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bert-base-multilingual-cased-iobes
nttaii/bert-base-multilingual-cased-iobes
bert-base-multilingual-cased-iobes is a token classification model from nttaii. Use it when you need labels on individual words, such as names. It is set up for transformers. The card lists the license as apache-2.0.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Token Classification
- Library
- transformers
- License
- apache-2.0
- Model type
- bert
- Access
- Public
- Created
- Jul 26, 2024
- Updated
- Jul 30, 2024
- SHA
- b6ad4d14
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Model card
From the Hugging Face model README
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
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 Precision | Hotelbankaccount Strict Recall | Hotelbankaccount Strict F1 | Hotelbankaccount Ent Type Precision | Hotelbankaccount Ent Type Recall | Hotelbankaccount Ent Type F1 | Hotelbankaccount Partial Precision | Hotelbankaccount Partial Recall | Hotelbankaccount Partial F1 | Hotelbankaccount Exact Precision | Hotelbankaccount Exact Recall | Hotelbankaccount Exact F1 | 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 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 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 | 0 | 0.0 | 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 | 0 | 0.0 | 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 | 0 | 0.0 | 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 |
The model card is truncated. Read the rest on Hugging Face.
- Task
- Token Classification
- Library
- transformers
- Type
- bert
- License
- apache-2.0
- Created
- Jul 26, 2024
- Updated
- Jul 30, 2024