learning_rate: 2e-05
train_batch_size: 8
eval_batch_size: 8
seed: 42
gradient_accumulation_steps: 16
total_train_batch_size: 128
optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
lr_scheduler_type: linear
lr_scheduler_warmup_ratio: 0.5
num_epochs: 2

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	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	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	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	Hotelcity Strict Precision	Hotelcity Strict Recall	Hotelcity Strict F1	Hotelcity Ent Type Precision	Hotelcity Ent Type Recall	Hotelcity Ent Type F1	Hotelcity Partial Precision	Hotelcity Partial Recall	Hotelcity Partial F1	Hotelcity Exact Precision	Hotelcity Exact Recall	Hotelcity Exact F1	Bookingnumber Strict Precision	Bookingnumber Strict Recall	Bookingnumber Strict F1	Bookingnumber Ent Type Precision	Bookingnumber Ent Type Recall	Bookingnumber Ent Type F1	Bookingnumber Partial Precision	Bookingnumber Partial Recall	Bookingnumber Partial F1	Bookingnumber Exact Precision	Bookingnumber Exact Recall	Bookingnumber Exact F1	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	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	Externalreservationnumber Strict Precision	Externalreservationnumber Strict Recall	Externalreservationnumber Strict F1	Externalreservationnumber Ent Type Precision	Externalreservationnumber Ent Type Recall	Externalreservationnumber Ent Type F1	Externalreservationnumber Partial Precision	Externalreservationnumber Partial Recall	Externalreservationnumber Partial F1	Externalreservationnumber Exact Precision	Externalreservationnumber Exact Recall	Externalreservationnumber Exact F1	Pagenumber Strict Precision	Pagenumber Strict Recall	Pagenumber Strict F1	Pagenumber Ent Type Precision	Pagenumber Ent Type Recall	Pagenumber Ent Type F1	Pagenumber Partial Precision	Pagenumber Partial Recall	Pagenumber Partial F1	Pagenumber Exact Precision	Pagenumber Exact Recall	Pagenumber Exact F1	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	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	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	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	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	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	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
No log	0.9796	3	4.1978	0.0043	0.0002	0.0004	0.0085	0.0004	0.0008	0.2129	0.0102	0.0194	0.1783	0.0085	0.0162	0.0002	0.0001	0.0001	0.0008	0.0003	0.0004	0.0232	0.0083	0.0123	0.0167	0.0060	0.0088	0.0	0.0	0	0.0	0.0	0	0.0132	0.0112	0.0121	0.0126	0.0107	0.0116	0.0	0.0	0	0.0	0.0	0	0.0002	0.0005	0.0003	0.0002	0.0005	0.0003	0.0	0.0	0	0.0	0.0	0	0.0007	0.0022	0.0011	0.0002	0.0006	0.0003	0.0008	0.0011	0.0010	0.0008	0.0011	0.0010	0.0015	0.0019	0.0017	0.0015	0.0019	0.0017	0.0	0.0	0	0.0	0.0	0	0.0041	0.0072	0.0053	0.0034	0.0059	0.0043	0.0	0.0	0	0.0	0.0	0	0.0010	0.0085	0.0017	0.0008	0.0075	0.0015	0.0031	0.0017	0.0022	0.0031	0.0017	0.0022	0.0141	0.0077	0.0100	0.0136	0.0074	0.0096	0.0	0.0	0	0.0	0.0	0	0.0008	0.0032	0.0013	0.0004	0.0016	0.0007	0.0	0.0	0	0.0	0.0	0	0.0004	0.0037	0.0008	0.0004	0.0037	0.0008	0.0002	0.0006	0.0003	0.0002	0.0006	0.0003	0.0018	0.0052	0.0027	0.0013	0.0037	0.0019	0.0	0.0	0	0.0002	0.0006	0.0003	0.0022	0.0064	0.0033	0.0015	0.0043	0.0022	0.0004	0.0007	0.0005	0.0004	0.0007	0.0005	0.0099	0.0170	0.0125	0.0099	0.0170	0.0125	0.0	0.0	0	0.0	0.0	0	0.0099	0.0021	0.0034	0.0090	0.0019	0.0031	0.0002	0.0018	0.0004	0.0002	0.0018	0.0004	0.0013	0.0107	0.0023	0.0013	0.0107	0.0023	0.0	0.0	0	0.0	0.0	0	0.0019	0.0095	0.0032	0.0019	0.0095	0.0032	0.0	0.0	0	0.0	0.0	0	0.0038	0.0053	0.0044	0.0036	0.0050	0.0042	0.0002	0.0007	0.0003	0.0004	0.0013	0.0006	0.0033	0.0101	0.0049	0.0015	0.0046	0.0022	0.0002	0.0003	0.0003	0.0029	0.0044	0.0035	0.0080	0.0119	0.0096	0.0046	0.0069	0.0055	0.0	0.0	0	0.0	0.0	0	0.0046	0.0083	0.0060	0.0021	0.0038	0.0027	0.0	0.0	0	0.0	0.0	0	0.0002	0.0011	0.0004	0.0002	0.0011	0.0004	0.0	0.0	0	0.0004	0.0004	0.0004	0.0831	0.0764	0.0796	0.0751	0.0690	0.0719	0.0	0.0	0	0.0	0.0	0	0.0006	0.0016	0.0009	0.0006	0.0016	0.0009	0.0	0.0	0	0.0002	0.0005	0.0003	0.0032	0.0079	0.0045	0.0021	0.0052	0.0030	0.0	0.0	0	0.0	0.0	0	0.0011	0.0143	0.0020	0.0011	0.0143	0.0020	0.0	0.0	0	0.0004	0.0005	0.0005	0.0088	0.0108	0.0097	0.0040	0.0049	0.0044	0.0	0.0	0	0.0	0.0	0	0.0156	0.0134	0.0144	0.0096	0.0082	0.0089	0.0002	0.0003	0.0002	0.0008	0.0012	0.0010	0.0112	0.0160	0.0132	0.0092	0.0132	0.0108	0.0	0.0	0	0.0	0.0	0	0.0020	0.0009	0.0012	0.0013	0.0006	0.0008	0.0	0.0	0	0.0	0.0	0	0.0191	0.0272	0.0224	0.0185	0.0265	0.0218	0.0	0.0	0	0.0	0.0	0	0.0076	0.0043	0.0055	0.0070	0.0039	0.0050	0.0	0.0	0	0.0	0.0	0	0.0024	0.0108	0.0040	0.0011	0.0047	0.0017	0.0	0.0	0	0.0	0.0	0	0.0004	0.0054	0.0008	0.0004	0.0054	0.0008	0.0	0.0	0	0.0	0.0	0	0.0105	0.0210	0.0140	0.0105	0.0210	0.0140
No log	1.9592	6	3.9295	0.0045	0.0002	0.0005	0.0083	0.0005	0.0009	0.1851	0.0103	0.0195	0.1569	0.0087	0.0165	0.0002	0.0001	0.0001	0.0008	0.0004	0.0005	0.0180	0.0084	0.0114	0.0133	0.0062	0.0085	0.0	0.0	0	0.0	0.0	0	0.0098	0.0103	0.0100	0.0095	0.0100	0.0097	0.0	0.0	0	0.0	0.0	0	0.0002	0.0008	0.0003	0.0002	0.0008	0.0003	0.0	0.0	0	0.0	0.0	0	0.0015	0.0045	0.0023	0.0006	0.0018	0.0009	0.0006	0.0011	0.0008	0.0006	0.0011	0.0008	0.0012	0.0022	0.0016	0.0012	0.0022	0.0016	0.0	0.0	0	0.0	0.0	0	0.0052	0.0101	0.0068	0.0042	0.0083	0.0056	0.0	0.0	0	0.0	0.0	0	0.0004	0.0042	0.0007	0.0004	0.0042	0.0007	0.0032	0.0025	0.0028	0.0032	0.0025	0.0028	0.0108	0.0085	0.0095	0.0105	0.0083	0.0092	0.0	0.0	0	0.0	0.0	0	0.0007	0.0034	0.0012	0.0004	0.0019	0.0007	0.0	0.0	0	0.0	0.0	0	0.0002	0.0021	0.0004	0.0002	0.0021	0.0004	0.0002	0.0006	0.0003	0.0002	0.0006	0.0003	0.0016	0.0052	0.0025	0.0012	0.0039	0.0019	0.0004	0.0007	0.0005	0.0004	0.0007	0.0005	0.0095	0.0171	0.0122	0.0095	0.0171	0.0122	0.0	0.0	0	0.0002	0.0006	0.0003	0.0031	0.0086	0.0046	0.0022	0.0061	0.0033	0.0	0.0	0	0.0	0.0	0	0.0094	0.0023	0.0037	0.0087	0.0022	0.0035	0.0002	0.0017	0.0004	0.0002	0.0017	0.0004	0.0012	0.0103	0.0022	0.0012	0.0103	0.0022	0.0	0.0	0	0.0	0.0	0	0.0023	0.0046	0.0031	0.0022	0.0044	0.0030	0.0	0.0	0	0.0	0.0	0	0.0014	0.0094	0.0025	0.0014	0.0094	0.0025	0.0002	0.0007	0.0003	0.0004	0.0014	0.0006	0.0026	0.0093	0.0041	0.0014	0.0050	0.0022	0.0	0.0	0	0.0026	0.0049	0.0034	0.0068	0.0127	0.0089	0.0038	0.0071	0.0050	0.0	0.0	0	0.0	0.0	0	0.0024	0.0061	0.0035	0.0008	0.0020	0.0012	0.0	0.0	0	0.0	0.0	0	0.0002	0.0013	0.0004	0.0002	0.0013	0.0004	0.0	0.0	0	0.0002	0.0002	0.0002	0.0666	0.0737	0.0700	0.0605	0.0669	0.0635	0.0	0.0	0	0.0	0.0	0	0.0002	0.0007	0.0003	0.0002	0.0007	0.0003	0.0	0.0	0	0.0002	0.0005	0.0003	0.0031	0.0083	0.0046	0.0020	0.0054	0.0029	0.0	0.0	0	0.0	0.0	0	0.0010	0.0158	0.0019	0.0010	0.0158	0.0019	0.0	0.0	0	0.0004	0.0006	0.0005	0.0067	0.0097	0.0079	0.0024	0.0035	0.0028	0.0002	0.0002	0.0002	0.0002	0.0002	0.0002	0.0112	0.0105	0.0108	0.0064	0.0060	0.0062	0.0004	0.0007	0.0005	0.0008	0.0013	0.0010	0.0096	0.0161	0.0121	0.0082	0.0137	0.0103	0.0	0.0	0	0.0	0.0	0	0.0018	0.0010	0.0013	0.0012	0.0007	0.0009	0.0	0.0	0	0.0	0.0	0	0.0175	0.0266	0.0211	0.0174	0.0264	0.0210	0.0	0.0	0	0.0	0.0	0	0.0085	0.0051	0.0064	0.0081	0.0049	0.0061	0.0	0.0	0	0.0	0.0	0	0.0020	0.0120	0.0035	0.0012	0.0072	0.0021	0.0	0.0	0	0.0	0.0	0	0.0004	0.0079	0.0008	0.0004	0.0079	0.0008	0.0	0.0	0	0.0	0.0	0	0.0109	0.0232	0.0148	0.0109	0.0232	0.0148

Framework versions

Transformers 4.46.1
Pytorch 2.3.1
Datasets 2.20.0
Tokenizers 0.20.1

nttaii/bert-base-multilingual-cased-iob2-20241226161430

bert-base-multilingual-cased-iob2-20241226161430

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

nttaii/
bert-base-multilingual-cased-iob2-20241226161430