bert-base-multilingual-cased-iobes

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: 0.3059
Overall Strict Precision: 0.7646
Overall Strict Recall: 0.7420
Overall Strict F1: 0.7531
Overall Ent Type Precision: 0.8457
Overall Ent Type Recall: 0.8206
Overall Ent Type F1: 0.8330
Overall Partial Precision: 0.8169
Overall Partial Recall: 0.7927
Overall Partial F1: 0.8046
Overall Exact Precision: 0.7741
Overall Exact Recall: 0.7511
Overall Exact F1: 0.7624
Checkout Strict Precision: 0.2465
Checkout Strict Recall: 0.9265
Checkout Strict F1: 0.3894
Checkout Ent Type Precision: 0.2496
Checkout Ent Type Recall: 0.9381
Checkout Ent Type F1: 0.3943
Checkout Partial Precision: 0.2497
Checkout Partial Recall: 0.9385
Checkout Partial F1: 0.3945
Checkout Exact Precision: 0.2481
Checkout Exact Recall: 0.9324
Checkout Exact F1: 0.3919
Companycity Strict Precision: 0.2109
Companycity Strict Recall: 0.8552
Companycity Strict F1: 0.3384
Companycity Ent Type Precision: 0.2233
Companycity Ent Type Recall: 0.9052
Companycity Ent Type F1: 0.3582
Companycity Partial Precision: 0.2219
Companycity Partial Recall: 0.8996
Companycity Partial F1: 0.3559
Companycity Exact Precision: 0.2150
Companycity Exact Recall: 0.8716
Companycity Exact F1: 0.3449
Invoicenumber Strict Precision: 0.2120
Invoicenumber Strict Recall: 0.8663
Invoicenumber Strict F1: 0.3406
Invoicenumber Ent Type Precision: 0.2249
Invoicenumber Ent Type Recall: 0.9191
Invoicenumber Ent Type F1: 0.3614
Invoicenumber Partial Precision: 0.2203
Invoicenumber Partial Recall: 0.9001
Invoicenumber Partial F1: 0.3539
Invoicenumber Exact Precision: 0.2136
Invoicenumber Exact Recall: 0.8727
Invoicenumber Exact F1: 0.3431
Netamount Strict Precision: 0.0920
Netamount Strict Recall: 0.7683
Netamount Strict F1: 0.1643
Netamount Ent Type Precision: 0.1034
Netamount Ent Type Recall: 0.8632
Netamount Ent Type F1: 0.1846
Netamount Partial Precision: 0.0984
Netamount Partial Recall: 0.8218
Netamount Partial F1: 0.1757
Netamount Exact Precision: 0.0926
Netamount Exact Recall: 0.7730
Netamount Exact F1: 0.1653
Companycountry Strict Precision: 0.1434
Companycountry Strict Recall: 0.8839
Companycountry Strict F1: 0.2468
Companycountry Ent Type Precision: 0.1445
Companycountry Ent Type Recall: 0.8904
Companycountry Ent Type F1: 0.2487
Companycountry Partial Precision: 0.1477
Companycountry Partial Recall: 0.9101
Companycountry Partial F1: 0.2542
Companycountry Exact Precision: 0.1469
Companycountry Exact Recall: 0.9051
Companycountry Exact F1: 0.2527
Documenttype Strict Precision: 0.1893
Documenttype Strict Recall: 0.7821
Documenttype Strict F1: 0.3048
Documenttype Ent Type Precision: 0.2071
Documenttype Ent Type Recall: 0.8555
Documenttype Ent Type F1: 0.3335
Documenttype Partial Precision: 0.1987
Documenttype Partial Recall: 0.8208
Documenttype Partial F1: 0.3199
Documenttype Exact Precision: 0.1895
Documenttype Exact Recall: 0.7828
Documenttype Exact F1: 0.3051
Hotelphonenumber Strict Precision: 0.1565
Hotelphonenumber Strict Recall: 0.7596
Hotelphonenumber Strict F1: 0.2595
Hotelphonenumber Ent Type Precision: 0.1890
Hotelphonenumber Ent Type Recall: 0.9174
Hotelphonenumber Ent Type F1: 0.3134
Hotelphonenumber Partial Precision: 0.1729
Hotelphonenumber Partial Recall: 0.8393
Hotelphonenumber Partial F1: 0.2867
Hotelphonenumber Exact Precision: 0.1566
Hotelphonenumber Exact Recall: 0.7602
Hotelphonenumber Exact F1: 0.2597
Externalreservationnumber Strict Precision: 0.0043
Externalreservationnumber Strict Recall: 0.4337
Externalreservationnumber Strict F1: 0.0084
Externalreservationnumber Ent Type Precision: 0.0045
Externalreservationnumber Ent Type Recall: 0.4632
Externalreservationnumber Ent Type F1: 0.0090
Externalreservationnumber Partial Precision: 0.0066
Externalreservationnumber Partial Recall: 0.6684
Externalreservationnumber Partial F1: 0.0130
Externalreservationnumber Exact Precision: 0.0062
Externalreservationnumber Exact Recall: 0.6316
Externalreservationnumber Exact F1: 0.0123
Companyaddress Strict Precision: 0.1923
Companyaddress Strict Recall: 0.7620
Companyaddress Strict F1: 0.3071
Companyaddress Ent Type Precision: 0.2298
Companyaddress Ent Type Recall: 0.9105
Companyaddress Ent Type F1: 0.3670
Companyaddress Partial Precision: 0.2135
Companyaddress Partial Recall: 0.8457
Companyaddress Partial F1: 0.3409
Companyaddress Exact Precision: 0.1934
Companyaddress Exact Recall: 0.7662
Companyaddress Exact F1: 0.3088
Hotelfaxnumber Strict Precision: 0.1162
Hotelfaxnumber Strict Recall: 0.7999
Hotelfaxnumber Strict F1: 0.2029
Hotelfaxnumber Ent Type Precision: 0.1319
Hotelfaxnumber Ent Type Recall: 0.9084
Hotelfaxnumber Ent Type F1: 0.2304
Hotelfaxnumber Partial Precision: 0.1241
Hotelfaxnumber Partial Recall: 0.8548
Hotelfaxnumber Partial F1: 0.2168
Hotelfaxnumber Exact Precision: 0.1162
Hotelfaxnumber Exact Recall: 0.8001
Hotelfaxnumber Exact F1: 0.2029
Pagenumber Strict Precision: 0.1237
Pagenumber Strict Recall: 0.8127
Pagenumber Strict F1: 0.2147
Pagenumber Ent Type Precision: 0.1252
Pagenumber Ent Type Recall: 0.8222
Pagenumber Ent Type F1: 0.2173
Pagenumber Partial Precision: 0.1248
Pagenumber Partial Recall: 0.8200
Pagenumber Partial F1: 0.2167
Pagenumber Exact Precision: 0.1241
Pagenumber Exact Recall: 0.8151
Pagenumber Exact F1: 0.2154
Hotelemail Strict Precision: 0.1671
Hotelemail Strict Recall: 0.8921
Hotelemail Strict F1: 0.2815
Hotelemail Ent Type Precision: 0.1743
Hotelemail Ent Type Recall: 0.9301
Hotelemail Ent Type F1: 0.2935
Hotelemail Partial Precision: 0.1708
Hotelemail Partial Recall: 0.9114
Hotelemail Partial F1: 0.2876
Hotelemail Exact Precision: 0.1672
Hotelemail Exact Recall: 0.8924
Hotelemail Exact F1: 0.2816
Hotelname Strict Precision: 0.1043
Hotelname Strict Recall: 0.3665
Hotelname Strict F1: 0.1624
Hotelname Ent Type Precision: 0.1604
Hotelname Ent Type Recall: 0.5638
Hotelname Ent Type F1: 0.2498
Hotelname Partial Precision: 0.1334
Hotelname Partial Recall: 0.4687
Hotelname Partial F1: 0.2076
Hotelname Exact Precision: 0.1044
Hotelname Exact Recall: 0.3668
Hotelname Exact F1: 0.1625
Taxamount Strict Precision: 0.0802
Taxamount Strict Recall: 0.8019
Taxamount Strict F1: 0.1457
Taxamount Ent Type Precision: 0.0896
Taxamount Ent Type Recall: 0.8969
Taxamount Ent Type F1: 0.1630
Taxamount Partial Precision: 0.0855
Taxamount Partial Recall: 0.8551
Taxamount Partial F1: 0.1554
Taxamount Exact Precision: 0.0807
Taxamount Exact Recall: 0.8071
Taxamount Exact F1: 0.1467
Hotelcity Strict Precision: 0.1712
Hotelcity Strict Recall: 0.6834
Hotelcity Strict F1: 0.2738
Hotelcity Ent Type Precision: 0.1832
Hotelcity Ent Type Recall: 0.7314
Hotelcity Ent Type F1: 0.2930
Hotelcity Partial Precision: 0.1812
Hotelcity Partial Recall: 0.7232
Hotelcity Partial F1: 0.2897
Hotelcity Exact Precision: 0.1739
Hotelcity Exact Recall: 0.6944
Hotelcity Exact F1: 0.2782
Bookingnumber Strict Precision: 0.0206
Bookingnumber Strict Recall: 0.5757
Bookingnumber Strict F1: 0.0398
Bookingnumber Ent Type Precision: 0.0225
Bookingnumber Ent Type Recall: 0.6285
Bookingnumber Ent Type F1: 0.0434
Bookingnumber Partial Precision: 0.0244
Bookingnumber Partial Recall: 0.6832
Bookingnumber Partial F1: 0.0472
Bookingnumber Exact Precision: 0.0233
Bookingnumber Exact Recall: 0.6523
Bookingnumber Exact F1: 0.0451
Hotelcountry Strict Precision: 0.0509
Hotelcountry Strict Recall: 0.7384
Hotelcountry Strict F1: 0.0953
Hotelcountry Ent Type Precision: 0.0515
Hotelcountry Ent Type Recall: 0.7470
Hotelcountry Ent Type F1: 0.0964
Hotelcountry Partial Precision: 0.0534
Hotelcountry Partial Recall: 0.7743
Hotelcountry Partial F1: 0.0999
Hotelcountry Exact Precision: 0.0528
Hotelcountry Exact Recall: 0.7656
Hotelcountry Exact F1: 0.0988
Hoteltaxcode Strict Precision: 0.0278
Hoteltaxcode Strict Recall: 0.4849
Hoteltaxcode Strict F1: 0.0526
Hoteltaxcode Ent Type Precision: 0.0301
Hoteltaxcode Ent Type Recall: 0.5245
Hoteltaxcode Ent Type F1: 0.0569
Hoteltaxcode Partial Precision: 0.0329
Hoteltaxcode Partial Recall: 0.5741
Hoteltaxcode Partial F1: 0.0623
Hoteltaxcode Exact Precision: 0.0316
Hoteltaxcode Exact Recall: 0.5501
Hoteltaxcode Exact F1: 0.0597
Companyname Strict Precision: 0.1797
Companyname Strict Recall: 0.7020
Companyname Strict F1: 0.2862
Companyname Ent Type Precision: 0.2241
Companyname Ent Type Recall: 0.8753
Companyname Ent Type F1: 0.3568
Companyname Partial Precision: 0.2044
Companyname Partial Recall: 0.7985
Companyname Partial F1: 0.3255
Companyname Exact Precision: 0.1808
Companyname Exact Recall: 0.7064
Companyname Exact F1: 0.2880
Currencycode Strict Precision: 0.0914
Currencycode Strict Recall: 0.5171
Currencycode Strict F1: 0.1554
Currencycode Ent Type Precision: 0.0915
Currencycode Ent Type Recall: 0.5176
Currencycode Ent Type F1: 0.1555
Currencycode Partial Precision: 0.0916
Currencycode Partial Recall: 0.5180
Currencycode Partial F1: 0.1556
Currencycode Exact Precision: 0.0915
Currencycode Exact Recall: 0.5175
Currencycode Exact F1: 0.1555
Hotelzipcode Strict Precision: 0.1779
Hotelzipcode Strict Recall: 0.7226
Hotelzipcode Strict F1: 0.2855
Hotelzipcode Ent Type Precision: 0.1882
Hotelzipcode Ent Type Recall: 0.7645
Hotelzipcode Ent Type F1: 0.3021
Hotelzipcode Partial Precision: 0.1846
Hotelzipcode Partial Recall: 0.7499
Hotelzipcode Partial F1: 0.2963
Hotelzipcode Exact Precision: 0.1790
Hotelzipcode Exact Recall: 0.7271
Hotelzipcode Exact F1: 0.2873
Invoicedate Strict Precision: 0.2221
Invoicedate Strict Recall: 0.9140
Invoicedate Strict F1: 0.3573
Invoicedate Ent Type Precision: 0.2272
Invoicedate Ent Type Recall: 0.9353
Invoicedate Ent Type F1: 0.3657
Invoicedate Partial Precision: 0.2258
Invoicedate Partial Recall: 0.9292
Invoicedate Partial F1: 0.3633
Invoicedate Exact Precision: 0.2232
Invoicedate Exact Recall: 0.9185
Invoicedate Exact F1: 0.3591
Reservationnumber Strict Precision: 0.0299
Reservationnumber Strict Recall: 0.5183
Reservationnumber Strict F1: 0.0566
Reservationnumber Ent Type Precision: 0.0308
Reservationnumber Ent Type Recall: 0.5336
Reservationnumber Ent Type F1: 0.0583
Reservationnumber Partial Precision: 0.0394
Reservationnumber Partial Recall: 0.6815
Reservationnumber Partial F1: 0.0744
Reservationnumber Exact Precision: 0.0383
Reservationnumber Exact Recall: 0.6626
Reservationnumber Exact F1: 0.0724
Companyzipcode Strict Precision: 0.2240
Companyzipcode Strict Recall: 0.9210
Companyzipcode Strict F1: 0.3604
Companyzipcode Ent Type Precision: 0.2302
Companyzipcode Ent Type Recall: 0.9461
Companyzipcode Ent Type F1: 0.3702
Companyzipcode Partial Precision: 0.2293
Companyzipcode Partial Recall: 0.9424
Companyzipcode Partial F1: 0.3688
Companyzipcode Exact Precision: 0.2255
Companyzipcode Exact Recall: 0.9270
Companyzipcode Exact F1: 0.3628
Checkin Strict Precision: 0.2448
Checkin Strict Recall: 0.9168
Checkin Strict F1: 0.3864
Checkin Ent Type Precision: 0.2499
Checkin Ent Type Recall: 0.9359
Checkin Ent Type F1: 0.3945
Checkin Partial Precision: 0.2494
Checkin Partial Recall: 0.9338
Checkin Partial F1: 0.3936
Checkin Exact Precision: 0.2465
Checkin Exact Recall: 0.9232
Checkin Exact F1: 0.3891
Grossamount Strict Precision: 0.1554
Grossamount Strict Recall: 0.6808
Grossamount Strict F1: 0.2530
Grossamount Ent Type Precision: 0.1684
Grossamount Ent Type Recall: 0.7380
Grossamount Ent Type F1: 0.2743
Grossamount Partial Precision: 0.1633
Grossamount Partial Recall: 0.7157
Grossamount Partial F1: 0.2660
Grossamount Exact Precision: 0.1565
Grossamount Exact Recall: 0.6857
Grossamount Exact F1: 0.2548
Travellername Strict Precision: 0.1640
Travellername Strict Recall: 0.5449
Travellername Strict F1: 0.2522
Travellername Ent Type Precision: 0.2273
Travellername Ent Type Recall: 0.7551
Travellername Ent Type F1: 0.3495
Travellername Partial Precision: 0.1971
Travellername Partial Recall: 0.6548
Travellername Partial F1: 0.3030
Travellername Exact Precision: 0.1648
Travellername Exact Recall: 0.5474
Travellername Exact F1: 0.2533
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
Hotelvatnumber Strict Precision: 0.1222
Hotelvatnumber Strict Recall: 0.6946
Hotelvatnumber Strict F1: 0.2079
Hotelvatnumber Ent Type Precision: 0.1313
Hotelvatnumber Ent Type Recall: 0.7458
Hotelvatnumber Ent Type F1: 0.2232
Hotelvatnumber Partial Precision: 0.1338
Hotelvatnumber Partial Recall: 0.7603
Hotelvatnumber Partial F1: 0.2276
Hotelvatnumber Exact Precision: 0.1290
Hotelvatnumber Exact Recall: 0.7331
Hotelvatnumber Exact F1: 0.2194
Roomno Strict Precision: 0.2386
Roomno Strict Recall: 0.8558
Roomno Strict F1: 0.3732
Roomno Ent Type Precision: 0.2398
Roomno Ent Type Recall: 0.8599
Roomno Ent Type F1: 0.3750
Roomno Partial Precision: 0.2409
Roomno Partial Recall: 0.8640
Roomno Partial F1: 0.3768
Roomno Exact Precision: 0.2402
Roomno Exact Recall: 0.8616
Roomno Exact F1: 0.3757
Companyvatnumber Strict Precision: 0.0514
Companyvatnumber Strict Recall: 0.6487
Companyvatnumber Strict F1: 0.0953
Companyvatnumber Ent Type Precision: 0.0541
Companyvatnumber Ent Type Recall: 0.6823
Companyvatnumber Ent Type F1: 0.1003
Companyvatnumber Partial Precision: 0.0588
Companyvatnumber Partial Recall: 0.7417
Companyvatnumber Partial F1: 0.1090
Companyvatnumber Exact Precision: 0.0570
Companyvatnumber Exact Recall: 0.7185
Companyvatnumber Exact F1: 0.1056
Hoteladdress Strict Precision: 0.1241
Hoteladdress Strict Recall: 0.4664
Hoteladdress Strict F1: 0.1960
Hoteladdress Ent Type Precision: 0.1861
Hoteladdress Ent Type Recall: 0.6994
Hoteladdress Ent Type F1: 0.2940
Hoteladdress Partial Precision: 0.1570
Hoteladdress Partial Recall: 0.5901
Hoteladdress Partial F1: 0.2481
Hoteladdress Exact Precision: 0.1246
Hoteladdress Exact Recall: 0.4682
Hoteladdress Exact F1: 0.1968
Cardtype Strict Precision: 0.0430
Cardtype Strict Recall: 0.5405
Cardtype Strict F1: 0.0797
Cardtype Ent Type Precision: 0.0483
Cardtype Ent Type Recall: 0.6064
Cardtype Ent Type F1: 0.0894
Cardtype Partial Precision: 0.0457
Cardtype Partial Recall: 0.5742
Cardtype Partial F1: 0.0847
Cardtype Exact Precision: 0.0431
Cardtype Exact Recall: 0.5412
Cardtype Exact F1: 0.0798
Cardnumber Strict Precision: 0.0070
Cardnumber Strict Recall: 0.3725
Cardnumber Strict F1: 0.0137
Cardnumber Ent Type Precision: 0.0093
Cardnumber Ent Type Recall: 0.4945
Cardnumber Ent Type F1: 0.0182
Cardnumber Partial Precision: 0.0083
Cardnumber Partial Recall: 0.4440
Cardnumber Partial F1: 0.0164
Cardnumber Exact Precision: 0.0072
Cardnumber Exact Recall: 0.3813
Cardnumber Exact F1: 0.0141

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

learning_rate: 2e-05
train_batch_size: 8
eval_batch_size: 8
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
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	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	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	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	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	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	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	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	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	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	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	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	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	Taxamount Strict Precision	Taxamount Strict Recall	Taxamount Strict F1	Taxamount Ent Type Precision	Taxamount Ent Type Recall	Taxamount Ent Type F1	Taxamount Partial Precision	Taxamount Partial Recall	Taxamount Partial F1	Taxamount Exact Precision	Taxamount Exact Recall	Taxamount Exact F1	Hotelcity Strict Precision	Hotelcity Strict Recall	Hotelcity Strict F1	Hotelcity Ent Type Precision	Hotelcity Ent Type Recall	Hotelcity Ent Type F1	Hotelcity Partial Precision	Hotelcity Partial Recall	Hotelcity Partial F1	Hotelcity Exact Precision	Hotelcity Exact Recall	Hotelcity Exact F1	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	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	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	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	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	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	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	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	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	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	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	Hotelbankaccount Strict Recall	Hotelbankaccount Ent Type Recall	Hotelbankaccount Partial Recall	Hotelbankaccount Exact Recall	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	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	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	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	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	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
0.1189	1.0	9206	0.2131	0.7740	0.7307	0.7517	0.8555	0.8076	0.8308	0.8267	0.7804	0.8029	0.7835	0.7396	0.7609	0.2664	0.8994	0.4111	0.2701	0.9118	0.4168	0.2697	0.9106	0.4162	0.2678	0.9040	0.4132	0.2219	0.8215	0.3494	0.2381	0.8817	0.3750	0.2359	0.8736	0.3715	0.2266	0.8390	0.3568	0.2208	0.8500	0.3506	0.2349	0.9041	0.3729	0.2298	0.8845	0.3648	0.2226	0.8568	0.3534	0.0962	0.7225	0.1699	0.1083	0.8132	0.1912	0.1038	0.7790	0.1831	0.0974	0.7315	0.1720	0.1560	0.8556	0.2639	0.1573	0.8624	0.2660	0.1605	0.8801	0.2715	0.1596	0.8752	0.2700	0.2033	0.7535	0.3202	0.2235	0.8284	0.3520	0.2139	0.7929	0.3369	0.2035	0.7543	0.3205	0.1663	0.7606	0.2729	0.1981	0.9061	0.3252	0.1824	0.8341	0.2993	0.1664	0.7612	0.2731	0.0011	0.3067	0.0022	0.0014	0.3804	0.0028	0.0021	0.5767	0.0042	0.0019	0.5215	0.0038	0.2072	0.7661	0.3262	0.2445	0.9042	0.3850	0.2292	0.8477	0.3609	0.2089	0.7725	0.3289	0.1246	0.7796	0.2149	0.1410	0.8819	0.2431	0.1350	0.8447	0.2329	0.1262	0.7894	0.2176	0.1337	0.8362	0.2306	0.1348	0.8428	0.2324	0.1343	0.84	0.2316	0.1338	0.8367	0.2307	0.1767	0.8850	0.2946	0.1846	0.9245	0.3078	0.1807	0.9051	0.3013	0.1768	0.8853	0.2947	0.1122	0.3856	0.1738	0.1695	0.5825	0.2626	0.1423	0.4890	0.2204	0.1124	0.3862	0.1741	0.0823	0.7173	0.1477	0.0962	0.8386	0.1727	0.0900	0.7843	0.1615	0.0827	0.7210	0.1485	0.1795	0.6784	0.2839	0.1941	0.7336	0.3070	0.1907	0.7207	0.3016	0.1823	0.6891	0.2883	0.0245	0.5693	0.0470	0.0277	0.6441	0.0532	0.0293	0.6792	0.0561	0.0274	0.6350	0.0524	0.0544	0.7977	0.1018	0.0549	0.8061	0.1029	0.0560	0.8223	0.1049	0.0557	0.8173	0.1043	0.0267	0.4848	0.0506	0.0295	0.5362	0.0560	0.0298	0.5413	0.0565	0.0283	0.5128	0.0536	0.1939	0.7224	0.3057	0.2380	0.8866	0.3752	0.2180	0.8124	0.3438	0.1949	0.7261	0.3073	0.1020	0.5021	0.1696	0.1024	0.5040	0.1703	0.1025	0.5045	0.1704	0.1021	0.5024	0.1697	0.1872	0.7290	0.2979	0.1979	0.7710	0.3150	0.1942	0.7564	0.3091	0.1884	0.7340	0.2999	0.2387	0.9017	0.3774	0.2447	0.9244	0.3870	0.2434	0.9195	0.3849	0.2404	0.9081	0.3801	0.0262	0.5329	0.0500	0.0283	0.5748	0.0540	0.0318	0.6464	0.0607	0.0304	0.6176	0.0580	0.2385	0.9129	0.3781	0.2445	0.9362	0.3878	0.2446	0.9366	0.3879	0.2407	0.9216	0.3817	0.2637	0.8961	0.4075	0.2698	0.9169	0.4170	0.2694	0.9155	0.4163	0.2659	0.9035	0.4108	0.1598	0.6357	0.2554	0.1779	0.7077	0.2843	0.1714	0.6820	0.2740	0.1621	0.6449	0.2591	0.1862	0.5386	0.2767	0.2516	0.7277	0.3739	0.2212	0.6399	0.3288	0.1876	0.5425	0.2788	0	0	0	0	0.1307	0.6669	0.2186	0.1410	0.7192	0.2358	0.1457	0.7430	0.2436	0.1398	0.7133	0.2338	0.2617	0.7896	0.3931	0.2637	0.7958	0.3962	0.2655	0.8012	0.3989	0.2643	0.7976	0.3971	0.0572	0.6400	0.1051	0.0616	0.6892	0.1131	0.0656	0.7338	0.1205	0.0630	0.7040	0.1156	0.1390	0.5057	0.2180	0.1971	0.7172	0.3092	0.1699	0.6181	0.2665	0.1393	0.5068	0.2185	0.0565	0.4869	0.1012	0.0633	0.5459	0.1135	0.0599	0.5168	0.1074	0.0565	0.4871	0.1012	0.0064	0.3392	0.0125	0.0093	0.4941	0.0183	0.0079	0.4214	0.0156	0.0065	0.3428	0.0127
0.0934	2.0	18412	0.2332	0.7756	0.7439	0.7594	0.8550	0.8200	0.8372	0.8270	0.7931	0.8097	0.7851	0.7529	0.7687	0.2610	0.9175	0.4064	0.2639	0.9277	0.4109	0.2643	0.9290	0.4115	0.2626	0.9231	0.4089	0.2232	0.8414	0.3529	0.2362	0.8902	0.3733	0.2353	0.8869	0.3719	0.2277	0.8584	0.3600	0.2245	0.8581	0.3559	0.2378	0.9088	0.3769	0.2331	0.8911	0.3696	0.2263	0.8650	0.3588	0.0984	0.7271	0.1734	0.1116	0.8241	0.1965	0.1061	0.7842	0.1870	0.0994	0.7343	0.1751	0.1538	0.8707	0.2615	0.1550	0.8773	0.2635	0.1585	0.8970	0.2694	0.1577	0.8926	0.2681	0.2050	0.7600	0.3229	0.2239	0.8301	0.3527	0.2150	0.7969	0.3386	0.2053	0.7609	0.3233	0.1696	0.7715	0.2781	0.2007	0.9128	0.3290	0.1853	0.8429	0.3039	0.1697	0.7719	0.2783	0.0040	0.3622	0.0079	0.0046	0.4225	0.0092	0.0066	0.6006	0.0131	0.0060	0.5433	0.0118	0.2057	0.7722	0.3249	0.2425	0.9104	0.3830	0.2268	0.8513	0.3582	0.2070	0.7771	0.3270	0.1238	0.8029	0.2146	0.1404	0.9101	0.2432	0.1322	0.8569	0.2290	0.1239	0.8031	0.2146	0.1314	0.8330	0.2271	0.1334	0.8454	0.2304	0.1325	0.8397	0.2289	0.1315	0.8335	0.2272	0.1779	0.8807	0.2960	0.1856	0.9190	0.3089	0.1818	0.9002	0.3025	0.1779	0.8809	0.2961	0.1154	0.3907	0.1781	0.1722	0.5833	0.2660	0.1453	0.4922	0.2244	0.1156	0.3915	0.1785	0.0847	0.7730	0.1526	0.0954	0.8713	0.1720	0.0905	0.8267	0.1632	0.0850	0.7758	0.1532	0.1844	0.6646	0.2886	0.1985	0.7155	0.3108	0.1954	0.7043	0.3059	0.1875	0.6758	0.2935	0.0218	0.5759	0.0420	0.0240	0.6344	0.0463	0.0257	0.6797	0.0496	0.0244	0.6447	0.0470	0.0555	0.6923	0.1028	0.0561	0.6993	0.1038	0.0592	0.7384	0.1096	0.0586	0.7315	0.1086	0.0288	0.5103	0.0544	0.0311	0.5527	0.0590	0.0331	0.5877	0.0627	0.0317	0.5630	0.0601	0.1906	0.7146	0.3009	0.2356	0.8835	0.3720	0.2154	0.8079	0.3401	0.1918	0.7193	0.3028	0.0950	0.5523	0.1621	0.0955	0.5552	0.1629	0.0954	0.5545	0.1627	0.0951	0.5530	0.1623	0.1937	0.7028	0.3037	0.2054	0.7453	0.3220	0.2017	0.7320	0.3163	0.1954	0.7089	0.3063	0.2332	0.9198	0.3720	0.2376	0.9374	0.3792	0.2371	0.9354	0.3784	0.2348	0.9262	0.3746	0.0318	0.6076	0.0604	0.0328	0.6277	0.0624	0.0393	0.7512	0.0747	0.0384	0.7345	0.0730	0.2362	0.9086	0.3749	0.2428	0.9340	0.3854	0.2427	0.9337	0.3852	0.2387	0.9185	0.3790	0.2567	0.9104	0.4005	0.2625	0.9309	0.4096	0.2617	0.9279	0.4082	0.2583	0.9161	0.4030	0.1669	0.6778	0.2679	0.1825	0.7409	0.2928	0.1763	0.7157	0.2829	0.1682	0.6830	0.2700	0.1783	0.5666	0.2712	0.2415	0.7677	0.3675	0.2114	0.6719	0.3216	0.1791	0.5692	0.2725	0.0	0.0	0.0	0.0	0.1281	0.7179	0.2173	0.1370	0.7680	0.2325	0.1399	0.7846	0.2375	0.1350	0.7566	0.2290	0.2589	0.8405	0.3958	0.2602	0.8450	0.3979	0.2623	0.8517	0.4011	0.2614	0.8489	0.3998	0.0520	0.6953	0.0967	0.0552	0.7379	0.1026	0.0579	0.7747	0.1078	0.0561	0.7502	0.1044	0.1418	0.4855	0.2195	0.2032	0.6958	0.3145	0.1745	0.5974	0.2701	0.1423	0.4871	0.2202	0.0454	0.5533	0.0839	0.0521	0.6355	0.0963	0.0488	0.5944	0.0901	0.0454	0.5533	0.0839	0.0065	0.3984	0.0127	0.0084	0.5184	0.0165	0.0075	0.4611	0.0147	0.0065	0.4011	0.0128
0.0754	3.0	27618	0.2379	0.7681	0.7459	0.7568	0.8480	0.8234	0.8356	0.8194	0.7956	0.8073	0.7774	0.7549	0.7660	0.2455	0.9340	0.3888	0.2485	0.9452	0.3935	0.2479	0.9429	0.3925	0.2463	0.9372	0.3901	0.2125	0.8503	0.3400	0.2255	0.9022	0.3608	0.2236	0.8946	0.3577	0.2162	0.8653	0.3460	0.2122	0.8649	0.3408	0.2256	0.9193	0.3622	0.2203	0.8979	0.3538	0.2135	0.8700	0.3428	0.0915	0.7607	0.1633	0.1030	0.8563	0.1839	0.0980	0.8150	0.1750	0.0921	0.7654	0.1644	0.1467	0.8765	0.2513	0.1477	0.8825	0.2530	0.1507	0.9004	0.2582	0.1500	0.8965	0.2571	0.1938	0.7803	0.3104	0.2110	0.8496	0.3380	0.2028	0.8167	0.3249	0.1940	0.7813	0.3108	0.1565	0.7576	0.2594	0.1905	0.9221	0.3158	0.1736	0.8404	0.2878	0.1566	0.7582	0.2596	0.0023	0.4978	0.0046	0.0025	0.5291	0.0049	0.0032	0.6771	0.0063	0.0030	0.6413	0.0060	0.1960	0.7773	0.3131	0.2315	0.9177	0.3697	0.2157	0.8552	0.3445	0.1968	0.7804	0.3144	0.1175	0.7994	0.2048	0.1336	0.9092	0.2330	0.1256	0.8544	0.2190	0.1175	0.7995	0.2049	0.1259	0.8337	0.2187	0.1270	0.8413	0.2207	0.1268	0.8402	0.2204	0.1262	0.8363	0.2194	0.1682	0.8964	0.2833	0.1758	0.9366	0.2960	0.1721	0.9168	0.2898	0.1683	0.8966	0.2834	0.1115	0.3899	0.1734	0.1670	0.5840	0.2597	0.1408	0.4924	0.2190	0.1117	0.3904	0.1737	0.0796	0.7972	0.1448	0.0893	0.8936	0.1623	0.0848	0.8492	0.1543	0.0800	0.8007	0.1454	0.1752	0.6860	0.2791	0.1877	0.7349	0.2990	0.1853	0.7256	0.2952	0.1778	0.6964	0.2833	0.0227	0.5736	0.0436	0.0247	0.6249	0.0475	0.0267	0.6744	0.0513	0.0256	0.6466	0.0492	0.0529	0.7111	0.0984	0.0536	0.7202	0.0997	0.0556	0.7477	0.1035	0.0551	0.7413	0.1026	0.0237	0.4857	0.0452	0.0260	0.5323	0.0495	0.0277	0.5684	0.0529	0.0264	0.5419	0.0504	0.1853	0.7300	0.2956	0.2266	0.8926	0.3615	0.2083	0.8204	0.3322	0.1865	0.7346	0.2975	0.0942	0.5137	0.1592	0.0944	0.5147	0.1595	0.0944	0.5146	0.1595	0.0943	0.5140	0.1593	0.1801	0.7330	0.2892	0.1905	0.7754	0.3059	0.1868	0.7603	0.2999	0.1811	0.7372	0.2908	0.2233	0.9224	0.3595	0.2280	0.9420	0.3672	0.2272	0.9386	0.3658	0.2248	0.9287	0.3620	0.0303	0.5293	0.0572	0.0313	0.5470	0.0592	0.0399	0.6984	0.0755	0.0390	0.6821	0.0738	0.2258	0.9140	0.3622	0.2325	0.9409	0.3728	0.2316	0.9372	0.3714	0.2276	0.9210	0.3650	0.2421	0.9196	0.3833	0.2478	0.9411	0.3923	0.2468	0.9373	0.3907	0.2436	0.9251	0.3857	0.1555	0.6734	0.2526	0.1699	0.7358	0.2760	0.1643	0.7118	0.2670	0.1569	0.6795	0.2549	0.1728	0.5722	0.2655	0.2332	0.7719	0.3581	0.2045	0.6770	0.3141	0.1738	0.5753	0.2669	0.0	0.0	0.0	0.0	0.1255	0.6822	0.2120	0.1341	0.7288	0.2265	0.1380	0.7500	0.2331	0.1331	0.7236	0.2249	0.2448	0.8273	0.3778	0.2466	0.8332	0.3805	0.2481	0.8385	0.3829	0.2471	0.8349	0.3813	0.0555	0.6593	0.1024	0.0588	0.6977	0.1084	0.0631	0.7488	0.1163	0.0612	0.7265	0.1129	0.1277	0.4890	0.2025	0.1879	0.7198	0.2980	0.1593	0.6103	0.2527	0.1282	0.4912	0.2034	0.0437	0.5093	0.0805	0.0507	0.5906	0.0934	0.0473	0.5504	0.0871	0.0438	0.5098	0.0806	0.0063	0.3571	0.0124	0.0089	0.5042	0.0174	0.0076	0.4342	0.0150	0.0063	0.3606	0.0125
0.0655	4.0	36824	0.2524	0.7669	0.7435	0.7550	0.8474	0.8215	0.8342	0.8177	0.7927	0.8050	0.7755	0.7519	0.7635	0.2447	0.9240	0.3870	0.2477	0.9352	0.3917	0.2480	0.9362	0.3921	0.2464	0.9304	0.3897	0.2123	0.8633	0.3408	0.2233	0.9081	0.3584	0.2221	0.9031	0.3565	0.2158	0.8775	0.3464	0.2123	0.8748	0.3417	0.2240	0.9228	0.3605	0.2200	0.9065	0.3541	0.2139	0.8814	0.3443	0.0908	0.7658	0.1624	0.1016	0.8563	0.1816	0.0970	0.8177	0.1734	0.0915	0.7710	0.1635	0.1433	0.8894	0.2468	0.1444	0.8961	0.2487	0.1469	0.9120	0.2531	0.1462	0.9075	0.2519	0.1917	0.7689	0.3069	0.2105	0.8443	0.3370	0.2017	0.8090	0.3230	0.1920	0.7698	0.3073	0.1578	0.7647	0.2616	0.1895	0.9183	0.3142	0.1738	0.8420	0.2881	0.1579	0.7650	0.2617	0.0049	0.4003	0.0097	0.0052	0.4206	0.0102	0.0072	0.5878	0.0142	0.0067	0.5507	0.0133	0.1920	0.7615	0.3066	0.2297	0.9110	0.3668	0.2127	0.8439	0.3398	0.1930	0.7658	0.3083	0.1136	0.7874	0.1986	0.1312	0.9092	0.2293	0.1224	0.8487	0.2140	0.1136	0.7877	0.1986	0.1261	0.8127	0.2184	0.1275	0.8212	0.2207	0.1270	0.8182	0.2199	0.1263	0.8137	0.2187	0.1669	0.8829	0.2807	0.1749	0.9253	0.2942	0.1709	0.9044	0.2875	0.1669	0.8832	0.2808	0.1011	0.3652	0.1583	0.1561	0.5641	0.2445	0.1297	0.4687	0.2031	0.1012	0.3657	0.1585	0.0794	0.8081	0.1447	0.0884	0.8989	0.1609	0.0841	0.8560	0.1532	0.0797	0.8104	0.1451	0.1715	0.6732	0.2734	0.1846	0.7245	0.2942	0.1822	0.7150	0.2904	0.1744	0.6842	0.2779	0.0218	0.5885	0.0420	0.0234	0.6307	0.0450	0.0257	0.6945	0.0496	0.0247	0.6668	0.0476	0.0499	0.7607	0.0937	0.0507	0.7727	0.0952	0.0520	0.7918	0.0975	0.0515	0.7854	0.0967	0.0264	0.4612	0.0499	0.0286	0.4996	0.0540	0.0308	0.5388	0.0583	0.0294	0.5141	0.0556	0.1807	0.7249	0.2893	0.2235	0.8966	0.3578	0.2038	0.8174	0.3262	0.1817	0.7289	0.2909	0.0881	0.5395	0.1515	0.0882	0.5403	0.1517	0.0882	0.5403	0.1517	0.0881	0.5397	0.1515	0.1795	0.7162	0.2871	0.1906	0.7603	0.3048	0.1865	0.7442	0.2983	0.1806	0.7205	0.2888	0.2216	0.9190	0.3571	0.2267	0.9403	0.3653	0.2253	0.9346	0.3631	0.2227	0.9236	0.3589	0.0274	0.5541	0.0523	0.0285	0.5761	0.0543	0.0334	0.6755	0.0637	0.0326	0.6579	0.0620	0.2250	0.9245	0.3619	0.2305	0.9472	0.3708	0.2298	0.9443	0.3697	0.2265	0.9305	0.3643	0.2435	0.9074	0.3840	0.2489	0.9272	0.3924	0.2487	0.9265	0.3921	0.2456	0.9149	0.3872	0.1561	0.6806	0.2540	0.1692	0.7375	0.2752	0.1641	0.7154	0.2669	0.1573	0.6858	0.2559	0.1720	0.5638	0.2635	0.2328	0.7633	0.3568	0.2039	0.6683	0.3124	0.1730	0.5673	0.2652	0.0	0.0	0.0	0.0	0.1219	0.6867	0.2070	0.1321	0.7444	0.2244	0.1354	0.7629	0.2300	0.1299	0.7318	0.2206	0.2485	0.8341	0.3829	0.2498	0.8383	0.3849	0.2511	0.8428	0.3869	0.2503	0.8402	0.3857	0.0502	0.6626	0.0932	0.0530	0.7003	0.0985	0.0553	0.73	0.1027	0.0535	0.7070	0.0995	0.1253	0.4638	0.1973	0.1876	0.6943	0.2954	0.1580	0.5848	0.2488	0.1258	0.4656	0.1981	0.0441	0.5368	0.0815	0.0493	0.6000	0.0911	0.0468	0.5698	0.0865	0.0442	0.5380	0.0817	0.0063	0.3677	0.0125	0.0085	0.4934	0.0167	0.0075	0.4347	0.0148	0.0064	0.3713	0.0126
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0.0412	8.0	73648	0.3059	0.7646	0.7420	0.7531	0.8457	0.8206	0.8330	0.8169	0.7927	0.8046	0.7741	0.7511	0.7624	0.2465	0.9265	0.3894	0.2496	0.9381	0.3943	0.2497	0.9385	0.3945	0.2481	0.9324	0.3919	0.2109	0.8552	0.3384	0.2233	0.9052	0.3582	0.2219	0.8996	0.3559	0.2150	0.8716	0.3449	0.2120	0.8663	0.3406	0.2249	0.9191	0.3614	0.2203	0.9001	0.3539	0.2136	0.8727	0.3431	0.0920	0.7683	0.1643	0.1034	0.8632	0.1846	0.0984	0.8218	0.1757	0.0926	0.7730	0.1653	0.1434	0.8839	0.2468	0.1445	0.8904	0.2487	0.1477	0.9101	0.2542	0.1469	0.9051	0.2527	0.1893	0.7821	0.3048	0.2071	0.8555	0.3335	0.1987	0.8208	0.3199	0.1895	0.7828	0.3051	0.1565	0.7596	0.2595	0.1890	0.9174	0.3134	0.1729	0.8393	0.2867	0.1566	0.7602	0.2597	0.0043	0.4337	0.0084	0.0045	0.4632	0.0090	0.0066	0.6684	0.0130	0.0062	0.6316	0.0123	0.1923	0.7620	0.3071	0.2298	0.9105	0.3670	0.2135	0.8457	0.3409	0.1934	0.7662	0.3088	0.1162	0.7999	0.2029	0.1319	0.9084	0.2304	0.1241	0.8548	0.2168	0.1162	0.8001	0.2029	0.1237	0.8127	0.2147	0.1252	0.8222	0.2173	0.1248	0.8200	0.2167	0.1241	0.8151	0.2154	0.1671	0.8921	0.2815	0.1743	0.9301	0.2935	0.1708	0.9114	0.2876	0.1672	0.8924	0.2816	0.1043	0.3665	0.1624	0.1604	0.5638	0.2498	0.1334	0.4687	0.2076	0.1044	0.3668	0.1625	0.0802	0.8019	0.1457	0.0896	0.8969	0.1630	0.0855	0.8551	0.1554	0.0807	0.8071	0.1467	0.1712	0.6834	0.2738	0.1832	0.7314	0.2930	0.1812	0.7232	0.2897	0.1739	0.6944	0.2782	0.0206	0.5757	0.0398	0.0225	0.6285	0.0434	0.0244	0.6832	0.0472	0.0233	0.6523	0.0451	0.0509	0.7384	0.0953	0.0515	0.7470	0.0964	0.0534	0.7743	0.0999	0.0528	0.7656	0.0988	0.0278	0.4849	0.0526	0.0301	0.5245	0.0569	0.0329	0.5741	0.0623	0.0316	0.5501	0.0597	0.1797	0.7020	0.2862	0.2241	0.8753	0.3568	0.2044	0.7985	0.3255	0.1808	0.7064	0.2880	0.0914	0.5171	0.1554	0.0915	0.5176	0.1555	0.0916	0.5180	0.1556	0.0915	0.5175	0.1555	0.1779	0.7226	0.2855	0.1882	0.7645	0.3021	0.1846	0.7499	0.2963	0.1790	0.7271	0.2873	0.2221	0.9140	0.3573	0.2272	0.9353	0.3657	0.2258	0.9292	0.3633	0.2232	0.9185	0.3591	0.0299	0.5183	0.0566	0.0308	0.5336	0.0583	0.0394	0.6815	0.0744	0.0383	0.6626	0.0724	0.2240	0.9210	0.3604	0.2302	0.9461	0.3702	0.2293	0.9424	0.3688	0.2255	0.9270	0.3628	0.2448	0.9168	0.3864	0.2499	0.9359	0.3945	0.2494	0.9338	0.3936	0.2465	0.9232	0.3891	0.1554	0.6808	0.2530	0.1684	0.7380	0.2743	0.1633	0.7157	0.2660	0.1565	0.6857	0.2548	0.1640	0.5449	0.2522	0.2273	0.7551	0.3495	0.1971	0.6548	0.3030	0.1648	0.5474	0.2533	0.0	0.0	0.0	0.0	0.1222	0.6946	0.2079	0.1313	0.7458	0.2232	0.1338	0.7603	0.2276	0.1290	0.7331	0.2194	0.2386	0.8558	0.3732	0.2398	0.8599	0.3750	0.2409	0.8640	0.3768	0.2402	0.8616	0.3757	0.0514	0.6487	0.0953	0.0541	0.6823	0.1003	0.0588	0.7417	0.1090	0.0570	0.7185	0.1056	0.1241	0.4664	0.1960	0.1861	0.6994	0.2940	0.1570	0.5901	0.2481	0.1246	0.4682	0.1968	0.0430	0.5405	0.0797	0.0483	0.6064	0.0894	0.0457	0.5742	0.0847	0.0431	0.5412	0.0798	0.0070	0.3725	0.0137	0.0093	0.4945	0.0182	0.0083	0.4440	0.0164	0.0072	0.3813	0.0141

Framework versions

Transformers 4.40.2
Pytorch 2.3.1+cu121
Datasets 2.20.0
Tokenizers 0.19.1

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Safetensors

Model size

0.2B params

Tensor type

F32

Model tree for nttaii/bert-base-multilingual-cased-iobes

Base model

google-bert/bert-base-multilingual-cased

Finetuned

(946)

this model