010	0.0208	0.0019	0.0010	0.0208	0.0019	0.0308	0.6545	0.0588	0.0289	0.6156	0.0553	0.0883	0.5684	0.1528	0.0948	0.6105	0.1642	0.1175	0.7565	0.2034	0.0985	0.6344	0.1706	0.1798	0.8562	0.2973	0.1805	0.8591	0.2983	0.1950	0.9283	0.3223	0.1931	0.9194	0.3192	0.0499	0.3249	0.0865	0.0531	0.3458	0.0921	0.1136	0.7398	0.1970	0.1020	0.6643	0.1769	0.0058	0.5823	0.0114	0.0060	0.6076	0.0119	0.0077	0.7785	0.0153	0.0074	0.7468	0.0146	0.0096	0.5099	0.0188	0.0103	0.5497	0.0202	0.0158	0.8411	0.0309	0.0145	0.7748	0.0285	0.0005	0.0191	0.0010	0.0007	0.0287	0.0014	0.0195	0.7560	0.0381	0.0180	0.6986	0.0352	0.0554	0.6616	0.1023	0.0575	0.6865	0.1061	0.0774	0.9244	0.1429	0.0750	0.8960	0.1385	0.0264	0.5722	0.0504	0.0280	0.6089	0.0536	0.0377	0.8176	0.0720	0.0330	0.7165	0.0631	0.2148	0.7919	0.3379	0.2288	0.8438	0.3600	0.2408	0.8878	0.3788	0.2291	0.8448	0.3605	0.1954	0.4979	0.2806	0.2714	0.6919	0.3899	0.2865	0.7302	0.4115	0.2101	0.5355	0.3018	0.0379	0.7689	0.0723	0.0314	0.6357	0.0598	0.0232	0.5148	0.0443	0.0238	0.5283	0.0455	0.0386	0.8585	0.0739	0.0376	0.8356	0.0719	0.2082	0.4766	0.2898	0.2479	0.5676	0.3451	0.3100	0.7097	0.4315	0.2489	0.5698	0.3464	0.0164	0.4981	0.0317	0.0094	0.2846	0.0181	0.2083	0.8571	0.3351	0.2139	0.8803	0.3442	0.2225	0.9156	0.3580	0.2131	0.8771	0.3429	0.3265	0.8610	0.4735	0.3271	0.8624	0.4743	0.3585	0.9453	0.5199	0.3539	0.9330	0.5131	0.2990	0.3296	0.3136	0.3962	0.4367	0.4155	0.6176	0.6809	0.6477	0.5334	0.5880	0.5594
18.2864	5.9644	132	1.1449	0.5642	0.5342	0.5488	0.6354	0.6016	0.6180	0.8161	0.7727	0.7938	0.7336	0.6946	0.7135	0.0404	0.4340	0.0740	0.0419	0.4491	0.0766	0.0699	0.7503	0.1279	0.0666	0.7145	0.1218	0.0134	0.2523	0.0255	0.0153	0.2864	0.0290	0.0379	0.7114	0.0720	0.0331	0.6205	0.0628	0.2207	0.4298	0.2916	0.2744	0.5344	0.3626	0.3280	0.6390	0.4335	0.2635	0.5132	0.3482	0.0006	0.0263	0.0012	0.0006	0.0263	0.0012	0.0155	0.6553	0.0303	0.0144	0.6105	0.0282	0.2123	0.8784	0.3420	0.2175	0.8997	0.3503	0.2259	0.9346	0.3639	0.2215	0.9162	0.3568	0.1351	0.8685	0.2338	0.1389	0.8927	0.2404	0.1465	0.9419	0.2536	0.1440	0.9260	0.2493	0.0351	0.42	0.0647	0.0369	0.4414	0.0680	0.0550	0.6593	0.1016	0.0528	0.6329	0.0975	0.1535	0.7076	0.2522	0.1596	0.7359	0.2623	0.1965	0.9061	0.3230	0.1901	0.8763	0.3124	0.1776	0.4624	0.2567	0.1937	0.5043	0.2799	0.2968	0.7725	0.4288	0.2739	0.7130	0.3958	0.2278	0.5614	0.3241	0.2328	0.5737	0.3312	0.3290	0.8109	0.4681	0.3137	0.7733	0.4464	0.0897	0.6951	0.1589	0.0927	0.7183	0.1643	0.1114	0.8630	0.1973	0.1017	0.7881	0.1802	0.0122	0.6950	0.0240	0.0112	0.6383	0.0221	0.1557	0.7895	0.2602	0.1572	0.7968	0.2626	0.1890	0.9580	0.3157	0.1863	0.9445	0.3112	0.0001	0.0072	0.0002	0.0001	0.0072	0.0002	0.0060	0.3478	0.0118	0.0026	0.1522	0.0052	0.2074	0.8817	0.3357	0.2099	0.8924	0.3398	0.2267	0.9640	0.3671	0.2226	0.9466	0.3605	0.0322	0.5019	0.0605	0.0324	0.5056	0.0609	0.0533	0.8312	0.1002	0.0525	0.8190	0.0987	0.0005	0.0129	0.0010	0.0006	0.0161	0.0012	0.0172	0.4468	0.0331	0.0160	0.4161	0.0309	0.0901	0.5839	0.1561	0.0959	0.6214	0.1661	0.1187	0.7693	0.2057	0.1006	0.6518	0.1743	0.1811	0.8623	0.2993	0.1815	0.8642	0.3000	0.1963	0.9348	0.3245	0.1950	0.9285	0.3223	0.0523	0.3280	0.0902	0.0567	0.3558	0.0978	0.1143	0.7171	0.1972	0.1024	0.6422	0.1766	0.0061	0.4712	0.0121	0.0066	0.5096	0.0131	0.0096	0.7356	0.0189	0.0090	0.6923	0.0178	0.0103	0.5123	0.0202	0.0111	0.5494	0.0217	0.0168	0.8364	0.0330	0.0155	0.7716	0.0304	0.0001	0.0068	0.0002	0.0004	0.0205	0.0007	0.0117	0.6438	0.0231	0.0109	0.5959	0.0213	0.0579	0.6841	0.1067	0.0588	0.6951	0.1085	0.0790	0.9334	0.1456	0.0768	0.9080	0.1417	0.0264	0.5722	0.0505	0.0282	0.6115	0.0539	0.0380	0.8228	0.0726	0.0332	0.7192	0.0634	0.2157	0.7602	0.3361	0.2316	0.8161	0.3608	0.2478	0.8730	0.3860	0.2335	0.8227	0.3637	0.1988	0.4996	0.2844	0.2728	0.6858	0.3904	0.2914	0.7324	0.4169	0.2138	0.5373	0.3058	0.0358	0.7867	0.0684	0.0298	0.656	0.0571	0.0238	0.4888	0.0455	0.0244	0.5012	0.0466	0.0422	0.8660	0.0805	0.0410	0.8412	0.0782	0.2144	0.4623	0.2929	0.2528	0.5452	0.3454	0.3259	0.7027	0.4453	0.2630	0.5670	0.3593	0.0133	0.535	0.0259	0.0079	0.32	0.0155	0.2087	0.8525	0.3353	0.2151	0.8786	0.3456	0.2246	0.9176	0.3609	0.2145	0.8762	0.3447	0.3275	0.8569	0.4738	0.3279	0.8582	0.4745	0.3592	0.9400	0.5198	0.3551	0.9292	0.5138	0.3108	0.3490	0.3288	0.4102	0.4606	0.4340	0.6071	0.6815	0.6421	0.5230	0.5872	0.5533
17.5363	6.9644	154	1.0947	0.5743	0.5409	0.5571	0.6430	0.6057	0.6238	0.8243	0.7764	0.7997	0.7442	0.7010	0.7220	0.0428	0.4465	0.0782	0.0446	0.4645	0.0813	0.0735	0.7665	0.1342	0.0703	0.7329	0.1283	0.0144	0.2745	0.0273	0.0163	0.3113	0.0310	0.0384	0.7341	0.0730	0.0341	0.6520	0.0649	0.2337	0.4421	0.3057	0.2890	0.5468	0.3782	0.3419	0.6470	0.4474	0.2804	0.5305	0.3669	0.0007	0.0258	0.0013	0.0007	0.0258	0.0013	0.0146	0.5696	0.0284	0.0131	0.5103	0.0255	0.2222	0.8774	0.3546	0.2276	0.8987	0.3632	0.2364	0.9337	0.3773	0.2319	0.9160	0.3701	0.1421	0.8675	0.2442	0.1459	0.8910	0.2508	0.1541	0.9410	0.2649	0.1515	0.9248	0.2603	0.0385	0.4533	0.0710	0.0405	0.4770	0.0747	0.0591	0.6963	0.1090	0.0565	0.6652	0.1041	0.1617	0.6906	0.2621	0.1687	0.7203	0.2733	0.2079	0.8880	0.3370	0.2002	0.8550	0.3244	0.1867	0.4714	0.2675	0.2032	0.5129	0.2911	0.3056	0.7715	0.4377	0.2819	0.7119	0.4039	0.2363	0.5559	0.3316	0.2415	0.5680	0.3389	0.3425	0.8058	0.4807	0.3251	0.7648	0.4563	0.0944	0.6969	0.1663	0.0976	0.7202	0.1719	0.1174	0.8661	0.2067	0.1074	0.7927	0.1892	0.0129	0.7065	0.0253	0.0120	0.6594	0.0236	0.1633	0.7920	0.2708	0.1646	0.7982	0.2729	0.1976	0.9581	0.3276	0.1949	0.9454	0.3232	0.0001	0.0087	0.0003	0.0001	0.0087	0.0003	0.0060	0.3913	0.0118	0.0033	0.2174	0.0065	0.2171	0.8800	0.3482	0.2194	0.8895	0.3520	0.2375	0.9629	0.3810	0.2333	0.9460	0.3743	0.0345	0.5046	0.0646	0.0347	0.5083	0.0650	0.0570	0.8346	0.1068	0.0562	0.8226	0.1052	0.0005	0.0161	0.0010	0.0007	0.0201	0.0013	0.0167	0.5080	0.0323	0.0155	0.4739	0.0301	0.0956	0.5887	0.1644	0.1012	0.6233	0.1741	0.1255	0.7731	0.2159	0.1067	0.6572	0.1836	0.1898	0.8661	0.3113	0.1906	0.8700	0.3127	0.2054	0.9374	0.3370	0.2038	0.9301	0.3344	0.0550	0.3423	0.0948	0.0600	0.3736	0.1034	0.1150	0.7156	0.1981	0.1026	0.6387	0.1768	0.0072	0.4696	0.0141	0.0074	0.4870	0.0146	0.0115	0.7565	0.0227	0.0110	0.7217	0.0217	0.0117	0.5361	0.0229	0.0121	0.5542	0.0237	0.0187	0.8554	0.0365	0.0176	0.8072	0.0345	0.0001	0.0075	0.0003	0.0004	0.0226	0.0008	0.0110	0.6241	0.0216	0.0099	0.5639	0.0195	0.0614	0.6798	0.1126	0.0621	0.6879	0.1140	0.0832	0.9213	0.1527	0.0808	0.8942	0.1482	0.0279	0.5737	0.0532	0.0298	0.6132	0.0569	0.0402	0.8263	0.0767	0.0352	0.7237	0.0671	0.2258	0.7534	0.3474	0.2429	0.8107	0.3738	0.2609	0.8706	0.4014	0.2451	0.8178	0.3771	0.2070	0.4982	0.2925	0.2836	0.6825	0.4007	0.3039	0.7313	0.4294	0.2232	0.5371	0.3153	0.0310	0.6644	0.0593	0.0248	0.5304	0.0473	0.0257	0.4797	0.0487	0.0263	0.4916	0.0499	0.0464	0.8675	0.0881	0.0447	0.8353	0.0848	0.2262	0.4742	0.3063	0.2648	0.5549	0.3585	0.3399	0.7124	0.4602	0.2772	0.5809	0.3753	0.0121	0.5320	0.0236	0.0075	0.3314	0.0147	0.2181	0.8491	0.3471	0.2246	0.8742	0.3574	0.2355	0.9167	0.3747	0.2243	0.8730	0.3569	0.3396	0.8558	0.4862	0.3401	0.8570	0.4869	0.3725	0.9388	0.5334	0.3683	0.9282	0.5274	0.3316	0.3644	0.3473	0.4241	0.4660	0.4440	0.6300	0.6922	0.6596	0.5505	0.6049	0.5764
16.4882	7.9644	176	1.0778	0.5761	0.5397	0.5573	0.6452	0.6045	0.6242	0.8242	0.7722	0.7973	0.7437	0.6968	0.7195	0.0432	0.4462	0.0787	0.0447	0.4615	0.0815	0.0741	0.7654	0.1351	0.0705	0.7282	0.1285	0.0145	0.2716	0.0276	0.0162	0.3029	0.0308	0.0388	0.7248	0.0737	0.0346	0.6466	0.0657	0.2329	0.4217	0.3001	0.2907	0.5263	0.3745	0.3539	0.6408	0.4560	0.2884	0.5222	0.3716	0.0007	0.0256	0.0013	0.0007	0.0256	0.0013	0.0144	0.5564	0.0280	0.0127	0.4923	0.0248	0.2229	0.8782	0.3555	0.2282	0.8991	0.3640	0.2371	0.9343	0.3782	0.2327	0.9168	0.3711	0.1425	0.8699	0.2450	0.1464	0.8934	0.2516	0.1545	0.9426	0.2654	0.1518	0.9266	0.2609	0.0384	0.4492	0.0708	0.0412	0.4816	0.0759	0.0605	0.7077	0.1115	0.0576	0.6730	0.1061	0.1626	0.6864	0.2629	0.1701	0.7183	0.2751	0.2095	0.8845	0.3387	0.2011	0.8490	0.3251	0.1873	0.4717	0.2681	0.2038	0.5132	0.2917	0.3086	0.7770	0.4417	0.2839	0.7149	0.4064	0.2360	0.5404	0.3285	0.2413	0.5527	0.3360	0.3475	0.7959	0.4838	0.3294	0.7543	0.4586	0.0947	0.6975	0.1668	0.0980	0.7217	0.1726	0.1175	0.8656	0.2070	0.1074	0.7908	0.1891	0.0131	0.7174	0.0258	0.0122	0.6667	0.0240	0.1637	0.7939	0.2714	0.1651	0.8007	0.2737	0.1980	0.9606	0.3284	0.1954	0.9478	0.3240	0.0001	0.0088	0.0003	0.0001	0.0088	0.0003	0.0057	0.3772	0.0113	0.0028	0.1842	0.0055	0.2176	0.8783	0.3488	0.2200	0.8877	0.3526	0.2384	0.9620	0.3821	0.2342	0.9449	0.3753	0.0344	0.5065	0.0644	0.0345	0.5084	0.0646	0.0568	0.8374	0.1064	0.0560	0.8262	0.1050	0.0005	0.0167	0.0010	0.0007	0.0209	0.0013	0.0165	0.5230	0.0320	0.0155	0.4895	0.0300	0.0961	0.5926	0.1653	0.1013	0.6253	0.1744	0.1261	0.7782	0.2171	0.1073	0.6622	0.1847	0.1902	0.8644	0.3118	0.1910	0.8683	0.3132	0.2063	0.9375	0.3382	0.2046	0.9298	0.3354	0.0569	0.3322	0.0972	0.0619	0.3614	0.1058	0.1219	0.7109	0.2081	0.1092	0.6372	0.1865	0.0072	0.4655	0.0141	0.0074	0.4828	0.0147	0.0116	0.7543	0.0229	0.0112	0.7241	0.0220	0.0119	0.5325	0.0232	0.0121	0.5444	0.0237	0.0189	0.8491	0.0370	0.0178	0.7988	0.0348	0.0001	0.0076	0.0003	0.0003	0.0153	0.0005	0.0100	0.5725	0.0196	0.0088	0.5038	0.0173	0.0615	0.6720	0.1127	0.0624	0.6815	0.1143	0.0833	0.9099	0.1526	0.0808	0.8831	0.1481	0.0280	0.5737	0.0534	0.0299	0.6132	0.0571	0.0403	0.825	0.0768	0.0352	0.7211	0.0671	0.2264	0.7545	0.3482	0.2434	0.8111	0.3744	0.2617	0.8722	0.4026	0.2458	0.8192	0.3781	0.2082	0.4996	0.2939	0.2846	0.6830	0.4018	0.3047	0.7310	0.4301	0.2248	0.5393	0.3173	0.0290	0.6191	0.0554	0.0228	0.4875	0.0436	0.0257	0.4718	0.0488	0.0266	0.4883	0.0505	0.0467	0.8568	0.0886	0.0448	0.8216	0.0850	0.2275	0.4630	0.3051	0.2669	0.5431	0.3579	0.3466	0.7054	0.4648	0.2819	0.5738	0.3781	0.0121	0.5414	0.0237	0.0077	0.3432	0.0150	0.2188	0.8475	0.3478	0.2252	0.8722	0.3579	0.2362	0.9149	0.3755	0.2250	0.8714	0.3576	0.3404	0.8558	0.4871	0.3409	0.8570	0.4878	0.3733	0.9385	0.5342	0.3693	0.9284	0.5284	0.3400	0.3725	0.3555	0.4336	0.4750	0.4534	0.6244	0.6841	0.6529	0.5465	0.5987	0.5714

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-iob2-20250312170457

bert-base-multilingual-cased-iob2-20250312170457

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

Evaluation results