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bert-base-multilingual-cased-ner-hrl
nttaii/bert-base-multilingual-cased-ner-hrl
bert-base-multilingual-cased-ner-hrl 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 afl-3.0.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Token Classification
- Library
- transformers
- License
- afl-3.0
- Model type
- bert
- Access
- Public
- Created
- Jul 17, 2024
- Updated
- Jul 17, 2024
- SHA
- 167de7a0
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Base models
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-ner-hrl
This model is a fine-tuned version of Davlan/bert-base-multilingual-cased-ner-hrl on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.2974
- Overall Strict Precision: 0.7624
- Overall Strict Recall: 0.7395
- Overall Strict F1: 0.7508
- Overall Ent Type Precision: 0.8431
- Overall Ent Type Recall: 0.8178
- Overall Ent Type F1: 0.8303
- Overall Partial Precision: 0.8147
- Overall Partial Recall: 0.7902
- Overall Partial F1: 0.8023
- Overall Exact Precision: 0.7720
- Overall Exact Recall: 0.7488
- Overall Exact F1: 0.7602
- Travellername Strict Precision: 0.1618
- Travellername Strict Recall: 0.5471
- Travellername Strict F1: 0.2497
- Travellername Ent Type Precision: 0.2233
- Travellername Ent Type Recall: 0.7551
- Travellername Ent Type F1: 0.3446
- Travellername Partial Precision: 0.1940
- Travellername Partial Recall: 0.6560
- Travellername Partial F1: 0.2994
- Travellername Exact Precision: 0.1625
- Travellername Exact Recall: 0.5497
- Travellername Exact F1: 0.2509
- Hotelphonenumber Strict Precision: 0.1606
- Hotelphonenumber Strict Recall: 0.7871
- Hotelphonenumber Strict F1: 0.2668
- Hotelphonenumber Ent Type Precision: 0.1855
- Hotelphonenumber Ent Type Recall: 0.9090
- Hotelphonenumber Ent Type F1: 0.3082
- Hotelphonenumber Partial Precision: 0.1732
- Hotelphonenumber Partial Recall: 0.8488
- Hotelphonenumber Partial F1: 0.2877
- Hotelphonenumber Exact Precision: 0.1608
- Hotelphonenumber Exact Recall: 0.7877
- Hotelphonenumber Exact F1: 0.2670
- Hotelzipcode Strict Precision: 0.1784
- Hotelzipcode Strict Recall: 0.7308
- Hotelzipcode Strict F1: 0.2868
- Hotelzipcode Ent Type Precision: 0.1884
- Hotelzipcode Ent Type Recall: 0.7714
- Hotelzipcode Ent Type F1: 0.3028
- Hotelzipcode Partial Precision: 0.1851
- Hotelzipcode Partial Recall: 0.7583
- Hotelzipcode Partial F1: 0.2976
- Hotelzipcode Exact Precision: 0.1798
- Hotelzipcode Exact Recall: 0.7364
- Hotelzipcode Exact F1: 0.2890
- Trafficdate Strict Precision: 0.0
- Trafficdate Strict Recall: 0.0
- Trafficdate Strict F1: 0
- Trafficdate Ent Type Precision: 0.0
- Trafficdate Ent Type Recall: 0.0
- Trafficdate Ent Type F1: 0
- Trafficdate Partial Precision: 0.0001
- Trafficdate Partial Recall: 0.3235
- Trafficdate Partial F1: 0.0002
- Trafficdate Exact Precision: 0.0000
- Trafficdate Exact Recall: 0.0588
- Trafficdate Exact F1: 0.0000
- 0 Strict Precision: 0.0
- 0 Strict Recall: 0
- 0 Strict F1: 0
- 0 Ent Type Precision: 0.0
- 0 Ent Type Recall: 0
- 0 Ent Type F1: 0
- 0 Partial Precision: 0.0
- 0 Partial Recall: 0
- 0 Partial F1: 0
- 0 Exact Precision: 0.0
- 0 Exact Recall: 0
- 0 Exact F1: 0
- Netamount Strict Precision: 0.0892
- Netamount Strict Recall: 0.7753
- Netamount Strict F1: 0.1599
- Netamount Ent Type Precision: 0.1002
- Netamount Ent Type Recall: 0.8714
- Netamount Ent Type F1: 0.1798
- Netamount Partial Precision: 0.0956
- Netamount Partial Recall: 0.8313
- Netamount Partial F1: 0.1715
- Netamount Exact Precision: 0.0899
- Netamount Exact Recall: 0.7815
- Netamount Exact F1: 0.1612
- Crewtype Strict Precision: 0.0
- Crewtype Strict Recall: 0.0
- Crewtype Strict F1: 0
- Crewtype Ent Type Precision: 0.0
- Crewtype Ent Type Recall: 0.0
- Crewtype Ent Type F1: 0
- Crewtype Partial Precision: 0.0
- Crewtype Partial Recall: 0.0
- Crewtype Partial F1: 0
- Crewtype Exact Precision: 0.0
- Crewtype Exact Recall: 0.0
- Crewtype Exact F1: 0
- Invoicenumber Strict Precision: 0.2078
- Invoicenumber Strict Recall: 0.8690
- Invoicenumber Strict F1: 0.3354
- Invoicenumber Ent Type Precision: 0.2196
- Invoicenumber Ent Type Recall: 0.9182
- Invoicenumber Ent Type F1: 0.3544
- Invoicenumber Partial Precision: 0.2151
- Invoicenumber Partial Recall: 0.8995
- Invoicenumber Partial F1: 0.3471
- Invoicenumber Exact Precision: 0.2091
- Invoicenumber Exact Recall: 0.8744
- Invoicenumber Exact F1: 0.3375
- Roomno Strict Precision: 0.2327
- Roomno Strict Recall: 0.8532
- Roomno Strict F1: 0.3657
- Roomno Ent Type Precision: 0.2341
- Roomno Ent Type Recall: 0.8581
- Roomno Ent Type F1: 0.3678
- Roomno Partial Precision: 0.2355
- Roomno Partial Recall: 0.8634
- Roomno Partial F1: 0.3701
- Roomno Exact Precision: 0.2347
- Roomno Exact Recall: 0.8606
- Roomno Exact F1: 0.3689
- Companycity Strict Precision: 0.2089
- Companycity Strict Recall: 0.8521
- Companycity Strict F1: 0.3355
- Companycity Ent Type Precision: 0.2202
- Companycity Ent Type Recall: 0.8982
- Companycity Ent Type F1: 0.3537
- Companycity Partial Precision: 0.2196
- Companycity Partial Recall: 0.8959
- Companycity Partial F1: 0.3528
- Companycity Exact Precision: 0.2130
- Companycity Exact Recall: 0.8688
- Companycity Exact F1: 0.3421
- Hotelcity Strict Precision: 0.1695
- Hotelcity Strict Recall: 0.6870
- Hotelcity Strict F1: 0.2720
- Hotelcity Ent Type Precision: 0.1824
- Hotelcity Ent Type Recall: 0.7391
- Hotelcity Ent Type F1: 0.2926
- Hotelcity Partial Precision: 0.1793
- Hotelcity Partial Recall: 0.7266
- Hotelcity Partial F1: 0.2876
- Hotelcity Exact Precision: 0.1718
- Hotelcity Exact Recall: 0.6963
- Hotelcity Exact F1: 0.2757
- Companyzipcode Strict Precision: 0.2218
- Companyzipcode Strict Recall: 0.9211
- Companyzipcode Strict F1: 0.3575
- Companyzipcode Ent Type Precision: 0.2274
- Companyzipcode Ent Type Recall: 0.9445
- Companyzipcode Ent Type F1: 0.3666
- Companyzipcode Partial Precision: 0.2267
- Companyzipcode Partial Recall: 0.9417
- Companyzipcode Partial F1: 0.3654
- Companyzipcode Exact Precision: 0.2234
- Companyzipcode Exact Recall: 0.9281
- Companyzipcode Exact F1: 0.3601
- Currencycode Strict Precision: 0.0889
- Currencycode Strict Recall: 0.5026
- Currencycode Strict F1: 0.1511
- Currencycode Ent Type Precision: 0.0892
- Currencycode Ent Type Recall: 0.5038
- Currencycode Ent Type F1: 0.1515
- Currencycode Partial Precision: 0.0892
- Currencycode Partial Recall: 0.5038
- Currencycode Partial F1: 0.1515
- Currencycode Exact Precision: 0.0890
- Currencycode Exact Recall: 0.5028
- Currencycode Exact F1: 0.1512
- 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
- Hotelcountry Strict Precision: 0.0505
- Hotelcountry Strict Recall: 0.7321
- Hotelcountry Strict F1: 0.0945
- Hotelcountry Ent Type Precision: 0.0514
- Hotelcountry Ent Type Recall: 0.7447
- Hotelcountry Ent Type F1: 0.0962
- Hotelcountry Partial Precision: 0.0535
- Hotelcountry Partial Recall: 0.7748
- Hotelcountry Partial F1: 0.1000
- Hotelcountry Exact Precision: 0.0528
- Hotelcountry Exact Recall: 0.7644
- Hotelcountry Exact F1: 0.0987
- Checkout Strict Precision: 0.2455
- Checkout Strict Recall: 0.9247
- Checkout Strict F1: 0.3880
- Checkout Ent Type Precision: 0.2482
- Checkout Ent Type Recall: 0.9345
- Checkout Ent Type F1: 0.3922
- Checkout Partial Precision: 0.2489
- Checkout Partial Recall: 0.9372
- Checkout Partial F1: 0.3933
- Checkout Exact Precision: 0.2474
- Checkout Exact Recall: 0.9318
- Checkout Exact F1: 0.3910
- Companyaddress Strict Precision: 0.1868
- Companyaddress Strict Recall: 0.7466
- Companyaddress Strict F1: 0.2988
- Companyaddress Ent Type Precision: 0.2264
- Companyaddress Ent Type Recall: 0.9048
- Companyaddress Ent Type F1: 0.3622
- Companyaddress Partial Precision: 0.2089
- Companyaddress Partial Recall: 0.8348
- Companyaddress Partial F1: 0.3341
- Companyaddress Exact Precision: 0.1878
- Companyaddress Exact Recall: 0.7506
- Companyaddress Exact F1: 0.3004
- Companyname Strict Precision: 0.1748
- Companyname Strict Recall: 0.6841
- Companyname Strict F1: 0.2785
- Companyname Ent Type Precision: 0.2210
- Companyname Ent Type Recall: 0.8648
- Companyname Ent Type F1: 0.3520
- Companyname Partial Precision: 0.1997
- Companyname Partial Recall: 0.7816
- Companyname Partial F1: 0.3182
- Companyname Exact Precision: 0.1755
- Companyname Exact Recall: 0.6868
- Companyname Exact F1: 0.2796
- Pageno Strict Precision: 0.1204
- Pageno Strict Recall: 0.8086
- Pageno Strict F1: 0.2096
- Pageno Ent Type Precision: 0.1222
- Pageno Ent Type Recall: 0.8209
- Pageno Ent Type F1: 0.2128
- Pageno Partial Precision: 0.1217
- Pageno Partial Recall: 0.8172
- Pageno Partial F1: 0.2118
- Pageno Exact Precision: 0.1208
- Pageno Exact Recall: 0.8110
- Pageno Exact F1: 0.2102
- Hotelvatnumber Strict Precision: 0.1202
- Hotelvatnumber Strict Recall: 0.6974
- Hotelvatnumber Strict F1: 0.2050
- Hotelvatnumber Ent Type Precision: 0.1287
- Hotelvatnumber Ent Type Recall: 0.7469
- Hotelvatnumber Ent Type F1: 0.2196
- Hotelvatnumber Partial Precision: 0.1317
- Hotelvatnumber Partial Recall: 0.7640
- Hotelvatnumber Partial F1: 0.2246
- Hotelvatnumber Exact Precision: 0.1270
- Hotelvatnumber Exact Recall: 0.7367
- Hotelvatnumber Exact F1: 0.2166
- Companycountry Strict Precision: 0.1413
- Companycountry Strict Recall: 0.8690
- Companycountry Strict F1: 0.2431
- Companycountry Ent Type Precision: 0.1426
- Companycountry Ent Type Recall: 0.8773
- Companycountry Ent Type F1: 0.2454
- Companycountry Partial Precision: 0.1457
- Companycountry Partial Recall: 0.8961
- Companycountry Partial F1: 0.2506
- Companycountry Exact Precision: 0.1448
- Companycountry Exact Recall: 0.8905
- Companycountry Exact F1: 0.2491
- Hoteladdress Strict Precision: 0.1212
- Hoteladdress Strict Recall: 0.4586
- Hoteladdress Strict F1: 0.1917
- Hoteladdress Ent Type Precision: 0.1835
- Hoteladdress Ent Type Recall: 0.6942
- Hoteladdress Ent Type F1: 0.2903
- Hoteladdress Partial Precision: 0.1549
- Hoteladdress Partial Recall: 0.5861
- Hoteladdress Partial F1: 0.2451
- Hoteladdress Exact Precision: 0.1223
- Hoteladdress Exact Recall: 0.4627
- Hoteladdress Exact F1: 0.1935
- Cardtype Strict Precision: 0.0401
- Cardtype Strict Recall: 0.5381
- Cardtype Strict F1: 0.0747
- Cardtype Ent Type Precision: 0.0455
- Cardtype Ent Type Recall: 0.6099
- Cardtype Ent Type F1: 0.0846
- Cardtype Partial Precision: 0.0429
- Cardtype Partial Recall: 0.5756
- Cardtype Partial F1: 0.0799
- Cardtype Exact Precision: 0.0402
- Cardtype Exact Recall: 0.5397
- Cardtype Exact F1: 0.0749
- Invoicedate Strict Precision: 0.2195
- Invoicedate Strict Recall: 0.9155
- Invoicedate Strict F1: 0.3541
- Invoicedate Ent Type Precision: 0.2243
- Invoicedate Ent Type Recall: 0.9357
- Invoicedate Ent Type F1: 0.3619
- Invoicedate Partial Precision: 0.2231
- Invoicedate Partial Recall: 0.9304
- Invoicedate Partial F1: 0.3598
- Invoicedate Exact Precision: 0.2206
- Invoicedate Exact Recall: 0.9201
- Invoicedate Exact F1: 0.3559
- Bookingnumber Strict Precision: 0.0198
- Bookingnumber Strict Recall: 0.5656
- Bookingnumber Strict F1: 0.0382
- Bookingnumber Ent Type Precision: 0.0218
- Bookingnumber Ent Type Recall: 0.6233
- Bookingnumber Ent Type F1: 0.0421
- Bookingnumber Partial Precision: 0.0233
- Bookingnumber Partial Recall: 0.6661
- Bookingnumber Partial F1: 0.0450
- Bookingnumber Exact Precision: 0.0221
- Bookingnumber Exact Recall: 0.6307
- Bookingnumber Exact F1: 0.0426
- Checkin Strict Precision: 0.2433
- Checkin Strict Recall: 0.9122
- Checkin Strict F1: 0.3841
- Checkin Ent Type Precision: 0.2486
- Checkin Ent Type Recall: 0.9322
- Checkin Ent Type F1: 0.3925
- Checkin Partial Precision: 0.2484
- Checkin Partial Recall: 0.9316
- Checkin Partial F1: 0.3923
- Checkin Exact Precision: 0.2454
- Checkin Exact Recall: 0.9201
- Checkin Exact F1: 0.3874
- Hoteltaxcode Strict Precision: 0.0225
- Hoteltaxcode Strict Recall: 0.4693
- Hoteltaxcode Strict F1: 0.0430
- Hoteltaxcode Ent Type Precision: 0.0246
- Hoteltaxcode Ent Type Recall: 0.5133
- Hoteltaxcode Ent Type F1: 0.0470
- Hoteltaxcode Partial Precision: 0.0263
- Hoteltaxcode Partial Recall: 0.5483
- Hoteltaxcode Partial F1: 0.0502
- Hoteltaxcode Exact Precision: 0.0250
- Hoteltaxcode Exact Recall: 0.5207
- Hoteltaxcode Exact F1: 0.0477
- Hotelfaxnumber Strict Precision: 0.1154
- Hotelfaxnumber Strict Recall: 0.8048
- Hotelfaxnumber Strict F1: 0.2018
- Hotelfaxnumber Ent Type Precision: 0.1297
- Hotelfaxnumber Ent Type Recall: 0.9052
- Hotelfaxnumber Ent Type F1: 0.2270
- Hotelfaxnumber Partial Precision: 0.1228
- Hotelfaxnumber Partial Recall: 0.8570
- Hotelfaxnumber Partial F1: 0.2149
- Hotelfaxnumber Exact Precision: 0.1155
- Hotelfaxnumber Exact Recall: 0.8060
- Hotelfaxnumber Exact F1: 0.2021
- Cardnumber Strict Precision: 0.0069
- Cardnumber Strict Recall: 0.3431
- Cardnumber Strict F1: 0.0135
- Cardnumber Ent Type Precision: 0.0092
- Cardnumber Ent Type Recall: 0.4581
- Cardnumber Ent Type F1: 0.0180
- Cardnumber Partial Precision: 0.0081
- Cardnumber Partial Recall: 0.4046
- Cardnumber Partial F1: 0.0159
- Cardnumber Exact Precision: 0.0070
- Cardnumber Exact Recall: 0.3461
- Cardnumber Exact F1: 0.0136
- Taxamount Strict Precision: 0.0794
- Taxamount Strict Recall: 0.7931
- Taxamount Strict F1: 0.1444
- Taxamount Ent Type Precision: 0.0890
- Taxamount Ent Type Recall: 0.8888
- Taxamount Ent Type F1: 0.1618
- Taxamount Partial Precision: 0.0844
- Taxamount Partial Recall: 0.8434
- Taxamount Partial F1: 0.1535
- Taxamount Exact Precision: 0.0796
- Taxamount Exact Recall: 0.7952
- Taxamount Exact F1: 0.1447
- Arrivaltrainno Strict Precision: 0.0000
- Arrivaltrainno Strict Recall: 0.1429
- Arrivaltrainno Strict F1: 0.0000
- Arrivaltrainno Ent Type Precision: 0.0000
- Arrivaltrainno Ent Type Recall: 0.1429
- Arrivaltrainno Ent Type F1: 0.0000
- Arrivaltrainno Partial Precision: 0.0000
- Arrivaltrainno Partial Recall: 0.2857
- Arrivaltrainno Partial F1: 0.0001
- Arrivaltrainno Exact Precision: 0.0000
- Arrivaltrainno Exact Recall: 0.2857
- Arrivaltrainno Exact F1: 0.0001
- Hotelname Strict Precision: 0.1015
- Hotelname Strict Recall: 0.3574
- Hotelname Strict F1: 0.1582
- Hotelname Ent Type Precision: 0.1588
- Hotelname Ent Type Recall: 0.5589
- Hotelname Ent Type F1: 0.2473
- Hotelname Partial Precision: 0.1315
- Hotelname Partial Recall: 0.4629
- Hotelname Partial F1: 0.2048
- Hotelname Exact Precision: 0.1018
- Hotelname Exact Recall: 0.3582
- Hotelname Exact F1: 0.1585
- Hotelemail Strict Precision: 0.1659
- Hotelemail Strict Recall: 0.8925
- Hotelemail Strict F1: 0.2798
- Hotelemail Ent Type Precision: 0.1722
- Hotelemail Ent Type Recall: 0.9262
- Hotelemail Ent Type F1: 0.2904
- Hotelemail Partial Precision: 0.1691
- Hotelemail Partial Recall: 0.9098
- Hotelemail Partial F1: 0.2852
- Hotelemail Exact Precision: 0.1660
- Hotelemail Exact Recall: 0.8929
- Hotelemail Exact F1: 0.2799
- Externalreservationnumber Strict Precision: 0.0049
- Externalreservationnumber Strict Recall: 0.3333
- Externalreservationnumber Strict F1: 0.0096
- Externalreservationnumber Ent Type Precision: 0.0051
- Externalreservationnumber Ent Type Recall: 0.3458
- Externalreservationnumber Ent Type F1: 0.0100
- Externalreservationnumber Partial Precision: 0.0086
- Externalreservationnumber Partial Recall: 0.5896
- Externalreservationnumber Partial F1: 0.0170
- Externalreservationnumber Exact Precision: 0.0081
- Externalreservationnumber Exact Recall: 0.5542
- Externalreservationnumber Exact F1: 0.0160
- Companyvatnumber Strict Precision: 0.0495
- Companyvatnumber Strict Recall: 0.6472
- Companyvatnumber Strict F1: 0.0920
- Companyvatnumber Ent Type Precision: 0.0524
- Companyvatnumber Ent Type Recall: 0.6850
- Companyvatnumber Ent Type F1: 0.0973
- Companyvatnumber Partial Precision: 0.0566
- Companyvatnumber Partial Recall: 0.7407
- Companyvatnumber Partial F1: 0.1052
- Companyvatnumber Exact Precision: 0.0549
- Companyvatnumber Exact Recall: 0.7177
- Companyvatnumber Exact F1: 0.1020
- Documenttype Strict Precision: 0.1868
- Documenttype Strict Recall: 0.7803
- Documenttype Strict F1: 0.3015
- Documenttype Ent Type Precision: 0.2032
- Documenttype Ent Type Recall: 0.8487
- Documenttype Ent Type F1: 0.3279
- Documenttype Partial Precision: 0.1953
- Documenttype Partial Recall: 0.8156
- Documenttype Partial F1: 0.3151
- Documenttype Exact Precision: 0.1869
- Documenttype Exact Recall: 0.7808
- Documenttype Exact F1: 0.3017
- Reservationnumber Strict Precision: 0.0286
- Reservationnumber Strict Recall: 0.4934
- Reservationnumber Strict F1: 0.0540
- Reservationnumber Ent Type Precision: 0.0301
- Reservationnumber Ent Type Recall: 0.5202
- Reservationnumber Ent Type F1: 0.0569
- Reservationnumber Partial Precision: 0.0374
- Reservationnumber Partial Recall: 0.6453
- Reservationnumber Partial F1: 0.0706
- Reservationnumber Exact Precision: 0.0358
- Reservationnumber Exact Recall: 0.6181
- Reservationnumber Exact F1: 0.0676
- Grossamount Strict Precision: 0.1509
- Grossamount Strict Recall: 0.6846
- Grossamount Strict F1: 0.2473
- Grossamount Ent Type Precision: 0.1654
- Grossamount Ent Type Recall: 0.7504
- Grossamount Ent Type F1: 0.2711
- Grossamount Partial Precision: 0.1599
- Grossamount Partial Recall: 0.7254
- Grossamount Partial F1: 0.2620
- Grossamount Exact Precision: 0.1521
- Grossamount Exact Recall: 0.6902
- Grossamount Exact F1: 0.2493
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
- 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 | 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 | Hotelphonenumber Strict Precision | Hotelphonenumber Strict Recall | Hotelphonenumber Strict F1 | Hotelphonenumber Ent Type Precision | Hotelphonenumber Ent Type Recall | Hotelphonenumber Ent Type F1 | Hotelphonenumber Partial Precision | Hotelphonenumber Partial Recall | Hotelphonenumber Partial F1 | Hotelphonenumber Exact Precision | Hotelphonenumber Exact Recall | Hotelphonenumber Exact F1 | Hotelzipcode Strict Precision | Hotelzipcode Strict Recall | Hotelzipcode Strict F1 | Hotelzipcode Ent Type Precision | Hotelzipcode Ent Type Recall | Hotelzipcode Ent Type F1 | Hotelzipcode Partial Precision | Hotelzipcode Partial Recall | Hotelzipcode Partial F1 | Hotelzipcode Exact Precision | Hotelzipcode Exact Recall | Hotelzipcode Exact F1 | Trafficdate Strict Precision | Trafficdate Strict Recall | Trafficdate Strict F1 | Trafficdate Ent Type Precision | Trafficdate Ent Type Recall | Trafficdate Ent Type F1 | Trafficdate Partial Precision | Trafficdate Partial Recall | Trafficdate Partial F1 | Trafficdate Exact Precision | Trafficdate Exact Recall | Trafficdate Exact F1 | 0 Strict Precision | 0 Strict Recall | 0 Strict F1 | 0 Ent Type Precision | 0 Ent Type Recall | 0 Ent Type F1 | 0 Partial Precision | 0 Partial Recall | 0 Partial F1 | 0 Exact Precision | 0 Exact Recall | 0 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 | Crewtype Strict Precision | Crewtype Strict Recall | Crewtype Strict F1 | Crewtype Ent Type Precision | Crewtype Ent Type Recall | Crewtype Ent Type F1 | Crewtype Partial Precision | Crewtype Partial Recall | Crewtype Partial F1 | Crewtype Exact Precision | Crewtype Exact Recall | Crewtype 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 | 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 | 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 | 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 | 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 | 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 | 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 | Hotelcountry Strict Precision | Hotelcountry Strict Recall | Hotelcountry Strict F1 | Hotelcountry Ent Type Precision | Hotelcountry Ent Type Recall | Hotelcountry Ent Type F1 | Hotelcountry Partial Precision | Hotelcountry Partial Recall | Hotelcountry Partial F1 | Hotelcountry Exact Precision | Hotelcountry Exact Recall | Hotelcountry Exact F1 | Checkout Strict Precision | Checkout Strict Recall | Checkout Strict F1 | Checkout Ent Type Precision | Checkout Ent Type Recall | Checkout Ent Type F1 | Checkout Partial Precision | Checkout Partial Recall | Checkout Partial F1 | Checkout Exact Precision | Checkout Exact Recall | Checkout Exact F1 | Companyaddress Strict Precision | Companyaddress Strict Recall | Companyaddress Strict F1 | Companyaddress Ent Type Precision | Companyaddress Ent Type Recall | Companyaddress Ent Type F1 | Companyaddress Partial Precision | Companyaddress Partial Recall | Companyaddress Partial F1 | Companyaddress Exact Precision | Companyaddress Exact Recall | Companyaddress Exact F1 | Companyname Strict Precision | Companyname Strict Recall | Companyname Strict F1 | Companyname Ent Type Precision | Companyname Ent Type Recall | Companyname Ent Type F1 | Companyname Partial Precision | Companyname Partial Recall | Companyname Partial F1 | Companyname Exact Precision | Companyname Exact Recall | Companyname Exact F1 | Pageno Strict Precision | Pageno Strict Recall | Pageno Strict F1 | Pageno Ent Type Precision | Pageno Ent Type Recall | Pageno Ent Type F1 | Pageno Partial Precision | Pageno Partial Recall | Pageno Partial F1 | Pageno Exact Precision | Pageno Exact Recall | Pageno Exact F1 | Hotelvatnumber Strict Precision | Hotelvatnumber Strict Recall | Hotelvatnumber Strict F1 | Hotelvatnumber Ent Type Precision | Hotelvatnumber Ent Type Recall | Hotelvatnumber Ent Type F1 | Hotelvatnumber Partial Precision | Hotelvatnumber Partial Recall | Hotelvatnumber Partial F1 | Hotelvatnumber Exact Precision | Hotelvatnumber Exact Recall | Hotelvatnumber Exact F1 | Companycountry Strict Precision | Companycountry Strict Recall | Companycountry Strict F1 | Companycountry Ent Type Precision | Companycountry Ent Type Recall | Companycountry Ent Type F1 | Companycountry Partial Precision | Companycountry Partial Recall | Companycountry Partial F1 | Companycountry Exact Precision | Companycountry Exact Recall | Companycountry Exact F1 | 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 | Invoicedate Strict Precision | Invoicedate Strict Recall | Invoicedate Strict F1 | Invoicedate Ent Type Precision | Invoicedate Ent Type Recall | Invoicedate Ent Type F1 | Invoicedate Partial Precision | Invoicedate Partial Recall | Invoicedate Partial F1 | Invoicedate Exact Precision | Invoicedate Exact Recall | Invoicedate Exact F1 | Bookingnumber Strict Precision | Bookingnumber Strict Recall | Bookingnumber Strict F1 | Bookingnumber Ent Type Precision | Bookingnumber Ent Type Recall | Bookingnumber Ent Type F1 | Bookingnumber Partial Precision | Bookingnumber Partial Recall | Bookingnumber Partial F1 | Bookingnumber Exact Precision | Bookingnumber Exact Recall | Bookingnumber Exact F1 | Checkin Strict Precision | Checkin Strict Recall | Checkin Strict F1 | Checkin Ent Type Precision | Checkin Ent Type Recall | Checkin Ent Type F1 | Checkin Partial Precision | Checkin Partial Recall | Checkin Partial F1 | Checkin Exact Precision | Checkin Exact Recall | Checkin Exact F1 | Hoteltaxcode Strict Precision | Hoteltaxcode Strict Recall | Hoteltaxcode Strict F1 | Hoteltaxcode Ent Type Precision | Hoteltaxcode Ent Type Recall | Hoteltaxcode Ent Type F1 | Hoteltaxcode Partial Precision | Hoteltaxcode Partial Recall | Hoteltaxcode Partial F1 | Hoteltaxcode Exact Precision | Hoteltaxcode Exact Recall | Hoteltaxcode Exact F1 | 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 | 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 | 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 | Arrivaltrainno Strict Precision | Arrivaltrainno Strict Recall | Arrivaltrainno Strict F1 | Arrivaltrainno Ent Type Precision | Arrivaltrainno Ent Type Recall | Arrivaltrainno Ent Type F1 | Arrivaltrainno Partial Precision | Arrivaltrainno Partial Recall | Arrivaltrainno Partial F1 | Arrivaltrainno Exact Precision | Arrivaltrainno Exact Recall | Arrivaltrainno 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 | 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 | 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 | 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 | 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 | 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 | 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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0.1313 | 1.0 | 9043 | 0.2153 | 0.7768 | 0.7203 | 0.7475 | 0.8593 | 0.7968 | 0.8269 | 0.8317 | 0.7712 | 0.8003 | 0.7876 | 0.7303 | 0.7578 | 0.1827 | 0.5565 | 0.2751 | 0.2464 | 0.7502 | 0.3709 | 0.2163 | 0.6586 | 0.3256 | 0.1837 | 0.5595 | 0.2766 | 0.1854 | 0.8053 | 0.3014 | 0.2094 | 0.9096 | 0.3404 | 0.1976 | 0.8583 | 0.3213 | 0.1855 | 0.8059 | 0.3016 | 0.1985 | 0.7035 | 0.3096 | 0.2102 | 0.7449 | 0.3279 | 0.2065 | 0.7318 | 0.3221 | 0.2002 | 0.7096 | 0.3123 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0971 | 0.6771 | 0.1698 | 0.1121 | 0.7817 | 0.1961 | 0.1070 | 0.7464 | 0.1872 | 0.0991 | 0.6907 | 0.1733 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.2319 | 0.8528 | 0.3647 | 0.2471 | 0.9087 | 0.3886 | 0.2410 | 0.8861 | 0.3789 | 0.2332 | 0.8574 | 0.3666 | 0.2582 | 0.8249 | 0.3934 | 0.2596 | 0.8293 | 0.3954 | 0.2619 | 0.8366 | 0.3989 | 0.2611 | 0.8339 | 0.3977 | 0.2291 | 0.8241 | 0.3585 | 0.2447 | 0.8801 | 0.3829 | 0.2435 | 0.8758 | 0.3810 | 0.2344 | 0.8431 | 0.3668 | 0.1889 | 0.6458 | 0.2923 | 0.2052 | 0.7016 | 0.3175 | 0.2026 | 0.6926 | 0.3135 | 0.1929 | 0.6594 | 0.2985 | 0.2458 | 0.9124 | 0.3873 | 0.2520 | 0.9355 | 0.3971 | 0.2527 | 0.9381 | 0.3982 | 0.2490 | 0.9240 | 0.3922 | 0.1061 | 0.4866 | 0.1743 | 0.1069 | 0.4899 | 0.1755 | 0.1066 | 0.4888 | 0.1751 | 0.1062 | 0.4870 | 0.1744 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0559 | 0.7526 | 0.1041 | 0.0571 | 0.7681 | 0.1062 | 0.0584 | 0.7855 | 0.1086 | 0.0578 | 0.7773 | 0.1075 | 0.2736 | 0.9022 | 0.4199 | 0.2780 | 0.9166 | 0.4266 | 0.2777 | 0.9158 | 0.4262 | 0.2753 | 0.9078 | 0.4225 | 0.2118 | 0.7496 | 0.3303 | 0.2521 | 0.8922 | 0.3931 | 0.2361 | 0.8356 | 0.3682 | 0.2140 | 0.7575 | 0.3338 | 0.1959 | 0.6862 | 0.3048 | 0.2468 | 0.8645 | 0.3840 | 0.2245 | 0.7864 | 0.3493 | 0.1975 | 0.6915 | 0.3072 | 0.1379 | 0.8418 | 0.2369 | 0.1393 | 0.8506 | 0.2394 | 0.1387 | 0.8470 | 0.2384 | 0.1380 | 0.8427 | 0.2372 | 0.1417 | 0.6711 | 0.2340 | 0.1514 | 0.7170 | 0.2500 | 0.1552 | 0.7351 | 0.2563 | 0.1493 | 0.7071 | 0.2465 | 0.1611 | 0.8562 | 0.2712 | 0.1623 | 0.8626 | 0.2732 | 0.1660 | 0.8821 | 0.2794 | 0.1651 | 0.8776 | 0.2780 | 0.1431 | 0.4729 | 0.2197 | 0.2081 | 0.6877 | 0.3195 | 0.1776 | 0.5870 | 0.2727 | 0.1435 | 0.4743 | 0.2204 | 0.0529 | 0.4852 | 0.0955 | 0.0605 | 0.5546 | 0.1091 | 0.0568 | 0.5207 | 0.1025 | 0.0530 | 0.4860 | 0.0956 | 0.2416 | 0.8942 | 0.3805 | 0.2496 | 0.9238 | 0.3931 | 0.2475 | 0.9157 | 0.3896 | 0.2434 | 0.9005 | 0.3832 | 0.0265 | 0.5646 | 0.0507 | 0.0293 | 0.6232 | 0.0559 | 0.0307 | 0.6540 | 0.0587 | 0.0290 | 0.6174 | 0.0554 | 0.2745 | 0.9019 | 0.4209 | 0.2808 | 0.9226 | 0.4306 | 0.2804 | 0.9212 | 0.4299 | 0.2768 | 0.9095 | 0.4245 | 0.0417 | 0.5270 | 0.0773 | 0.0446 | 0.5638 | 0.0826 | 0.0468 | 0.5920 | 0.0868 | 0.0451 | 0.5700 | 0.0836 | 0.1335 | 0.8149 | 0.2295 | 0.1473 | 0.8991 | 0.2532 | 0.1407 | 0.8586 | 0.2418 | 0.1337 | 0.8160 | 0.2298 | 0.0095 | 0.3658 | 0.0185 | 0.0126 | 0.4857 | 0.0246 | 0.0111 | 0.4275 | 0.0216 | 0.0095 | 0.3676 | 0.0186 | 0.0912 | 0.7012 | 0.1615 | 0.1024 | 0.7866 | 0.1811 | 0.0982 | 0.7547 | 0.1738 | 0.0920 | 0.7072 | 0.1628 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.1145 | 0.3407 | 0.1715 | 0.1861 | 0.5535 | 0.2785 | 0.1519 | 0.4518 | 0.2273 | 0.1148 | 0.3413 | 0.1718 | 0.1865 | 0.8654 | 0.3069 | 0.1936 | 0.8984 | 0.3186 | 0.1901 | 0.8822 | 0.3128 | 0.1865 | 0.8657 | 0.3070 | 0.0003 | 0.0531 | 0.0006 | 0.0019 | 0.3540 | 0.0037 | 0.0027 | 0.5111 | 0.0054 | 0.0015 | 0.2876 | 0.0030 | 0.0624 | 0.6359 | 0.1136 | 0.0675 | 0.6879 | 0.1229 | 0.0721 | 0.7352 | 0.1314 | 0.0690 | 0.7030 | 0.1256 | 0.2084 | 0.7396 | 0.3252 | 0.2294 | 0.8143 | 0.3580 | 0.2192 | 0.7778 | 0.3420 | 0.2085 | 0.7399 | 0.3253 | 0.0384 | 0.5054 | 0.0714 | 0.0395 | 0.5198 | 0.0734 | 0.0502 | 0.6604 | 0.0933 | 0.0482 | 0.6344 | 0.0896 | 0.1747 | 0.6239 | 0.2729 | 0.1908 | 0.6818 | 0.2982 | 0.1855 | 0.6626 | 0.2898 | 0.1769 | 0.6319 | 0.2764 |
| 0.0961 | 2.0 | 18086 | 0.2377 | 0.7800 | 0.7337 | 0.7561 | 0.8584 | 0.8074 | 0.8321 | 0.8324 | 0.7829 | 0.8069 | 0.7907 | 0.7437 | 0.7665 | 0.1858 | 0.5652 | 0.2797 | 0.2499 | 0.7601 | 0.3761 | 0.2197 | 0.6681 | 0.3306 | 0.1869 | 0.5686 | 0.2814 | 0.1823 | 0.8051 | 0.2973 | 0.2068 | 0.9135 | 0.3373 | 0.1948 | 0.8603 | 0.3177 | 0.1824 | 0.8058 | 0.2975 | 0.1957 | 0.7056 | 0.3065 | 0.2073 | 0.7473 | 0.3246 | 0.2035 | 0.7335 | 0.3186 | 0.1973 | 0.7113 | 0.3089 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.1006 | 0.7177 | 0.1765 | 0.1141 | 0.8135 | 0.2001 | 0.1088 | 0.7758 | 0.1908 | 0.1018 | 0.7256 | 0.1785 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.2313 | 0.8602 | 0.3646 | 0.2447 | 0.9101 | 0.3857 | 0.2397 | 0.8916 | 0.3779 | 0.2329 | 0.8661 | 0.3671 | 0.2621 | 0.8176 | 0.3970 | 0.2638 | 0.8228 | 0.3995 | 0.2670 | 0.8326 | 0.4043 | 0.2658 | 0.8291 | 0.4026 | 0.2271 | 0.8309 | 0.3567 | 0.2428 | 0.8883 | 0.3814 | 0.2406 | 0.8802 | 0.3779 | 0.2317 | 0.8476 | 0.3639 | 0.1870 | 0.6593 | 0.2914 | 0.2011 | 0.7087 | 0.3132 | 0.1986 | 0.7002 | 0.3095 | 0.1907 | 0.6723 | 0.2971 | 0.2441 | 0.8959 | 0.3837 | 0.2504 | 0.9187 | 0.3935 | 0.2508 | 0.9204 | 0.3942 | 0.2470 | 0.9064 | 0.3882 | 0.1060 | 0.5111 | 0.1755 | 0.1066 | 0.5141 | 0.1765 | 0.1064 | 0.5132 | 0.1762 | 0.1060 | 0.5115 | 0.1757 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0553 | 0.7128 | 0.1026 | 0.0566 | 0.7305 | 0.1051 | 0.0590 | 0.7607 | 0.1095 | 0.0581 | 0.7487 | 0.1077 | 0.2699 | 0.9184 | 0.4172 | 0.2729 | 0.9287 | 0.4219 | 0.2730 | 0.9291 | 0.4221 | 0.2714 | 0.9236 | 0.4196 | 0.2116 | 0.7624 | 0.3313 | 0.2497 | 0.8997 | 0.3909 | 0.2343 | 0.8441 | 0.3667 | 0.2134 | 0.7689 | 0.3341 | 0.2004 | 0.7193 | 0.3135 | 0.2448 | 0.8787 | 0.3829 | 0.2256 | 0.8097 | 0.3529 | 0.2019 | 0.7245 | 0.3158 | 0.1378 | 0.8258 | 0.2361 | 0.1395 | 0.8361 | 0.2391 | 0.1387 | 0.8315 | 0.2378 | 0.1379 | 0.8264 | 0.2363 | 0.1355 | 0.6892 | 0.2264 | 0.1470 | 0.7478 | 0.2457 | 0.1502 | 0.7644 | 0.2511 | 0.1436 | 0.7308 | 0.2401 | 0.1591 | 0.8633 | 0.2686 | 0.1603 | 0.8703 | 0.2708 | 0.1642 | 0.8911 | 0.2773 | 0.1633 | 0.8863 | 0.2758 | 0.1448 | 0.4917 | 0.2237 | 0.2055 | 0.6977 | 0.3175 | 0.1771 | 0.6013 | 0.2736 | 0.1453 | 0.4933 | 0.2245 | 0.0508 | 0.5070 | 0.0924 | 0.0574 | 0.5728 | 0.1044 | 0.0542 | 0.5411 | 0.0986 | 0.0509 | 0.5081 | 0.0926 | 0.2419 | 0.9120 | 0.3824 | 0.2481 | 0.9355 | 0.3922 | 0.2470 | 0.9313 | 0.3905 | 0.2439 | 0.9195 | 0.3855 | 0.0281 | 0.5998 | 0.0536 | 0.0301 | 0.6429 | 0.0575 | 0.0323 | 0.6912 | 0.0618 | 0.0311 | 0.6644 | 0.0594 | 0.2703 | 0.9090 | 0.4166 | 0.2752 | 0.9255 | 0.4242 | 0.2754 | 0.9263 | 0.4246 | 0.2726 | 0.9169 | 0.4202 | 0.0285 | 0.4977 | 0.0539 | 0.0317 | 0.5532 | 0.0599 | 0.0319 | 0.5575 | 0.0604 | 0.0300 | 0.5242 | 0.0568 | 0.1305 | 0.8307 | 0.2256 | 0.1445 | 0.9196 | 0.2497 | 0.1376 | 0.8762 | 0.2379 | 0.1305 | 0.8309 | 0.2256 | 0.0067 | 0.3166 | 0.0130 | 0.0089 | 0.4236 | 0.0175 | 0.0079 | 0.3739 | 0.0154 | 0.0067 | 0.3199 | 0.0132 | 0.0892 | 0.7765 | 0.1600 | 0.0994 | 0.8659 | 0.1784 | 0.0946 | 0.8239 | 0.1697 | 0.0894 | 0.7782 | 0.1603 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.1194 | 0.3455 | 0.1775 | 0.1873 | 0.5419 | 0.2784 | 0.1550 | 0.4484 | 0.2304 | 0.1196 | 0.3460 | 0.1778 | 0.1839 | 0.8883 | 0.3048 | 0.1911 | 0.9228 | 0.3166 | 0.1876 | 0.9059 | 0.3108 | 0.1840 | 0.8886 | 0.3049 | 0.0052 | 0.4028 | 0.0103 | 0.0059 | 0.4541 | 0.0117 | 0.0084 | 0.6422 | 0.0165 | 0.0079 | 0.6060 | 0.0156 | 0.0594 | 0.6702 | 0.1091 | 0.0633 | 0.7144 | 0.1164 | 0.0674 | 0.7604 | 0.1238 | 0.0651 | 0.7346 | 0.1196 | 0.2067 | 0.7807 | 0.3268 | 0.2241 | 0.8466 | 0.3544 | 0.2155 | 0.8143 | 0.3409 | 0.2068 | 0.7811 | 0.3270 | 0.0361 | 0.4830 | 0.0671 | 0.0374 | 0.5010 | 0.0696 | 0.0481 | 0.6445 | 0.0895 | 0.0459 | 0.6155 | 0.0855 | 0.1719 | 0.6660 | 0.2733 | 0.1874 | 0.7260 | 0.2979 | 0.1822 | 0.7058 | 0.2896 | 0.1739 | 0.6739 | 0.2765 |
| 0.0781 | 3.0 | 27129 | 0.2392 | 0.7800 | 0.7368 | 0.7578 | 0.8586 | 0.8111 | 0.8342 | 0.8311 | 0.7851 | 0.8075 | 0.7895 | 0.7458 | 0.7670 | 0.1842 | 0.5561 | 0.2767 | 0.2481 | 0.7490 | 0.3727 | 0.2177 | 0.6572 | 0.3270 | 0.1851 | 0.5589 | 0.2781 | 0.1820 | 0.8088 | 0.2972 | 0.2052 | 0.9118 | 0.3350 | 0.1938 | 0.8610 | 0.3163 | 0.1822 | 0.8094 | 0.2974 | 0.1960 | 0.7363 | 0.3096 | 0.2068 | 0.7768 | 0.3266 | 0.2030 | 0.7626 | 0.3207 | 0.1973 | 0.7410 | 0.3116 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.1018 | 0.6957 | 0.1776 | 0.1154 | 0.7883 | 0.2013 | 0.1103 | 0.7536 | 0.1924 | 0.1032 | 0.7054 | 0.1801 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.2269 | 0.8586 | 0.3589 | 0.2410 | 0.9121 | 0.3812 | 0.2356 | 0.8916 | 0.3727 | 0.2284 | 0.8645 | 0.3614 | 0.2611 | 0.8153 | 0.3955 | 0.2635 | 0.8228 | 0.3991 | 0.2656 | 0.8295 | 0.4024 | 0.2643 | 0.8253 | 0.4004 | 0.2263 | 0.8406 | 0.3566 | 0.2403 | 0.8926 | 0.3787 | 0.2391 | 0.8881 | 0.3768 | 0.2312 | 0.8586 | 0.3642 | 0.1895 | 0.6929 | 0.2976 | 0.2020 | 0.7385 | 0.3172 | 0.1992 | 0.7283 | 0.3128 | 0.1919 | 0.7015 | 0.3013 | 0.2413 | 0.9049 | 0.3810 | 0.2484 | 0.9315 | 0.3922 | 0.2482 | 0.9307 | 0.3919 | 0.2441 | 0.9154 | 0.3854 | 0.1109 | 0.4707 | 0.1795 | 0.1117 | 0.4742 | 0.1808 | 0.1115 | 0.4731 | 0.1804 | 0.1110 | 0.4712 | 0.1797 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0563 | 0.7385 | 0.1046 | 0.0571 | 0.7495 | 0.1062 | 0.0592 | 0.7765 | 0.1100 | 0.0587 | 0.7696 | 0.1090 | 0.2650 | 0.9247 | 0.4120 | 0.2696 | 0.9407 | 0.4191 | 0.2687 | 0.9373 | 0.4176 | 0.2663 | 0.9290 | 0.4139 | 0.2100 | 0.7623 | 0.3292 | 0.2479 | 0.9000 | 0.3887 | 0.2325 | 0.8440 | 0.3645 | 0.2118 | 0.7689 | 0.3321 | 0.1990 | 0.7234 | 0.3121 | 0.2431 | 0.8838 | 0.3813 | 0.2234 | 0.8124 | 0.3505 | 0.2000 | 0.7271 | 0.3137 | 0.1363 | 0.8237 | 0.2338 | 0.1376 | 0.8318 | 0.2361 | 0.1370 | 0.8282 | 0.2351 | 0.1363 | 0.8241 | 0.2340 | 0.1329 | 0.6982 | 0.2233 | 0.1418 | 0.7453 | 0.2383 | 0.1457 | 0.7655 | 0.2448 | 0.1406 | 0.7390 | 0.2363 | 0.1575 | 0.8687 | 0.2667 | 0.1589 | 0.8764 | 0.2691 | 0.1623 | 0.8951 | 0.2748 | 0.1613 | 0.8898 | 0.2731 | 0.1423 | 0.4972 | 0.2212 | 0.2052 | 0.7173 | 0.3192 | 0.1758 | 0.6144 | 0.2734 | 0.1426 | 0.4985 | 0.2218 | 0.0489 | 0.5158 | 0.0894 | 0.0555 | 0.5845 | 0.1013 | 0.0524 | 0.5523 | 0.0957 | 0.0491 | 0.5178 | 0.0897 | 0.2397 | 0.9208 | 0.3804 | 0.2447 | 0.9397 | 0.3882 | 0.2438 | 0.9365 | 0.3869 | 0.2412 | 0.9266 | 0.3828 | 0.0220 | 0.5691 | 0.0424 | 0.0248 | 0.6394 | 0.0477 | 0.0263 | 0.6794 | 0.0507 | 0.0245 | 0.6325 | 0.0472 | 0.2657 | 0.9160 | 0.4119 | 0.2712 | 0.9352 | 0.4205 | 0.2706 | 0.9331 | 0.4196 | 0.2675 | 0.9224 | 0.4147 | 0.0289 | 0.5012 | 0.0547 | 0.0328 | 0.5687 | 0.0621 | 0.0329 | 0.5702 | 0.0622 | 0.0307 | 0.5315 | 0.0580 | 0.1302 | 0.8221 | 0.2247 | 0.1443 | 0.9116 | 0.2492 | 0.1375 | 0.8685 | 0.2374 | 0.1304 | 0.8235 | 0.2251 | 0.0077 | 0.3020 | 0.0149 | 0.0105 | 0.4149 | 0.0205 | 0.0092 | 0.3611 | 0.0178 | 0.0077 | 0.3047 | 0.0151 | 0.0897 | 0.7205 | 0.1596 | 0.1015 | 0.8150 | 0.1805 | 0.0960 | 0.7712 | 0.1708 | 0.0900 | 0.7229 | 0.1601 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.1162 | 0.3565 | 0.1752 | 0.1824 | 0.5597 | 0.2751 | 0.1510 | 0.4635 | 0.2278 | 0.1164 | 0.3572 | 0.1756 | 0.1816 | 0.8908 | 0.3017 | 0.1889 | 0.9267 | 0.3138 | 0.1853 | 0.9091 | 0.3079 | 0.1817 | 0.8911 | 0.3018 | 0.0049 | 0.3530 | 0.0096 | 0.0054 | 0.3875 | 0.0106 | 0.0087 | 0.6297 | 0.0172 | 0.0082 | 0.5911 | 0.0161 | 0.0578 | 0.6503 | 0.1062 | 0.0616 | 0.6924 | 0.1131 | 0.0657 | 0.7394 | 0.1208 | 0.0633 | 0.7121 | 0.1163 | 0.2091 | 0.7885 | 0.3306 | 0.2263 | 0.8532 | 0.3577 | 0.2179 | 0.8218 | 0.3445 | 0.2093 | 0.7891 | 0.3308 | 0.0323 | 0.5237 | 0.0608 | 0.0333 | 0.5402 | 0.0627 | 0.0398 | 0.6453 | 0.0749 | 0.0385 | 0.6241 | 0.0725 | 0.1739 | 0.6708 | 0.2762 | 0.1898 | 0.7323 | 0.3015 | 0.1838 | 0.7090 | 0.2919 | 0.1754 | 0.6768 | 0.2786 |
| 0.0687 | 4.0 | 36172 | 0.2464 | 0.7668 | 0.7393 | 0.7528 | 0.8458 | 0.8155 | 0.8304 | 0.8182 | 0.7889 | 0.8033 | 0.7762 | 0.7484 | 0.7621 | 0.1745 | 0.5574 | 0.2658 | 0.2364 | 0.7553 | 0.3601 | 0.2071 | 0.6617 | 0.3155 | 0.1754 | 0.5602 | 0.2671 | 0.1650 | 0.7916 | 0.2731 | 0.1891 | 0.9073 | 0.3130 | 0.1772 | 0.8504 | 0.2933 | 0.1651 | 0.7921 | 0.2732 | 0.1797 | 0.7173 | 0.2875 | 0.1893 | 0.7554 | 0.3027 | 0.1866 | 0.7447 | 0.2985 | 0.1815 | 0.7243 | 0.2903 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0907 | 0.7471 | 0.1617 | 0.1017 | 0.8380 | 0.1814 | 0.0974 | 0.8025 | 0.1737 | 0.0917 | 0.7557 | 0.1636 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.2069 | 0.8775 | 0.3349 | 0.2180 | 0.9246 | 0.3528 | 0.2137 | 0.9065 | 0.3459 | 0.2081 | 0.8825 | 0.3367 | 0.2378 | 0.8492 | 0.3716 | 0.2388 | 0.8527 | 0.3731 | 0.2408 | 0.8597 | 0.3762 | 0.2402 | 0.8576 | 0.3753 | 0.2104 | 0.8507 | 0.3373 | 0.2233 | 0.9030 | 0.3581 | 0.2213 | 0.8950 | 0.3549 | 0.2140 | 0.8655 | 0.3432 | 0.1705 | 0.6680 | 0.2716 | 0.1840 | 0.7210 | 0.2932 | 0.1819 | 0.7126 | 0.2898 | 0.1740 | 0.6819 | 0.2773 | 0.2250 | 0.9222 | 0.3617 | 0.2308 | 0.9460 | 0.3710 | 0.2300 | 0.9427 | 0.3698 | 0.2266 | 0.9287 | 0.3643 | 0.0866 | 0.5126 | 0.1481 | 0.0867 | 0.5132 | 0.1483 | 0.0870 | 0.5150 | 0.1488 | 0.0866 | 0.5129 | 0.1482 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0509 | 0.7439 | 0.0952 | 0.0517 | 0.7566 | 0.0969 | 0.0539 | 0.7879 | 0.1009 | 0.0533 | 0.7791 | 0.0997 | 0.2487 | 0.9263 | 0.3921 | 0.2515 | 0.9368 | 0.3965 | 0.2517 | 0.9374 | 0.3968 | 0.2501 | 0.9317 | 0.3944 | 0.1895 | 0.7439 | 0.3021 | 0.2293 | 0.9002 | 0.3655 | 0.2113 | 0.8293 | 0.3368 | 0.1904 | 0.7473 | 0.3035 | 0.1844 | 0.7138 | 0.2931 | 0.2261 | 0.8749 | 0.3593 | 0.2070 | 0.8010 | 0.3290 | 0.1851 | 0.7164 | 0.2942 | 0.1255 | 0.8306 | 0.2181 | 0.1268 | 0.8392 | 0.2204 | 0.1266 | 0.8377 | 0.2200 | 0.1260 | 0.8333 | 0.2188 | 0.1252 | 0.6922 | 0.2121 | 0.1339 | 0.7401 | 0.2268 | 0.1387 | 0.7667 | 0.2349 | 0.1338 | 0.7398 | 0.2267 | 0.1443 | 0.8837 | 0.2480 | 0.1456 | 0.8918 | 0.2503 | 0.1480 | 0.9066 | 0.2545 | 0.1471 | 0.9013 | 0.2530 | 0.1264 | 0.4589 | 0.1982 | 0.1870 | 0.6786 | 0.2932 | 0.1598 | 0.5800 | 0.2506 | 0.1273 | 0.4620 | 0.1996 | 0.0425 | 0.5221 | 0.0786 | 0.0477 | 0.5866 | 0.0883 | 0.0452 | 0.5557 | 0.0837 | 0.0426 | 0.5231 | 0.0787 | 0.2207 | 0.9134 | 0.3555 | 0.2275 | 0.9419 | 0.3665 | 0.2253 | 0.9327 | 0.3629 | 0.2218 | 0.9179 | 0.3572 | 0.0203 | 0.6044 | 0.0393 | 0.0221 | 0.6590 | 0.0428 | 0.0233 | 0.6948 | 0.0451 | 0.0222 | 0.6614 | 0.0430 | 0.2472 | 0.9086 | 0.3887 | 0.2533 | 0.9311 | 0.3983 | 0.2528 | 0.9292 | 0.3975 | 0.2493 | 0.9161 | 0.3919 | 0.0200 | 0.4434 | 0.0383 | 0.0223 | 0.4944 | 0.0427 | 0.0231 | 0.5117 | 0.0442 | 0.0216 | 0.4790 | 0.0414 | 0.1198 | 0.8193 | 0.2090 | 0.1328 | 0.9082 | 0.2316 | 0.1265 | 0.8657 | 0.2208 | 0.1200 | 0.8208 | 0.2093 | 0.0069 | 0.3246 | 0.0135 | 0.0096 | 0.4529 | 0.0189 | 0.0083 | 0.3921 | 0.0163 | 0.0070 | 0.3275 | 0.0136 | 0.0816 | 0.8004 | 0.1482 | 0.0899 | 0.8812 | 0.1631 | 0.0862 | 0.8451 | 0.1564 | 0.0819 | 0.8028 | 0.1486 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.1058 | 0.3459 | 0.1620 | 0.1656 | 0.5417 | 0.2537 | 0.1375 | 0.4498 | 0.2107 | 0.1059 | 0.3463 | 0.1622 | 0.1681 | 0.8819 | 0.2823 | 0.1756 | 0.9215 | 0.2950 | 0.1719 | 0.9020 | 0.2888 | 0.1681 | 0.8821 | 0.2824 | 0.0073 | 0.3457 | 0.0143 | 0.0079 | 0.375 | 0.0155 | 0.0128 | 0.6060 | 0.0250 | 0.0119 | 0.5625 | 0.0232 | 0.0540 | 0.6659 | 0.0999 | 0.0567 | 0.7 | 0.1050 | 0.0607 | 0.7488 | 0.1123 | 0.0588 | 0.7251 | 0.1087 | 0.1918 | 0.7904 | 0.3086 | 0.2071 | 0.8537 | 0.3334 | 0.1997 | 0.8230 | 0.3214 | 0.1919 | 0.7908 | 0.3088 | 0.0298 | 0.5375 | 0.0565 | 0.0309 | 0.5571 | 0.0585 | 0.0361 | 0.6503 | 0.0683 | 0.0351 | 0.6326 | 0.0665 | 0.1525 | 0.6965 | 0.2502 | 0.1656 | 0.7561 | 0.2717 | 0.1607 | 0.7338 | 0.2636 | 0.1539 | 0.7028 | 0.2525 |
The model card is truncated. Read the rest on Hugging Face.
- Task
- Token Classification
- Library
- transformers
- Type
- bert
- License
- afl-3.0
- Created
- Jul 17, 2024
- Updated
- Jul 17, 2024