bert-base-multilingual-cased-iob2-20250312143952

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

Loss: 0.3199
Overall Strict Precision: 0.8381
Overall Strict Recall: 0.8128
Overall Strict F1: 0.8252
Overall Ent Type Precision: 0.8879
Overall Ent Type Recall: 0.8610
Overall Ent Type F1: 0.8742
Overall Partial Precision: 0.9291
Overall Partial Recall: 0.9009
Overall Partial F1: 0.9148
Overall Exact Precision: 0.8923
Overall Exact Recall: 0.8653
Overall Exact F1: 0.8785
Reservationnumber Strict Precision: 0.1248
Reservationnumber Strict Recall: 0.7568
Reservationnumber Strict F1: 0.2142
Reservationnumber Ent Type Precision: 0.1289
Reservationnumber Ent Type Recall: 0.7819
Reservationnumber Ent Type F1: 0.2213
Reservationnumber Partial Precision: 0.1489
Reservationnumber Partial Recall: 0.9035
Reservationnumber Partial F1: 0.2557
Reservationnumber Exact Precision: 0.1454
Reservationnumber Exact Recall: 0.8822
Reservationnumber Exact F1: 0.2497
Travellername Strict Precision: 0.6097
Travellername Strict Recall: 0.7982
Travellername Strict F1: 0.6913
Travellername Ent Type Precision: 0.6582
Travellername Ent Type Recall: 0.8617
Travellername Ent Type F1: 0.7463
Travellername Partial Precision: 0.6740
Travellername Partial Recall: 0.8823
Travellername Partial F1: 0.7642
Travellername Exact Precision: 0.6348
Travellername Exact Recall: 0.8311
Travellername Exact F1: 0.7198
Externalreservationnumber Strict Precision: 0.0512
Externalreservationnumber Strict Recall: 0.6562
Externalreservationnumber Strict F1: 0.0950
Externalreservationnumber Ent Type Precision: 0.0561
Externalreservationnumber Ent Type Recall: 0.7188
Externalreservationnumber Ent Type F1: 0.1040
Externalreservationnumber Partial Precision: 0.0675
Externalreservationnumber Partial Recall: 0.8661
Externalreservationnumber Partial F1: 0.1253
Externalreservationnumber Exact Precision: 0.0623
Externalreservationnumber Exact Recall: 0.7991
Externalreservationnumber Exact F1: 0.1156
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: 0.0030
Documenttype Partial Recall: 0.4444
Documenttype Partial F1: 0.0059
Documenttype Exact Precision: 0.0022
Documenttype Exact Recall: 0.3333
Documenttype Exact F1: 0.0045
Hotelcity Strict Precision: 0.3973
Hotelcity Strict Recall: 0.7287
Hotelcity Strict F1: 0.5142
Hotelcity Ent Type Precision: 0.4170
Hotelcity Ent Type Recall: 0.7649
Hotelcity Ent Type F1: 0.5397
Hotelcity Partial Precision: 0.4834
Hotelcity Partial Recall: 0.8867
Hotelcity Partial F1: 0.6257
Hotelcity Exact Precision: 0.4665
Hotelcity Exact Recall: 0.8558
Hotelcity Exact F1: 0.6038
Taxamount Strict Precision: 0.1215
Taxamount Strict Recall: 0.8545
Taxamount Strict F1: 0.2128
Taxamount Ent Type Precision: 0.1235
Taxamount Ent Type Recall: 0.8682
Taxamount Ent Type F1: 0.2162
Taxamount Partial Precision: 0.1364
Taxamount Partial Recall: 0.9591
Taxamount Partial F1: 0.2388
Taxamount Exact Precision: 0.1335
Taxamount Exact Recall: 0.9386
Taxamount Exact F1: 0.2337
Currencycode Strict Precision: 0.5901
Currencycode Strict Recall: 0.9379
Currencycode Strict F1: 0.7244
Currencycode Ent Type Precision: 0.5940
Currencycode Ent Type Recall: 0.9440
Currencycode Ent Type F1: 0.7292
Currencycode Partial Precision: 0.6171
Currencycode Partial Recall: 0.9807
Currencycode Partial F1: 0.7575
Currencycode Exact Precision: 0.6139
Currencycode Exact Recall: 0.9757
Currencycode Exact F1: 0.7537
Invoicenumber Strict Precision: 0.5012
Invoicenumber Strict Recall: 0.8814
Invoicenumber Strict F1: 0.6390
Invoicenumber Ent Type Precision: 0.5119
Invoicenumber Ent Type Recall: 0.9002
Invoicenumber Ent Type F1: 0.6527
Invoicenumber Partial Precision: 0.5393
Invoicenumber Partial Recall: 0.9484
Invoicenumber Partial F1: 0.6876
Invoicenumber Exact Precision: 0.5313
Invoicenumber Exact Recall: 0.9342
Invoicenumber Exact F1: 0.6774
Hotelemail Strict Precision: 0.3194
Hotelemail Strict Recall: 0.9249
Hotelemail Strict F1: 0.4748
Hotelemail Ent Type Precision: 0.3226
Hotelemail Ent Type Recall: 0.9343
Hotelemail Ent Type F1: 0.4796
Hotelemail Partial Precision: 0.3328
Hotelemail Partial Recall: 0.9639
Hotelemail Partial F1: 0.4948
Hotelemail Exact Precision: 0.3296
Hotelemail Exact Recall: 0.9545
Hotelemail Exact F1: 0.4900
Companyaddress Strict Precision: 0.4742
Companyaddress Strict Recall: 0.8600
Companyaddress Strict F1: 0.6114
Companyaddress Ent Type Precision: 0.4942
Companyaddress Ent Type Recall: 0.8962
Companyaddress Ent Type F1: 0.6371
Companyaddress Partial Precision: 0.5215
Companyaddress Partial Recall: 0.9457
Companyaddress Partial F1: 0.6723
Companyaddress Exact Precision: 0.5049
Companyaddress Exact Recall: 0.9157
Companyaddress Exact F1: 0.6509
Hotelcountry Strict Precision: 0.1004
Hotelcountry Strict Recall: 0.7281
Hotelcountry Strict F1: 0.1764
Hotelcountry Ent Type Precision: 0.1004
Hotelcountry Ent Type Recall: 0.7281
Hotelcountry Ent Type F1: 0.1764
Hotelcountry Partial Precision: 0.1320
Hotelcountry Partial Recall: 0.9574
Hotelcountry Partial F1: 0.2320
Hotelcountry Exact Precision: 0.1316
Hotelcountry Exact Recall: 0.9551
Hotelcountry Exact F1: 0.2314
Checkout Strict Precision: 0.0056
Checkout Strict Recall: 0.2273
Checkout Strict F1: 0.0108
Checkout Ent Type Precision: 0.0056
Checkout Ent Type Recall: 0.2273
Checkout Ent Type F1: 0.0108
Checkout Partial Precision: 0.0133
Checkout Partial Recall: 0.5455
Checkout Partial F1: 0.0260
Checkout Exact Precision: 0.0126
Checkout Exact Recall: 0.5152
Checkout Exact F1: 0.0246
Hotelvatnumber Strict Precision: 0.1601
Hotelvatnumber Strict Recall: 0.7994
Hotelvatnumber Strict F1: 0.2667
Hotelvatnumber Ent Type Precision: 0.1613
Hotelvatnumber Ent Type Recall: 0.8055
Hotelvatnumber Ent Type F1: 0.2688
Hotelvatnumber Partial Precision: 0.1870
Hotelvatnumber Partial Recall: 0.9339
Hotelvatnumber Partial F1: 0.3116
Hotelvatnumber Exact Precision: 0.1844
Hotelvatnumber Exact Recall: 0.9210
Hotelvatnumber Exact F1: 0.3073
Grossamount Strict Precision: 0.4343
Grossamount Strict Recall: 0.8360
Grossamount Strict F1: 0.5716
Grossamount Ent Type Precision: 0.4448
Grossamount Ent Type Recall: 0.8562
Grossamount Ent Type F1: 0.5855
Grossamount Partial Precision: 0.4810
Grossamount Partial Recall: 0.9259
Grossamount Partial F1: 0.6331
Grossamount Exact Precision: 0.4720
Grossamount Exact Recall: 0.9086
Grossamount Exact F1: 0.6213
Companyname Strict Precision: 0.6741
Companyname Strict Recall: 0.8169
Companyname Strict F1: 0.7387
Companyname Ent Type Precision: 0.7362
Companyname Ent Type Recall: 0.8920
Companyname Ent Type F1: 0.8066
Companyname Partial Precision: 0.7352
Companyname Partial Recall: 0.8909
Companyname Partial F1: 0.8056
Companyname Exact Precision: 0.6985
Companyname Exact Recall: 0.8464
Companyname Exact F1: 0.7653
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: 0.0041
Cardtype Partial Recall: 0.6875
Cardtype Partial F1: 0.0082
Cardtype Exact Precision: 0.0037
Cardtype Exact Recall: 0.625
Cardtype Exact F1: 0.0074
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: 0.0
Cardnumber Partial Recall: 0.0
Cardnumber Partial F1: 0
Cardnumber Exact Precision: 0.0
Cardnumber Exact Recall: 0.0
Cardnumber Exact F1: 0
Invoicedate Strict Precision: 0.0022
Invoicedate Strict Recall: 0.0714
Invoicedate Strict F1: 0.0043
Invoicedate Ent Type Precision: 0.0030
Invoicedate Ent Type Recall: 0.0952
Invoicedate Ent Type F1: 0.0058
Invoicedate Partial Precision: 0.0115
Invoicedate Partial Recall: 0.3690
Invoicedate Partial F1: 0.0223
Invoicedate Exact Precision: 0.0100
Invoicedate Exact Recall: 0.3214
Invoicedate Exact F1: 0.0194
Bookingnumber Strict Precision: 0.0467
Bookingnumber Strict Recall: 0.5833
Bookingnumber Strict F1: 0.0864
Bookingnumber Ent Type Precision: 0.0470
Bookingnumber Ent Type Recall: 0.5877
Bookingnumber Ent Type F1: 0.0871
Bookingnumber Partial Precision: 0.0641
Bookingnumber Partial Recall: 0.8004
Bookingnumber Partial F1: 0.1186
Bookingnumber Exact Precision: 0.0628
Bookingnumber Exact Recall: 0.7851
Bookingnumber Exact F1: 0.1163
Pagenumber Strict Precision: 0.7646
Pagenumber Strict Recall: 0.8475
Pagenumber Strict F1: 0.8039
Pagenumber Ent Type Precision: 0.8267
Pagenumber Ent Type Recall: 0.9163
Pagenumber Ent Type F1: 0.8692
Pagenumber Partial Precision: 0.8250
Pagenumber Partial Recall: 0.9143
Pagenumber Partial F1: 0.8673
Pagenumber Exact Precision: 0.7897
Pagenumber Exact Recall: 0.8752
Pagenumber Exact F1: 0.8303
Netamount Strict Precision: 0.3836
Netamount Strict Recall: 0.6910
Netamount Strict F1: 0.4933
Netamount Ent Type Precision: 0.4204
Netamount Ent Type Recall: 0.7574
Netamount Ent Type F1: 0.5407
Netamount Partial Precision: 0.4502
Netamount Partial Recall: 0.8111
Netamount Partial F1: 0.5790
Netamount Exact Precision: 0.4277
Netamount Exact Recall: 0.7706
Netamount Exact F1: 0.5501
Hotelbankaccount Strict Precision: 0.0
Hotelbankaccount Strict Recall: 0
Hotelbankaccount Strict F1: 0
Hotelbankaccount Ent Type Precision: 0.0
Hotelbankaccount Ent Type Recall: 0
Hotelbankaccount Ent Type F1: 0
Hotelbankaccount Partial Precision: 0.0
Hotelbankaccount Partial Recall: 0
Hotelbankaccount Partial F1: 0
Hotelbankaccount Exact Precision: 0.0
Hotelbankaccount Exact Recall: 0
Hotelbankaccount Exact F1: 0
Roomno Strict Precision: 0.4920
Roomno Strict Recall: 0.7446
Roomno Strict F1: 0.5925
Roomno Ent Type Precision: 0.5032
Roomno Ent Type Recall: 0.7614
Roomno Ent Type F1: 0.6059
Roomno Partial Precision: 0.5761
Roomno Partial Recall: 0.8717
Roomno Partial F1: 0.6937
Roomno Exact Precision: 0.5634
Roomno Exact Recall: 0.8525
Roomno Exact F1: 0.6784
Companyzipcode Strict Precision: 0.4327
Companyzipcode Strict Recall: 0.8986
Companyzipcode Strict F1: 0.5842
Companyzipcode Ent Type Precision: 0.4371
Companyzipcode Ent Type Recall: 0.9077
Companyzipcode Ent Type F1: 0.5901
Companyzipcode Partial Precision: 0.4620
Companyzipcode Partial Recall: 0.9594
Companyzipcode Partial F1: 0.6237
Companyzipcode Exact Precision: 0.4549
Companyzipcode Exact Recall: 0.9445
Companyzipcode Exact F1: 0.6140
Companycity Strict Precision: 0.4455
Companycity Strict Recall: 0.8814
Companycity Strict F1: 0.5919
Companycity Ent Type Precision: 0.4604
Companycity Ent Type Recall: 0.9107
Companycity Ent Type F1: 0.6116
Companycity Partial Precision: 0.4709
Companycity Partial Recall: 0.9316
Companycity Partial F1: 0.6256
Companycity Exact Precision: 0.4619
Companycity Exact Recall: 0.9138
Companycity Exact F1: 0.6136
Hotelphonenumber Strict Precision: 0.2258
Hotelphonenumber Strict Recall: 0.7672
Hotelphonenumber Strict F1: 0.3489
Hotelphonenumber Ent Type Precision: 0.2317
Hotelphonenumber Ent Type Recall: 0.7875
Hotelphonenumber Ent Type F1: 0.3581
Hotelphonenumber Partial Precision: 0.2610
Hotelphonenumber Partial Recall: 0.8868
Hotelphonenumber Partial F1: 0.4033
Hotelphonenumber Exact Precision: 0.2428
Hotelphonenumber Exact Recall: 0.8252
Hotelphonenumber Exact F1: 0.3752
Hotelzipcode Strict Precision: 0.3443
Hotelzipcode Strict Recall: 0.8202
Hotelzipcode Strict F1: 0.4850
Hotelzipcode Ent Type Precision: 0.3488
Hotelzipcode Ent Type Recall: 0.8309
Hotelzipcode Ent Type F1: 0.4913
Hotelzipcode Partial Precision: 0.3956
Hotelzipcode Partial Recall: 0.9425
Hotelzipcode Partial F1: 0.5573
Hotelzipcode Exact Precision: 0.3892
Hotelzipcode Exact Recall: 0.9272
Hotelzipcode Exact F1: 0.5482
Checkin Strict Precision: 0.0066
Checkin Strict Recall: 0.2338
Checkin Strict F1: 0.0129
Checkin Ent Type Precision: 0.0081
Checkin Ent Type Recall: 0.2857
Checkin Ent Type F1: 0.0157
Checkin Partial Precision: 0.0171
Checkin Partial Recall: 0.6039
Checkin Partial F1: 0.0332
Checkin Exact Precision: 0.0129
Checkin Exact Recall: 0.4545
Checkin Exact F1: 0.0250
Hoteltaxcode Strict Precision: 0.0442
Hoteltaxcode Strict Recall: 0.5806
Hoteltaxcode Strict F1: 0.0822
Hoteltaxcode Ent Type Precision: 0.0456
Hoteltaxcode Ent Type Recall: 0.5991
Hoteltaxcode Ent Type F1: 0.0848
Hoteltaxcode Partial Precision: 0.0614
Hoteltaxcode Partial Recall: 0.8065
Hoteltaxcode Partial F1: 0.1142
Hoteltaxcode Exact Precision: 0.0576
Hoteltaxcode Exact Recall: 0.7558
Hoteltaxcode Exact F1: 0.1070
Hoteladdress Strict Precision: 0.2291
Hoteladdress Strict Recall: 0.7264
Hoteladdress Strict F1: 0.3484
Hoteladdress Ent Type Precision: 0.2352
Hoteladdress Ent Type Recall: 0.7456
Hoteladdress Ent Type F1: 0.3576
Hoteladdress Partial Precision: 0.2718
Hoteladdress Partial Recall: 0.8615
Hoteladdress Partial F1: 0.4132
Hoteladdress Exact Precision: 0.2466
Hoteladdress Exact Recall: 0.7816
Hoteladdress Exact F1: 0.3749
Companycountry Strict Precision: 0.4164
Companycountry Strict Recall: 0.8670
Companycountry Strict F1: 0.5626
Companycountry Ent Type Precision: 0.4234
Companycountry Ent Type Recall: 0.8816
Companycountry Ent Type F1: 0.5721
Companycountry Partial Precision: 0.4474
Companycountry Partial Recall: 0.9316
Companycountry Partial F1: 0.6045
Companycountry Exact Precision: 0.4417
Companycountry Exact Recall: 0.9196
Companycountry Exact F1: 0.5968
Hotelname Strict Precision: 0.4873
Hotelname Strict Recall: 0.7464
Hotelname Strict F1: 0.5896
Hotelname Ent Type Precision: 0.5497
Hotelname Ent Type Recall: 0.8420
Hotelname Ent Type F1: 0.6652
Hotelname Partial Precision: 0.5548
Hotelname Partial Recall: 0.8497
Hotelname Partial F1: 0.6713
Hotelname Exact Precision: 0.5044
Hotelname Exact Recall: 0.7725
Hotelname Exact F1: 0.6103
Companyvatnumber Strict Precision: 0.3102
Companyvatnumber Strict Recall: 0.6094
Companyvatnumber Strict F1: 0.4111
Companyvatnumber Ent Type Precision: 0.3563
Companyvatnumber Ent Type Recall: 0.7001
Companyvatnumber Ent Type F1: 0.4723
Companyvatnumber Partial Precision: 0.3769
Companyvatnumber Partial Recall: 0.7404
Companyvatnumber Partial F1: 0.4995
Companyvatnumber Exact Precision: 0.3446
Companyvatnumber Exact Recall: 0.6770
Companyvatnumber Exact F1: 0.4567
Hotelfaxnumber Strict Precision: 0.0746
Hotelfaxnumber Strict Recall: 0.6529
Hotelfaxnumber Strict F1: 0.1339
Hotelfaxnumber Ent Type Precision: 0.0796
Hotelfaxnumber Ent Type Recall: 0.6971
Hotelfaxnumber Ent Type F1: 0.1429
Hotelfaxnumber Partial Precision: 0.0954
Hotelfaxnumber Partial Recall: 0.8353
Hotelfaxnumber Partial F1: 0.1712
Hotelfaxnumber Exact Precision: 0.0853
Hotelfaxnumber Exact Recall: 0.7471
Hotelfaxnumber Exact F1: 0.1532

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

learning_rate: 2e-05
train_batch_size: 8
eval_batch_size: 8
seed: 42
gradient_accumulation_steps: 16
total_train_batch_size: 128
optimizer: 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	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	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	Documenttype Partial Precision	Documenttype Partial Recall	Documenttype Partial F1	Documenttype Exact Precision	Documenttype Exact Recall	Documenttype 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	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	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	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	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	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	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	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	Grossamount Strict Precision	Grossamount Strict Recall	Grossamount Strict F1	Grossamount Ent Type Precision	Grossamount Ent Type Recall	Grossamount Ent Type F1	Grossamount Partial Precision	Grossamount Partial Recall	Grossamount Partial F1	Grossamount Exact Precision	Grossamount Exact Recall	Grossamount Exact F1	Companyname Strict Precision	Companyname Strict Recall	Companyname Strict F1	Companyname Ent Type Precision	Companyname Ent Type Recall	Companyname Ent Type F1	Companyname Partial Precision	Companyname Partial Recall	Companyname Partial F1	Companyname Exact Precision	Companyname Exact Recall	Companyname Exact F1	Cardtype Partial Precision	Cardtype Partial Recall	Cardtype Partial F1	Cardtype Exact Precision	Cardtype Exact Recall	Cardtype Exact F1	Cardnumber Strict Precision	Cardnumber Strict Recall	Cardnumber Strict F1	Cardnumber Ent Type Precision	Cardnumber Ent Type Recall	Cardnumber Ent Type F1	Cardnumber Partial Precision	Cardnumber Partial Recall	Cardnumber Partial F1	Cardnumber Exact Precision	Cardnumber Exact Recall	Cardnumber Exact F1	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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
58.0258	0.9644	22	2.4530	0.4294	0.6317	0.5113	0.4604	0.6774	0.5482	0.5715	0.8407	0.6804	0.5260	0.7738	0.6263	0.0121	0.3143	0.0234	0.0121	0.3143	0.0234	0.0275	0.7126	0.0530	0.0254	0.6571	0.0489	0.0729	0.5646	0.1291	0.0841	0.6514	0.1490	0.1011	0.7827	0.1790	0.0834	0.6460	0.1477	0.0015	0.4490	0.0029	0.0016	0.4796	0.0031	0.0029	0.8776	0.0057	0.0027	0.8265	0.0054	0.0110	0.6869	0.0217	0.0088	0.5503	0.0174	0.0404	0.7288	0.0765	0.0418	0.7546	0.0792	0.0515	0.9288	0.0975	0.0500	0.9027	0.0948	0.0086	0.4479	0.0169	0.0088	0.4581	0.0173	0.0157	0.8162	0.0308	0.0153	0.7949	0.0300	0.1175	0.8679	0.2070	0.1178	0.8699	0.2075	0.1300	0.9602	0.2290	0.1275	0.9419	0.2246	0.0706	0.8745	0.1307	0.0751	0.9306	0.1390	0.0769	0.9529	0.1424	0.0743	0.9206	0.1375	0.0392	0.8730	0.0750	0.0405	0.9023	0.0775	0.0424	0.9437	0.0811	0.0415	0.9251	0.0795	0.0671	0.8620	0.1245	0.0686	0.8815	0.1274	0.0719	0.9231	0.1334	0.0689	0.8855	0.1279	0.0100	0.5672	0.0197	0.0100	0.5690	0.0197	0.0166	0.9384	0.0325	0.0165	0.9328	0.0323	0.0006	0.0420	0.0011	0.0006	0.0420	0.0011	0.0120	0.8951	0.0236	0.0116	0.8667	0.0229	0.0155	0.6358	0.0302	0.0157	0.6452	0.0306	0.0226	0.9274	0.0440	0.0217	0.8938	0.0424	0.0332	0.4609	0.0619	0.0355	0.4928	0.0662	0.0576	0.8010	0.1076	0.0541	0.7512	0.1009	0.0764	0.7371	0.1384	0.0884	0.8533	0.1603	0.0883	0.8521	0.1600	0.0783	0.7555	0.1419	0.0034	0.6227	0.0067	0.0029	0.5399	0.0058	0.0	0.0	0	0.0	0.0	0	0.0096	0.3140	0.0187	0.0049	0.1591	0.0095	0.0005	0.0296	0.0009	0.0005	0.0296	0.0009	0.0141	0.9049	0.0278	0.0135	0.8647	0.0266	0.0028	0.2222	0.0055	0.0032	0.2540	0.0063	0.0075	0.6005	0.0149	0.0064	0.5132	0.0127	0.0066	0.2228	0.0129	0.0091	0.3049	0.0177	0.0099	0.3304	0.0191	0.0082	0.2738	0.0159	0.0111	0.4016	0.0217	0.0116	0.4181	0.0226	0.0221	0.7980	0.0431	0.0209	0.7527	0.0406	0.0000	0.0061	0.0001	0.0000	0.0061	0.0001	0.0027	0.4969	0.0054	0.0011	0.2025	0.0022	0.0798	0.4861	0.1371	0.0815	0.4967	0.1401	0.1286	0.7832	0.2209	0.1176	0.7162	0.2020	0.0658	0.8874	0.1225	0.0665	0.8970	0.1238	0.0718	0.9688	0.1337	0.0706	0.9527	0.1315	0.0674	0.8840	0.1252	0.0689	0.9048	0.1281	0.0717	0.9404	0.1332	0.0701	0.9198	0.1303	0.0258	0.7314	0.0498	0.0271	0.7699	0.0524	0.0313	0.8891	0.0606	0.0284	0.8057	0.0549	0.0447	0.7828	0.0845	0.0451	0.7900	0.0853	0.0544	0.9540	0.1030	0.0537	0.9413	0.1016	0.0004	0.0234	0.0008	0.0005	0.0273	0.0009	0.0131	0.7754	0.0258	0.0124	0.7344	0.0244	0.0028	0.4940	0.0055	0.0028	0.5060	0.0056	0.0046	0.8274	0.0092	0.0043	0.7738	0.0086	0.0245	0.5625	0.0469	0.0264	0.6075	0.0507	0.0334	0.7687	0.0641	0.0277	0.6378	0.0532	0.0543	0.9044	0.1024	0.0544	0.9059	0.1026	0.0572	0.9524	0.1079	0.0569	0.9480	0.1074	0.0609	0.5144	0.1090	0.0873	0.7373	0.1561	0.0876	0.7398	0.1567	0.0643	0.5426	0.1149	0.0065	0.5493	0.0128	0.0066	0.5577	0.0130	0.0109	0.9254	0.0215	0.0107	0.9070	0.0211	0.0072	0.6293	0.0143	0.0077	0.6695	0.0152	0.0096	0.8376	0.0191	0.0084	0.7328	0.0167
22.1343	1.9644	44	1.1002	0.5666	0.5366	0.5512	0.6402	0.6063	0.6228	0.8216	0.7781	0.7992	0.7373	0.6982	0.7172	0.0435	0.4694	0.0796	0.0441	0.4762	0.0808	0.0719	0.7755	0.1315	0.0693	0.7483	0.1269	0.2227	0.5201	0.3119	0.2645	0.6177	0.3704	0.3134	0.7320	0.4389	0.2529	0.5906	0.3541	0.0059	0.6667	0.0118	0.0062	0.6970	0.0123	0.0076	0.8561	0.0151	0.0072	0.8030	0.0142	0.0260	0.5970	0.0498	0.0199	0.4576	0.0382	0.1648	0.6810	0.2653	0.1730	0.7152	0.2786	0.2127	0.8791	0.3425	0.2038	0.8422	0.3282	0.0375	0.4277	0.0690	0.0398	0.4540	0.0733	0.0564	0.6423	0.1037	0.0534	0.6088	0.0982	0.3426	0.8391	0.4866	0.3432	0.8406	0.4874	0.3764	0.9217	0.5345	0.3719	0.9108	0.5281	0.2263	0.7411	0.3468	0.2458	0.8048	0.3766	0.2644	0.8658	0.4051	0.2464	0.8067	0.3775	0.1438	0.8650	0.2466	0.1478	0.8891	0.2535	0.1570	0.9442	0.2692	0.1544	0.9291	0.2648	0.2193	0.8357	0.3474	0.2268	0.8642	0.3593	0.2372	0.9040	0.3758	0.2260	0.8615	0.3581	0.0320	0.4980	0.0601	0.0321	0.5	0.0603	0.0528	0.8233	0.0993	0.0518	0.8072	0.0974	0.0001	0.0111	0.0003	0.0001	0.0111	0.0003	0.0077	0.6333	0.0152	0.0069	0.5667	0.0136	0.0594	0.6676	0.1091	0.0599	0.6732	0.1100	0.0776	0.8725	0.1426	0.0753	0.8465	0.1383	0.1865	0.4535	0.2643	0.2041	0.4964	0.2893	0.3063	0.7446	0.4340	0.2802	0.6812	0.3970	0.2324	0.4631	0.3095	0.2877	0.5735	0.3832	0.3300	0.6577	0.4394	0.2674	0.5331	0.3562	0.0124	0.736	0.0243	0.0117	0.696	0.0230	0.0	0.0	0	0.0	0.0	0	0.0090	0.4820	0.0177	0.0052	0.2806	0.0103	0.0004	0.0224	0.0008	0.0004	0.0224	0.0008	0.0072	0.3993	0.0142	0.0059	0.3284	0.0117	0.3100	0.3400	0.3243	0.4069	0.4463	0.4257	0.6423	0.7047	0.6721	0.5522	0.6058	0.5778	0.0146	0.2534	0.0276	0.0169	0.2941	0.0320	0.0385	0.6697	0.0729	0.0332	0.5769	0.0628	0.0542	0.3490	0.0938	0.0586	0.3775	0.1014	0.1113	0.7173	0.1928	0.1007	0.6487	0.1743	0.0	0.0	0	0.0	0.0	0	0.0014	0.2059	0.0028	0.0008	0.1176	0.0016	0.2422	0.6317	0.3502	0.2471	0.6445	0.3573	0.3231	0.8425	0.4670	0.3125	0.8149	0.4517	0.2199	0.8721	0.3513	0.2223	0.8815	0.3551	0.2417	0.9583	0.3860	0.2372	0.9406	0.3788	0.2245	0.8653	0.3565	0.2304	0.8879	0.3658	0.2405	0.9269	0.3819	0.2357	0.9085	0.3743	0.0960	0.6917	0.1685	0.0993	0.7156	0.1744	0.1197	0.8629	0.2103	0.1092	0.7874	0.1918	0.1645	0.7890	0.2723	0.1658	0.7953	0.2745	0.1978	0.9486	0.3274	0.1951	0.9358	0.3229	0.0004	0.0144	0.0008	0.0007	0.0240	0.0013	0.0132	0.4736	0.0257	0.0122	0.4375	0.0238	0.0107	0.4938	0.0209	0.0118	0.5432	0.0230	0.0178	0.8241	0.0349	0.0166	0.7654	0.0324	0.0954	0.5721	0.1636	0.1022	0.6125	0.1751	0.1266	0.7589	0.2170	0.1066	0.6390	0.1827	0.1927	0.8482	0.3141	0.1932	0.8501	0.3148	0.2118	0.9319	0.3451	0.2101	0.9246	0.3424	0.2053	0.4845	0.2884	0.2878	0.6792	0.4043	0.3050	0.7199	0.4285	0.2213	0.5222	0.3108	0.0273	0.4353	0.0513	0.0278	0.4435	0.0523	0.0523	0.8347	0.0984	0.0490	0.7823	0.0922	0.0283	0.5767	0.0540	0.0300	0.6111	0.0572	0.0409	0.8333	0.0780	0.0357	0.7275	0.0681
17.5041	2.9644	66	0.8147	0.6478	0.6132	0.6300	0.7021	0.6647	0.6829	0.8746	0.8279	0.8506	0.8152	0.7717	0.7928	0.0616	0.5198	0.1102	0.0625	0.5271	0.1117	0.1019	0.8594	0.1822	0.0979	0.8258	0.1750	0.3272	0.5731	0.4165	0.3645	0.6386	0.4641	0.4367	0.7650	0.5560	0.3871	0.6781	0.4928	0.0136	0.3770	0.0262	0.0141	0.3927	0.0273	0.0269	0.7461	0.0519	0.0251	0.6963	0.0484	0.0078	0.5625	0.0154	0.0060	0.4306	0.0118	0.2348	0.6544	0.3456	0.2545	0.7095	0.3747	0.3061	0.8533	0.4506	0.2903	0.8092	0.4274	0.0612	0.6799	0.1122	0.0640	0.7117	0.1175	0.0746	0.8290	0.1369	0.0706	0.7853	0.1296	0.4240	0.8854	0.5734	0.4259	0.8895	0.5760	0.4586	0.9578	0.6203	0.4547	0.9497	0.6150	0.3118	0.7994	0.4486	0.3160	0.8101	0.4546	0.3573	0.9159	0.5140	0.3485	0.8934	0.5014	0.1953	0.8883	0.3202	0.1973	0.8973	0.3235	0.2117	0.9629	0.3471	0.2095	0.9528	0.3435	0.2866	0.8530	0.4291	0.2933	0.8729	0.4391	0.3098	0.9218	0.4637	0.2948	0.8771	0.4412	0.0509	0.6108	0.0940	0.0513	0.6151	0.0947	0.0756	0.9065	0.1395	0.0751	0.9011	0.1387	0.0	0.0	0	0.0	0.0	0	0.0005	0.0962	0.0010	0.0002	0.0385	0.0004	0.0872	0.6778	0.1545	0.0881	0.6844	0.1561	0.1137	0.8835	0.2015	0.1102	0.8562	0.1952	0.2609	0.5892	0.3617	0.2784	0.6285	0.3859	0.3472	0.7839	0.4813	0.3265	0.7371	0.4525	0.3722	0.6352	0.4694	0.4269	0.7287	0.5384	0.4518	0.7712	0.5698	0.4117	0.7027	0.5192	0.0133	0.7989	0.0262	0.0124	0.7471	0.0245	0.0	0.0	0	0.0	0.0	0	0.0018	0.3958	0.0037	0.0004	0.0833	0.0008	0.0	0.0	0	0.0	0.0	0	0.0006	0.0612	0.0012	0.0004	0.0408	0.0008	0.0187	0.3717	0.0356	0.0202	0.4015	0.0384	0.0353	0.7026	0.0672	0.0329	0.6543	0.0626	0.4258	0.4426	0.4340	0.4901	0.5093	0.4995	0.7568	0.7865	0.7714	0.6971	0.7245	0.7105	0.0629	0.4731	0.1111	0.0739	0.5557	0.1305	0.0917	0.6894	0.1618	0.0814	0.6121	0.1437	0.0	0.0	0	0.0	0.0	0	0.0002	0.1667	0.0004	0.0	0.0	0	0.3172	0.6974	0.4361	0.3241	0.7124	0.4455	0.3913	0.8601	0.5379	0.3775	0.8299	0.5190	0.2847	0.8816	0.4303	0.2877	0.8910	0.4350	0.3099	0.9599	0.4686	0.3039	0.9412	0.4595	0.2922	0.8637	0.4367	0.2995	0.8851	0.4475	0.3142	0.9287	0.4696	0.3072	0.9081	0.4591	0.1327	0.7263	0.2245	0.1347	0.7368	0.2277	0.1616	0.8842	0.2732	0.1491	0.8158	0.2521	0.2175	0.7871	0.3408	0.2203	0.7974	0.3452	0.2625	0.95	0.4113	0.2586	0.9361	0.4053	0.0	0.0	0	0.0	0.0	0	0.0013	0.0942	0.0025	0.0012	0.0870	0.0023	0.0191	0.4071	0.0365	0.0212	0.4506	0.0404	0.0383	0.8162	0.0732	0.0330	0.7036	0.0631	0.1336	0.6221	0.2200	0.1386	0.6453	0.2282	0.1723	0.8023	0.2837	0.1487	0.6926	0.2449	0.2518	0.7821	0.3810	0.2657	0.8253	0.4020	0.2843	0.8830	0.4301	0.2702	0.8393	0.4088	0.2963	0.5952	0.3956	0.3655	0.7341	0.4880	0.3883	0.78	0.5185	0.3166	0.636	0.4228	0.0374	0.3819	0.0680	0.0386	0.3948	0.0703	0.0662	0.6771	0.1206	0.0621	0.6347	0.1131	0.0399	0.5984	0.0748	0.0421	0.6311	0.0789	0.0551	0.8265	0.1033	0.0481	0.7213	0.0901
11.6749	3.9644	88	0.5878	0.7287	0.6878	0.7076	0.7812	0.7373	0.7586	0.8968	0.8464	0.8709	0.8455	0.7980	0.8211	0.0783	0.5194	0.1361	0.0841	0.5581	0.1462	0.1171	0.7769	0.2036	0.1101	0.7303	0.1914	0.4188	0.5763	0.4851	0.4626	0.6365	0.5358	0.5705	0.7850	0.6608	0.5188	0.7138	0.6008	0.0173	0.3493	0.0330	0.0188	0.3780	0.0357	0.0335	0.6746	0.0638	0.0283	0.5694	0.0538	0.0082	0.4408	0.0161	0.0068	0.3684	0.0134	0.2917	0.7000	0.4118	0.3091	0.7419	0.4364	0.3697	0.8873	0.5220	0.3545	0.8509	0.5005	0.0826	0.6944	0.1476	0.0841	0.7074	0.1503	0.1046	0.8796	0.1869	0.1006	0.8463	0.1799	0.4845	0.8975	0.6293	0.4881	0.9040	0.6339	0.5206	0.9643	0.6762	0.5170	0.9576	0.6714	0.3719	0.8228	0.5123	0.3794	0.8393	0.5226	0.4122	0.9119	0.5678	0.4034	0.8924	0.5556	0.2360	0.9035	0.3742	0.2376	0.9099	0.3768	0.2528	0.9680	0.4009	0.2503	0.9585	0.3970	0.3481	0.8249	0.4896	0.3613	0.8564	0.5082	0.3790	0.8983	0.5331	0.3624	0.8589	0.5097	0.0655	0.6978	0.1197	0.0662	0.7050	0.1210	0.0881	0.9388	0.1611	0.0873	0.9305	0.1596	0.0	0.0	0	0.0	0.0	0	0.0014	0.1571	0.0027	0.0010	0.1143	0.0020	0.1105	0.7141	0.1913	0.1113	0.7196	0.1928	0.1386	0.8960	0.2401	0.1339	0.8659	0.2320	0.3174	0.7003	0.4368	0.3321	0.7326	0.4570	0.3874	0.8547	0.5332	0.3734	0.8239	0.5139	0.5055	0.6877	0.5827	0.5797	0.7887	0.6682	0.6038	0.8216	0.6961	0.5543	0.7541	0.6389	0.0094	0.5833	0.0185	0.0073	0.4545	0.0144	0.0	0.0	0	0.0	0.0	0	0.0009	0.2692	0.0017	0.0002	0.0769	0.0005	0.0	0.0	0	0.0002	0.0133	0.0005	0.0020	0.1067	0.0039	0.0015	0.08	0.0029	0.0258	0.4823	0.0490	0.0268	0.5	0.0508	0.0387	0.7235	0.0735	0.0367	0.6858	0.0697	0.6110	0.6701	0.6392	0.6704	0.7352	0.7013	0.7669	0.8410	0.8022	0.7232	0.7932	0.7566	0.1653	0.3806	0.2305	0.1862	0.4289	0.2597	0.2698	0.6214	0.3762	0.2462	0.5671	0.3434	0.0	0	0	0.0	0	0	0.0	0	0	0.0	0	0	0.3534	0.5456	0.4289	0.3647	0.5630	0.4426	0.5173	0.7986	0.6278	0.4866	0.7512	0.5906	0.3349	0.8861	0.4861	0.3386	0.8960	0.4915	0.3639	0.9628	0.5281	0.3570	0.9445	0.5181	0.3440	0.8672	0.4926	0.3529	0.8897	0.5054	0.3709	0.9350	0.5311	0.3637	0.9168	0.5208	0.1630	0.7359	0.2668	0.1653	0.7465	0.2707	0.1962	0.8860	0.3213	0.1817	0.8204	0.2975	0.2591	0.8010	0.3915	0.2630	0.8131	0.3974	0.3081	0.9528	0.4657	0.3037	0.9391	0.4590	0.0	0.0	0	0.0	0.0	0	0.0016	0.1226	0.0032	0.0010	0.0755	0.0019	0.0259	0.5116	0.0494	0.0274	0.5395	0.0521	0.0428	0.8442	0.0815	0.0403	0.7953	0.0768	0.1634	0.6636	0.2622	0.1683	0.6836	0.2701	0.2069	0.8402	0.3320	0.1795	0.7289	0.2880	0.3186	0.7977	0.4554	0.3223	0.8070	0.4607	0.3681	0.9215	0.5261	0.3631	0.9089	0.5189	0.3534	0.6521	0.4584	0.4287	0.7911	0.5561	0.4416	0.8148	0.5727	0.3740	0.6902	0.4851	0.0506	0.3857	0.0894	0.0536	0.4084	0.0947	0.0707	0.5393	0.1251	0.0682	0.5201	0.1206	0.0502	0.6111	0.0928	0.0534	0.65	0.0987	0.0678	0.825	0.1252	0.0593	0.7222	0.1096
9.8952	4.9644	110	0.4881	0.7697	0.7299	0.7492	0.8248	0.7821	0.8029	0.9039	0.8571	0.8799	0.8553	0.8111	0.8326	0.0893	0.6517	0.1571	0.0945	0.6897	0.1663	0.1162	0.8474	0.2043	0.1092	0.7966	0.1921	0.4705	0.6507	0.5461	0.5274	0.7295	0.6122	0.5937	0.8212	0.6892	0.5356	0.7408	0.6217	0.0355	0.6178	0.0671	0.0375	0.6533	0.0709	0.0509	0.8867	0.0963	0.0482	0.84	0.0912	0.0063	0.4273	0.0124	0.0048	0.3273	0.0095	0.3216	0.7060	0.4419	0.3390	0.7444	0.4659	0.3999	0.8781	0.5496	0.3836	0.8421	0.5271	0.0899	0.7637	0.1608	0.0918	0.7800	0.1642	0.1077	0.9155	0.1928	0.1045	0.8880	0.1870	0.5103	0.9274	0.6583	0.5124	0.9312	0.6610	0.5389	0.9793	0.6952	0.5367	0.9755	0.6925	0.4035	0.8547	0.5482	0.4123	0.8734	0.5602	0.4356	0.9227	0.5918	0.4281	0.9068	0.5816	0.2519	0.9054	0.3942	0.2539	0.9125	0.3972	0.2688	0.9661	0.4206	0.2661	0.9562	0.4163	0.3776	0.8179	0.5166	0.4014	0.8696	0.5493	0.4131	0.8948	0.5652	0.3900	0.8449	0.5337	0.0736	0.6998	0.1332	0.0736	0.6998	0.1332	0.0985	0.9365	0.1782	0.0981	0.9330	0.1776	0.0040	0.1389	0.0077	0.0040	0.1389	0.0077	0.0155	0.5417	0.0301	0.0138	0.4815	0.0268	0.1201	0.7632	0.2075	0.1210	0.7690	0.2091	0.1437	0.9130	0.2483	0.1408	0.8947	0.2433	0.3512	0.8128	0.4905	0.3616	0.8370	0.5050	0.3956	0.9155	0.5524	0.3863	0.8942	0.5395	0.5628	0.7250	0.6337	0.6288	0.8100	0.7080	0.6603	0.8506	0.7435	0.6173	0.7953	0.6951	0.0074	0.5851	0.0145	0.0064	0.5106	0.0127	0.0	0.0	0	0.0	0.0	0	0.0001	0.1667	0.0003	0.0	0.0	0	0.0016	0.0414	0.0031	0.0021	0.0552	0.0041	0.0148	0.3862	0.0286	0.0122	0.3172	0.0235	0.0322	0.5207	0.0607	0.0335	0.5413	0.0631	0.0491	0.7934	0.0925	0.0468	0.7562	0.0881	0.7028	0.8274	0.7600	0.7756	0.9131	0.8387	0.7528	0.8863	0.8141	0.7142	0.8409	0.7724	0.2463	0.4643	0.3219	0.2692	0.5074	0.3518	0.3570	0.6730	0.4666	0.3337	0.6289	0.4360	0.0	0	0	0.0	0	0	0.0	0	0	0.0	0	0	0.3824	0.5512	0.4516	0.3890	0.5607	0.4593	0.5390	0.7768	0.6364	0.5210	0.7508	0.6151	0.3549	0.8747	0.5049	0.3591	0.8851	0.5110	0.3874	0.9548	0.5512	0.3793	0.9349	0.5397	0.3657	0.8743	0.5157	0.3746	0.8955	0.5282	0.3938	0.9414	0.5553	0.3860	0.9229	0.5444	0.1746	0.7310	0.2819	0.1782	0.7459	0.2876	0.2100	0.8790	0.3390	0.1940	0.8122	0.3132	0.2769	0.8099	0.4127	0.2807	0.8210	0.4184	0.3212	0.9395	0.4788	0.3161	0.9246	0.4712	0.0032	0.0992	0.0062	0.0053	0.1653	0.0103	0.0134	0.4174	0.0259	0.0098	0.3058	0.0190	0.0305	0.5128	0.0576	0.0313	0.5256	0.0591	0.0521	0.8761	0.0984	0.0481	0.8077	0.0908	0.1767	0.6900	0.2814	0.1818	0.7100	0.2895	0.2179	0.8506	0.3469	0.1929	0.7530	0.3071	0.3391	0.8183	0.4795	0.3408	0.8223	0.4819	0.3857	0.9308	0.5454	0.3814	0.9203	0.5393	0.3979	0.6887	0.5044	0.4571	0.7911	0.5794	0.4769	0.8253	0.6045	0.4198	0.7265	0.5321	0.1555	0.3030	0.2055	0.2018	0.3932	0.2667	0.2913	0.5677	0.3850	0.2404	0.4686	0.3178	0.0544	0.5978	0.0997	0.0581	0.6386	0.1065	0.0740	0.8139	0.1357	0.0647	0.7120	0.1187
8.0396	5.9644	132	0.3901	0.8090	0.7820	0.7953	0.8608	0.8321	0.8462	0.9200	0.8893	0.9043	0.8783	0.8490	0.8634	0.1100	0.7154	0.1906	0.1151	0.7491	0.1996	0.1311	0.8530	0.2273	0.1249	0.8127	0.2166	0.5320	0.6763	0.5956	0.5820	0.7399	0.6515	0.6617	0.8412	0.7407	0.6131	0.7795	0.6864	0.0459	0.5564	0.0848	0.0487	0.5902	0.0900	0.0662	0.8026	0.1224	0.0624	0.7556	0.1152	0.0037	0.4583	0.0072	0.0023	0.2917	0.0046	0.3679	0.7015	0.4826	0.3863	0.7367	0.5069	0.4590	0.8753	0.6022	0.4406	0.8401	0.5780	0.1094	0.8408	0.1936	0.1103	0.8475	0.1952	0.1231	0.9462	0.2179	0.1208	0.9283	0.2138	0.5597	0.9283	0.6983	0.5639	0.9353	0.7036	0.5904	0.9792	0.7366	0.5868	0.9733	0.7321	0.4675	0.8708	0.6084	0.4803	0.8947	0.6251	0.5044	0.9395	0.6564	0.4944	0.9209	0.6434	0.2939	0.9196	0.4454	0.2966	0.9282	0.4496	0.3092	0.9677	0.4687	0.3060	0.9576	0.4638	0.4472	0.8607	0.5886	0.4652	0.8953	0.6123	0.4899	0.9429	0.6448	0.4740	0.9121	0.6238	0.0889	0.6934	0.1576	0.0889	0.6934	0.1576	0.1206	0.9405	0.2137	0.1203	0.9382	0.2132	0.0046	0.2258	0.0091	0.0050	0.2419	0.0097	0.0101	0.4919	0.0197	0.0092	0.4516	0.0181	0.1447	0.7895	0.2446	0.1453	0.7925	0.2456	0.1709	0.9323	0.2889	0.1682	0.9173	0.2842	0.4046	0.8301	0.5441	0.4140	0.8493	0.5567	0.4518	0.9269	0.6075	0.4434	0.9095	0.5961	0.6303	0.7834	0.6985	0.6962	0.8653	0.7716	0.7082	0.8803	0.7849	0.6658	0.8275	0.7379	0.0055	0.6111	0.0108	0.0050	0.5556	0.0099	0.0	0.0	0	0.0	0.0	0	0.0	0.0	0	0.0	0.0	0	0.0016	0.0633	0.0032	0.0023	0.0886	0.0045	0.0096	0.3671	0.0186	0.0076	0.2911	0.0148	0.0408	0.4834	0.0753	0.0415	0.4908	0.0765	0.0620	0.7343	0.1144	0.0583	0.6900	0.1075	0.7435	0.8418	0.7896	0.8091	0.9161	0.8593	0.8031	0.9093	0.8529	0.7658	0.8671	0.8133	0.3182	0.6147	0.4193	0.3544	0.6847	0.4671	0.4028	0.7781	0.5308	0.3797	0.7335	0.5004	0.0	0	0	0.0	0	0	0.0	0	0	0.0	0	0	0.4507	0.6826	0.5430	0.4617	0.6992	0.5562	0.5556	0.8414	0.6693	0.5379	0.8146	0.6479	0.4044	0.9021	0.5584	0.4094	0.9133	0.5654	0.4331	0.9663	0.5981	0.4260	0.9504	0.5883	0.4156	0.8926	0.5671	0.4274	0.9180	0.5833	0.4394	0.9437	0.5996	0.4317	0.9271	0.5890	0.2061	0.7580	0.3241	0.2108	0.7753	0.3315	0.2410	0.8863	0.3789	0.2234	0.8217	0.3513	0.3187	0.8103	0.4575	0.3222	0.8193	0.4625	0.3744	0.9521	0.5375	0.3699	0.9405	0.5309	0.0033	0.1333	0.0064	0.0049	0.2	0.0096	0.0097	0.3933	0.0190	0.0069	0.28	0.0135	0.0382	0.5837	0.0717	0.0404	0.6172	0.0759	0.0570	0.8708	0.1070	0.0529	0.8086	0.0994	0.2081	0.6980	0.3206	0.2131	0.7149	0.3284	0.2545	0.8538	0.3922	0.2268	0.7606	0.3494	0.3909	0.8645	0.5384	0.3930	0.8691	0.5413	0.4249	0.9396	0.5852	0.4218	0.9329	0.5810	0.4505	0.7313	0.5575	0.5154	0.8367	0.6379	0.5209	0.8457	0.6447	0.4658	0.7561	0.5765	0.1830	0.4691	0.2632	0.2216	0.5681	0.3188	0.2497	0.6402	0.3593	0.2228	0.5712	0.3205	0.0663	0.6286	0.1200	0.0708	0.6714	0.1282	0.0868	0.8229	0.1571	0.0772	0.7314	0.1396
7.1092	6.9644	154	0.3477	0.8235	0.7953	0.8092	0.8750	0.8451	0.8598	0.9242	0.8926	0.9082	0.8846	0.8543	0.8692	0.1194	0.7611	0.2064	0.1242	0.7919	0.2147	0.1445	0.9210	0.2497	0.1402	0.8940	0.2424	0.5695	0.7273	0.6388	0.6171	0.7881	0.6922	0.6748	0.8619	0.7570	0.6298	0.8044	0.7065	0.0478	0.6957	0.0895	0.0511	0.7440	0.0957	0.0616	0.8961	0.1153	0.0588	0.8551	0.1100	0.0037	0.4038	0.0074	0.0028	0.3077	0.0056	0.3856	0.7289	0.5044	0.4031	0.7621	0.5273	0.4686	0.8859	0.6130	0.4525	0.8555	0.5919	0.1143	0.8194	0.2006	0.1174	0.8414	0.2060	0.1306	0.9361	0.2292	0.1269	0.9097	0.2228	0.5762	0.9326	0.7123	0.5794	0.9378	0.7163	0.6045	0.9783	0.7473	0.6016	0.9736	0.7437	0.4836	0.8830	0.6249	0.4970	0.9075	0.6423	0.5179	0.9457	0.6692	0.5080	0.9277	0.6566	0.3071	0.9187	0.4603	0.3102	0.9281	0.4650	0.3195	0.9558	0.4789	0.3165	0.9468	0.4744	0.4583	0.8666	0.5995	0.4827	0.9128	0.6315	0.4971	0.9400	0.6503	0.4788	0.9053	0.6263	0.0962	0.7277	0.1700	0.0962	0.7277	0.1700	0.1250	0.9448	0.2207	0.1245	0.9413	0.2199	0.0053	0.25	0.0103	0.0053	0.25	0.0103	0.0117	0.5583	0.0230	0.0109	0.5167	0.0213	0.1525	0.7910	0.2557	0.1536	0.7970	0.2576	0.1810	0.9391	0.3035	0.1786	0.9263	0.2994	0.4150	0.7733	0.5401	0.4252	0.7924	0.5534	0.4749	0.8850	0.6181	0.4643	0.8652	0.6043	0.6549	0.8006	0.7205	0.7180	0.8777	0.7899	0.7245	0.8856	0.7970	0.6853	0.8377	0.7539	0.0035	0.4	0.0070	0.0025	0.28	0.0049	0.0021	0.075	0.0041	0.0028	0.1	0.0055	0.0107	0.3812	0.0208	0.0081	0.2875	0.0157	0.0436	0.6468	0.0817	0.0443	0.6567	0.0830	0.0528	0.7836	0.0990	0.0507	0.7512	0.0949	0.7656	0.8652	0.8123	0.8307	0.9388	0.8814	0.8124	0.9180	0.8620	0.7779	0.8791	0.8254	0.3625	0.6121	0.4553	0.3943	0.6658	0.4953	0.4687	0.7913	0.5887	0.4433	0.7486	0.5569	0.0	0	0	0.0	0	0	0.0	0	0	0.0	0	0	0.4626	0.6820	0.5513	0.4750	0.7004	0.5661	0.5732	0.8451	0.6831	0.5541	0.8169	0.6603	0.4208	0.9029	0.5741	0.4253	0.9124	0.5801	0.4486	0.9624	0.6119	0.4419	0.9481	0.6028	0.4315	0.8878	0.5808	0.4462	0.9179	0.6005	0.4557	0.9375	0.6132	0.4463	0.9183	0.6007	0.2162	0.7598	0.3366	0.2227	0.7826	0.3468	0.2508	0.8813	0.3905	0.2336	0.8210	0.3637	0.3328	0.8232	0.4739	0.3367	0.8329	0.4795	0.3828	0.9471	0.5452	0.3775	0.9339	0.5377	0.0063	0.2195	0.0122	0.0070	0.2439	0.0136	0.0140	0.4878	0.0271	0.0112	0.3902	0.0217	0.0418	0.6378	0.0785	0.0432	0.6582	0.0810	0.0547	0.8342	0.1027	0.0519	0.7908	0.0973	0.2193	0.7254	0.3368	0.2262	0.7481	0.3474	0.2607	0.8623	0.4004	0.2366	0.7825	0.3634	0.3977	0.8392	0.5397	0.4091	0.8631	0.5551	0.4306	0.9085	0.5842	0.4216	0.8896	0.5721	0.4649	0.7158	0.5637	0.5272	0.8119	0.6393	0.5458	0.8406	0.6619	0.4909	0.7560	0.5953	0.2161	0.5580	0.3115	0.2638	0.6812	0.3803	0.2610	0.6741	0.3763	0.2330	0.6017	0.3359	0.0708	0.6481	0.1276	0.0750	0.6862	0.1351	0.0890	0.8152	0.1606	0.0804	0.7361	0.1450
5.8244	7.9644	176	0.3199	0.8381	0.8128	0.8252	0.8879	0.8610	0.8742	0.9291	0.9009	0.9148	0.8923	0.8653	0.8785	0.1248	0.7568	0.2142	0.1289	0.7819	0.2213	0.1489	0.9035	0.2557	0.1454	0.8822	0.2497	0.6097	0.7982	0.6913	0.6582	0.8617	0.7463	0.6740	0.8823	0.7642	0.6348	0.8311	0.7198	0.0512	0.6562	0.0950	0.0561	0.7188	0.1040	0.0675	0.8661	0.1253	0.0623	0.7991	0.1156	0.0030	0.4444	0.0059	0.0022	0.3333	0.0045	0.3973	0.7287	0.5142	0.4170	0.7649	0.5397	0.4834	0.8867	0.6257	0.4665	0.8558	0.6038	0.1215	0.8545	0.2128	0.1235	0.8682	0.2162	0.1364	0.9591	0.2388	0.1335	0.9386	0.2337	0.5901	0.9379	0.7244	0.5940	0.9440	0.7292	0.6171	0.9807	0.7575	0.6139	0.9757	0.7537	0.5012	0.8814	0.6390	0.5119	0.9002	0.6527	0.5393	0.9484	0.6876	0.5313	0.9342	0.6774	0.3194	0.9249	0.4748	0.3226	0.9343	0.4796	0.3328	0.9639	0.4948	0.3296	0.9545	0.4900	0.4742	0.8600	0.6114	0.4942	0.8962	0.6371	0.5215	0.9457	0.6723	0.5049	0.9157	0.6509	0.1004	0.7281	0.1764	0.1004	0.7281	0.1764	0.1320	0.9574	0.2320	0.1316	0.9551	0.2314	0.0056	0.2273	0.0108	0.0056	0.2273	0.0108	0.0133	0.5455	0.0260	0.0126	0.5152	0.0246	0.1601	0.7994	0.2667	0.1613	0.8055	0.2688	0.1870	0.9339	0.3116	0.1844	0.9210	0.3073	0.4343	0.8360	0.5716	0.4448	0.8562	0.5855	0.4810	0.9259	0.6331	0.4720	0.9086	0.6213	0.6741	0.8169	0.7387	0.7362	0.8920	0.8066	0.7352	0.8909	0.8056	0.6985	0.8464	0.7653	0.0041	0.6875	0.0082	0.0037	0.625	0.0074	0.0	0.0	0	0.0	0.0	0	0.0	0.0	0	0.0	0.0	0	0.0022	0.0714	0.0043	0.0030	0.0952	0.0058	0.0115	0.3690	0.0223	0.0100	0.3214	0.0194	0.0467	0.5833	0.0864	0.0470	0.5877	0.0871	0.0641	0.8004	0.1186	0.0628	0.7851	0.1163	0.7646	0.8475	0.8039	0.8267	0.9163	0.8692	0.8250	0.9143	0.8673	0.7897	0.8752	0.8303	0.3836	0.6910	0.4933	0.4204	0.7574	0.5407	0.4502	0.8111	0.5790	0.4277	0.7706	0.5501	0.0	0	0	0.0	0	0	0.0	0	0	0.0	0	0	0.4920	0.7446	0.5925	0.5032	0.7614	0.6059	0.5761	0.8717	0.6937	0.5634	0.8525	0.6784	0.4327	0.8986	0.5842	0.4371	0.9077	0.5901	0.4620	0.9594	0.6237	0.4549	0.9445	0.6140	0.4455	0.8814	0.5919	0.4604	0.9107	0.6116	0.4709	0.9316	0.6256	0.4619	0.9138	0.6136	0.2258	0.7672	0.3489	0.2317	0.7875	0.3581	0.2610	0.8868	0.4033	0.2428	0.8252	0.3752	0.3443	0.8202	0.4850	0.3488	0.8309	0.4913	0.3956	0.9425	0.5573	0.3892	0.9272	0.5482	0.0066	0.2338	0.0129	0.0081	0.2857	0.0157	0.0171	0.6039	0.0332	0.0129	0.4545	0.0250	0.0442	0.5806	0.0822	0.0456	0.5991	0.0848	0.0614	0.8065	0.1142	0.0576	0.7558	0.1070	0.2291	0.7264	0.3484	0.2352	0.7456	0.3576	0.2718	0.8615	0.4132	0.2466	0.7816	0.3749	0.4164	0.8670	0.5626	0.4234	0.8816	0.5721	0.4474	0.9316	0.6045	0.4417	0.9196	0.5968	0.4873	0.7464	0.5896	0.5497	0.8420	0.6652	0.5548	0.8497	0.6713	0.5044	0.7725	0.6103	0.3102	0.6094	0.4111	0.3563	0.7001	0.4723	0.3769	0.7404	0.4995	0.3446	0.6770	0.4567	0.0746	0.6529	0.1339	0.0796	0.6971	0.1429	0.0954	0.8353	0.1712	0.0853	0.7471	0.1532

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-iob2-20250312143952

bert-base-multilingual-cased-iob2-20250312143952

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

Evaluation results