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bert-base-multilingual-cased
nttaii/bert-base-multilingual-cased
bert-base-multilingual-cased 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 16, 2024
- Updated
- Jul 23, 2024
- SHA
- 5c9d42ee
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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
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: 0.2800
- Overall Strict Precision: 0.7741
- Overall Strict Recall: 0.7391
- Overall Strict F1: 0.7561
- Overall Ent Type Precision: 0.8533
- Overall Ent Type Recall: 0.8147
- Overall Ent Type F1: 0.8335
- Overall Partial Precision: 0.8258
- Overall Partial Recall: 0.7885
- Overall Partial F1: 0.8067
- Overall Exact Precision: 0.7839
- Overall Exact Recall: 0.7485
- Overall Exact F1: 0.7658
- Companyaddress Strict Precision: 0.2035
- Companyaddress Strict Recall: 0.7702
- Companyaddress Strict F1: 0.3220
- Companyaddress Ent Type Precision: 0.2404
- Companyaddress Ent Type Recall: 0.9097
- Companyaddress Ent Type F1: 0.3803
- Companyaddress Partial Precision: 0.2243
- Companyaddress Partial Recall: 0.8490
- Companyaddress Partial F1: 0.3549
- Companyaddress Exact Precision: 0.2048
- Companyaddress Exact Recall: 0.7751
- Companyaddress Exact F1: 0.3240
- Cardtype Strict Precision: 0.0460
- Cardtype Strict Recall: 0.5087
- Cardtype Strict F1: 0.0843
- Cardtype Ent Type Precision: 0.0530
- Cardtype Ent Type Recall: 0.5866
- Cardtype Ent Type F1: 0.0972
- Cardtype Partial Precision: 0.0496
- Cardtype Partial Recall: 0.5486
- Cardtype Partial F1: 0.0909
- Cardtype Exact Precision: 0.0460
- Cardtype Exact Recall: 0.5094
- Cardtype Exact F1: 0.0844
- Cardnumber Strict Precision: 0.0071
- Cardnumber Strict Recall: 0.3340
- Cardnumber Strict F1: 0.0138
- Cardnumber Ent Type Precision: 0.0099
- Cardnumber Ent Type Recall: 0.4674
- Cardnumber Ent Type F1: 0.0193
- Cardnumber Partial Precision: 0.0086
- Cardnumber Partial Recall: 0.4064
- Cardnumber Partial F1: 0.0168
- Cardnumber Exact Precision: 0.0072
- Cardnumber Exact Recall: 0.3392
- Cardnumber Exact F1: 0.0140
- Currencycode Strict Precision: 0.1001
- Currencycode Strict Recall: 0.5119
- Currencycode Strict F1: 0.1674
- Currencycode Ent Type Precision: 0.1003
- Currencycode Ent Type Recall: 0.5129
- Currencycode Ent Type F1: 0.1677
- Currencycode Partial Precision: 0.1003
- Currencycode Partial Recall: 0.5132
- Currencycode Partial F1: 0.1678
- Currencycode Exact Precision: 0.1002
- Currencycode Exact Recall: 0.5125
- Currencycode Exact F1: 0.1676
- 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
- Hotelname Strict Precision: 0.1087
- Hotelname Strict Recall: 0.3478
- Hotelname Strict F1: 0.1657
- Hotelname Ent Type Precision: 0.1720
- Hotelname Ent Type Recall: 0.5501
- Hotelname Ent Type F1: 0.2621
- Hotelname Partial Precision: 0.1419
- Hotelname Partial Recall: 0.4538
- Hotelname Partial F1: 0.2162
- Hotelname Exact Precision: 0.1089
- Hotelname Exact Recall: 0.3482
- Hotelname Exact F1: 0.1659
- Reservationnumber Strict Precision: 0.0308
- Reservationnumber Strict Recall: 0.4788
- Reservationnumber Strict F1: 0.0578
- Reservationnumber Ent Type Precision: 0.0324
- Reservationnumber Ent Type Recall: 0.5048
- Reservationnumber Ent Type F1: 0.0609
- Reservationnumber Partial Precision: 0.0400
- Reservationnumber Partial Recall: 0.6223
- Reservationnumber Partial F1: 0.0751
- Reservationnumber Exact Precision: 0.0383
- Reservationnumber Exact Recall: 0.5966
- Reservationnumber Exact F1: 0.0720
- Externalreservationnumber Strict Precision: 0.0053
- Externalreservationnumber Strict Recall: 0.3152
- Externalreservationnumber Strict F1: 0.0105
- Externalreservationnumber Ent Type Precision: 0.0059
- Externalreservationnumber Ent Type Recall: 0.3475
- Externalreservationnumber Ent Type F1: 0.0115
- Externalreservationnumber Partial Precision: 0.0105
- Externalreservationnumber Partial Recall: 0.6247
- Externalreservationnumber Partial F1: 0.0207
- Externalreservationnumber Exact Precision: 0.0097
- Externalreservationnumber Exact Recall: 0.5749
- Externalreservationnumber Exact F1: 0.0191
- Grossamount Strict Precision: 0.1648
- Grossamount Strict Recall: 0.6710
- Grossamount Strict F1: 0.2646
- Grossamount Ent Type Precision: 0.1799
- Grossamount Ent Type Recall: 0.7324
- Grossamount Ent Type F1: 0.2889
- Grossamount Partial Precision: 0.1742
- Grossamount Partial Recall: 0.7094
- Grossamount Partial F1: 0.2798
- Grossamount Exact Precision: 0.1663
- Grossamount Exact Recall: 0.6772
- Grossamount Exact F1: 0.2671
- Roomno Strict Precision: 0.2505
- Roomno Strict Recall: 0.8337
- Roomno Strict F1: 0.3852
- Roomno Ent Type Precision: 0.2516
- Roomno Ent Type Recall: 0.8374
- Roomno Ent Type F1: 0.3869
- Roomno Partial Precision: 0.2535
- Roomno Partial Recall: 0.8439
- Roomno Partial F1: 0.3899
- Roomno Exact Precision: 0.2529
- Roomno Exact Recall: 0.8417
- Roomno Exact F1: 0.3889
- Hotelcountry Strict Precision: 0.0536
- Hotelcountry Strict Recall: 0.7609
- Hotelcountry Strict F1: 0.1001
- Hotelcountry Ent Type Precision: 0.0545
- Hotelcountry Ent Type Recall: 0.7743
- Hotelcountry Ent Type F1: 0.1018
- Hotelcountry Partial Precision: 0.0560
- Hotelcountry Partial Recall: 0.7959
- Hotelcountry Partial F1: 0.1047
- Hotelcountry Exact Precision: 0.0555
- Hotelcountry Exact Recall: 0.7882
- Hotelcountry Exact F1: 0.1036
- Hoteladdress Strict Precision: 0.1369
- Hoteladdress Strict Recall: 0.4879
- Hoteladdress Strict F1: 0.2138
- Hoteladdress Ent Type Precision: 0.1983
- Hoteladdress Ent Type Recall: 0.7067
- Hoteladdress Ent Type F1: 0.3097
- Hoteladdress Partial Precision: 0.1695
- Hoteladdress Partial Recall: 0.6041
- Hoteladdress Partial F1: 0.2647
- Hoteladdress Exact Precision: 0.1374
- Hoteladdress Exact Recall: 0.4895
- Hoteladdress Exact F1: 0.2145
- Taxamount Strict Precision: 0.0852
- Taxamount Strict Recall: 0.7809
- Taxamount Strict F1: 0.1536
- Taxamount Ent Type Precision: 0.0956
- Taxamount Ent Type Recall: 0.8769
- Taxamount Ent Type F1: 0.1724
- Taxamount Partial Precision: 0.0908
- Taxamount Partial Recall: 0.8328
- Taxamount Partial F1: 0.1638
- Taxamount Exact Precision: 0.0854
- Taxamount Exact Recall: 0.7834
- Taxamount Exact F1: 0.1541
- Netamount Strict Precision: 0.0962
- Netamount Strict Recall: 0.7527
- Netamount Strict F1: 0.1706
- Netamount Ent Type Precision: 0.1081
- Netamount Ent Type Recall: 0.8451
- Netamount Ent Type F1: 0.1916
- Netamount Partial Precision: 0.1037
- Netamount Partial Recall: 0.8112
- Netamount Partial F1: 0.1839
- Netamount Exact Precision: 0.0975
- Netamount Exact Recall: 0.7623
- Netamount Exact F1: 0.1728
- Crewtype Strict Precision: 0.0
- Crewtype Strict Recall: 0
- Crewtype Strict F1: 0
- Crewtype Ent Type Precision: 0.0
- Crewtype Ent Type Recall: 0
- Crewtype Ent Type F1: 0
- Crewtype Partial Precision: 0.0
- Crewtype Partial Recall: 0
- Crewtype Partial F1: 0
- Crewtype Exact Precision: 0.0
- Crewtype Exact Recall: 0
- Crewtype Exact F1: 0
- Hotelvatnumber Strict Precision: 0.1305
- Hotelvatnumber Strict Recall: 0.6986
- Hotelvatnumber Strict F1: 0.2199
- Hotelvatnumber Ent Type Precision: 0.1395
- Hotelvatnumber Ent Type Recall: 0.7470
- Hotelvatnumber Ent Type F1: 0.2351
- Hotelvatnumber Partial Precision: 0.1429
- Hotelvatnumber Partial Recall: 0.7653
- Hotelvatnumber Partial F1: 0.2409
- Hotelvatnumber Exact Precision: 0.1379
- Hotelvatnumber Exact Recall: 0.7383
- Hotelvatnumber Exact F1: 0.2324
- Hoteltaxcode Strict Precision: 0.0312
- Hoteltaxcode Strict Recall: 0.5027
- Hoteltaxcode Strict F1: 0.0588
- Hoteltaxcode Ent Type Precision: 0.0336
- Hoteltaxcode Ent Type Recall: 0.5407
- Hoteltaxcode Ent Type F1: 0.0632
- Hoteltaxcode Partial Precision: 0.0361
- Hoteltaxcode Partial Recall: 0.5816
- Hoteltaxcode Partial F1: 0.0680
- Hoteltaxcode Exact Precision: 0.0346
- Hoteltaxcode Exact Recall: 0.5575
- Hoteltaxcode Exact F1: 0.0652
- Arrivaltrainno Strict Precision: 0.0
- Arrivaltrainno Strict Recall: 0
- Arrivaltrainno Strict F1: 0
- Arrivaltrainno Ent Type Precision: 0.0
- Arrivaltrainno Ent Type Recall: 0
- Arrivaltrainno Ent Type F1: 0
- Arrivaltrainno Partial Precision: 0.0
- Arrivaltrainno Partial Recall: 0
- Arrivaltrainno Partial F1: 0
- Arrivaltrainno Exact Precision: 0.0
- Arrivaltrainno Exact Recall: 0
- Arrivaltrainno Exact F1: 0
- Documenttype Strict Precision: 0.2012
- Documenttype Strict Recall: 0.7783
- Documenttype Strict F1: 0.3197
- Documenttype Ent Type Precision: 0.2188
- Documenttype Ent Type Recall: 0.8464
- Documenttype Ent Type F1: 0.3477
- Documenttype Partial Precision: 0.2102
- Documenttype Partial Recall: 0.8134
- Documenttype Partial F1: 0.3341
- Documenttype Exact Precision: 0.2013
- Documenttype Exact Recall: 0.7789
- Documenttype Exact F1: 0.3200
- Hotelphonenumber Strict Precision: 0.1756
- Hotelphonenumber Strict Recall: 0.8060
- Hotelphonenumber Strict F1: 0.2884
- Hotelphonenumber Ent Type Precision: 0.1995
- Hotelphonenumber Ent Type Recall: 0.9159
- Hotelphonenumber Ent Type F1: 0.3277
- Hotelphonenumber Partial Precision: 0.1878
- Hotelphonenumber Partial Recall: 0.8621
- Hotelphonenumber Partial F1: 0.3084
- Hotelphonenumber Exact Precision: 0.1757
- Hotelphonenumber Exact Recall: 0.8067
- Hotelphonenumber Exact F1: 0.2886
- Hotelemail Strict Precision: 0.1759
- Hotelemail Strict Recall: 0.8913
- Hotelemail Strict F1: 0.2939
- Hotelemail Ent Type Precision: 0.1832
- Hotelemail Ent Type Recall: 0.9281
- Hotelemail Ent Type F1: 0.3060
- Hotelemail Partial Precision: 0.1797
- Hotelemail Partial Recall: 0.9100
- Hotelemail Partial F1: 0.3001
- Hotelemail Exact Precision: 0.1760
- Hotelemail Exact Recall: 0.8915
- Hotelemail Exact F1: 0.2940
- Hotelzipcode Strict Precision: 0.1897
- Hotelzipcode Strict Recall: 0.7206
- Hotelzipcode Strict F1: 0.3003
- Hotelzipcode Ent Type Precision: 0.2008
- Hotelzipcode Ent Type Recall: 0.7629
- Hotelzipcode Ent Type F1: 0.3179
- Hotelzipcode Partial Precision: 0.1969
- Hotelzipcode Partial Recall: 0.7479
- Hotelzipcode Partial F1: 0.3117
- Hotelzipcode Exact Precision: 0.1908
- Hotelzipcode Exact Recall: 0.7249
- Hotelzipcode Exact F1: 0.3021
- Invoicedate Strict Precision: 0.2317
- Invoicedate Strict Recall: 0.9111
- Invoicedate Strict F1: 0.3695
- Invoicedate Ent Type Precision: 0.2371
- Invoicedate Ent Type Recall: 0.9322
- Invoicedate Ent Type F1: 0.3780
- Invoicedate Partial Precision: 0.2362
- Invoicedate Partial Recall: 0.9286
- Invoicedate Partial F1: 0.3766
- Invoicedate Exact Precision: 0.2334
- Invoicedate Exact Recall: 0.9178
- Invoicedate Exact F1: 0.3722
- 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
- Checkout Strict Precision: 0.2578
- Checkout Strict Recall: 0.9222
- Checkout Strict F1: 0.4030
- Checkout Ent Type Precision: 0.2616
- Checkout Ent Type Recall: 0.9356
- Checkout Ent Type F1: 0.4089
- Checkout Partial Precision: 0.2613
- Checkout Partial Recall: 0.9346
- Checkout Partial F1: 0.4084
- Checkout Exact Precision: 0.2593
- Checkout Exact Recall: 0.9273
- Checkout Exact F1: 0.4052
- Companyzipcode Strict Precision: 0.2352
- Companyzipcode Strict Recall: 0.9159
- Companyzipcode Strict F1: 0.3743
- Companyzipcode Ent Type Precision: 0.2414
- Companyzipcode Ent Type Recall: 0.9402
- Companyzipcode Ent Type F1: 0.3842
- Companyzipcode Partial Precision: 0.2406
- Companyzipcode Partial Recall: 0.9370
- Companyzipcode Partial F1: 0.3829
- Companyzipcode Exact Precision: 0.2370
- Companyzipcode Exact Recall: 0.9229
- Companyzipcode Exact F1: 0.3771
- Hotelfaxnumber Strict Precision: 0.1252
- Hotelfaxnumber Strict Recall: 0.8057
- Hotelfaxnumber Strict F1: 0.2168
- Hotelfaxnumber Ent Type Precision: 0.1397
- Hotelfaxnumber Ent Type Recall: 0.8986
- Hotelfaxnumber Ent Type F1: 0.2418
- Hotelfaxnumber Partial Precision: 0.1327
- Hotelfaxnumber Partial Recall: 0.8541
- Hotelfaxnumber Partial F1: 0.2298
- Hotelfaxnumber Exact Precision: 0.1255
- Hotelfaxnumber Exact Recall: 0.8072
- Hotelfaxnumber Exact F1: 0.2172
- Checkin Strict Precision: 0.2571
- Checkin Strict Recall: 0.9124
- Checkin Strict F1: 0.4011
- Checkin Ent Type Precision: 0.2628
- Checkin Ent Type Recall: 0.9326
- Checkin Ent Type F1: 0.4100
- Checkin Partial Precision: 0.2619
- Checkin Partial Recall: 0.9296
- Checkin Partial F1: 0.4087
- Checkin Exact Precision: 0.2588
- Checkin Exact Recall: 0.9185
- Checkin Exact F1: 0.4038
- Companycity Strict Precision: 0.2187
- Companycity Strict Recall: 0.8405
- Companycity Strict F1: 0.3470
- Companycity Ent Type Precision: 0.2337
- Companycity Ent Type Recall: 0.8981
- Companycity Ent Type F1: 0.3708
- Companycity Partial Precision: 0.2312
- Companycity Partial Recall: 0.8887
- Companycity Partial F1: 0.3669
- Companycity Exact Precision: 0.2228
- Companycity Exact Recall: 0.8565
- Companycity Exact F1: 0.3537
- Bookingnumber Strict Precision: 0.0209
- Bookingnumber Strict Recall: 0.5353
- Bookingnumber Strict F1: 0.0401
- Bookingnumber Ent Type Precision: 0.0232
- Bookingnumber Ent Type Recall: 0.5965
- Bookingnumber Ent Type F1: 0.0447
- Bookingnumber Partial Precision: 0.0253
- Bookingnumber Partial Recall: 0.6502
- Bookingnumber Partial F1: 0.0488
- Bookingnumber Exact Precision: 0.0238
- Bookingnumber Exact Recall: 0.6119
- Bookingnumber Exact F1: 0.0459
- Companyvatnumber Strict Precision: 0.0548
- Companyvatnumber Strict Recall: 0.6650
- Companyvatnumber Strict F1: 0.1013
- Companyvatnumber Ent Type Precision: 0.0585
- Companyvatnumber Ent Type Recall: 0.7096
- Companyvatnumber Ent Type F1: 0.1081
- Companyvatnumber Partial Precision: 0.0625
- Companyvatnumber Partial Recall: 0.7579
- Companyvatnumber Partial F1: 0.1154
- Companyvatnumber Exact Precision: 0.0602
- Companyvatnumber Exact Recall: 0.7301
- Companyvatnumber Exact F1: 0.1112
- Companycountry Strict Precision: 0.1515
- Companycountry Strict Recall: 0.8793
- Companycountry Strict F1: 0.2585
- Companycountry Ent Type Precision: 0.1526
- Companycountry Ent Type Recall: 0.8855
- Companycountry Ent Type F1: 0.2603
- Companycountry Partial Precision: 0.1558
- Companycountry Partial Recall: 0.9040
- Companycountry Partial F1: 0.2658
- Companycountry Exact Precision: 0.1550
- Companycountry Exact Recall: 0.8998
- Companycountry Exact F1: 0.2645
- 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: 0.0
- Trafficdate Partial Recall: 0.0
- Trafficdate Partial F1: 0
- Trafficdate Exact Precision: 0.0
- Trafficdate Exact Recall: 0.0
- Trafficdate Exact F1: 0
- Companyname Strict Precision: 0.1913
- Companyname Strict Recall: 0.7048
- Companyname Strict F1: 0.3009
- Companyname Ent Type Precision: 0.2354
- Companyname Ent Type Recall: 0.8676
- Companyname Ent Type F1: 0.3704
- Companyname Partial Precision: 0.2160
- Companyname Partial Recall: 0.7961
- Companyname Partial F1: 0.3398
- Companyname Exact Precision: 0.1923
- Companyname Exact Recall: 0.7087
- Companyname Exact F1: 0.3025
- Hotelcity Strict Precision: 0.1827
- Hotelcity Strict Recall: 0.6817
- Hotelcity Strict F1: 0.2882
- Hotelcity Ent Type Precision: 0.1965
- Hotelcity Ent Type Recall: 0.7330
- Hotelcity Ent Type F1: 0.3099
- Hotelcity Partial Precision: 0.1935
- Hotelcity Partial Recall: 0.7219
- Hotelcity Partial F1: 0.3052
- Hotelcity Exact Precision: 0.1855
- Hotelcity Exact Recall: 0.6922
- Hotelcity Exact F1: 0.2926
- Pageno Strict Precision: 0.1327
- Pageno Strict Recall: 0.8295
- Pageno Strict F1: 0.2287
- Pageno Ent Type Precision: 0.1339
- Pageno Ent Type Recall: 0.8375
- Pageno Ent Type F1: 0.2309
- Pageno Partial Precision: 0.1338
- Pageno Partial Recall: 0.8364
- Pageno Partial F1: 0.2306
- Pageno Exact Precision: 0.1331
- Pageno Exact Recall: 0.8324
- Pageno Exact F1: 0.2295
- Travellername Strict Precision: 0.1779
- Travellername Strict Recall: 0.5629
- Travellername Strict F1: 0.2703
- Travellername Ent Type Precision: 0.2411
- Travellername Ent Type Recall: 0.7629
- Travellername Ent Type F1: 0.3664
- Travellername Partial Precision: 0.2108
- Travellername Partial Recall: 0.6672
- Travellername Partial F1: 0.3204
- Travellername Exact Precision: 0.1788
- Travellername Exact Recall: 0.5657
- Travellername Exact F1: 0.2717
- Invoicenumber Strict Precision: 0.2193
- Invoicenumber Strict Recall: 0.8622
- Invoicenumber Strict F1: 0.3497
- Invoicenumber Ent Type Precision: 0.2325
- Invoicenumber Ent Type Recall: 0.9139
- Invoicenumber Ent Type F1: 0.3706
- Invoicenumber Partial Precision: 0.2279
- Invoicenumber Partial Recall: 0.8961
- Invoicenumber Partial F1: 0.3634
- Invoicenumber Exact Precision: 0.2212
- Invoicenumber Exact Recall: 0.8695
- Invoicenumber Exact F1: 0.3527
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: 1e-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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | 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 | Invoicenumber Strict Precision | Invoicenumber Strict Recall | Invoicenumber Strict F1 | Invoicenumber Ent Type Precision | Invoicenumber Ent Type Recall | Invoicenumber Ent Type F1 | Invoicenumber Partial Precision | Invoicenumber Partial Recall | Invoicenumber Partial F1 | Invoicenumber Exact Precision | Invoicenumber Exact Recall | Invoicenumber Exact F1 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0.1482 | 1.0 | 9043 | 0.2118 | 0.7787 | 0.7049 | 0.7400 | 0.8644 | 0.7825 | 0.8214 | 0.8358 | 0.7566 | 0.7942 | 0.7898 | 0.7150 | 0.7505 | 0.2198 | 0.7541 | 0.3404 | 0.2610 | 0.8954 | 0.4041 | 0.2430 | 0.8339 | 0.3764 | 0.2211 | 0.7586 | 0.3424 | 0.0509 | 0.4997 | 0.0924 | 0.0586 | 0.5749 | 0.1063 | 0.0548 | 0.5380 | 0.0995 | 0.0510 | 0.5001 | 0.0925 | 0.0094 | 0.3869 | 0.0183 | 0.0130 | 0.5377 | 0.0254 | 0.0113 | 0.4648 | 0.0220 | 0.0094 | 0.3889 | 0.0184 | 0.1173 | 0.4442 | 0.1856 | 0.1182 | 0.4475 | 0.1870 | 0.1179 | 0.4466 | 0.1866 | 0.1174 | 0.4446 | 0.1858 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.1231 | 0.3209 | 0.1779 | 0.1950 | 0.5082 | 0.2818 | 0.1618 | 0.4218 | 0.2339 | 0.1234 | 0.3216 | 0.1784 | 0.0388 | 0.4434 | 0.0713 | 0.0406 | 0.4640 | 0.0746 | 0.0518 | 0.5924 | 0.0953 | 0.0494 | 0.5648 | 0.0909 | 0.0004 | 0.0398 | 0.0008 | 0.0046 | 0.4627 | 0.0090 | 0.0044 | 0.4428 | 0.0086 | 0.0018 | 0.1816 | 0.0035 | 0.1816 | 0.5989 | 0.2787 | 0.2003 | 0.6607 | 0.3074 | 0.1964 | 0.6478 | 0.3014 | 0.1863 | 0.6145 | 0.2859 | 0.2679 | 0.7849 | 0.3994 | 0.2700 | 0.7911 | 0.4025 | 0.2716 | 0.7959 | 0.4050 | 0.2705 | 0.7925 | 0.4033 | 0.0591 | 0.7390 | 0.1095 | 0.0603 | 0.7543 | 0.1117 | 0.0622 | 0.7780 | 0.1153 | 0.0614 | 0.7679 | 0.1138 | 0.1471 | 0.4617 | 0.2232 | 0.2175 | 0.6823 | 0.3298 | 0.1859 | 0.5833 | 0.2820 | 0.1485 | 0.4659 | 0.2252 | 0.0904 | 0.6466 | 0.1587 | 0.1056 | 0.7548 | 0.1852 | 0.1004 | 0.7180 | 0.1762 | 0.0923 | 0.6599 | 0.1619 | 0.0976 | 0.6368 | 0.1693 | 0.1135 | 0.7405 | 0.1969 | 0.1099 | 0.7172 | 0.1907 | 0.1013 | 0.6607 | 0.1756 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.1467 | 0.6631 | 0.2403 | 0.1590 | 0.7185 | 0.2604 | 0.1613 | 0.7288 | 0.2641 | 0.1543 | 0.6974 | 0.2527 | 0.0434 | 0.5338 | 0.0803 | 0.0474 | 0.5829 | 0.0877 | 0.0495 | 0.6079 | 0.0915 | 0.0469 | 0.5766 | 0.0868 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.2208 | 0.7351 | 0.3396 | 0.2429 | 0.8087 | 0.3737 | 0.2323 | 0.7732 | 0.3572 | 0.2210 | 0.7358 | 0.3399 | 0.1929 | 0.8001 | 0.3108 | 0.2174 | 0.9019 | 0.3504 | 0.2062 | 0.8554 | 0.3323 | 0.1938 | 0.8040 | 0.3123 | 0.1932 | 0.8590 | 0.3155 | 0.2012 | 0.8943 | 0.3284 | 0.1973 | 0.8770 | 0.3221 | 0.1933 | 0.8593 | 0.3156 | 0.2107 | 0.6954 | 0.3234 | 0.2227 | 0.7348 | 0.3418 | 0.2193 | 0.7237 | 0.3366 | 0.2128 | 0.7022 | 0.3266 | 0.2543 | 0.8943 | 0.3960 | 0.2614 | 0.9195 | 0.4071 | 0.2602 | 0.9154 | 0.4053 | 0.2564 | 0.9020 | 0.3993 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.2821 | 0.9009 | 0.4296 | 0.2872 | 0.9172 | 0.4374 | 0.2865 | 0.9150 | 0.4363 | 0.2838 | 0.9063 | 0.4322 | 0.2535 | 0.9021 | 0.3957 | 0.2612 | 0.9297 | 0.4078 | 0.2597 | 0.9243 | 0.4055 | 0.2550 | 0.9074 | 0.3981 | 0.1378 | 0.8016 | 0.2351 | 0.1527 | 0.8885 | 0.2606 | 0.1460 | 0.8493 | 0.2492 | 0.1384 | 0.8052 | 0.2362 | 0.2843 | 0.8981 | 0.4319 | 0.2906 | 0.9179 | 0.4414 | 0.2898 | 0.9156 | 0.4403 | 0.2863 | 0.9045 | 0.4349 | 0.2379 | 0.8293 | 0.3697 | 0.2540 | 0.8855 | 0.3947 | 0.2508 | 0.8744 | 0.3898 | 0.2420 | 0.8436 | 0.3761 | 0.0270 | 0.5067 | 0.0513 | 0.0331 | 0.6209 | 0.0629 | 0.0325 | 0.6086 | 0.0616 | 0.0291 | 0.5464 | 0.0553 | 0.0637 | 0.6347 | 0.1158 | 0.0689 | 0.6864 | 0.1252 | 0.0728 | 0.7255 | 0.1324 | 0.0694 | 0.6910 | 0.1261 | 0.1669 | 0.8388 | 0.2784 | 0.1681 | 0.8449 | 0.2804 | 0.1721 | 0.8650 | 0.2871 | 0.1711 | 0.8598 | 0.2854 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.2036 | 0.6830 | 0.3137 | 0.2563 | 0.8599 | 0.3950 | 0.2342 | 0.7855 | 0.3608 | 0.2058 | 0.6905 | 0.3171 | 0.2005 | 0.6465 | 0.3061 | 0.2178 | 0.7023 | 0.3325 | 0.2147 | 0.6922 | 0.3277 | 0.2048 | 0.6603 | 0.3126 | 0.1447 | 0.8322 | 0.2466 | 0.1462 | 0.8407 | 0.2491 | 0.1458 | 0.8382 | 0.2484 | 0.1451 | 0.8340 | 0.2471 | 0.1885 | 0.5387 | 0.2793 | 0.2575 | 0.7359 | 0.3815 | 0.2243 | 0.6411 | 0.3323 | 0.1892 | 0.5408 | 0.2804 | 0.2399 | 0.8369 | 0.3729 | 0.2575 | 0.8981 | 0.4002 | 0.2508 | 0.8749 | 0.3899 | 0.2417 | 0.8432 | 0.3757 |
| 0.1116 | 2.0 | 18086 | 0.2282 | 0.7836 | 0.7219 | 0.7515 | 0.8650 | 0.7969 | 0.8295 | 0.8373 | 0.7713 | 0.8030 | 0.7939 | 0.7314 | 0.7614 | 0.2213 | 0.7663 | 0.3434 | 0.2600 | 0.9004 | 0.4035 | 0.2436 | 0.8437 | 0.3780 | 0.2226 | 0.7711 | 0.3455 | 0.0561 | 0.4693 | 0.1001 | 0.0647 | 0.5418 | 0.1156 | 0.0605 | 0.5061 | 0.1080 | 0.0561 | 0.4697 | 0.1002 | 0.0079 | 0.3128 | 0.0153 | 0.0115 | 0.4591 | 0.0225 | 0.0098 | 0.3917 | 0.0192 | 0.0080 | 0.3176 | 0.0156 | 0.1126 | 0.4813 | 0.1825 | 0.1135 | 0.4850 | 0.1840 | 0.1132 | 0.4836 | 0.1834 | 0.1127 | 0.4816 | 0.1827 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.1219 | 0.3454 | 0.1802 | 0.1923 | 0.5450 | 0.2843 | 0.1591 | 0.4508 | 0.2351 | 0.1221 | 0.3460 | 0.1805 | 0.0379 | 0.4560 | 0.0699 | 0.0407 | 0.4900 | 0.0752 | 0.0508 | 0.6120 | 0.0939 | 0.0478 | 0.5752 | 0.0882 | 0.0021 | 0.2872 | 0.0041 | 0.0025 | 0.3514 | 0.0050 | 0.0042 | 0.5845 | 0.0084 | 0.0039 | 0.5405 | 0.0077 | 0.1829 | 0.6168 | 0.2821 | 0.2024 | 0.6824 | 0.3121 | 0.1956 | 0.6596 | 0.3017 | 0.1855 | 0.6256 | 0.2862 | 0.2787 | 0.8036 | 0.4138 | 0.2803 | 0.8082 | 0.4162 | 0.2828 | 0.8155 | 0.4200 | 0.2818 | 0.8128 | 0.4185 | 0.0582 | 0.7579 | 0.1082 | 0.0596 | 0.7759 | 0.1107 | 0.0601 | 0.7814 | 0.1115 | 0.0593 | 0.7714 | 0.1101 | 0.1472 | 0.4832 | 0.2257 | 0.2144 | 0.7037 | 0.3286 | 0.1828 | 0.6002 | 0.2803 | 0.1479 | 0.4854 | 0.2267 | 0.0929 | 0.7615 | 0.1655 | 0.1036 | 0.8496 | 0.1847 | 0.0987 | 0.8095 | 0.1760 | 0.0932 | 0.7640 | 0.1661 | 0.1062 | 0.6826 | 0.1838 | 0.1201 | 0.7717 | 0.2078 | 0.1165 | 0.7485 | 0.2016 | 0.1090 | 0.7005 | 0.1887 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.1388 | 0.6877 | 0.2310 | 0.1497 | 0.7417 | 0.2491 | 0.1513 | 0.7495 | 0.2517 | 0.1454 | 0.7204 | 0.2419 | 0.0426 | 0.4796 | 0.0782 | 0.0464 | 0.5227 | 0.0852 | 0.0507 | 0.5710 | 0.0931 | 0.0480 | 0.5410 | 0.0882 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.2146 | 0.7785 | 0.3364 | 0.2344 | 0.8505 | 0.3675 | 0.2248 | 0.8157 | 0.3525 | 0.2148 | 0.7792 | 0.3367 | 0.1920 | 0.8093 | 0.3103 | 0.2166 | 0.9130 | 0.3501 | 0.2047 | 0.8629 | 0.3309 | 0.1922 | 0.8104 | 0.3108 | 0.1913 | 0.8751 | 0.3139 | 0.1993 | 0.9120 | 0.3272 | 0.1954 | 0.8939 | 0.3207 | 0.1913 | 0.8754 | 0.3140 | 0.2050 | 0.7125 | 0.3184 | 0.2157 | 0.7499 | 0.3350 | 0.2120 | 0.7369 | 0.3293 | 0.2061 | 0.7164 | 0.3201 | 0.2540 | 0.9066 | 0.3968 | 0.2600 | 0.9281 | 0.4062 | 0.2594 | 0.9258 | 0.4052 | 0.2563 | 0.9148 | 0.4004 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.2814 | 0.9109 | 0.4300 | 0.2854 | 0.9236 | 0.4360 | 0.2850 | 0.9225 | 0.4355 | 0.2829 | 0.9157 | 0.4323 | 0.2539 | 0.8976 | 0.3958 | 0.2610 | 0.9227 | 0.4069 | 0.2607 | 0.9216 | 0.4064 | 0.2562 | 0.9058 | 0.3994 | 0.1374 | 0.8132 | 0.2351 | 0.1517 | 0.8979 | 0.2596 | 0.1447 | 0.8562 | 0.2475 | 0.1375 | 0.8135 | 0.2352 | 0.2801 | 0.8981 | 0.4271 | 0.2859 | 0.9164 | 0.4358 | 0.2859 | 0.9166 | 0.4359 | 0.2825 | 0.9056 | 0.4306 | 0.2379 | 0.8323 | 0.3700 | 0.2536 | 0.8872 | 0.3944 | 0.2509 | 0.8778 | 0.3902 | 0.2421 | 0.8471 | 0.3766 | 0.0238 | 0.5498 | 0.0457 | 0.0282 | 0.6499 | 0.0540 | 0.0280 | 0.6450 | 0.0536 | 0.0256 | 0.5908 | 0.0491 | 0.0605 | 0.6284 | 0.1103 | 0.0655 | 0.6804 | 0.1194 | 0.0706 | 0.7343 | 0.1289 | 0.0672 | 0.6983 | 0.1226 | 0.1681 | 0.8425 | 0.2803 | 0.1694 | 0.8487 | 0.2824 | 0.1738 | 0.8707 | 0.2897 | 0.1728 | 0.8659 | 0.2881 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.2088 | 0.7077 | 0.3225 | 0.2550 | 0.8644 | 0.3939 | 0.2355 | 0.7982 | 0.3637 | 0.2104 | 0.7131 | 0.3249 | 0.1955 | 0.6689 | 0.3026 | 0.2107 | 0.7207 | 0.3260 | 0.2069 | 0.7077 | 0.3201 | 0.1983 | 0.6782 | 0.3068 | 0.1459 | 0.8141 | 0.2474 | 0.1473 | 0.8219 | 0.2498 | 0.1469 | 0.8196 | 0.2491 | 0.1461 | 0.8155 | 0.2479 | 0.1936 | 0.5346 | 0.2842 | 0.2653 | 0.7328 | 0.3896 | 0.2311 | 0.6381 | 0.3393 | 0.1945 | 0.5373 | 0.2857 | 0.2393 | 0.8436 | 0.3729 | 0.2557 | 0.9012 | 0.3983 | 0.2501 | 0.8815 | 0.3896 | 0.2417 | 0.8518 | 0.3765 |
| 0.0918 | 3.0 | 27129 | 0.2355 | 0.7791 | 0.7357 | 0.7568 | 0.8578 | 0.8101 | 0.8333 | 0.8299 | 0.7838 | 0.8062 | 0.7883 | 0.7444 | 0.7657 | 0.2099 | 0.7748 | 0.3303 | 0.2459 | 0.9075 | 0.3869 | 0.2307 | 0.8515 | 0.3630 | 0.2114 | 0.7804 | 0.3327 | 0.0491 | 0.5005 | 0.0895 | 0.0563 | 0.5733 | 0.1025 | 0.0528 | 0.5376 | 0.0961 | 0.0492 | 0.5012 | 0.0896 | 0.0091 | 0.3485 | 0.0177 | 0.0117 | 0.4466 | 0.0227 | 0.0105 | 0.4023 | 0.0205 | 0.0092 | 0.3520 | 0.0179 | 0.1079 | 0.4921 | 0.1769 | 0.1087 | 0.4957 | 0.1782 | 0.1084 | 0.4944 | 0.1778 | 0.1079 | 0.4925 | 0.1771 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.1128 | 0.3488 | 0.1705 | 0.1778 | 0.5500 | 0.2688 | 0.1470 | 0.4545 | 0.2221 | 0.1130 | 0.3494 | 0.1707 | 0.0320 | 0.5381 | 0.0605 | 0.0340 | 0.5718 | 0.0642 | 0.0386 | 0.6488 | 0.0729 | 0.0367 | 0.6173 | 0.0694 | 0.0032 | 0.3373 | 0.0063 | 0.0037 | 0.3876 | 0.0073 | 0.0056 | 0.5957 | 0.0111 | 0.0050 | 0.5263 | 0.0098 | 0.1711 | 0.6513 | 0.2710 | 0.1884 | 0.7173 | 0.2985 | 0.1823 | 0.6938 | 0.2887 | 0.1732 | 0.6593 | 0.2744 | 0.2604 | 0.8242 | 0.3958 | 0.2624 | 0.8304 | 0.3988 | 0.2638 | 0.8349 | 0.4009 | 0.2627 | 0.8315 | 0.3993 | 0.0550 | 0.7807 | 0.1028 | 0.0558 | 0.7914 | 0.1042 | 0.0565 | 0.8009 | 0.1055 | 0.0561 | 0.7950 | 0.1047 | 0.1407 | 0.4962 | 0.2193 | 0.2022 | 0.7130 | 0.3151 | 0.1735 | 0.6117 | 0.2703 | 0.1414 | 0.4986 | 0.2203 | 0.0880 | 0.7480 | 0.1574 | 0.0992 | 0.8439 | 0.1776 | 0.0942 | 0.8009 | 0.1685 | 0.0883 | 0.7510 | 0.1580 | 0.0997 | 0.7120 | 0.1750 | 0.1116 | 0.7966 | 0.1958 | 0.1082 | 0.7721 | 0.1898 | 0.1018 | 0.7269 | 0.1786 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.1337 | 0.6903 | 0.2241 | 0.1431 | 0.7386 | 0.2397 | 0.1473 | 0.7601 | 0.2467 | 0.1422 | 0.7340 | 0.2382 | 0.0323 | 0.5237 | 0.0608 | 0.0350 | 0.5673 | 0.0659 | 0.0369 | 0.5987 | 0.0696 | 0.0350 | 0.5677 | 0.0660 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.2077 | 0.7726 | 0.3273 | 0.2273 | 0.8455 | 0.3582 | 0.2179 | 0.8105 | 0.3434 | 0.2079 | 0.7734 | 0.3277 | 0.1813 | 0.8130 | 0.2965 | 0.2041 | 0.9150 | 0.3337 | 0.1929 | 0.8649 | 0.3155 | 0.1815 | 0.8136 | 0.2968 | 0.1805 | 0.8940 | 0.3004 | 0.1872 | 0.9268 | 0.3115 | 0.1839 | 0.9107 | 0.3060 | 0.1806 | 0.8942 | 0.3005 | 0.1912 | 0.7154 | 0.3018 | 0.2017 | 0.7543 | 0.3182 | 0.1979 | 0.7403 | 0.3123 | 0.1922 | 0.7188 | 0.3032 | 0.2385 | 0.9167 | 0.3785 | 0.2438 | 0.9373 | 0.3870 | 0.2431 | 0.9346 | 0.3859 | 0.2404 | 0.9242 | 0.3816 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.2660 | 0.9179 | 0.4125 | 0.2702 | 0.9324 | 0.4190 | 0.2694 | 0.9296 | 0.4177 | 0.2672 | 0.9220 | 0.4143 | 0.2407 | 0.9125 | 0.3809 | 0.2467 | 0.9351 | 0.3904 | 0.2463 | 0.9338 | 0.3898 | 0.2427 | 0.9201 | 0.3841 | 0.1300 | 0.8212 | 0.2245 | 0.1433 | 0.9049 | 0.2473 | 0.1370 | 0.8651 | 0.2365 | 0.1303 | 0.8229 | 0.2249 | 0.2660 | 0.9106 | 0.4117 | 0.2714 | 0.9293 | 0.4201 | 0.2707 | 0.9267 | 0.4190 | 0.2676 | 0.9163 | 0.4143 | 0.2246 | 0.8355 | 0.3540 | 0.2395 | 0.8911 | 0.3775 | 0.2372 | 0.8825 | 0.3739 | 0.2288 | 0.8512 | 0.3606 | 0.0178 | 0.5457 | 0.0344 | 0.0209 | 0.6426 | 0.0405 | 0.0213 | 0.6548 | 0.0413 | 0.0196 | 0.6016 | 0.0379 | 0.0584 | 0.6477 | 0.1071 | 0.0627 | 0.6951 | 0.1150 | 0.0676 | 0.7498 | 0.1240 | 0.0649 | 0.7205 | 0.1191 | 0.1565 | 0.8750 | 0.2655 | 0.1576 | 0.8811 | 0.2674 | 0.1607 | 0.8985 | 0.2726 | 0.1599 | 0.8940 | 0.2713 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.1961 | 0.7138 | 0.3077 | 0.2412 | 0.8780 | 0.3785 | 0.2216 | 0.8067 | 0.3478 | 0.1976 | 0.7193 | 0.3101 | 0.1850 | 0.6720 | 0.2901 | 0.1986 | 0.7215 | 0.3114 | 0.1954 | 0.7102 | 0.3065 | 0.1876 | 0.6816 | 0.2942 | 0.1361 | 0.8325 | 0.2340 | 0.1374 | 0.8404 | 0.2362 | 0.1370 | 0.8376 | 0.2355 | 0.1363 | 0.8337 | 0.2343 | 0.1833 | 0.5513 | 0.2751 | 0.2478 | 0.7455 | 0.3720 | 0.2171 | 0.6531 | 0.3259 | 0.1843 | 0.5543 | 0.2766 | 0.2215 | 0.8542 | 0.3518 | 0.2353 | 0.9073 | 0.3737 | 0.2305 | 0.8888 | 0.3660 | 0.2234 | 0.8615 | 0.3548 |
| 0.0817 | 4.0 | 36172 | 0.2513 | 0.7710 | 0.7411 | 0.7557 | 0.8496 | 0.8166 | 0.8328 | 0.8218 | 0.7898 | 0.8055 | 0.7802 | 0.7499 | 0.7647 | 0.1987 | 0.7804 | 0.3167 | 0.2340 | 0.9193 | 0.3731 | 0.2184 | 0.8578 | 0.3481 | 0.1998 | 0.7848 | 0.3185 | 0.0422 | 0.5029 | 0.0779 | 0.0483 | 0.5761 | 0.0892 | 0.0453 | 0.5400 | 0.0836 | 0.0422 | 0.5034 | 0.0779 | 0.0074 | 0.3615 | 0.0146 | 0.0095 | 0.4624 | 0.0186 | 0.0086 | 0.4181 | 0.0168 | 0.0075 | 0.3666 | 0.0148 | 0.0930 | 0.5206 | 0.1578 | 0.0935 | 0.5232 | 0.1586 | 0.0934 | 0.5226 | 0.1584 | 0.0931 | 0.5211 | 0.1580 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.1087 | 0.3540 | 0.1663 | 0.1688 | 0.5497 | 0.2583 | 0.1407 | 0.4583 | 0.2153 | 0.1089 | 0.3548 | 0.1667 | 0.0291 | 0.5070 | 0.0550 | 0.0308 | 0.5368 | 0.0582 | 0.0359 | 0.6270 | 0.0680 | 0.0344 | 0.6006 | 0.0651 | 0.0046 | 0.4101 | 0.0092 | 0.0050 | 0.4457 | 0.0100 | 0.0077 | 0.6816 | 0.0153 | 0.0072 | 0.6404 | 0.0143 | 0.1554 | 0.6721 | 0.2524 | 0.1702 | 0.7362 | 0.2765 | 0.1643 | 0.7107 | 0.2669 | 0.1566 | 0.6775 | 0.2545 | 0.2455 | 0.8419 | 0.3801 | 0.2469 | 0.8468 | 0.3823 | 0.2487 | 0.8529 | 0.3851 | 0.2479 | 0.8502 | 0.3839 | 0.0527 | 0.7597 | 0.0986 | 0.0535 | 0.7711 | 0.1001 | 0.0551 | 0.7936 | 0.1030 | 0.0546 | 0.7859 | 0.1020 | 0.1374 | 0.4956 | 0.2151 | 0.1950 | 0.7037 | 0.3054 | 0.1680 | 0.6061 | 0.2631 | 0.1377 | 0.4969 | 0.2157 | 0.0817 | 0.7757 | 0.1479 | 0.0924 | 0.8772 | 0.1672 | 0.0876 | 0.8313 | 0.1585 | 0.0821 | 0.7787 | 0.1485 | 0.0925 | 0.7550 | 0.1648 | 0.1037 | 0.8463 | 0.1847 | 0.0994 | 0.8116 | 0.1771 | 0.0935 | 0.7633 | 0.1666 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.1324 | 0.6834 | 0.2218 | 0.1406 | 0.7259 | 0.2356 | 0.1464 | 0.7558 | 0.2453 | 0.1417 | 0.7315 | 0.2375 | 0.0341 | 0.5147 | 0.0639 | 0.0362 | 0.5469 | 0.0679 | 0.0393 | 0.5941 | 0.0738 | 0.0379 | 0.5732 | 0.0712 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.1960 | 0.7796 | 0.3132 | 0.2127 | 0.8462 | 0.3400 | 0.2047 | 0.8142 | 0.3271 | 0.1962 | 0.7804 | 0.3135 | 0.1721 | 0.8049 | 0.2835 | 0.1944 | 0.9094 | 0.3203 | 0.1834 | 0.8580 | 0.3022 | 0.1722 | 0.8055 | 0.2837 | 0.1707 | 0.8809 | 0.2859 | 0.1783 | 0.9202 | 0.2987 | 0.1745 | 0.9009 | 0.2924 | 0.1707 | 0.8811 | 0.2860 | 0.1862 | 0.7143 | 0.2954 | 0.1964 | 0.7534 | 0.3116 | 0.1929 | 0.7401 | 0.3061 | 0.1873 | 0.7187 | 0.2972 | 0.2257 | 0.9141 | 0.3620 | 0.2323 | 0.9410 | 0.3726 | 0.2309 | 0.9352 | 0.3703 | 0.2275 | 0.9216 | 0.3650 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.2447 | 0.9283 | 0.3874 | 0.2485 | 0.9427 | 0.3934 | 0.2478 | 0.9398 | 0.3922 | 0.2458 | 0.9324 | 0.3891 | 0.2295 | 0.9173 | 0.3671 | 0.2353 | 0.9405 | 0.3764 | 0.2347 | 0.9383 | 0.3755 | 0.2313 | 0.9246 | 0.3700 | 0.1223 | 0.8059 | 0.2123 | 0.1358 | 0.8949 | 0.2358 | 0.1292 | 0.8511 | 0.2243 | 0.1223 | 0.8061 | 0.2124 | 0.2447 | 0.9095 | 0.3856 | 0.2511 | 0.9335 | 0.3958 | 0.2501 | 0.9296 | 0.3941 | 0.2464 | 0.9160 | 0.3883 | 0.2135 | 0.8374 | 0.3402 | 0.2283 | 0.8954 | 0.3638 | 0.2259 | 0.8862 | 0.3601 | 0.2175 | 0.8529 | 0.3465 | 0.0125 | 0.5602 | 0.0245 | 0.0146 | 0.6513 | 0.0285 | 0.0148 | 0.6640 | 0.0290 | 0.0137 | 0.6118 | 0.0268 | 0.0531 | 0.6890 | 0.0985 | 0.0568 | 0.7379 | 0.1055 | 0.0595 | 0.7724 | 0.1104 | 0.0573 | 0.7436 | 0.1063 | 0.1469 | 0.8798 | 0.2518 | 0.1485 | 0.8890 | 0.2544 | 0.1509 | 0.9038 | 0.2587 | 0.1500 | 0.8980 | 0.2570 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.0 | 0 | 0 | 0.1890 | 0.7205 | 0.2995 | 0.2301 | 0.8773 | 0.3646 | 0.2124 | 0.8096 | 0.3365 | 0.1904 | 0.7258 | 0.3017 | 0.1804 | 0.6738 | 0.2846 | 0.1937 | 0.7232 | 0.3055 | 0.1908 | 0.7127 | 0.3011 | 0.1831 | 0.6839 | 0.2889 | 0.1281 | 0.8459 | 0.2224 | 0.1292 | 0.8536 | 0.2245 | 0.1287 | 0.8505 | 0.2236 | 0.1282 | 0.8467 | 0.2226 | 0.1744 | 0.5494 | 0.2648 | 0.2401 | 0.7564 | 0.3645 | 0.2086 | 0.6572 | 0.3167 | 0.1752 | 0.5519 | 0.2660 | 0.2097 | 0.8808 | 0.3387 | 0.2204 | 0.9259 | 0.3561 | 0.2167 | 0.9102 | 0.3501 | 0.2112 | 0.8869 | 0.3411 |
The model card is truncated. Read the rest on Hugging Face.
- Task
- Token Classification
- Library
- transformers
- Type
- bert
- License
- apache-2.0
- Created
- Jul 16, 2024
- Updated
- Jul 23, 2024