bert-base-multilingual-cased-iob2-20240816113908

This model is a fine-tuned version of bert-base-multilingual-cased on an unknown dataset. It achieves the following results on the evaluation set:

Loss: 0.2630
Overall Strict Precision: 0.7737
Overall Strict Recall: 0.7344
Overall Strict F1: 0.7535
Overall Ent Type Precision: 0.8561
Overall Ent Type Recall: 0.8126
Overall Ent Type F1: 0.8338
Overall Partial Precision: 0.8275
Overall Partial Recall: 0.7855
Overall Partial F1: 0.8060
Overall Exact Precision: 0.7840
Overall Exact Recall: 0.7442
Overall Exact F1: 0.7636
Companycity Strict Precision: 0.2234
Companycity Strict Recall: 0.8454
Companycity Strict F1: 0.3534
Companycity Ent Type Precision: 0.2390
Companycity Ent Type Recall: 0.9041
Companycity Ent Type F1: 0.3780
Companycity Partial Precision: 0.2363
Companycity Partial Recall: 0.8942
Companycity Partial F1: 0.3739
Companycity Exact Precision: 0.2277
Companycity Exact Recall: 0.8614
Companycity Exact F1: 0.3602
Hotelfaxnumber Strict Precision: 0.1254
Hotelfaxnumber Strict Recall: 0.7909
Hotelfaxnumber Strict F1: 0.2165
Hotelfaxnumber Ent Type Precision: 0.1423
Hotelfaxnumber Ent Type Recall: 0.8975
Hotelfaxnumber Ent Type F1: 0.2457
Hotelfaxnumber Partial Precision: 0.1344
Hotelfaxnumber Partial Recall: 0.8473
Hotelfaxnumber Partial F1: 0.2320
Hotelfaxnumber Exact Precision: 0.1257
Hotelfaxnumber Exact Recall: 0.7925
Hotelfaxnumber Exact F1: 0.2170
Cardtype Strict Precision: 0.0509
Cardtype Strict Recall: 0.5371
Cardtype Strict F1: 0.0931
Cardtype Ent Type Precision: 0.0575
Cardtype Ent Type Recall: 0.6060
Cardtype Ent Type F1: 0.1050
Cardtype Partial Precision: 0.0543
Cardtype Partial Recall: 0.5729
Cardtype Partial F1: 0.0993
Cardtype Exact Precision: 0.0511
Cardtype Exact Recall: 0.5384
Cardtype Exact F1: 0.0933
Companyvatnumber Strict Precision: 0.0588
Companyvatnumber Strict Recall: 0.6655
Companyvatnumber Strict F1: 0.1080
Companyvatnumber Ent Type Precision: 0.0623
Companyvatnumber Ent Type Recall: 0.7054
Companyvatnumber Ent Type F1: 0.1145
Companyvatnumber Partial Precision: 0.0669
Companyvatnumber Partial Recall: 0.7568
Companyvatnumber Partial F1: 0.1229
Companyvatnumber Exact Precision: 0.0647
Companyvatnumber Exact Recall: 0.7319
Companyvatnumber Exact F1: 0.1188
Externalreservationnumber Strict Precision: 0.0065
Externalreservationnumber Strict Recall: 0.3698
Externalreservationnumber Strict F1: 0.0128
Externalreservationnumber Ent Type Precision: 0.0072
Externalreservationnumber Ent Type Recall: 0.4091
Externalreservationnumber Ent Type F1: 0.0142
Externalreservationnumber Partial Precision: 0.0105
Externalreservationnumber Partial Recall: 0.5928
Externalreservationnumber Partial F1: 0.0206
Externalreservationnumber Exact Precision: 0.0096
Externalreservationnumber Exact Recall: 0.5464
Externalreservationnumber Exact F1: 0.0189
Hoteltaxcode Strict Precision: 0.0370
Hoteltaxcode Strict Recall: 0.5114
Hoteltaxcode Strict F1: 0.0689
Hoteltaxcode Ent Type Precision: 0.0396
Hoteltaxcode Ent Type Recall: 0.5483
Hoteltaxcode Ent Type F1: 0.0739
Hoteltaxcode Partial Precision: 0.0421
Hoteltaxcode Partial Recall: 0.5825
Hoteltaxcode Partial F1: 0.0785
Hoteltaxcode Exact Precision: 0.0404
Hoteltaxcode Exact Recall: 0.5594
Hoteltaxcode Exact F1: 0.0754
Bookingnumber Strict Precision: 0.0362
Bookingnumber Strict Recall: 0.5296
Bookingnumber Strict F1: 0.0678
Bookingnumber Ent Type Precision: 0.0401
Bookingnumber Ent Type Recall: 0.5863
Bookingnumber Ent Type F1: 0.0751
Bookingnumber Partial Precision: 0.0466
Bookingnumber Partial Recall: 0.6816
Bookingnumber Partial F1: 0.0873
Bookingnumber Exact Precision: 0.0440
Bookingnumber Exact Recall: 0.6430
Bookingnumber Exact F1: 0.0824
Hotelcity Strict Precision: 0.1830
Hotelcity Strict Recall: 0.6637
Hotelcity Strict F1: 0.2869
Hotelcity Ent Type Precision: 0.1985
Hotelcity Ent Type Recall: 0.7197
Hotelcity Ent Type F1: 0.3111
Hotelcity Partial Precision: 0.1950
Hotelcity Partial Recall: 0.7070
Hotelcity Partial F1: 0.3056
Hotelcity Exact Precision: 0.1862
Hotelcity Exact Recall: 0.6754
Hotelcity Exact F1: 0.2920
Hotelemail Strict Precision: 0.1782
Hotelemail Strict Recall: 0.8840
Hotelemail Strict F1: 0.2966
Hotelemail Ent Type Precision: 0.1869
Hotelemail Ent Type Recall: 0.9272
Hotelemail Ent Type F1: 0.3111
Hotelemail Partial Precision: 0.1826
Hotelemail Partial Recall: 0.9059
Hotelemail Partial F1: 0.3040
Hotelemail Exact Precision: 0.1783
Hotelemail Exact Recall: 0.8842
Hotelemail Exact F1: 0.2967
Checkout Strict Precision: 0.2591
Checkout Strict Recall: 0.9100
Checkout Strict F1: 0.4033
Checkout Ent Type Precision: 0.2622
Checkout Ent Type Recall: 0.9209
Checkout Ent Type F1: 0.4081
Checkout Partial Precision: 0.2623
Checkout Partial Recall: 0.9213
Checkout Partial F1: 0.4083
Checkout Exact Precision: 0.2606
Checkout Exact Recall: 0.9153
Checkout Exact F1: 0.4057
Invoicedate Strict Precision: 0.2375
Invoicedate Strict Recall: 0.9101
Invoicedate Strict F1: 0.3767
Invoicedate Ent Type Precision: 0.2428
Invoicedate Ent Type Recall: 0.9303
Invoicedate Ent Type F1: 0.3851
Invoicedate Partial Precision: 0.2422
Invoicedate Partial Recall: 0.9279
Invoicedate Partial F1: 0.3841
Invoicedate Exact Precision: 0.2394
Invoicedate Exact Recall: 0.9172
Invoicedate Exact F1: 0.3797
Cardnumber Strict Precision: 0.0082
Cardnumber Strict Recall: 0.3414
Cardnumber Strict F1: 0.0161
Cardnumber Ent Type Precision: 0.0109
Cardnumber Ent Type Recall: 0.4502
Cardnumber Ent Type F1: 0.0212
Cardnumber Partial Precision: 0.0096
Cardnumber Partial Recall: 0.3986
Cardnumber Partial F1: 0.0188
Cardnumber Exact Precision: 0.0083
Cardnumber Exact Recall: 0.3442
Cardnumber Exact F1: 0.0162
Netamount Strict Precision: 0.0997
Netamount Strict Recall: 0.7485
Netamount Strict F1: 0.1760
Netamount Ent Type Precision: 0.1120
Netamount Ent Type Recall: 0.8402
Netamount Ent Type F1: 0.1976
Netamount Partial Precision: 0.1078
Netamount Partial Recall: 0.8087
Netamount Partial F1: 0.1902
Netamount Exact Precision: 0.1013
Netamount Exact Recall: 0.7599
Netamount Exact F1: 0.1787
Hotelphonenumber Strict Precision: 0.1690
Hotelphonenumber Strict Recall: 0.7666
Hotelphonenumber Strict F1: 0.2770
Hotelphonenumber Ent Type Precision: 0.2025
Hotelphonenumber Ent Type Recall: 0.9186
Hotelphonenumber Ent Type F1: 0.3319
Hotelphonenumber Partial Precision: 0.1860
Hotelphonenumber Partial Recall: 0.8437
Hotelphonenumber Partial F1: 0.3049
Hotelphonenumber Exact Precision: 0.1692
Hotelphonenumber Exact Recall: 0.7674
Hotelphonenumber Exact F1: 0.2773
Hotelname Strict Precision: 0.1090
Hotelname Strict Recall: 0.3545
Hotelname Strict F1: 0.1667
Hotelname Ent Type Precision: 0.1722
Hotelname Ent Type Recall: 0.5602
Hotelname Ent Type F1: 0.2635
Hotelname Partial Precision: 0.1421
Hotelname Partial Recall: 0.4623
Hotelname Partial F1: 0.2174
Hotelname Exact Precision: 0.1091
Hotelname Exact Recall: 0.3549
Hotelname Exact F1: 0.1669
Grossamount Strict Precision: 0.1683
Grossamount Strict Recall: 0.6734
Grossamount Strict F1: 0.2693
Grossamount Ent Type Precision: 0.1838
Grossamount Ent Type Recall: 0.7356
Grossamount Ent Type F1: 0.2941
Grossamount Partial Precision: 0.1778
Grossamount Partial Recall: 0.7113
Grossamount Partial F1: 0.2844
Grossamount Exact Precision: 0.1696
Grossamount Exact Recall: 0.6785
Grossamount Exact F1: 0.2713
Companyzipcode Strict Precision: 0.2403
Companyzipcode Strict Recall: 0.9189
Companyzipcode Strict F1: 0.3810
Companyzipcode Ent Type Precision: 0.2461
Companyzipcode Ent Type Recall: 0.9412
Companyzipcode Ent Type F1: 0.3902
Companyzipcode Partial Precision: 0.2457
Companyzipcode Partial Recall: 0.9397
Companyzipcode Partial F1: 0.3896
Companyzipcode Exact Precision: 0.2422
Companyzipcode Exact Recall: 0.9262
Companyzipcode Exact F1: 0.3840
Taxamount Strict Precision: 0.0871
Taxamount Strict Recall: 0.7824
Taxamount Strict F1: 0.1567
Taxamount Ent Type Precision: 0.0973
Taxamount Ent Type Recall: 0.8748
Taxamount Ent Type F1: 0.1752
Taxamount Partial Precision: 0.0927
Taxamount Partial Recall: 0.8333
Taxamount Partial F1: 0.1669
Taxamount Exact Precision: 0.0875
Taxamount Exact Recall: 0.7862
Taxamount Exact F1: 0.1575
Hotelcountry Strict Precision: 0.0548
Hotelcountry Strict Recall: 0.7670
Hotelcountry Strict F1: 0.1024
Hotelcountry Ent Type Precision: 0.0555
Hotelcountry Ent Type Recall: 0.7765
Hotelcountry Ent Type F1: 0.1036
Hotelcountry Partial Precision: 0.0574
Hotelcountry Partial Recall: 0.8025
Hotelcountry Partial F1: 0.1071
Hotelcountry Exact Precision: 0.0569
Hotelcountry Exact Recall: 0.7953
Hotelcountry Exact F1: 0.1062
Currencycode Strict Precision: 0.1046
Currencycode Strict Recall: 0.5158
Currencycode Strict F1: 0.1739
Currencycode Ent Type Precision: 0.1048
Currencycode Ent Type Recall: 0.5167
Currencycode Ent Type F1: 0.1742
Currencycode Partial Precision: 0.1050
Currencycode Partial Recall: 0.5180
Currencycode Partial F1: 0.1747
Currencycode Exact Precision: 0.1047
Currencycode Exact Recall: 0.5163
Currencycode Exact F1: 0.1741
Hotelvatnumber Strict Precision: 0.1360
Hotelvatnumber Strict Recall: 0.6883
Hotelvatnumber Strict F1: 0.2271
Hotelvatnumber Ent Type Precision: 0.1452
Hotelvatnumber Ent Type Recall: 0.7350
Hotelvatnumber Ent Type F1: 0.2425
Hotelvatnumber Partial Precision: 0.1489
Hotelvatnumber Partial Recall: 0.7539
Hotelvatnumber Partial F1: 0.2487
Hotelvatnumber Exact Precision: 0.1437
Hotelvatnumber Exact Recall: 0.7278
Hotelvatnumber Exact F1: 0.2401
Companycountry Strict Precision: 0.1558
Companycountry Strict Recall: 0.8796
Companycountry Strict F1: 0.2648
Companycountry Ent Type Precision: 0.1569
Companycountry Ent Type Recall: 0.8857
Companycountry Ent Type F1: 0.2666
Companycountry Partial Precision: 0.1601
Companycountry Partial Recall: 0.9034
Companycountry Partial F1: 0.2719
Companycountry Exact Precision: 0.1593
Companycountry Exact Recall: 0.8990
Companycountry Exact F1: 0.2706
Checkin Strict Precision: 0.2611
Checkin Strict Recall: 0.9122
Checkin Strict F1: 0.4060
Checkin Ent Type Precision: 0.2660
Checkin Ent Type Recall: 0.9295
Checkin Ent Type F1: 0.4137
Checkin Partial Precision: 0.2659
Checkin Partial Recall: 0.9290
Checkin Partial F1: 0.4135
Checkin Exact Precision: 0.2629
Checkin Exact Recall: 0.9185
Checkin Exact F1: 0.4088
Hotelbankaccount Strict Precision: 0.0
Hotelbankaccount Strict Recall: 0.0
Hotelbankaccount Strict F1: 0
Hotelbankaccount Ent Type Precision: 0.0
Hotelbankaccount Ent Type Recall: 0.0
Hotelbankaccount Ent Type F1: 0
Hotelbankaccount Partial Precision: 0.0
Hotelbankaccount Partial Recall: 0.0
Hotelbankaccount Partial F1: 0
Hotelbankaccount Exact Precision: 0.0
Hotelbankaccount Exact Recall: 0.0
Hotelbankaccount Exact F1: 0
Hotelzipcode Strict Precision: 0.1920
Hotelzipcode Strict Recall: 0.7123
Hotelzipcode Strict F1: 0.3024
Hotelzipcode Ent Type Precision: 0.2033
Hotelzipcode Ent Type Recall: 0.7544
Hotelzipcode Ent Type F1: 0.3203
Hotelzipcode Partial Precision: 0.1992
Hotelzipcode Partial Recall: 0.7390
Hotelzipcode Partial F1: 0.3138
Hotelzipcode Exact Precision: 0.1931
Hotelzipcode Exact Recall: 0.7164
Hotelzipcode Exact F1: 0.3042
Hoteladdress Strict Precision: 0.1315
Hoteladdress Strict Recall: 0.4556
Hoteladdress Strict F1: 0.2041
Hoteladdress Ent Type Precision: 0.1995
Hoteladdress Ent Type Recall: 0.6914
Hoteladdress Ent Type F1: 0.3096
Hoteladdress Partial Precision: 0.1668
Hoteladdress Partial Recall: 0.5782
Hoteladdress Partial F1: 0.2589
Hoteladdress Exact Precision: 0.1318
Hoteladdress Exact Recall: 0.4570
Hoteladdress Exact F1: 0.2046
Companyaddress Strict Precision: 0.2070
Companyaddress Strict Recall: 0.7681
Companyaddress Strict F1: 0.3261
Companyaddress Ent Type Precision: 0.2455
Companyaddress Ent Type Recall: 0.9110
Companyaddress Ent Type F1: 0.3867
Companyaddress Partial Precision: 0.2289
Companyaddress Partial Recall: 0.8493
Companyaddress Partial F1: 0.3606
Companyaddress Exact Precision: 0.2085
Companyaddress Exact Recall: 0.7737
Companyaddress Exact F1: 0.3284
Companyname Strict Precision: 0.1935
Companyname Strict Recall: 0.7038
Companyname Strict F1: 0.3036
Companyname Ent Type Precision: 0.2400
Companyname Ent Type Recall: 0.8728
Companyname Ent Type F1: 0.3765
Companyname Partial Precision: 0.2190
Companyname Partial Recall: 0.7965
Companyname Partial F1: 0.3436
Companyname Exact Precision: 0.1944
Companyname Exact Recall: 0.7069
Companyname Exact F1: 0.3049
Roomno Strict Precision: 0.2555
Roomno Strict Recall: 0.8362
Roomno Strict F1: 0.3914
Roomno Ent Type Precision: 0.2569
Roomno Ent Type Recall: 0.8410
Roomno Ent Type F1: 0.3936
Roomno Partial Precision: 0.2584
Roomno Partial Recall: 0.8459
Roomno Partial F1: 0.3959
Roomno Exact Precision: 0.2576
Roomno Exact Recall: 0.8431
Roomno Exact F1: 0.3946
Reservationnumber Strict Precision: 0.0323
Reservationnumber Strict Recall: 0.4995
Reservationnumber Strict F1: 0.0607
Reservationnumber Ent Type Precision: 0.0335
Reservationnumber Ent Type Recall: 0.5176
Reservationnumber Ent Type F1: 0.0629
Reservationnumber Partial Precision: 0.0403
Reservationnumber Partial Recall: 0.6228
Reservationnumber Partial F1: 0.0757
Reservationnumber Exact Precision: 0.0391
Reservationnumber Exact Recall: 0.6040
Reservationnumber Exact F1: 0.0734
Pagenumber Strict Precision: 0.1348
Pagenumber Strict Recall: 0.8279
Pagenumber Strict F1: 0.2318
Pagenumber Ent Type Precision: 0.1358
Pagenumber Ent Type Recall: 0.8345
Pagenumber Ent Type F1: 0.2337
Pagenumber Partial Precision: 0.1354
Pagenumber Partial Recall: 0.8318
Pagenumber Partial F1: 0.2329
Pagenumber Exact Precision: 0.1349
Pagenumber Exact Recall: 0.8285
Pagenumber Exact F1: 0.2320
Travellername Strict Precision: 0.1789
Travellername Strict Recall: 0.5578
Travellername Strict F1: 0.2709
Travellername Ent Type Precision: 0.2446
Travellername Ent Type Recall: 0.7624
Travellername Ent Type F1: 0.3704
Travellername Partial Precision: 0.2133
Travellername Partial Recall: 0.6649
Travellername Partial F1: 0.3230
Travellername Exact Precision: 0.1800
Travellername Exact Recall: 0.5609
Travellername Exact F1: 0.2725
Documenttype Strict Precision: 0.2061
Documenttype Strict Recall: 0.7802
Documenttype Strict F1: 0.3261
Documenttype Ent Type Precision: 0.2242
Documenttype Ent Type Recall: 0.8486
Documenttype Ent Type F1: 0.3547
Documenttype Partial Precision: 0.2157
Documenttype Partial Recall: 0.8163
Documenttype Partial F1: 0.3412
Documenttype Exact Precision: 0.2064
Documenttype Exact Recall: 0.7813
Documenttype Exact F1: 0.3266
Invoicenumber Strict Precision: 0.2265
Invoicenumber Strict Recall: 0.8611
Invoicenumber Strict F1: 0.3587
Invoicenumber Ent Type Precision: 0.2407
Invoicenumber Ent Type Recall: 0.9153
Invoicenumber Ent Type F1: 0.3812
Invoicenumber Partial Precision: 0.2358
Invoicenumber Partial Recall: 0.8963
Invoicenumber Partial F1: 0.3733
Invoicenumber Exact Precision: 0.2285
Invoicenumber Exact Recall: 0.8688
Invoicenumber Exact F1: 0.3619

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

learning_rate: 5e-05
train_batch_size: 8
eval_batch_size: 8
seed: 42
gradient_accumulation_steps: 16
total_train_batch_size: 128
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
lr_scheduler_warmup_ratio: 0.25
num_epochs: 8

Training results

Training Loss	Epoch	Step	Validation Loss	Overall Strict Precision	Overall Strict Recall	Overall Strict F1	Overall Ent Type Precision	Overall Ent Type Recall	Overall Ent Type F1	Overall Partial Precision	Overall Partial Recall	Overall Partial F1	Overall Exact Precision	Overall Exact Recall	Overall Exact F1	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	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	Cardtype Strict Precision	Cardtype Strict Recall	Cardtype Strict F1	Cardtype Ent Type Precision	Cardtype Ent Type Recall	Cardtype Ent Type F1	Cardtype Partial Precision	Cardtype Partial Recall	Cardtype Partial F1	Cardtype Exact Precision	Cardtype Exact Recall	Cardtype Exact F1	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	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	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	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	Hotelemail Strict Precision	Hotelemail Strict Recall	Hotelemail Strict F1	Hotelemail Ent Type Precision	Hotelemail Ent Type Recall	Hotelemail Ent Type F1	Hotelemail Partial Precision	Hotelemail Partial Recall	Hotelemail Partial F1	Hotelemail Exact Precision	Hotelemail Exact Recall	Hotelemail Exact F1	Checkout Strict Precision	Checkout Strict Recall	Checkout Strict F1	Checkout Ent Type Precision	Checkout Ent Type Recall	Checkout Ent Type F1	Checkout Partial Precision	Checkout Partial Recall	Checkout Partial F1	Checkout Exact Precision	Checkout Exact Recall	Checkout Exact F1	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	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	Netamount Strict Precision	Netamount Strict Recall	Netamount Strict F1	Netamount Ent Type Precision	Netamount Ent Type Recall	Netamount Ent Type F1	Netamount Partial Precision	Netamount Partial Recall	Netamount Partial F1	Netamount Exact Precision	Netamount Exact Recall	Netamount Exact F1	Hotelphonenumber Strict Precision	Hotelphonenumber Strict Recall	Hotelphonenumber Strict F1	Hotelphonenumber Ent Type Precision	Hotelphonenumber Ent Type Recall	Hotelphonenumber Ent Type F1	Hotelphonenumber Partial Precision	Hotelphonenumber Partial Recall	Hotelphonenumber Partial F1	Hotelphonenumber Exact Precision	Hotelphonenumber Exact Recall	Hotelphonenumber Exact F1	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	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	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	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	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	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	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	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	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	Hotelbankaccount Strict Recall	Hotelbankaccount Ent Type Recall	Hotelbankaccount Partial Recall	Hotelbankaccount Exact Recall	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	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	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	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	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	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	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	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	Documenttype Strict Precision	Documenttype Strict Recall	Documenttype Strict F1	Documenttype Ent Type Precision	Documenttype Ent Type Recall	Documenttype Ent Type F1	Documenttype Partial Precision	Documenttype Partial Recall	Documenttype Partial F1	Documenttype Exact Precision	Documenttype Exact Recall	Documenttype Exact F1	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
0.8428	0.9995	574	0.2168	0.7263	0.6849	0.7050	0.8224	0.7756	0.7983	0.7933	0.7481	0.7700	0.7410	0.6987	0.7192	0.1922	0.8099	0.3106	0.2057	0.8669	0.3325	0.2046	0.8624	0.3308	0.1970	0.8303	0.3185	0.1074	0.7932	0.1891	0.1210	0.8937	0.2131	0.1147	0.8470	0.2020	0.1077	0.7954	0.1897	0.0300	0.5280	0.0567	0.0350	0.6166	0.0662	0.0325	0.5726	0.0615	0.0300	0.5280	0.0567	0.0445	0.6243	0.0830	0.0506	0.7102	0.0945	0.0517	0.7258	0.0965	0.0481	0.6758	0.0899	0.0	0	0	0.0	0	0	0.0	0	0	0.0	0	0	0.0342	0.5722	0.0646	0.0374	0.6256	0.0706	0.0386	0.6451	0.0728	0.0369	0.6162	0.0696	0.0190	0.3218	0.0358	0.0310	0.5256	0.0585	0.0316	0.5368	0.0598	0.0228	0.3869	0.0431	0.1502	0.5814	0.2388	0.1679	0.6499	0.2669	0.1651	0.6388	0.2623	0.1539	0.5956	0.2446	0.1529	0.8282	0.2581	0.1611	0.8726	0.2720	0.1571	0.8511	0.2652	0.1530	0.8288	0.2583	0.2300	0.8688	0.3638	0.2358	0.8905	0.3729	0.2339	0.8835	0.3699	0.2310	0.8723	0.3652	0.2039	0.8453	0.3285	0.2133	0.8845	0.3437	0.2118	0.8781	0.3413	0.2068	0.8573	0.3332	0.0030	0.1876	0.0058	0.0083	0.5238	0.0163	0.0057	0.3575	0.0111	0.0030	0.1876	0.0058	0.0528	0.4766	0.0951	0.0676	0.6096	0.1216	0.0731	0.6594	0.1316	0.0638	0.5754	0.1148	0.1448	0.7428	0.2424	0.1746	0.8955	0.2923	0.1600	0.8203	0.2677	0.1450	0.7436	0.2427	0.0720	0.2923	0.1156	0.1284	0.5211	0.2060	0.1016	0.4122	0.1630	0.0722	0.2928	0.1158	0.1073	0.5900	0.1816	0.1252	0.6885	0.2119	0.1202	0.6607	0.2034	0.1106	0.6079	0.1871	0.2047	0.8787	0.3320	0.2125	0.9125	0.3448	0.2120	0.9101	0.3439	0.2070	0.8887	0.3358	0.0505	0.5823	0.0929	0.0600	0.6923	0.1104	0.0612	0.7060	0.1126	0.0543	0.6265	0.0999	0.0378	0.7243	0.0719	0.0384	0.7344	0.0729	0.0396	0.7579	0.0753	0.0393	0.7529	0.0748	0.0633	0.4955	0.1122	0.0633	0.4960	0.1123	0.0634	0.4962	0.1124	0.0633	0.4959	0.1123	0.1195	0.6115	0.2000	0.1304	0.6670	0.2181	0.1359	0.6950	0.2273	0.1296	0.6631	0.2169	0.1292	0.8173	0.2231	0.1309	0.8283	0.2261	0.1370	0.8671	0.2367	0.1356	0.8581	0.2342	0.2340	0.8740	0.3692	0.2401	0.8967	0.3788	0.2392	0.8933	0.3774	0.2357	0.8801	0.3718	0	0	0	0	0.1582	0.6501	0.2544	0.1698	0.6981	0.2732	0.1671	0.6868	0.2688	0.1606	0.6601	0.2584	0.1048	0.4025	0.1662	0.1703	0.6545	0.2703	0.1408	0.5412	0.2235	0.1061	0.4077	0.1684	0.1769	0.7300	0.2848	0.2124	0.8763	0.3419	0.1979	0.8166	0.3186	0.1789	0.7383	0.2881	0.1575	0.6531	0.2538	0.2044	0.8475	0.3294	0.1830	0.7586	0.2949	0.1585	0.6570	0.2554	0.2097	0.7755	0.3301	0.2120	0.7840	0.3337	0.2136	0.7899	0.3363	0.2124	0.7853	0.3343	0.0247	0.5043	0.0472	0.0269	0.5483	0.0513	0.0325	0.6629	0.0620	0.0304	0.6195	0.0579	0.1135	0.8205	0.1994	0.1146	0.8280	0.2013	0.1142	0.8257	0.2007	0.1137	0.8217	0.1997	0.1488	0.5067	0.2300	0.2070	0.7049	0.3200	0.1797	0.6121	0.2779	0.1497	0.5098	0.2314	0.1747	0.7176	0.2810	0.1942	0.7976	0.3124	0.1849	0.7593	0.2974	0.1750	0.7185	0.2814	0.1928	0.8035	0.3110	0.2108	0.8787	0.3401	0.2046	0.8528	0.3300	0.1954	0.8146	0.3152
0.1737	1.9989	1148	0.2042	0.7662	0.7187	0.7416	0.8547	0.8017	0.8273	0.8242	0.7731	0.7979	0.7770	0.7288	0.7522	0.2235	0.8163	0.3509	0.2399	0.8762	0.3766	0.2392	0.8738	0.3756	0.2299	0.8397	0.3609	0.1266	0.8053	0.2188	0.1428	0.9083	0.2468	0.1348	0.8573	0.2330	0.1266	0.8054	0.2189	0.0514	0.5213	0.0935	0.0574	0.5822	0.1044	0.0544	0.5522	0.0990	0.0514	0.5215	0.0935	0.0595	0.6095	0.1084	0.0647	0.6627	0.1179	0.0717	0.7346	0.1306	0.0683	0.6996	0.1244	0.0	0.0	0	0.0041	0.4668	0.0082	0.0035	0.4005	0.0070	0.0	0.0	0	0.0420	0.5391	0.0779	0.0448	0.5752	0.0831	0.0478	0.6134	0.0887	0.0457	0.5865	0.0848	0.0341	0.4899	0.0637	0.0422	0.6072	0.0789	0.0437	0.6292	0.0818	0.0389	0.5599	0.0728	0.1834	0.6537	0.2865	0.1993	0.7102	0.3113	0.1949	0.6946	0.3044	0.1858	0.6621	0.2902	0.1783	0.8782	0.2965	0.1866	0.9188	0.3102	0.1825	0.8988	0.3034	0.1784	0.8785	0.2966	0.2635	0.8922	0.4068	0.2676	0.9060	0.4132	0.2668	0.9032	0.4119	0.2647	0.8961	0.4086	0.2352	0.9071	0.3736	0.2416	0.9316	0.3837	0.2400	0.9256	0.3812	0.2366	0.9124	0.3757	0.0088	0.3942	0.0172	0.0118	0.5302	0.0231	0.0104	0.4662	0.0203	0.0089	0.3982	0.0174	0.0879	0.6785	0.1556	0.1042	0.8044	0.1845	0.0999	0.7708	0.1768	0.0910	0.7024	0.1611	0.1707	0.7674	0.2793	0.2028	0.9116	0.3318	0.1871	0.8412	0.3061	0.1710	0.7686	0.2797	0.1020	0.3464	0.1576	0.1686	0.5728	0.2605	0.1368	0.4646	0.2113	0.1022	0.3472	0.1579	0.1526	0.6318	0.2459	0.1724	0.7136	0.2777	0.1649	0.6825	0.2656	0.1547	0.6405	0.2493	0.2390	0.8918	0.3770	0.2462	0.9187	0.3883	0.2477	0.9244	0.3907	0.2429	0.9063	0.3831	0.0799	0.6763	0.1429	0.0961	0.8135	0.1719	0.0900	0.7619	0.1610	0.0814	0.6888	0.1456	0.0534	0.7430	0.0996	0.0543	0.7562	0.1013	0.0549	0.7650	0.1025	0.0544	0.7580	0.1016	0.0949	0.5135	0.1602	0.0952	0.5149	0.1607	0.0951	0.5146	0.1606	0.0950	0.5138	0.1603	0.1357	0.6895	0.2268	0.1447	0.7353	0.2419	0.1470	0.7468	0.2457	0.1420	0.7213	0.2373	0.1566	0.8482	0.2644	0.1577	0.8538	0.2662	0.1631	0.8834	0.2754	0.1624	0.8793	0.2741	0.2672	0.8910	0.4111	0.2730	0.9105	0.4201	0.2728	0.9098	0.4198	0.2694	0.8985	0.4146	0	0	0	0	0.1908	0.7073	0.3005	0.2025	0.7508	0.3190	0.1979	0.7337	0.3117	0.1916	0.7102	0.3018	0.1363	0.4793	0.2122	0.2002	0.7039	0.3117	0.1703	0.5989	0.2652	0.1370	0.4818	0.2133	0.2074	0.7524	0.3252	0.2457	0.8912	0.3852	0.2304	0.8356	0.3612	0.2096	0.7602	0.3286	0.1936	0.7020	0.3036	0.2397	0.8689	0.3757	0.2196	0.7961	0.3442	0.1949	0.7065	0.3055	0.2541	0.7978	0.3855	0.2567	0.8058	0.3893	0.2583	0.8110	0.3919	0.2569	0.8066	0.3897	0.0333	0.5420	0.0627	0.035	0.5701	0.0660	0.0384	0.6261	0.0724	0.0370	0.6021	0.0697	0.1353	0.8373	0.2330	0.1363	0.8437	0.2347	0.1360	0.8416	0.2342	0.1355	0.8384	0.2333	0.1757	0.4995	0.2600	0.2493	0.7086	0.3688	0.2143	0.6091	0.3170	0.1768	0.5025	0.2615	0.2059	0.7554	0.3236	0.2270	0.8326	0.3567	0.2170	0.7959	0.3410	0.2062	0.7563	0.3240	0.2250	0.8384	0.3548	0.2418	0.9008	0.3812	0.2357	0.8780	0.3716	0.2272	0.8465	0.3583
0.1242	2.9984	1722	0.2236	0.7916	0.7134	0.7505	0.8754	0.7889	0.8299	0.8480	0.7642	0.8039	0.8035	0.7241	0.7617	0.2556	0.8343	0.3913	0.2733	0.8922	0.4185	0.2708	0.8841	0.4147	0.2610	0.8520	0.3996	0.1470	0.7950	0.2481	0.1664	0.9001	0.2809	0.1570	0.8491	0.2650	0.1470	0.7953	0.2481	0.0626	0.5119	0.1116	0.0713	0.5828	0.1270	0.0670	0.5482	0.1195	0.0627	0.5127	0.1118	0.0735	0.5984	0.1308	0.0786	0.6407	0.1401	0.0882	0.7187	0.1572	0.0851	0.6929	0.1515	0.0077	0.3133	0.0150	0.0093	0.3788	0.0181	0.0143	0.5808	0.0278	0.0127	0.5175	0.0248	0.0473	0.5173	0.0867	0.0514	0.5619	0.0942	0.0532	0.5816	0.0975	0.0507	0.5535	0.0928	0.0535	0.5018	0.0967	0.0601	0.5638	0.1086	0.0680	0.6375	0.1228	0.0634	0.5948	0.1146	0.2158	0.6509	0.3242	0.2338	0.7051	0.3512	0.2303	0.6945	0.3459	0.2198	0.6628	0.3301	0.2067	0.8725	0.3342	0.2164	0.9134	0.3499	0.2116	0.8933	0.3422	0.2068	0.8728	0.3343	0.2981	0.8876	0.4463	0.3020	0.8990	0.4521	0.3017	0.8983	0.4517	0.2997	0.8923	0.4487	0.2707	0.9090	0.4172	0.2772	0.9308	0.4272	0.2762	0.9273	0.4256	0.2729	0.9161	0.4205	0.0101	0.3883	0.0197	0.0126	0.4820	0.0245	0.0116	0.4444	0.0226	0.0103	0.3965	0.0202	0.1169	0.6807	0.1996	0.1321	0.7692	0.2255	0.1278	0.7442	0.2182	0.1197	0.6969	0.2043	0.1964	0.7641	0.3125	0.2337	0.9091	0.3718	0.2154	0.8379	0.3427	0.1967	0.7651	0.3129	0.1359	0.3501	0.1958	0.2094	0.5396	0.3017	0.1749	0.4508	0.2520	0.1362	0.3511	0.1963	0.2042	0.6245	0.3078	0.2245	0.6867	0.3384	0.2172	0.6643	0.3274	0.2066	0.6320	0.3115	0.2742	0.9018	0.4205	0.2813	0.9253	0.4315	0.2819	0.9273	0.4324	0.2774	0.9123	0.4254	0.1014	0.7051	0.1772	0.1155	0.8035	0.2020	0.1090	0.7582	0.1906	0.1018	0.7083	0.1780	0.0650	0.7376	0.1195	0.0663	0.7517	0.1218	0.0676	0.7664	0.1242	0.0669	0.7589	0.1230	0.1366	0.4575	0.2103	0.1373	0.4600	0.2115	0.1371	0.4595	0.2112	0.1368	0.4582	0.2107	0.1582	0.6970	0.2579	0.1682	0.7409	0.2742	0.1720	0.7574	0.2803	0.1665	0.7335	0.2714	0.1827	0.8569	0.3012	0.1842	0.8640	0.3037	0.1887	0.8848	0.3110	0.1875	0.8794	0.3091	0.2985	0.9105	0.4496	0.3036	0.9260	0.4573	0.3038	0.9267	0.4576	0.3008	0.9173	0.4530	0	0	0	0	0.2228	0.7037	0.3385	0.2365	0.7470	0.3593	0.2318	0.7320	0.3521	0.2242	0.7080	0.3405	0.1573	0.4667	0.2353	0.2317	0.6875	0.3466	0.1965	0.5829	0.2939	0.1577	0.4678	0.2359	0.2388	0.7649	0.3640	0.2805	0.8985	0.4275	0.2636	0.8445	0.4018	0.2412	0.7727	0.3677	0.2252	0.7106	0.3420	0.2753	0.8684	0.4180	0.2535	0.7998	0.3850	0.2269	0.7159	0.3446	0.3002	0.8228	0.4399	0.3017	0.8269	0.4421	0.3039	0.8330	0.4454	0.3030	0.8305	0.4440	0.0414	0.5028	0.0764	0.0425	0.5173	0.0786	0.0503	0.6116	0.0930	0.0489	0.5951	0.0904	0.1586	0.8213	0.2658	0.1598	0.8278	0.2679	0.1594	0.8256	0.2672	0.1588	0.8224	0.2662	0.2107	0.5238	0.3005	0.2909	0.7232	0.4149	0.2528	0.6285	0.3605	0.2118	0.5266	0.3021	0.2426	0.7394	0.3654	0.2662	0.8112	0.4008	0.2551	0.7773	0.3841	0.2429	0.7404	0.3658	0.2638	0.8508	0.4027	0.2793	0.9010	0.4264	0.2746	0.8857	0.4192	0.2666	0.8600	0.4070
0.0993	3.9996	2297	0.2257	0.7813	0.7312	0.7554	0.8626	0.8073	0.8341	0.8348	0.7813	0.8072	0.7918	0.7411	0.7656	0.2344	0.8530	0.3678	0.2485	0.9041	0.3898	0.2465	0.8968	0.3867	0.2387	0.8686	0.3745	0.1321	0.8019	0.2268	0.1489	0.9039	0.2557	0.1409	0.8554	0.2419	0.1322	0.8028	0.2271	0.0531	0.5128	0.0963	0.0608	0.5865	0.1101	0.0571	0.5516	0.1036	0.0533	0.5147	0.0966	0.0619	0.6637	0.1133	0.0661	0.7087	0.1209	0.0699	0.7491	0.1278	0.0672	0.7208	0.1230	0.0058	0.3399	0.0113	0.0064	0.3776	0.0126	0.0094	0.5531	0.0184	0.0086	0.5077	0.0169	0.0410	0.5187	0.0760	0.0437	0.5536	0.0811	0.0462	0.5842	0.0855	0.0446	0.5649	0.0827	0.0425	0.5169	0.0785	0.0470	0.5717	0.0869	0.0540	0.6572	0.0999	0.0510	0.6203	0.0942	0.1911	0.6641	0.2968	0.2085	0.7245	0.3238	0.2040	0.7091	0.3169	0.1943	0.6752	0.3017	0.1877	0.8806	0.3095	0.1956	0.9173	0.3224	0.1917	0.8993	0.3160	0.1878	0.8809	0.3096	0.2729	0.8998	0.4188	0.2762	0.9106	0.4239	0.2761	0.9101	0.4236	0.2742	0.9041	0.4208	0.2484	0.9017	0.3894	0.2548	0.9252	0.3996	0.2544	0.9236	0.3989	0.2511	0.9115	0.3937	0.0115	0.3594	0.0223	0.0147	0.4580	0.0284	0.0132	0.4127	0.0256	0.0116	0.3630	0.0225	0.1022	0.7253	0.1791	0.1155	0.8201	0.2025	0.1107	0.7857	0.1940	0.1035	0.7350	0.1815	0.1790	0.7686	0.2904	0.2119	0.9098	0.3437	0.1959	0.8410	0.3177	0.1793	0.7699	0.2908	0.1080	0.3555	0.1657	0.1706	0.5615	0.2617	0.1411	0.4644	0.2164	0.1082	0.3560	0.1659	0.1772	0.6625	0.2797	0.1948	0.7282	0.3074	0.1883	0.7038	0.2971	0.1791	0.6695	0.2826	0.2497	0.9136	0.3922	0.2561	0.9370	0.4023	0.2552	0.9335	0.4008	0.2513	0.9193	0.3947	0.0902	0.7890	0.1619	0.1001	0.8752	0.1796	0.0954	0.8344	0.1712	0.0904	0.7909	0.1623	0.0572	0.7174	0.1060	0.0581	0.7284	0.1076	0.0599	0.7516	0.1110	0.0593	0.7442	0.1099	0.1087	0.5058	0.1789	0.1089	0.5070	0.1793	0.1089	0.5069	0.1793	0.1088	0.5062	0.1790	0.1461	0.6895	0.2411	0.1560	0.7362	0.2575	0.1606	0.7580	0.2651	0.1550	0.7313	0.2558	0.1618	0.8731	0.2730	0.1632	0.8806	0.2754	0.1665	0.8982	0.2809	0.1655	0.8932	0.2793	0.2757	0.8940	0.4214	0.2812	0.9121	0.4299	0.2805	0.9098	0.4288	0.2772	0.8990	0.4238	0.0	0.0	0.0	0.0	0.2033	0.7160	0.3167	0.2142	0.7544	0.3337	0.2105	0.7413	0.3279	0.2047	0.7208	0.3188	0.1462	0.4819	0.2244	0.2115	0.6970	0.3245	0.1805	0.5949	0.2770	0.1465	0.4829	0.2248	0.2159	0.7735	0.3376	0.2549	0.9130	0.3985	0.2379	0.8523	0.3720	0.2172	0.7782	0.3397	0.1970	0.6873	0.3063	0.2486	0.8671	0.3864	0.2250	0.7848	0.3497	0.1980	0.6906	0.3078	0.2652	0.8277	0.4017	0.2673	0.8341	0.4048	0.2693	0.8403	0.4078	0.2681	0.8367	0.4061	0.0381	0.5262	0.0710	0.0395	0.5467	0.0738	0.0482	0.6657	0.0898	0.0465	0.6428	0.0867	0.1413	0.8210	0.2410	0.1425	0.8282	0.2432	0.1420	0.8252	0.2423	0.1414	0.8216	0.2412	0.1943	0.5495	0.2871	0.2627	0.7429	0.3882	0.2298	0.6498	0.3395	0.1951	0.5516	0.2882	0.2147	0.7838	0.3371	0.2334	0.8521	0.3664	0.2245	0.8197	0.3525	0.2150	0.7850	0.3376	0.2394	0.8549	0.3740	0.2535	0.9054	0.3961	0.2488	0.8885	0.3887	0.2416	0.8629	0.3775
0.0855	4.9990	2871	0.2378	0.7842	0.7291	0.7557	0.8652	0.8044	0.8337	0.8378	0.7789	0.8073	0.7950	0.7391	0.7660	0.2370	0.8478	0.3704	0.2528	0.9045	0.3952	0.2500	0.8943	0.3907	0.2412	0.8628	0.3769	0.1349	0.7905	0.2305	0.1523	0.8925	0.2602	0.1441	0.8443	0.2461	0.1351	0.7915	0.2307	0.0594	0.5027	0.1063	0.0671	0.5678	0.1200	0.0634	0.5368	0.1135	0.0596	0.5043	0.1066	0.0631	0.6554	0.1151	0.0671	0.6972	0.1224	0.0709	0.7364	0.1293	0.0686	0.7127	0.1252	0.0067	0.3686	0.0131	0.0076	0.4209	0.0149	0.0105	0.5811	0.0206	0.0095	0.5282	0.0187	0.0379	0.4733	0.0701	0.0414	0.5174	0.0766	0.0454	0.5675	0.0841	0.0433	0.5416	0.0802	0.0437	0.5109	0.0805	0.0483	0.5648	0.0890	0.0566	0.6620	0.1043	0.0535	0.6259	0.0986	0.1967	0.6714	0.3043	0.2130	0.7269	0.3294	0.2093	0.7144	0.3238	0.2001	0.6830	0.3096	0.1919	0.8888	0.3157	0.1993	0.9232	0.3278	0.1957	0.9063	0.3219	0.1920	0.8891	0.3158	0.2772	0.8943	0.4232	0.2804	0.9046	0.4281	0.2803	0.9044	0.4280	0.2787	0.8991	0.4255	0.2525	0.9075	0.3951	0.2579	0.9267	0.4034	0.2574	0.9249	0.4027	0.2546	0.9151	0.3984	0.0092	0.3081	0.0178	0.0116	0.3911	0.0226	0.0105	0.3528	0.0204	0.0093	0.3114	0.0180	0.1066	0.7010	0.1851	0.1212	0.7970	0.2104	0.1173	0.7715	0.2037	0.1094	0.7190	0.1898	0.1810	0.7651	0.2927	0.2158	0.9121	0.3490	0.1987	0.8399	0.3214	0.1812	0.7659	0.2931	0.1265	0.3652	0.1880	0.1925	0.5556	0.2860	0.1614	0.4659	0.2398	0.1268	0.3661	0.1884	0.1812	0.6571	0.2840	0.1984	0.7197	0.3110	0.1914	0.6944	0.3001	0.1825	0.6620	0.2861	0.2542	0.9153	0.3979	0.2604	0.9377	0.4076	0.2597	0.9351	0.4065	0.2558	0.9212	0.4004	0.0936	0.7527	0.1666	0.1051	0.8451	0.1870	0.0999	0.8030	0.1777	0.0939	0.7550	0.1671	0.0594	0.7658	0.1102	0.0603	0.7776	0.1119	0.0617	0.7961	0.1146	0.0612	0.7892	0.1136	0.1131	0.5016	0.1846	0.1134	0.5029	0.1851	0.1134	0.5027	0.1850	0.1132	0.5020	0.1848	0.1467	0.6832	0.2415	0.1562	0.7273	0.2572	0.1606	0.7479	0.2644	0.1554	0.7236	0.2558	0.1666	0.8806	0.2802	0.1679	0.8870	0.2823	0.1708	0.9028	0.2873	0.1700	0.8985	0.2859	0.2799	0.8997	0.4270	0.2850	0.9161	0.4348	0.2854	0.9171	0.4353	0.2822	0.9069	0.4304	0.0	0.0	0.0	0.0	0.2063	0.7165	0.3204	0.2184	0.7583	0.3391	0.2141	0.7436	0.3325	0.2077	0.7212	0.3225	0.1501	0.4827	0.2290	0.2169	0.6973	0.3308	0.1856	0.5969	0.2832	0.1509	0.4851	0.2302	0.2187	0.7694	0.3406	0.2596	0.9132	0.4043	0.2416	0.8500	0.3763	0.2200	0.7739	0.3426	0.2074	0.7158	0.3216	0.2542	0.8775	0.3942	0.2336	0.8065	0.3623	0.2086	0.7200	0.3235	0.2703	0.8292	0.4077	0.2717	0.8333	0.4098	0.2734	0.8386	0.4124	0.2727	0.8363	0.4112	0.0364	0.5100	0.0680	0.0373	0.5231	0.0697	0.0445	0.6232	0.0831	0.0432	0.6056	0.0807	0.1439	0.8319	0.2453	0.1450	0.8385	0.2473	0.1445	0.8357	0.2465	0.1440	0.8323	0.2455	0.1908	0.5585	0.2845	0.2593	0.7588	0.3865	0.2263	0.6624	0.3374	0.1916	0.5607	0.2856	0.2203	0.7655	0.3421	0.2410	0.8374	0.3743	0.2312	0.8034	0.3591	0.2206	0.7665	0.3426	0.2428	0.8553	0.3782	0.2566	0.9039	0.3997	0.2524	0.8893	0.3933	0.2454	0.8644	0.3822
0.0765	5.9985	3445	0.2445	0.7735	0.7352	0.7539	0.8562	0.8139	0.8345	0.8271	0.7862	0.8061	0.7835	0.7447	0.7636	0.2230	0.8458	0.3529	0.2383	0.9040	0.3772	0.2356	0.8936	0.3729	0.2270	0.8611	0.3593	0.1240	0.7890	0.2143	0.1417	0.9019	0.2449	0.1331	0.8471	0.2301	0.1241	0.7895	0.2144	0.0489	0.5276	0.0894	0.0552	0.5961	0.1010	0.0522	0.5634	0.0955	0.0490	0.5292	0.0897	0.0573	0.6746	0.1057	0.0610	0.7176	0.1124	0.0645	0.7587	0.1189	0.0624	0.7345	0.1151	0.0064	0.3845	0.0127	0.0073	0.4339	0.0143	0.0108	0.6449	0.0212	0.0101	0.6008	0.0198	0.0380	0.5082	0.0707	0.0405	0.5420	0.0754	0.0439	0.5873	0.0817	0.0424	0.5671	0.0789	0.0366	0.5282	0.0684	0.0406	0.5869	0.0760	0.0469	0.6772	0.0877	0.0444	0.6412	0.0831	0.1838	0.6752	0.2890	0.1986	0.7293	0.3121	0.1954	0.7175	0.3071	0.1868	0.6860	0.2936	0.1776	0.8792	0.2955	0.1866	0.9237	0.3104	0.1821	0.9018	0.3031	0.1776	0.8795	0.2956	0.2579	0.9136	0.4022	0.2613	0.9259	0.4076	0.2613	0.9256	0.4075	0.2594	0.9191	0.4047	0.2374	0.9132	0.3768	0.2427	0.9335	0.3852	0.2419	0.9306	0.3840	0.2391	0.9199	0.3796	0.0088	0.3725	0.0172	0.0111	0.4720	0.0218	0.0100	0.4251	0.0196	0.0089	0.3754	0.0173	0.0992	0.7503	0.1752	0.1113	0.8422	0.1966	0.1072	0.8110	0.1894	0.1008	0.7622	0.1780	0.1683	0.7641	0.2758	0.2022	0.9179	0.3313	0.1855	0.8422	0.3040	0.1685	0.7648	0.2761	0.1061	0.3421	0.1620	0.1707	0.5502	0.2606	0.1399	0.4508	0.2135	0.1063	0.3424	0.1622	0.1660	0.6651	0.2657	0.1833	0.7344	0.2934	0.1767	0.7077	0.2827	0.1676	0.6716	0.2683	0.2397	0.9193	0.3803	0.2454	0.9412	0.3893	0.2450	0.9395	0.3886	0.2415	0.9261	0.3831	0.0873	0.7844	0.1572	0.0969	0.8700	0.1743	0.0925	0.8308	0.1665	0.0876	0.7868	0.1577	0.0546	0.7733	0.1020	0.0554	0.7839	0.1034	0.0568	0.8049	0.1062	0.0564	0.7987	0.1054	0.1068	0.4879	0.1753	0.1071	0.4893	0.1758	0.1071	0.4893	0.1758	0.1069	0.4885	0.1755	0.1334	0.6985	0.2240	0.1420	0.7434	0.2384	0.1455	0.7615	0.2443	0.1407	0.7367	0.2363	0.1553	0.8795	0.2640	0.1564	0.8859	0.2659	0.1594	0.9026	0.2709	0.1585	0.8979	0.2695	0.2605	0.9099	0.4051	0.2656	0.9275	0.4129	0.2653	0.9267	0.4126	0.2623	0.9160	0.4078	0.0	0.0	0.0	0.0	0.1901	0.7292	0.3016	0.2017	0.7735	0.3199	0.1973	0.7566	0.3130	0.1912	0.7331	0.3032	0.1336	0.4722	0.2082	0.2004	0.7085	0.3125	0.1686	0.5961	0.2629	0.1337	0.4727	0.2085	0.2080	0.7722	0.3277	0.2452	0.9106	0.3864	0.2294	0.8518	0.3614	0.2094	0.7776	0.3300	0.1939	0.7131	0.3049	0.2392	0.8796	0.3762	0.2188	0.8047	0.3441	0.1948	0.7164	0.3064	0.2576	0.8357	0.3938	0.2593	0.8414	0.3965	0.2609	0.8466	0.3989	0.2599	0.8432	0.3973	0.0328	0.5463	0.0618	0.0338	0.5634	0.0637	0.0393	0.6548	0.0741	0.0383	0.6390	0.0723	0.1346	0.8235	0.2313	0.1357	0.8304	0.2333	0.1353	0.8278	0.2325	0.1347	0.8243	0.2316	0.1761	0.5539	0.2672	0.2427	0.7636	0.3683	0.2104	0.6621	0.3194	0.1768	0.5561	0.2682	0.2072	0.7723	0.3267	0.2266	0.8445	0.3573	0.2174	0.8105	0.3429	0.2075	0.7735	0.3272	0.2250	0.8624	0.3569	0.2387	0.9148	0.3786	0.2339	0.8964	0.3710	0.2270	0.8698	0.3600
0.063	6.9997	4020	0.2570	0.7724	0.7346	0.7530	0.8552	0.8134	0.8337	0.8264	0.7860	0.8057	0.7828	0.7445	0.7631	0.2226	0.8449	0.3524	0.2376	0.9017	0.3761	0.2351	0.8920	0.3721	0.2267	0.8603	0.3589	0.1252	0.7920	0.2163	0.1414	0.8942	0.2442	0.1338	0.8461	0.2311	0.1256	0.7943	0.2169	0.0498	0.5315	0.0910	0.0567	0.6056	0.1037	0.0533	0.5694	0.0975	0.0498	0.5324	0.0911	0.0582	0.6488	0.1068	0.0619	0.6898	0.1136	0.0664	0.7405	0.1219	0.0642	0.7155	0.1178	0.0073	0.3903	0.0143	0.0079	0.4235	0.0156	0.0116	0.6216	0.0228	0.0109	0.5848	0.0215	0.0403	0.5145	0.0748	0.0427	0.5451	0.0792	0.0460	0.5869	0.0853	0.0444	0.5667	0.0824	0.0364	0.5453	0.0683	0.0403	0.6029	0.0756	0.0462	0.6904	0.0865	0.0436	0.6525	0.0818	0.1834	0.6632	0.2874	0.1989	0.7190	0.3116	0.1953	0.7060	0.3059	0.1865	0.6744	0.2922	0.1778	0.8842	0.2960	0.1858	0.9241	0.3094	0.1818	0.9045	0.3028	0.1778	0.8844	0.2961	0.2590	0.9101	0.4032	0.2617	0.9198	0.4075	0.2620	0.9208	0.4080	0.2606	0.9157	0.4057	0.2354	0.9151	0.3745	0.24	0.9330	0.3818	0.2397	0.9318	0.3813	0.2373	0.9225	0.3775	0.0077	0.3456	0.0151	0.0101	0.4502	0.0197	0.0090	0.4009	0.0175	0.0078	0.3486	0.0152	0.0990	0.7527	0.1750	0.1106	0.8405	0.1954	0.1068	0.8122	0.1889	0.1007	0.7658	0.1781	0.1690	0.7676	0.2771	0.2015	0.9151	0.3303	0.1855	0.8425	0.3041	0.1692	0.7683	0.2773	0.1077	0.3544	0.1652	0.1700	0.5593	0.2608	0.1404	0.4618	0.2153	0.1079	0.3548	0.1654	0.1606	0.6773	0.2596	0.1766	0.7451	0.2856	0.1700	0.7172	0.2749	0.1616	0.6816	0.2613	0.2384	0.9163	0.3783	0.2445	0.9397	0.3880	0.2440	0.9377	0.3872	0.2403	0.9235	0.3813	0.0868	0.7813	0.1563	0.0969	0.8722	0.1745	0.0924	0.8318	0.1664	0.0873	0.7853	0.1571	0.0542	0.7613	0.1011	0.0550	0.7729	0.1027	0.0566	0.7957	0.1057	0.0561	0.7881	0.1047	0.0997	0.5306	0.1679	0.1000	0.5320	0.1684	0.1001	0.5327	0.1686	0.0998	0.5310	0.1681	0.1357	0.6911	0.2268	0.1448	0.7374	0.2420	0.1483	0.7555	0.2480	0.1433	0.7300	0.2396	0.1545	0.8787	0.2628	0.1558	0.8860	0.2650	0.1587	0.9024	0.2699	0.1578	0.8974	0.2684	0.2612	0.9031	0.4052	0.2664	0.9211	0.4133	0.2663	0.9206	0.4131	0.2631	0.9096	0.4082	0.0	0.0	0.0	0.0	0.1908	0.7126	0.3009	0.2025	0.7565	0.3195	0.1982	0.7403	0.3126	0.1918	0.7167	0.3027	0.1332	0.4596	0.2066	0.2007	0.6924	0.3112	0.1687	0.5818	0.2615	0.1337	0.4614	0.2074	0.2052	0.7673	0.3238	0.2440	0.9123	0.3850	0.2272	0.8496	0.3586	0.2068	0.7731	0.3263	0.1865	0.6806	0.2927	0.2373	0.8661	0.3725	0.2139	0.7806	0.3358	0.1873	0.6834	0.2940	0.2518	0.8434	0.3878	0.2533	0.8485	0.3902	0.2547	0.8532	0.3923	0.2539	0.8504	0.3910	0.0323	0.5187	0.0609	0.0339	0.5432	0.0637	0.0402	0.6449	0.0757	0.0388	0.6224	0.0730	0.1339	0.8319	0.2307	0.1349	0.8380	0.2324	0.1345	0.8357	0.2317	0.1340	0.8326	0.2309	0.1772	0.5556	0.2687	0.2421	0.7592	0.3672	0.2111	0.6618	0.3201	0.1781	0.5585	0.2701	0.2048	0.7801	0.3245	0.2225	0.8472	0.3524	0.2142	0.8157	0.3393	0.2051	0.7812	0.3250	0.2244	0.8622	0.3561	0.2382	0.9151	0.3779	0.2332	0.8962	0.3701	0.2263	0.8694	0.3591
0.0585	7.9956	4592	0.2630	0.7737	0.7344	0.7535	0.8561	0.8126	0.8338	0.8275	0.7855	0.8060	0.7840	0.7442	0.7636	0.2234	0.8454	0.3534	0.2390	0.9041	0.3780	0.2363	0.8942	0.3739	0.2277	0.8614	0.3602	0.1254	0.7909	0.2165	0.1423	0.8975	0.2457	0.1344	0.8473	0.2320	0.1257	0.7925	0.2170	0.0509	0.5371	0.0931	0.0575	0.6060	0.1050	0.0543	0.5729	0.0993	0.0511	0.5384	0.0933	0.0588	0.6655	0.1080	0.0623	0.7054	0.1145	0.0669	0.7568	0.1229	0.0647	0.7319	0.1188	0.0065	0.3698	0.0128	0.0072	0.4091	0.0142	0.0105	0.5928	0.0206	0.0096	0.5464	0.0189	0.0370	0.5114	0.0689	0.0396	0.5483	0.0739	0.0421	0.5825	0.0785	0.0404	0.5594	0.0754	0.0362	0.5296	0.0678	0.0401	0.5863	0.0751	0.0466	0.6816	0.0873	0.0440	0.6430	0.0824	0.1830	0.6637	0.2869	0.1985	0.7197	0.3111	0.1950	0.7070	0.3056	0.1862	0.6754	0.2920	0.1782	0.8840	0.2966	0.1869	0.9272	0.3111	0.1826	0.9059	0.3040	0.1783	0.8842	0.2967	0.2591	0.9100	0.4033	0.2622	0.9209	0.4081	0.2623	0.9213	0.4083	0.2606	0.9153	0.4057	0.2375	0.9101	0.3767	0.2428	0.9303	0.3851	0.2422	0.9279	0.3841	0.2394	0.9172	0.3797	0.0082	0.3414	0.0161	0.0109	0.4502	0.0212	0.0096	0.3986	0.0188	0.0083	0.3442	0.0162	0.0997	0.7485	0.1760	0.1120	0.8402	0.1976	0.1078	0.8087	0.1902	0.1013	0.7599	0.1787	0.1690	0.7666	0.2770	0.2025	0.9186	0.3319	0.1860	0.8437	0.3049	0.1692	0.7674	0.2773	0.1090	0.3545	0.1667	0.1722	0.5602	0.2635	0.1421	0.4623	0.2174	0.1091	0.3549	0.1669	0.1683	0.6734	0.2693	0.1838	0.7356	0.2941	0.1778	0.7113	0.2844	0.1696	0.6785	0.2713	0.2403	0.9189	0.3810	0.2461	0.9412	0.3902	0.2457	0.9397	0.3896	0.2422	0.9262	0.3840	0.0871	0.7824	0.1567	0.0973	0.8748	0.1752	0.0927	0.8333	0.1669	0.0875	0.7862	0.1575	0.0548	0.7670	0.1024	0.0555	0.7765	0.1036	0.0574	0.8025	0.1071	0.0569	0.7953	0.1062	0.1046	0.5158	0.1739	0.1048	0.5167	0.1742	0.1050	0.5180	0.1747	0.1047	0.5163	0.1741	0.1360	0.6883	0.2271	0.1452	0.7350	0.2425	0.1489	0.7539	0.2487	0.1437	0.7278	0.2401	0.1558	0.8796	0.2648	0.1569	0.8857	0.2666	0.1601	0.9034	0.2719	0.1593	0.8990	0.2706	0.2611	0.9122	0.4060	0.2660	0.9295	0.4137	0.2659	0.9290	0.4135	0.2629	0.9185	0.4088	0.0	0.0	0.0	0.0	0.1920	0.7123	0.3024	0.2033	0.7544	0.3203	0.1992	0.7390	0.3138	0.1931	0.7164	0.3042	0.1315	0.4556	0.2041	0.1995	0.6914	0.3096	0.1668	0.5782	0.2589	0.1318	0.4570	0.2046	0.2070	0.7681	0.3261	0.2455	0.9110	0.3867	0.2289	0.8493	0.3606	0.2085	0.7737	0.3284	0.1935	0.7038	0.3036	0.2400	0.8728	0.3765	0.2190	0.7965	0.3436	0.1944	0.7069	0.3049	0.2555	0.8362	0.3914	0.2569	0.8410	0.3936	0.2584	0.8459	0.3959	0.2576	0.8431	0.3946	0.0323	0.4995	0.0607	0.0335	0.5176	0.0629	0.0403	0.6228	0.0757	0.0391	0.6040	0.0734	0.1348	0.8279	0.2318	0.1358	0.8345	0.2337	0.1354	0.8318	0.2329	0.1349	0.8285	0.2320	0.1789	0.5578	0.2709	0.2446	0.7624	0.3704	0.2133	0.6649	0.3230	0.1800	0.5609	0.2725	0.2061	0.7802	0.3261	0.2242	0.8486	0.3547	0.2157	0.8163	0.3412	0.2064	0.7813	0.3266	0.2265	0.8611	0.3587	0.2407	0.9153	0.3812	0.2358	0.8963	0.3733	0.2285	0.8688	0.3619

Framework versions

Transformers 4.40.2
Pytorch 2.3.1+cu121
Datasets 2.20.0
Tokenizers 0.19.1

nttaii
/

bert-base-multilingual-cased-iob2-20240816113908

bert-base-multilingual-cased-iob2-20240816113908

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

Model tree for nttaii/bert-base-multilingual-cased-iob2-20240816113908

Evaluation results