bert-base-multilingual-cased-iob2-20240814115522

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: 0.2753
Overall Strict Precision: 0.7682
Overall Strict Recall: 0.7397
Overall Strict F1: 0.7537
Overall Ent Type Precision: 0.8497
Overall Ent Type Recall: 0.8181
Overall Ent Type F1: 0.8336
Overall Partial Precision: 0.8211
Overall Partial Recall: 0.7906
Overall Partial F1: 0.8056
Overall Exact Precision: 0.7780
Overall Exact Recall: 0.7491
Overall Exact F1: 0.7633
Hotelphonenumber Strict Precision: 0.1618
Hotelphonenumber Strict Recall: 0.7613
Hotelphonenumber Strict F1: 0.2669
Hotelphonenumber Ent Type Precision: 0.1942
Hotelphonenumber Ent Type Recall: 0.9134
Hotelphonenumber Ent Type F1: 0.3203
Hotelphonenumber Partial Precision: 0.1783
Hotelphonenumber Partial Recall: 0.8387
Hotelphonenumber Partial F1: 0.2941
Hotelphonenumber Exact Precision: 0.1621
Hotelphonenumber Exact Recall: 0.7625
Hotelphonenumber Exact F1: 0.2674
Externalreservationnumber Strict Precision: 0.0053
Externalreservationnumber Strict Recall: 0.3534
Externalreservationnumber Strict F1: 0.0104
Externalreservationnumber Ent Type Precision: 0.0056
Externalreservationnumber Ent Type Recall: 0.3777
Externalreservationnumber Ent Type F1: 0.0111
Externalreservationnumber Partial Precision: 0.0093
Externalreservationnumber Partial Recall: 0.6259
Externalreservationnumber Partial F1: 0.0184
Externalreservationnumber Exact Precision: 0.0088
Externalreservationnumber Exact Recall: 0.5908
Externalreservationnumber Exact F1: 0.0173
Pagenumber Strict Precision: 0.1285
Pagenumber Strict Recall: 0.8322
Pagenumber Strict F1: 0.2226
Pagenumber Ent Type Precision: 0.1295
Pagenumber Ent Type Recall: 0.8386
Pagenumber Ent Type F1: 0.2243
Pagenumber Partial Precision: 0.1290
Pagenumber Partial Recall: 0.8358
Pagenumber Partial F1: 0.2236
Pagenumber Exact Precision: 0.1285
Pagenumber Exact Recall: 0.8324
Pagenumber Exact F1: 0.2226
Currencycode Strict Precision: 0.0977
Currencycode Strict Recall: 0.5191
Currencycode Strict F1: 0.1645
Currencycode Ent Type Precision: 0.0982
Currencycode Ent Type Recall: 0.5220
Currencycode Ent Type F1: 0.1654
Currencycode Partial Precision: 0.0980
Currencycode Partial Recall: 0.5209
Currencycode Partial F1: 0.1650
Currencycode Exact Precision: 0.0978
Currencycode Exact Recall: 0.5194
Currencycode Exact F1: 0.1646
Hotelfaxnumber Strict Precision: 0.1187
Hotelfaxnumber Strict Recall: 0.7892
Hotelfaxnumber Strict F1: 0.2063
Hotelfaxnumber Ent Type Precision: 0.1358
Hotelfaxnumber Ent Type Recall: 0.9028
Hotelfaxnumber Ent Type F1: 0.2360
Hotelfaxnumber Partial Precision: 0.1274
Hotelfaxnumber Partial Recall: 0.8470
Hotelfaxnumber Partial F1: 0.2215
Hotelfaxnumber Exact Precision: 0.1188
Hotelfaxnumber Exact Recall: 0.7900
Hotelfaxnumber Exact F1: 0.2066
Hotelzipcode Strict Precision: 0.1827
Hotelzipcode Strict Recall: 0.7164
Hotelzipcode Strict F1: 0.2912
Hotelzipcode Ent Type Precision: 0.1935
Hotelzipcode Ent Type Recall: 0.7586
Hotelzipcode Ent Type F1: 0.3083
Hotelzipcode Partial Precision: 0.1896
Hotelzipcode Partial Recall: 0.7433
Hotelzipcode Partial F1: 0.3021
Hotelzipcode Exact Precision: 0.1837
Hotelzipcode Exact Recall: 0.7202
Hotelzipcode Exact F1: 0.2927
Hoteltaxcode Strict Precision: 0.0348
Hoteltaxcode Strict Recall: 0.5297
Hoteltaxcode Strict F1: 0.0653
Hoteltaxcode Ent Type Precision: 0.0369
Hoteltaxcode Ent Type Recall: 0.5607
Hoteltaxcode Ent Type F1: 0.0692
Hoteltaxcode Partial Precision: 0.0403
Hoteltaxcode Partial Recall: 0.6123
Hoteltaxcode Partial F1: 0.0755
Hoteltaxcode Exact Precision: 0.0390
Hoteltaxcode Exact Recall: 0.5930
Hoteltaxcode Exact F1: 0.0732
Roomno Strict Precision: 0.2420
Roomno Strict Recall: 0.8486
Roomno Strict F1: 0.3766
Roomno Ent Type Precision: 0.2438
Roomno Ent Type Recall: 0.8548
Roomno Ent Type F1: 0.3794
Roomno Partial Precision: 0.2454
Roomno Partial Recall: 0.8605
Roomno Partial F1: 0.3819
Roomno Exact Precision: 0.2442
Roomno Exact Recall: 0.8564
Roomno Exact F1: 0.3800
Hotelvatnumber Strict Precision: 0.1279
Hotelvatnumber Strict Recall: 0.6967
Hotelvatnumber Strict F1: 0.2161
Hotelvatnumber Ent Type Precision: 0.1362
Hotelvatnumber Ent Type Recall: 0.7421
Hotelvatnumber Ent Type F1: 0.2302
Hotelvatnumber Partial Precision: 0.1397
Hotelvatnumber Partial Recall: 0.7611
Hotelvatnumber Partial F1: 0.2361
Hotelvatnumber Exact Precision: 0.1351
Hotelvatnumber Exact Recall: 0.7363
Hotelvatnumber Exact F1: 0.2284
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
Companyname Strict Precision: 0.1855
Companyname Strict Recall: 0.7075
Companyname Strict F1: 0.2939
Companyname Ent Type Precision: 0.2305
Companyname Ent Type Recall: 0.8792
Companyname Ent Type F1: 0.3652
Companyname Partial Precision: 0.2103
Companyname Partial Recall: 0.8023
Companyname Partial F1: 0.3333
Companyname Exact Precision: 0.1864
Companyname Exact Recall: 0.7110
Companyname Exact F1: 0.2953
Netamount Strict Precision: 0.0941
Netamount Strict Recall: 0.7579
Netamount Strict F1: 0.1674
Netamount Ent Type Precision: 0.1059
Netamount Ent Type Recall: 0.8532
Netamount Ent Type F1: 0.1884
Netamount Partial Precision: 0.1015
Netamount Partial Recall: 0.8181
Netamount Partial F1: 0.1807
Netamount Exact Precision: 0.0954
Netamount Exact Recall: 0.7683
Netamount Exact F1: 0.1697
Companyaddress Strict Precision: 0.1969
Companyaddress Strict Recall: 0.7624
Companyaddress Strict F1: 0.3130
Companyaddress Ent Type Precision: 0.2354
Companyaddress Ent Type Recall: 0.9114
Companyaddress Ent Type F1: 0.3742
Companyaddress Partial Precision: 0.2189
Companyaddress Partial Recall: 0.8474
Companyaddress Partial F1: 0.3479
Companyaddress Exact Precision: 0.1980
Companyaddress Exact Recall: 0.7664
Companyaddress Exact F1: 0.3147
Documenttype Strict Precision: 0.1951
Documenttype Strict Recall: 0.7799
Documenttype Strict F1: 0.3121
Documenttype Ent Type Precision: 0.2122
Documenttype Ent Type Recall: 0.8483
Documenttype Ent Type F1: 0.3395
Documenttype Partial Precision: 0.2039
Documenttype Partial Recall: 0.8152
Documenttype Partial F1: 0.3262
Documenttype Exact Precision: 0.1953
Documenttype Exact Recall: 0.7806
Documenttype Exact F1: 0.3124
Invoicenumber Strict Precision: 0.2172
Invoicenumber Strict Recall: 0.8703
Invoicenumber Strict F1: 0.3477
Invoicenumber Ent Type Precision: 0.2294
Invoicenumber Ent Type Recall: 0.9191
Invoicenumber Ent Type F1: 0.3672
Invoicenumber Partial Precision: 0.2252
Invoicenumber Partial Recall: 0.9020
Invoicenumber Partial F1: 0.3604
Invoicenumber Exact Precision: 0.2189
Invoicenumber Exact Recall: 0.8769
Invoicenumber Exact F1: 0.3503
Hotelcountry Strict Precision: 0.0529
Hotelcountry Strict Recall: 0.7588
Hotelcountry Strict F1: 0.0988
Hotelcountry Ent Type Precision: 0.0537
Hotelcountry Ent Type Recall: 0.7713
Hotelcountry Ent Type F1: 0.1005
Hotelcountry Partial Precision: 0.0550
Hotelcountry Partial Recall: 0.7897
Hotelcountry Partial F1: 0.1029
Hotelcountry Exact Precision: 0.0545
Hotelcountry Exact Recall: 0.7821
Hotelcountry Exact F1: 0.1019
Invoicedate Strict Precision: 0.2272
Invoicedate Strict Recall: 0.9110
Invoicedate Strict F1: 0.3637
Invoicedate Ent Type Precision: 0.2332
Invoicedate Ent Type Recall: 0.9349
Invoicedate Ent Type F1: 0.3733
Invoicedate Partial Precision: 0.2315
Invoicedate Partial Recall: 0.9283
Invoicedate Partial F1: 0.3706
Invoicedate Exact Precision: 0.2285
Invoicedate Exact Recall: 0.9162
Invoicedate Exact F1: 0.3658
Reservationnumber Strict Precision: 0.0306
Reservationnumber Strict Recall: 0.5252
Reservationnumber Strict F1: 0.0578
Reservationnumber Ent Type Precision: 0.0318
Reservationnumber Ent Type Recall: 0.5458
Reservationnumber Ent Type F1: 0.0601
Reservationnumber Partial Precision: 0.0381
Reservationnumber Partial Recall: 0.6552
Reservationnumber Partial F1: 0.0721
Reservationnumber Exact Precision: 0.0369
Reservationnumber Exact Recall: 0.6346
Reservationnumber Exact F1: 0.0698
Companycountry Strict Precision: 0.1476
Companycountry Strict Recall: 0.8819
Companycountry Strict F1: 0.2529
Companycountry Ent Type Precision: 0.1487
Companycountry Ent Type Recall: 0.8882
Companycountry Ent Type F1: 0.2547
Companycountry Partial Precision: 0.1512
Companycountry Partial Recall: 0.9031
Companycountry Partial F1: 0.2590
Companycountry Exact Precision: 0.1505
Companycountry Exact Recall: 0.8990
Companycountry Exact F1: 0.2578
Companyzipcode Strict Precision: 0.2304
Companyzipcode Strict Recall: 0.9216
Companyzipcode Strict F1: 0.3686
Companyzipcode Ent Type Precision: 0.2364
Companyzipcode Ent Type Recall: 0.9456
Companyzipcode Ent Type F1: 0.3782
Companyzipcode Partial Precision: 0.2354
Companyzipcode Partial Recall: 0.9415
Companyzipcode Partial F1: 0.3766
Companyzipcode Exact Precision: 0.2317
Companyzipcode Exact Recall: 0.9270
Companyzipcode Exact F1: 0.3708
Companycity Strict Precision: 0.2146
Companycity Strict Recall: 0.8448
Companycity Strict F1: 0.3423
Companycity Ent Type Precision: 0.2292
Companycity Ent Type Recall: 0.9022
Companycity Ent Type F1: 0.3655
Companycity Partial Precision: 0.2267
Companycity Partial Recall: 0.8923
Companycity Partial F1: 0.3615
Companycity Exact Precision: 0.2185
Companycity Exact Recall: 0.8600
Companycity Exact F1: 0.3484
Checkout Strict Precision: 0.2520
Checkout Strict Recall: 0.9189
Checkout Strict F1: 0.3955
Checkout Ent Type Precision: 0.2559
Checkout Ent Type Recall: 0.9331
Checkout Ent Type F1: 0.4016
Checkout Partial Precision: 0.2557
Checkout Partial Recall: 0.9325
Checkout Partial F1: 0.4014
Checkout Exact Precision: 0.2536
Checkout Exact Recall: 0.9250
Checkout Exact F1: 0.3981
Companyvatnumber Strict Precision: 0.0540
Companyvatnumber Strict Recall: 0.6463
Companyvatnumber Strict F1: 0.0998
Companyvatnumber Ent Type Precision: 0.0574
Companyvatnumber Ent Type Recall: 0.6867
Companyvatnumber Ent Type F1: 0.1060
Companyvatnumber Partial Precision: 0.0629
Companyvatnumber Partial Recall: 0.7526
Companyvatnumber Partial F1: 0.1162
Companyvatnumber Exact Precision: 0.0609
Companyvatnumber Exact Recall: 0.7279
Companyvatnumber Exact F1: 0.1123
Cardtype Strict Precision: 0.0471
Cardtype Strict Recall: 0.5351
Cardtype Strict F1: 0.0866
Cardtype Ent Type Precision: 0.0526
Cardtype Ent Type Recall: 0.5973
Cardtype Ent Type F1: 0.0967
Cardtype Partial Precision: 0.0500
Cardtype Partial Recall: 0.5680
Cardtype Partial F1: 0.0920
Cardtype Exact Precision: 0.0473
Cardtype Exact Recall: 0.5369
Cardtype Exact F1: 0.0869
Hotelcity Strict Precision: 0.1769
Hotelcity Strict Recall: 0.6819
Hotelcity Strict F1: 0.2809
Hotelcity Ent Type Precision: 0.1901
Hotelcity Ent Type Recall: 0.7331
Hotelcity Ent Type F1: 0.3019
Hotelcity Partial Precision: 0.1869
Hotelcity Partial Recall: 0.7207
Hotelcity Partial F1: 0.2968
Hotelcity Exact Precision: 0.1793
Hotelcity Exact Recall: 0.6914
Hotelcity Exact F1: 0.2848
Taxamount Strict Precision: 0.0831
Taxamount Strict Recall: 0.7934
Taxamount Strict F1: 0.1505
Taxamount Ent Type Precision: 0.0931
Taxamount Ent Type Recall: 0.8892
Taxamount Ent Type F1: 0.1686
Taxamount Partial Precision: 0.0884
Taxamount Partial Recall: 0.8442
Taxamount Partial F1: 0.1601
Taxamount Exact Precision: 0.0834
Taxamount Exact Recall: 0.7959
Taxamount Exact F1: 0.1509
Bookingnumber Strict Precision: 0.0260
Bookingnumber Strict Recall: 0.5263
Bookingnumber Strict F1: 0.0496
Bookingnumber Ent Type Precision: 0.0288
Bookingnumber Ent Type Recall: 0.5834
Bookingnumber Ent Type F1: 0.0549
Bookingnumber Partial Precision: 0.0332
Bookingnumber Partial Recall: 0.6726
Bookingnumber Partial F1: 0.0633
Bookingnumber Exact Precision: 0.0314
Bookingnumber Exact Recall: 0.6360
Bookingnumber Exact F1: 0.0599
Grossamount Strict Precision: 0.1599
Grossamount Strict Recall: 0.6725
Grossamount Strict F1: 0.2584
Grossamount Ent Type Precision: 0.1749
Grossamount Ent Type Recall: 0.7354
Grossamount Ent Type F1: 0.2826
Grossamount Partial Precision: 0.1690
Grossamount Partial Recall: 0.7106
Grossamount Partial F1: 0.2731
Grossamount Exact Precision: 0.1611
Grossamount Exact Recall: 0.6773
Grossamount Exact F1: 0.2603
Hotelname Strict Precision: 0.1053
Hotelname Strict Recall: 0.3620
Hotelname Strict F1: 0.1631
Hotelname Ent Type Precision: 0.1637
Hotelname Ent Type Recall: 0.5626
Hotelname Ent Type F1: 0.2536
Hotelname Partial Precision: 0.1361
Hotelname Partial Recall: 0.4678
Hotelname Partial F1: 0.2108
Hotelname Exact Precision: 0.1055
Hotelname Exact Recall: 0.3626
Hotelname Exact F1: 0.1634
Checkin Strict Precision: 0.2516
Checkin Strict Recall: 0.9184
Checkin Strict F1: 0.3949
Checkin Ent Type Precision: 0.2564
Checkin Ent Type Recall: 0.9359
Checkin Ent Type F1: 0.4025
Checkin Partial Precision: 0.2562
Checkin Partial Recall: 0.9352
Checkin Partial F1: 0.4022
Checkin Exact Precision: 0.2533
Checkin Exact Recall: 0.9249
Checkin Exact F1: 0.3977
Cardnumber Strict Precision: 0.0074
Cardnumber Strict Recall: 0.3289
Cardnumber Strict F1: 0.0144
Cardnumber Ent Type Precision: 0.0097
Cardnumber Ent Type Recall: 0.4344
Cardnumber Ent Type F1: 0.0191
Cardnumber Partial Precision: 0.0087
Cardnumber Partial Recall: 0.3859
Cardnumber Partial F1: 0.0169
Cardnumber Exact Precision: 0.0075
Cardnumber Exact Recall: 0.3327
Cardnumber Exact F1: 0.0146
Travellername Strict Precision: 0.1720
Travellername Strict Recall: 0.5559
Travellername Strict F1: 0.2627
Travellername Ent Type Precision: 0.2337
Travellername Ent Type Recall: 0.7556
Travellername Ent Type F1: 0.3570
Travellername Partial Precision: 0.2044
Travellername Partial Recall: 0.6609
Travellername Partial F1: 0.3123
Travellername Exact Precision: 0.1728
Travellername Exact Recall: 0.5586
Travellername Exact F1: 0.2639
Hoteladdress Strict Precision: 0.1260
Hoteladdress Strict Recall: 0.4648
Hoteladdress Strict F1: 0.1983
Hoteladdress Ent Type Precision: 0.1910
Hoteladdress Ent Type Recall: 0.7042
Hoteladdress Ent Type F1: 0.3004
Hoteladdress Partial Precision: 0.1602
Hoteladdress Partial Recall: 0.5907
Hoteladdress Partial F1: 0.2520
Hoteladdress Exact Precision: 0.1264
Hoteladdress Exact Recall: 0.4663
Hoteladdress Exact F1: 0.1989
Hotelemail Strict Precision: 0.1728
Hotelemail Strict Recall: 0.8926
Hotelemail Strict F1: 0.2895
Hotelemail Ent Type Precision: 0.1795
Hotelemail Ent Type Recall: 0.9275
Hotelemail Ent Type F1: 0.3008
Hotelemail Partial Precision: 0.1762
Hotelemail Partial Recall: 0.9104
Hotelemail Partial F1: 0.2953
Hotelemail Exact Precision: 0.1728
Hotelemail Exact Recall: 0.8929
Hotelemail Exact F1: 0.2896

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: 0.0625
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	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	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	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	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	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	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	Hoteltaxcode Strict Precision	Hoteltaxcode Strict Recall	Hoteltaxcode Strict F1	Hoteltaxcode Ent Type Precision	Hoteltaxcode Ent Type Recall	Hoteltaxcode Ent Type F1	Hoteltaxcode Partial Precision	Hoteltaxcode Partial Recall	Hoteltaxcode Partial F1	Hoteltaxcode Exact Precision	Hoteltaxcode Exact Recall	Hoteltaxcode Exact F1	Roomno Strict Precision	Roomno Strict Recall	Roomno Strict F1	Roomno Ent Type Precision	Roomno Ent Type Recall	Roomno Ent Type F1	Roomno Partial Precision	Roomno Partial Recall	Roomno Partial F1	Roomno Exact Precision	Roomno Exact Recall	Roomno Exact F1	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	Hotelbankaccount Strict Recall	Hotelbankaccount Ent Type Recall	Hotelbankaccount Partial Recall	Hotelbankaccount Exact Recall	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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
0.5721	0.9998	576	0.2043	0.7403	0.7252	0.7327	0.8263	0.8094	0.8178	0.7964	0.7801	0.7882	0.7507	0.7354	0.7429	0.1452	0.7731	0.2444	0.1715	0.9133	0.2888	0.1586	0.8447	0.2671	0.1453	0.7739	0.2447	0.0	0.0	0	0.0002	0.1010	0.0004	0.0007	0.3636	0.0013	0.0	0.0	0	0.1120	0.8268	0.1972	0.1129	0.8334	0.1988	0.1125	0.8309	0.1982	0.1121	0.8274	0.1974	0.0499	0.6102	0.0923	0.0499	0.6104	0.0923	0.0499	0.6106	0.0923	0.0499	0.6104	0.0923	0.1056	0.8089	0.1868	0.1189	0.9111	0.2104	0.1123	0.8601	0.1986	0.1056	0.8091	0.1868	0.1476	0.6951	0.2436	0.1578	0.7429	0.2603	0.1538	0.7240	0.2537	0.1484	0.6985	0.2448	0.0302	0.5380	0.0571	0.0327	0.5829	0.0619	0.0341	0.6084	0.0646	0.0325	0.5804	0.0616	0.2158	0.8195	0.3417	0.2200	0.8353	0.3483	0.2196	0.8336	0.3476	0.2174	0.8254	0.3442	0.1124	0.6815	0.1930	0.1212	0.7344	0.2080	0.1237	0.7498	0.2124	0.1187	0.7192	0.2037	0	0	0	0	0.1615	0.7010	0.2625	0.2026	0.8796	0.3294	0.1837	0.7973	0.2985	0.1621	0.7037	0.2635	0.0700	0.6381	0.1262	0.0832	0.7579	0.1499	0.0801	0.7297	0.1443	0.0728	0.6634	0.1312	0.1760	0.7626	0.2860	0.2091	0.9058	0.3397	0.1949	0.8445	0.3167	0.1773	0.7683	0.2881	0.1685	0.7727	0.2767	0.1834	0.8408	0.3011	0.1762	0.8080	0.2894	0.1687	0.7734	0.2770	0.1926	0.8461	0.3137	0.2065	0.9071	0.3364	0.2013	0.8845	0.3280	0.1942	0.8532	0.3163	0.0434	0.7572	0.0821	0.0443	0.7719	0.0837	0.0453	0.7902	0.0857	0.0448	0.7815	0.0848	0.2037	0.8776	0.3307	0.2102	0.9056	0.3412	0.2093	0.9016	0.3397	0.2058	0.8868	0.3341	0.0290	0.4624	0.0545	0.0306	0.4890	0.0577	0.0406	0.6476	0.0764	0.0389	0.6213	0.0733	0.1305	0.8409	0.2260	0.1314	0.8466	0.2275	0.1355	0.8730	0.2346	0.1349	0.8691	0.2336	0.2039	0.9002	0.3326	0.2096	0.9252	0.3418	0.2099	0.9263	0.3422	0.2061	0.9095	0.3360	0.1911	0.8290	0.3106	0.2032	0.8815	0.3303	0.2020	0.8765	0.3284	0.1951	0.8463	0.3171	0.2300	0.8990	0.3663	0.2335	0.9127	0.3719	0.2328	0.9100	0.3708	0.2310	0.9027	0.3678	0.0394	0.6611	0.0743	0.0434	0.7298	0.0820	0.0451	0.7579	0.0852	0.0425	0.7138	0.0802	0.0371	0.5319	0.0694	0.0412	0.5903	0.0771	0.0392	0.5616	0.0733	0.0372	0.5324	0.0695	0.1429	0.6321	0.2331	0.1584	0.7006	0.2584	0.1541	0.6814	0.2513	0.1454	0.6429	0.2371	0.0649	0.6322	0.1177	0.0790	0.7697	0.1434	0.0747	0.7274	0.1355	0.0670	0.6522	0.1215	0.0224	0.4624	0.0427	0.0285	0.5886	0.0543	0.0291	0.6017	0.0555	0.0256	0.5283	0.0488	0.1045	0.6625	0.1805	0.1172	0.7431	0.2025	0.1119	0.7093	0.1933	0.1054	0.6684	0.1821	0.0789	0.3257	0.1270	0.1331	0.5494	0.2143	0.1073	0.4430	0.1728	0.0791	0.3264	0.1273	0.2307	0.8917	0.3666	0.2354	0.9097	0.3740	0.2350	0.9081	0.3734	0.2323	0.8978	0.3691	0.0066	0.4123	0.0131	0.0085	0.5296	0.0168	0.0076	0.4738	0.0150	0.0067	0.4146	0.0131	0.1545	0.5096	0.2371	0.2144	0.7073	0.3291	0.1860	0.6137	0.2855	0.1553	0.5122	0.2383	0.1008	0.4545	0.1649	0.1554	0.7012	0.2545	0.1293	0.5833	0.2117	0.1010	0.4559	0.1654	0.1506	0.8732	0.2569	0.1574	0.9126	0.2685	0.1540	0.8932	0.2628	0.1506	0.8735	0.2570
0.1328	1.9996	1152	0.2222	0.7537	0.7424	0.7480	0.8339	0.8214	0.8276	0.8059	0.7937	0.7997	0.7632	0.7517	0.7574	0.1500	0.7686	0.2510	0.1779	0.9113	0.2977	0.1644	0.8421	0.2750	0.1503	0.7699	0.2515	0.0018	0.2044	0.0035	0.0034	0.3868	0.0067	0.0050	0.5736	0.0099	0.0039	0.4440	0.0077	0.1170	0.8386	0.2053	0.1180	0.8461	0.2072	0.1176	0.8431	0.2064	0.1171	0.8393	0.2055	0.0717	0.5446	0.1267	0.0724	0.5497	0.1279	0.0721	0.5478	0.1275	0.0717	0.5448	0.1268	0.1091	0.8025	0.1921	0.1238	0.9104	0.2179	0.1166	0.8575	0.2053	0.1092	0.8029	0.1922	0.1669	0.6940	0.2691	0.1773	0.7375	0.2859	0.1738	0.7227	0.2802	0.1682	0.6994	0.2711	0.0313	0.5428	0.0592	0.0341	0.5918	0.0645	0.0358	0.6208	0.0677	0.0342	0.5928	0.0646	0.2085	0.8908	0.3379	0.2100	0.8971	0.3403	0.2109	0.9011	0.3418	0.2100	0.8973	0.3404	0.1144	0.6941	0.1965	0.1221	0.7405	0.2096	0.1240	0.7523	0.2130	0.1199	0.7272	0.2058	0	0	0	0	0.1715	0.7168	0.2767	0.2120	0.8862	0.3421	0.1940	0.8113	0.3132	0.1723	0.7205	0.2781	0.0784	0.7601	0.1421	0.0901	0.8741	0.1634	0.0855	0.8295	0.1551	0.0795	0.7711	0.1442	0.1829	0.7685	0.2955	0.2163	0.9088	0.3494	0.2017	0.8474	0.3258	0.1839	0.7726	0.2970	0.1787	0.7774	0.2906	0.1941	0.8446	0.3157	0.1868	0.8125	0.3037	0.1789	0.7784	0.2910	0.1987	0.8581	0.3227	0.2122	0.9161	0.3445	0.2071	0.8943	0.3363	0.2002	0.8643	0.3250	0.0471	0.7737	0.0888	0.0477	0.7833	0.0899	0.0487	0.8002	0.0918	0.0484	0.7945	0.0912	0.2078	0.9062	0.3380	0.2138	0.9325	0.3478	0.2122	0.9254	0.3452	0.2091	0.9119	0.3402	0.0292	0.5340	0.0554	0.0313	0.5720	0.0593	0.0380	0.6954	0.0721	0.0362	0.6614	0.0686	0.1347	0.8697	0.2333	0.1365	0.8814	0.2365	0.1391	0.8978	0.2408	0.1380	0.8905	0.2389	0.2115	0.9066	0.3429	0.2173	0.9318	0.3524	0.2172	0.9311	0.3522	0.2133	0.9146	0.3459	0.1988	0.8479	0.3221	0.2101	0.8963	0.3404	0.2087	0.8904	0.3382	0.2025	0.8636	0.3280	0.2308	0.9172	0.3688	0.2344	0.9315	0.3746	0.2341	0.9303	0.3741	0.2322	0.9228	0.3711	0.0489	0.6232	0.0907	0.0540	0.6875	0.1001	0.0585	0.7444	0.1084	0.0551	0.7022	0.1023	0.0396	0.5531	0.0738	0.0437	0.6114	0.0816	0.0417	0.5828	0.0778	0.0396	0.5536	0.0739	0.1591	0.6490	0.2556	0.1728	0.7047	0.2775	0.1698	0.6926	0.2727	0.1619	0.6606	0.2601	0.0724	0.8014	0.1328	0.0812	0.8984	0.1489	0.0773	0.8553	0.1417	0.0728	0.8057	0.1335	0.0240	0.5646	0.0460	0.0285	0.6714	0.0547	0.0295	0.6949	0.0566	0.0268	0.6318	0.0515	0.1351	0.6769	0.2253	0.1499	0.7506	0.2498	0.1439	0.7209	0.2399	0.1364	0.6831	0.2274	0.0901	0.3395	0.1424	0.1411	0.5318	0.2230	0.1176	0.4431	0.1858	0.0904	0.3406	0.1428	0.2317	0.9155	0.3698	0.2363	0.9339	0.3772	0.2358	0.9317	0.3763	0.2331	0.9210	0.3720	0.0057	0.3271	0.0112	0.0079	0.4559	0.0156	0.0069	0.3943	0.0135	0.0057	0.3293	0.0112	0.1480	0.5711	0.2351	0.1997	0.7704	0.3172	0.1749	0.6745	0.2777	0.1486	0.5732	0.2360	0.1177	0.4732	0.1886	0.1736	0.6978	0.2781	0.1477	0.5938	0.2366	0.1183	0.4754	0.1894	0.1579	0.8760	0.2676	0.1640	0.9101	0.2780	0.1610	0.8934	0.2729	0.1579	0.8763	0.2676
0.1048	2.9993	1728	0.2277	0.7761	0.7260	0.7502	0.8574	0.8020	0.8287	0.8304	0.7767	0.8027	0.7872	0.7364	0.7610	0.1738	0.7657	0.2833	0.2068	0.9109	0.3370	0.1905	0.8394	0.3106	0.1739	0.7664	0.2835	0.0083	0.3355	0.0161	0.0090	0.3641	0.0175	0.0147	0.5966	0.0287	0.0137	0.5555	0.0267	0.1374	0.8319	0.2359	0.1386	0.8388	0.2378	0.1381	0.8362	0.2371	0.1376	0.8327	0.2361	0.1088	0.4961	0.1784	0.1093	0.4985	0.1793	0.1091	0.4976	0.1790	0.1088	0.4964	0.1785	0.1283	0.7935	0.2209	0.1452	0.8980	0.2500	0.1369	0.8470	0.2358	0.1285	0.7945	0.2212	0.1914	0.72	0.3025	0.2030	0.7637	0.3208	0.1990	0.7484	0.3144	0.1927	0.7248	0.3045	0.0407	0.5048	0.0753	0.0432	0.5362	0.0800	0.0467	0.5789	0.0864	0.0453	0.5618	0.0838	0.2577	0.8083	0.3908	0.2592	0.8131	0.3931	0.2617	0.8209	0.3969	0.2605	0.8172	0.3951	0.1382	0.6711	0.2292	0.1474	0.7156	0.2444	0.1517	0.7368	0.2517	0.1465	0.7115	0.2430	0.0	0.0	0.0	0.0	0.1977	0.7163	0.3098	0.2433	0.8817	0.3814	0.2226	0.8069	0.3490	0.1985	0.7193	0.3111	0.0984	0.7252	0.1733	0.1116	0.8223	0.1965	0.1077	0.7940	0.1897	0.1006	0.7417	0.1772	0.2108	0.7746	0.3314	0.2485	0.9134	0.3907	0.2320	0.8526	0.3647	0.2120	0.7793	0.3334	0.2066	0.7723	0.3260	0.2241	0.8378	0.3536	0.2157	0.8064	0.3404	0.2069	0.7732	0.3264	0.2308	0.8487	0.3629	0.2454	0.9022	0.3858	0.2401	0.8828	0.3775	0.2325	0.8550	0.3656	0.0561	0.7626	0.1046	0.0571	0.7753	0.1063	0.0586	0.7962	0.1092	0.0581	0.7888	0.1082	0.2409	0.9111	0.3810	0.2464	0.9320	0.3897	0.2454	0.9282	0.3882	0.2426	0.9175	0.3837	0.0377	0.4647	0.0698	0.0391	0.4822	0.0724	0.0506	0.6236	0.0936	0.0487	0.5998	0.0901	0.1576	0.8772	0.2672	0.1589	0.8846	0.2694	0.1614	0.8983	0.2736	0.1606	0.8939	0.2723	0.2433	0.9185	0.3846	0.2492	0.9409	0.3940	0.2484	0.9379	0.3928	0.2446	0.9237	0.3868	0.2268	0.8352	0.3567	0.2424	0.8928	0.3813	0.2399	0.8833	0.3773	0.2309	0.8503	0.3632	0.2679	0.9031	0.4132	0.2711	0.9138	0.4181	0.2716	0.9156	0.4189	0.2698	0.9097	0.4162	0.0578	0.6447	0.1060	0.0613	0.6841	0.1125	0.0665	0.7424	0.1221	0.0643	0.7178	0.1180	0.0526	0.5024	0.0952	0.0586	0.5595	0.1061	0.0557	0.5320	0.1009	0.0527	0.5034	0.0954	0.1842	0.6696	0.2890	0.1988	0.7225	0.3118	0.1953	0.7099	0.3064	0.1870	0.6795	0.2933	0.0873	0.7812	0.1570	0.0986	0.8822	0.1773	0.0934	0.8359	0.1680	0.0877	0.7846	0.1577	0.0362	0.5138	0.0677	0.0394	0.5594	0.0737	0.0448	0.635	0.0836	0.0426	0.6044	0.0796	0.1684	0.6586	0.2682	0.1842	0.7205	0.2934	0.1779	0.6957	0.2833	0.1697	0.6637	0.2703	0.1115	0.3385	0.1677	0.1791	0.5438	0.2694	0.1471	0.4469	0.2214	0.1116	0.3390	0.1680	0.2663	0.9089	0.4119	0.2709	0.9248	0.4191	0.2708	0.9244	0.4189	0.2681	0.9149	0.4146	0.0085	0.3272	0.0166	0.0114	0.4395	0.0223	0.0101	0.3890	0.0197	0.0086	0.3316	0.0168	0.1833	0.5214	0.2712	0.2524	0.7178	0.3735	0.2195	0.6242	0.3248	0.1841	0.5236	0.2724	0.1399	0.4976	0.2184	0.2019	0.7176	0.3151	0.1733	0.6160	0.2704	0.1408	0.5007	0.2198	0.1820	0.8862	0.3019	0.1895	0.9230	0.3145	0.1858	0.9049	0.3083	0.1820	0.8864	0.3020
0.0892	3.9991	2304	0.2383	0.7649	0.7433	0.7539	0.8457	0.8218	0.8336	0.8171	0.7940	0.8054	0.7743	0.7525	0.7632	0.1590	0.7660	0.2634	0.1898	0.9143	0.3144	0.1746	0.8410	0.2892	0.1592	0.7667	0.2636	0.0028	0.2935	0.0055	0.0032	0.3348	0.0063	0.0054	0.5663	0.0107	0.0050	0.5283	0.0100	0.1243	0.8401	0.2166	0.1253	0.8471	0.2184	0.1249	0.8442	0.2176	0.1244	0.8405	0.2167	0.0811	0.5389	0.1410	0.0815	0.5417	0.1418	0.0814	0.5406	0.1415	0.0811	0.5390	0.1411	0.1166	0.7975	0.2034	0.1321	0.9036	0.2305	0.1246	0.8522	0.2174	0.1167	0.7986	0.2037	0.1807	0.7243	0.2892	0.1912	0.7665	0.3061	0.1875	0.7514	0.3000	0.1817	0.7285	0.2909	0.0283	0.4699	0.0533	0.0306	0.5097	0.0578	0.0339	0.5632	0.0639	0.0324	0.5388	0.0611	0.2348	0.8509	0.3680	0.2363	0.8565	0.3704	0.2379	0.8621	0.3729	0.2369	0.8588	0.3714	0.1237	0.7047	0.2105	0.1315	0.7492	0.2238	0.1342	0.7642	0.2283	0.1297	0.7386	0.2206	0.0	0.0	0.0	0.0	0.1817	0.7193	0.2901	0.2248	0.8900	0.3589	0.2052	0.8125	0.3277	0.1825	0.7226	0.2914	0.0921	0.7552	0.1641	0.1030	0.8451	0.1837	0.0993	0.8145	0.1770	0.0936	0.7679	0.1669	0.1942	0.7740	0.3105	0.2299	0.9162	0.3675	0.2144	0.8545	0.3428	0.1953	0.7783	0.3122	0.1911	0.7710	0.3063	0.2082	0.8400	0.3337	0.2000	0.8068	0.3206	0.1914	0.7720	0.3067	0.2091	0.8677	0.3370	0.2212	0.9177	0.3565	0.2170	0.9002	0.3497	0.2108	0.8744	0.3396	0.0515	0.7767	0.0965	0.0521	0.7862	0.0977	0.0533	0.8047	0.1000	0.0530	0.7993	0.0993	0.2227	0.9151	0.3583	0.2281	0.9374	0.3670	0.2267	0.9315	0.3647	0.2240	0.9202	0.3603	0.0287	0.5599	0.0546	0.0303	0.5912	0.0576	0.0361	0.7052	0.0687	0.0345	0.6735	0.0656	0.1440	0.8842	0.2476	0.1451	0.8914	0.2496	0.1476	0.9064	0.2538	0.1468	0.9018	0.2525	0.2252	0.9211	0.3619	0.2306	0.9431	0.3705	0.2299	0.9404	0.3695	0.2266	0.9270	0.3642	0.2096	0.8447	0.3359	0.2237	0.9013	0.3584	0.2213	0.8919	0.3546	0.2134	0.8600	0.3420	0.2440	0.9226	0.3859	0.2480	0.9379	0.3923	0.2476	0.9361	0.3916	0.2455	0.9281	0.3882	0.0516	0.6581	0.0957	0.0555	0.7070	0.1028	0.0598	0.7623	0.1109	0.0574	0.7321	0.1065	0.0471	0.5220	0.0864	0.0534	0.5915	0.0979	0.0505	0.5593	0.0926	0.0473	0.5242	0.0867	0.1734	0.6746	0.2759	0.1874	0.7291	0.2982	0.1838	0.7151	0.2924	0.1757	0.6838	0.2796	0.0812	0.7673	0.1469	0.0912	0.8614	0.1649	0.0866	0.8176	0.1565	0.0815	0.7700	0.1474	0.0278	0.5455	0.0529	0.0306	0.6006	0.0582	0.0357	0.7005	0.0679	0.0337	0.6621	0.0642	0.1469	0.6850	0.2420	0.1620	0.7553	0.2668	0.1559	0.7266	0.2567	0.1480	0.6900	0.2438	0.1025	0.3514	0.1588	0.1612	0.5523	0.2495	0.1335	0.4574	0.2067	0.1028	0.3523	0.1592	0.2452	0.9181	0.3870	0.2503	0.9374	0.3952	0.2501	0.9363	0.3947	0.2470	0.9250	0.3899	0.0059	0.2951	0.0115	0.0081	0.4088	0.0159	0.0071	0.3561	0.0138	0.0059	0.2982	0.0116	0.1675	0.5620	0.2581	0.2269	0.7614	0.3497	0.1985	0.6661	0.3059	0.1682	0.5642	0.2591	0.1291	0.4844	0.2039	0.1887	0.7082	0.2980	0.1609	0.6036	0.2540	0.1296	0.4862	0.2046	0.1680	0.8842	0.2824	0.1750	0.9211	0.2942	0.1716	0.9030	0.2884	0.1681	0.8845	0.2825
0.0792	4.9989	2880	0.2490	0.7688	0.7417	0.7550	0.8497	0.8197	0.8345	0.8213	0.7923	0.8066	0.7784	0.7509	0.7644	0.1619	0.7628	0.2671	0.1940	0.9141	0.3201	0.1781	0.8393	0.2939	0.1620	0.7634	0.2673	0.0038	0.3496	0.0076	0.0046	0.4199	0.0091	0.0070	0.6416	0.0139	0.0064	0.5820	0.0126	0.1289	0.8354	0.2233	0.1299	0.8421	0.2252	0.1295	0.8393	0.2244	0.1290	0.8357	0.2234	0.0896	0.5243	0.1531	0.0902	0.5275	0.1540	0.0900	0.5262	0.1536	0.0897	0.5246	0.1532	0.1185	0.7943	0.2062	0.1357	0.9097	0.2362	0.1272	0.8528	0.2214	0.1186	0.7949	0.2063	0.1850	0.7209	0.2944	0.1954	0.7617	0.3111	0.1917	0.7470	0.3051	0.1859	0.7244	0.2959	0.0354	0.5296	0.0664	0.0376	0.5620	0.0705	0.0405	0.6048	0.0758	0.0391	0.5851	0.0734	0.2432	0.8434	0.3776	0.2450	0.8495	0.3803	0.2464	0.8543	0.3824	0.2452	0.8501	0.3806	0.1294	0.6787	0.2174	0.1381	0.7243	0.2320	0.1430	0.7499	0.2402	0.1379	0.7233	0.2317	0.0	0.0	0.0	0.0	0.1877	0.7246	0.2982	0.2304	0.8893	0.3660	0.2111	0.8147	0.3353	0.1886	0.7278	0.2995	0.0956	0.7459	0.1696	0.1074	0.8375	0.1904	0.1033	0.8057	0.1831	0.0971	0.7573	0.1721	0.2003	0.7756	0.3184	0.2356	0.9125	0.3745	0.2213	0.8570	0.3518	0.2021	0.7826	0.3212	0.1938	0.7758	0.3102	0.2116	0.8470	0.3386	0.2030	0.8125	0.3249	0.1940	0.7766	0.3105	0.2179	0.8622	0.3479	0.2306	0.9125	0.3682	0.2261	0.8945	0.3609	0.2195	0.8685	0.3504	0.0521	0.7835	0.0976	0.0529	0.7960	0.0992	0.0540	0.8132	0.1013	0.0536	0.8064	0.1005	0.2266	0.9083	0.3627	0.2325	0.9319	0.3722	0.2308	0.9253	0.3695	0.2279	0.9133	0.3647	0.0284	0.5494	0.0540	0.0299	0.5795	0.0569	0.0353	0.6832	0.0671	0.0339	0.6565	0.0645	0.1475	0.8796	0.2527	0.1487	0.8865	0.2546	0.1517	0.9044	0.2598	0.1509	0.8999	0.2585	0.2305	0.9143	0.3681	0.2362	0.9371	0.3773	0.2359	0.9358	0.3768	0.2324	0.9220	0.3712	0.2159	0.8461	0.3440	0.2290	0.8977	0.3650	0.2274	0.8912	0.3623	0.2199	0.8619	0.3504	0.2505	0.9155	0.3934	0.2548	0.9312	0.4001	0.2545	0.9300	0.3996	0.2521	0.9214	0.3959	0.0482	0.6763	0.0901	0.0517	0.7252	0.0966	0.0541	0.7587	0.1010	0.0522	0.7312	0.0974	0.0464	0.5379	0.0855	0.0528	0.6120	0.0973	0.0498	0.5764	0.0916	0.0466	0.5393	0.0857	0.1787	0.6763	0.2827	0.1928	0.7294	0.3049	0.1893	0.7162	0.2994	0.1812	0.6857	0.2867	0.0835	0.7683	0.1506	0.0946	0.8701	0.1706	0.0893	0.8220	0.1612	0.0838	0.7706	0.1511	0.0284	0.5371	0.0540	0.0314	0.5926	0.0596	0.0367	0.6932	0.0697	0.0348	0.6570	0.0661	0.1599	0.6728	0.2584	0.1759	0.7402	0.2843	0.1695	0.7135	0.2740	0.1612	0.6782	0.2604	0.1064	0.3655	0.1648	0.1637	0.5626	0.2537	0.1365	0.4691	0.2115	0.1065	0.3661	0.1651	0.2491	0.9161	0.3917	0.2544	0.9358	0.4001	0.2537	0.9329	0.3989	0.2506	0.9216	0.3940	0.0076	0.3266	0.0148	0.0101	0.4351	0.0197	0.0089	0.3845	0.0174	0.0076	0.3293	0.0149	0.1737	0.5635	0.2655	0.2348	0.7617	0.3589	0.2061	0.6687	0.3151	0.1746	0.5665	0.2669	0.1314	0.4809	0.2065	0.1943	0.7109	0.3052	0.1648	0.6028	0.2588	0.1318	0.4822	0.2070	0.1702	0.8927	0.2859	0.1778	0.9326	0.2987	0.1741	0.9129	0.2924	0.1703	0.8929	0.2860
0.0716	5.9987	3456	0.2608	0.7657	0.7377	0.7514	0.8483	0.8173	0.8325	0.8192	0.7892	0.8039	0.7755	0.7472	0.7611	0.1574	0.7419	0.2597	0.1928	0.9085	0.3180	0.1753	0.8263	0.2892	0.1576	0.7426	0.2600	0.0057	0.3692	0.0113	0.0064	0.4128	0.0126	0.0096	0.6172	0.0188	0.0090	0.5817	0.0177	0.1274	0.8275	0.2208	0.1284	0.8339	0.2225	0.1280	0.8315	0.2219	0.1275	0.8281	0.2210	0.0954	0.5189	0.1612	0.0958	0.5209	0.1619	0.0957	0.5203	0.1616	0.0955	0.5193	0.1613	0.1160	0.7708	0.2017	0.1346	0.8943	0.2340	0.1255	0.8339	0.2182	0.1161	0.7714	0.2019	0.1808	0.7125	0.2885	0.1918	0.7556	0.3059	0.1879	0.7403	0.2997	0.1818	0.7164	0.2900	0.0334	0.5176	0.0627	0.0357	0.5533	0.0671	0.0394	0.6106	0.0740	0.0379	0.5878	0.0713	0.2403	0.8544	0.3751	0.2418	0.8598	0.3774	0.2434	0.8656	0.3800	0.2424	0.8620	0.3784	0.1230	0.7023	0.2094	0.1319	0.7531	0.2245	0.1338	0.7638	0.2277	0.1290	0.7366	0.2196	0.0	0.0	0.0	0.0	0.1792	0.6894	0.2845	0.2273	0.8744	0.3608	0.2051	0.7889	0.3255	0.1800	0.6924	0.2857	0.0940	0.7492	0.1670	0.1054	0.8407	0.1873	0.1013	0.8077	0.1800	0.0953	0.7597	0.1693	0.1942	0.7647	0.3098	0.2329	0.9171	0.3715	0.2159	0.8500	0.3443	0.1953	0.7691	0.3115	0.1939	0.7712	0.3099	0.2114	0.8406	0.3378	0.2030	0.8071	0.3243	0.1941	0.7720	0.3102	0.2131	0.8641	0.3419	0.2257	0.9153	0.3622	0.2209	0.8956	0.3544	0.2144	0.8694	0.3440	0.0525	0.7565	0.0982	0.0532	0.7669	0.0996	0.0545	0.7847	0.1019	0.0540	0.7782	0.1010	0.2252	0.9082	0.3609	0.2318	0.9350	0.3715	0.2297	0.9265	0.3681	0.2263	0.9128	0.3627	0.0289	0.4839	0.0546	0.0302	0.5051	0.0569	0.0374	0.6261	0.0706	0.0360	0.6025	0.0679	0.1456	0.8837	0.2500	0.1468	0.8911	0.2520	0.1494	0.9070	0.2565	0.1486	0.9022	0.2552	0.2285	0.9256	0.3665	0.2338	0.9471	0.3751	0.2331	0.9443	0.3739	0.2299	0.9313	0.3688	0.2119	0.8433	0.3386	0.2268	0.9029	0.3626	0.2241	0.8921	0.3582	0.2156	0.8581	0.3446	0.2534	0.9170	0.3971	0.2572	0.9305	0.4029	0.2569	0.9297	0.4026	0.2549	0.9222	0.3994	0.0532	0.6422	0.0983	0.0568	0.6862	0.1050	0.0625	0.7546	0.1155	0.0602	0.7266	0.1112	0.0423	0.5444	0.0785	0.0474	0.6104	0.0880	0.0450	0.5790	0.0835	0.0424	0.5460	0.0787	0.1753	0.6763	0.2784	0.1882	0.7261	0.2989	0.1851	0.7144	0.2940	0.1776	0.6855	0.2822	0.0829	0.7808	0.1499	0.0930	0.8763	0.1682	0.0883	0.8317	0.1596	0.0832	0.7836	0.1504	0.0285	0.5313	0.0540	0.0317	0.5921	0.0602	0.0365	0.6820	0.0693	0.0344	0.6430	0.0654	0.1615	0.6681	0.2601	0.1768	0.7317	0.2848	0.1707	0.7064	0.2750	0.1626	0.6730	0.2620	0.1039	0.3646	0.1617	0.1603	0.5622	0.2494	0.1334	0.4680	0.2076	0.1041	0.3652	0.1620	0.2535	0.9078	0.3964	0.2580	0.9239	0.4034	0.2587	0.9263	0.4044	0.2560	0.9166	0.4002	0.0063	0.3322	0.0123	0.0084	0.4489	0.0166	0.0074	0.3939	0.0145	0.0063	0.3356	0.0124	0.1689	0.5677	0.2603	0.2281	0.7666	0.3516	0.1999	0.6720	0.3082	0.1696	0.5701	0.2615	0.1251	0.4658	0.1973	0.1888	0.7030	0.2977	0.1588	0.5911	0.2503	0.1256	0.4674	0.1979	0.1706	0.8868	0.2861	0.1776	0.9236	0.2980	0.1742	0.9055	0.2921	0.1706	0.8871	0.2862
0.0606	6.9985	4032	0.2684	0.7611	0.7409	0.7509	0.8437	0.8213	0.8323	0.8141	0.7925	0.8032	0.7706	0.7501	0.7602	0.1558	0.7580	0.2585	0.1872	0.9107	0.3105	0.1718	0.8356	0.2849	0.1560	0.7592	0.2589	0.0045	0.3510	0.0088	0.0048	0.3766	0.0094	0.0081	0.6394	0.0160	0.0076	0.6010	0.0151	0.1232	0.8324	0.2146	0.1241	0.8391	0.2163	0.1237	0.8363	0.2156	0.1232	0.8328	0.2147	0.0872	0.5301	0.1497	0.0876	0.5327	0.1505	0.0875	0.5318	0.1502	0.0872	0.5304	0.1498	0.1141	0.7875	0.1994	0.1303	0.8988	0.2275	0.1224	0.8446	0.2138	0.1143	0.7883	0.1996	0.1760	0.7189	0.2828	0.1867	0.7627	0.3000	0.1829	0.7469	0.2938	0.1770	0.7227	0.2843	0.0339	0.5373	0.0638	0.0358	0.5663	0.0673	0.0389	0.6153	0.0731	0.0377	0.5969	0.0709	0.2311	0.8686	0.3651	0.2323	0.8729	0.3669	0.2341	0.8797	0.3698	0.2332	0.8765	0.3684	0.1243	0.6905	0.2107	0.1327	0.7370	0.2248	0.1361	0.7560	0.2306	0.1314	0.7302	0.2228	0.0	0.0	0.0	0.0	0.1765	0.6993	0.2819	0.2220	0.8794	0.3545	0.2012	0.7970	0.3213	0.1773	0.7024	0.2831	0.0899	0.7619	0.1608	0.1009	0.8550	0.1805	0.0969	0.8211	0.1733	0.0912	0.7726	0.1631	0.1896	0.7634	0.3038	0.2270	0.9139	0.3637	0.2107	0.8482	0.3375	0.1908	0.7679	0.3056	0.1855	0.7727	0.2991	0.2028	0.8450	0.3271	0.1944	0.8099	0.3135	0.1856	0.7735	0.2994	0.2087	0.8682	0.3365	0.2207	0.9178	0.3558	0.2163	0.8996	0.3487	0.2102	0.8741	0.3388	0.0508	0.7398	0.0951	0.0516	0.7506	0.0965	0.0531	0.7728	0.0993	0.0526	0.7656	0.0984	0.2193	0.9100	0.3534	0.2250	0.9337	0.3626	0.2234	0.9271	0.3601	0.2205	0.9151	0.3554	0.0261	0.5303	0.0497	0.0274	0.5573	0.0522	0.0326	0.6640	0.0622	0.0315	0.6400	0.0600	0.1414	0.8795	0.2437	0.1427	0.8870	0.2458	0.1453	0.9035	0.2504	0.1444	0.8979	0.2488	0.2216	0.9243	0.3574	0.2276	0.9494	0.3672	0.2265	0.9447	0.3654	0.2229	0.9297	0.3596	0.2065	0.8479	0.3321	0.2204	0.9051	0.3545	0.2178	0.8945	0.3504	0.2101	0.8627	0.3379	0.2414	0.9221	0.3826	0.2451	0.9364	0.3885	0.2447	0.9349	0.3879	0.2427	0.9271	0.3847	0.0509	0.6552	0.0945	0.0542	0.6976	0.1006	0.0587	0.7549	0.1089	0.0565	0.7274	0.1049	0.0421	0.5547	0.0782	0.0466	0.6148	0.0867	0.0445	0.5868	0.0827	0.0422	0.5568	0.0785	0.1700	0.6822	0.2722	0.1832	0.7352	0.2933	0.1799	0.7218	0.2880	0.1723	0.6913	0.2758	0.0798	0.8030	0.1452	0.0889	0.8946	0.1617	0.0846	0.8515	0.1539	0.0800	0.8053	0.1456	0.0251	0.5206	0.0478	0.0278	0.5774	0.0530	0.0324	0.6732	0.0618	0.0308	0.6392	0.0587	0.1476	0.6785	0.2424	0.1619	0.7441	0.2659	0.1559	0.7169	0.2562	0.1484	0.6824	0.2438	0.1017	0.3549	0.1581	0.1582	0.5522	0.2459	0.1314	0.4585	0.2042	0.1018	0.3555	0.1583	0.2422	0.9188	0.3834	0.2471	0.9372	0.3910	0.2467	0.9360	0.3905	0.2439	0.9251	0.3860	0.0062	0.3411	0.0123	0.0084	0.4578	0.0165	0.0074	0.4039	0.0145	0.0063	0.3456	0.0124	0.1611	0.5538	0.2496	0.2219	0.7630	0.3438	0.1929	0.6633	0.2989	0.1619	0.5566	0.2508	0.1194	0.4565	0.1893	0.1840	0.7032	0.2916	0.1531	0.5851	0.2427	0.1198	0.4578	0.1899	0.1661	0.8890	0.2799	0.1729	0.9250	0.2913	0.1695	0.9073	0.2857	0.1662	0.8893	0.2800
0.0573	7.9983	4608	0.2753	0.7682	0.7397	0.7537	0.8497	0.8181	0.8336	0.8211	0.7906	0.8056	0.7780	0.7491	0.7633	0.1618	0.7613	0.2669	0.1942	0.9134	0.3203	0.1783	0.8387	0.2941	0.1621	0.7625	0.2674	0.0053	0.3534	0.0104	0.0056	0.3777	0.0111	0.0093	0.6259	0.0184	0.0088	0.5908	0.0173	0.1285	0.8322	0.2226	0.1295	0.8386	0.2243	0.1290	0.8358	0.2236	0.1285	0.8324	0.2226	0.0977	0.5191	0.1645	0.0982	0.5220	0.1654	0.0980	0.5209	0.1650	0.0978	0.5194	0.1646	0.1187	0.7892	0.2063	0.1358	0.9028	0.2360	0.1274	0.8470	0.2215	0.1188	0.7900	0.2066	0.1827	0.7164	0.2912	0.1935	0.7586	0.3083	0.1896	0.7433	0.3021	0.1837	0.7202	0.2927	0.0348	0.5297	0.0653	0.0369	0.5607	0.0692	0.0403	0.6123	0.0755	0.0390	0.5930	0.0732	0.2420	0.8486	0.3766	0.2438	0.8548	0.3794	0.2454	0.8605	0.3819	0.2442	0.8564	0.3800	0.1279	0.6967	0.2161	0.1362	0.7421	0.2302	0.1397	0.7611	0.2361	0.1351	0.7363	0.2284	0.0	0.0	0.0	0.0	0.1855	0.7075	0.2939	0.2305	0.8792	0.3652	0.2103	0.8023	0.3333	0.1864	0.7110	0.2953	0.0941	0.7579	0.1674	0.1059	0.8532	0.1884	0.1015	0.8181	0.1807	0.0954	0.7683	0.1697	0.1969	0.7624	0.3130	0.2354	0.9114	0.3742	0.2189	0.8474	0.3479	0.1980	0.7664	0.3147	0.1951	0.7799	0.3121	0.2122	0.8483	0.3395	0.2039	0.8152	0.3262	0.1953	0.7806	0.3124	0.2172	0.8703	0.3477	0.2294	0.9191	0.3672	0.2252	0.9020	0.3604	0.2189	0.8769	0.3503	0.0529	0.7588	0.0988	0.0537	0.7713	0.1005	0.0550	0.7897	0.1029	0.0545	0.7821	0.1019	0.2272	0.9110	0.3637	0.2332	0.9349	0.3733	0.2315	0.9283	0.3706	0.2285	0.9162	0.3658	0.0306	0.5252	0.0578	0.0318	0.5458	0.0601	0.0381	0.6552	0.0721	0.0369	0.6346	0.0698	0.1476	0.8819	0.2529	0.1487	0.8882	0.2547	0.1512	0.9031	0.2590	0.1505	0.8990	0.2578	0.2304	0.9216	0.3686	0.2364	0.9456	0.3782	0.2354	0.9415	0.3766	0.2317	0.9270	0.3708	0.2146	0.8448	0.3423	0.2292	0.9022	0.3655	0.2267	0.8923	0.3615	0.2185	0.8600	0.3484	0.2520	0.9189	0.3955	0.2559	0.9331	0.4016	0.2557	0.9325	0.4014	0.2536	0.9250	0.3981	0.0540	0.6463	0.0998	0.0574	0.6867	0.1060	0.0629	0.7526	0.1162	0.0609	0.7279	0.1123	0.0471	0.5351	0.0866	0.0526	0.5973	0.0967	0.0500	0.5680	0.0920	0.0473	0.5369	0.0869	0.1769	0.6819	0.2809	0.1901	0.7331	0.3019	0.1869	0.7207	0.2968	0.1793	0.6914	0.2848	0.0831	0.7934	0.1505	0.0931	0.8892	0.1686	0.0884	0.8442	0.1601	0.0834	0.7959	0.1509	0.0260	0.5263	0.0496	0.0288	0.5834	0.0549	0.0332	0.6726	0.0633	0.0314	0.6360	0.0599	0.1599	0.6725	0.2584	0.1749	0.7354	0.2826	0.1690	0.7106	0.2731	0.1611	0.6773	0.2603	0.1053	0.3620	0.1631	0.1637	0.5626	0.2536	0.1361	0.4678	0.2108	0.1055	0.3626	0.1634	0.2516	0.9184	0.3949	0.2564	0.9359	0.4025	0.2562	0.9352	0.4022	0.2533	0.9249	0.3977	0.0074	0.3289	0.0144	0.0097	0.4344	0.0191	0.0087	0.3859	0.0169	0.0075	0.3327	0.0146	0.1720	0.5559	0.2627	0.2337	0.7556	0.3570	0.2044	0.6609	0.3123	0.1728	0.5586	0.2639	0.1260	0.4648	0.1983	0.1910	0.7042	0.3004	0.1602	0.5907	0.2520	0.1264	0.4663	0.1989	0.1728	0.8926	0.2895	0.1795	0.9275	0.3008	0.1762	0.9104	0.2953	0.1728	0.8929	0.2896

Framework versions

Transformers 4.40.2
Pytorch 2.3.1+cu121
Datasets 2.20.0
Tokenizers 0.19.1

nttaii
/

bert-base-multilingual-cased-iob2-20240814115522

bert-base-multilingual-cased-iob2-20240814115522

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-iob2-20240814115522

Evaluation results