lmv2-g-receipts2

This model is a fine-tuned version of microsoft/layoutlmv2-base-uncased on the None dataset. It achieves the following results on the evaluation set:

• Loss: 0.2756
• Purchase Time Precision: 0.9180
• Purchase Time Recall: 0.875
• Purchase Time F1: 0.8960
• Purchase Time Number: 128
• Receipt Date Precision: 0.8941
• Receipt Date Recall: 0.8994
• Receipt Date F1: 0.8968
• Receipt Date Number: 169
• Sub Total Precision: 0.8673
• Sub Total Recall: 0.7727
• Sub Total F1: 0.8173
• Sub Total Number: 110
• Supplier Address Precision: 0.7097
• Supplier Address Recall: 0.7719
• Supplier Address F1: 0.7395
• Supplier Address Number: 114
• Supplier Name Precision: 0.7159
• Supplier Name Recall: 0.7079
• Supplier Name F1: 0.7119
• Supplier Name Number: 267
• Tip Amount Precision: 0.6667
• Tip Amount Recall: 1.0
• Tip Amount F1: 0.8
• Tip Amount Number: 2
• Total Precision: 0.8978
• Total Recall: 0.9126
• Total F1: 0.9051
• Total Number: 183
• Total Tax Amount Precision: 0.8644
• Total Tax Amount Recall: 0.7846
• Total Tax Amount F1: 0.8226
• Total Tax Amount Number: 65
• Overall Precision: 0.8246
• Overall Recall: 0.8150
• Overall F1: 0.8198
• Overall Accuracy: 0.9749

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: 3e-05
• train_batch_size: 1
• eval_batch_size: 1
• seed: 42
• optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
• lr_scheduler_type: linear
• num_epochs: 50

Training results

Training Loss	Epoch	Step	Validation Loss	Purchase Time Precision	Purchase Time Recall	Purchase Time F1	Purchase Time Number	Receipt Date Precision	Receipt Date Recall	Receipt Date F1	Receipt Date Number	Sub Total Precision	Sub Total Recall	Sub Total F1	Sub Total Number	Supplier Address Precision	Supplier Address Recall	Supplier Address F1	Supplier Address Number	Supplier Name Precision	Supplier Name Recall	Supplier Name F1	Supplier Name Number	Tip Amount Precision	Tip Amount Recall	Tip Amount F1	Tip Amount Number	Total Precision	Total Recall	Total F1	Total Number	Total Tax Amount Precision	Total Tax Amount Recall	Total Tax Amount F1	Total Tax Amount Number	Overall Precision	Overall Recall	Overall F1	Overall Accuracy
0.972	1.0	793	0.4257	0.3830	0.1406	0.2057	128	0.0	0.0	0.0	169	0.0	0.0	0.0	110	0.3973	0.5088	0.4462	114	0.5263	0.3745	0.4376	267	0.0	0.0	0.0	2	0.4096	0.7923	0.5400	183	0.0	0.0	0.0	65	0.4355	0.3092	0.3617	0.9296
0.2924	2.0	1586	0.2379	0.9259	0.7812	0.8475	128	0.8182	0.7456	0.7802	169	0.8966	0.2364	0.3741	110	0.5571	0.6842	0.6142	114	0.6584	0.5993	0.6275	267	0.0	0.0	0.0	2	0.7042	0.8197	0.7576	183	1.0	0.0462	0.0882	65	0.7225	0.6195	0.6670	0.9630
0.1611	3.0	2379	0.1756	0.8138	0.9219	0.8645	128	0.8020	0.9349	0.8634	169	0.7064	0.7	0.7032	110	0.5733	0.7544	0.6515	114	0.7308	0.6404	0.6826	267	0.0	0.0	0.0	2	0.8057	0.7705	0.7877	183	0.7258	0.6923	0.7087	65	0.7425	0.7669	0.7545	0.9670
0.1013	4.0	3172	0.1557	0.9099	0.7891	0.8452	128	0.8659	0.8402	0.8529	169	0.8493	0.5636	0.6776	110	0.5970	0.7018	0.6452	114	0.6603	0.6479	0.6541	267	0.0	0.0	0.0	2	0.8371	0.8142	0.8255	183	0.8654	0.6923	0.7692	65	0.7721	0.7245	0.7475	0.9692
0.0684	5.0	3965	0.1623	0.7718	0.8984	0.8303	128	0.7949	0.9172	0.8516	169	0.7131	0.7909	0.75	110	0.5705	0.7807	0.6593	114	0.6887	0.6629	0.6756	267	0.0	0.0	0.0	2	0.8392	0.9126	0.8743	183	0.5816	0.8769	0.6994	65	0.7202	0.8160	0.7651	0.9661
0.0491	6.0	4758	0.1828	0.9008	0.8516	0.8755	128	0.8830	0.8935	0.8882	169	0.6846	0.8091	0.7417	110	0.5062	0.7105	0.5912	114	0.6729	0.6779	0.6754	267	0.0	0.0	0.0	2	0.8807	0.8470	0.8635	183	0.7361	0.8154	0.7737	65	0.7452	0.7890	0.7665	0.9673
0.043	7.0	5551	0.1825	0.9237	0.8516	0.8862	128	0.8807	0.9172	0.8986	169	0.7672	0.8091	0.7876	110	0.6279	0.7105	0.6667	114	0.7788	0.6330	0.6983	267	0.0	0.0	0.0	2	0.9045	0.8798	0.8920	183	0.6867	0.8769	0.7703	65	0.8073	0.7909	0.7990	0.9717
0.0325	8.0	6344	0.1645	0.875	0.875	0.875	128	0.8636	0.8994	0.8812	169	0.7288	0.7818	0.7544	110	0.6241	0.7719	0.6902	114	0.7085	0.7191	0.7138	267	0.0	0.0	0.0	2	0.8367	0.8962	0.8654	183	0.6344	0.9077	0.7468	65	0.7596	0.8218	0.7894	0.9711
0.0276	9.0	7137	0.1761	0.9160	0.8516	0.8826	128	0.8706	0.8757	0.8732	169	0.8861	0.6364	0.7407	110	0.6045	0.7105	0.6532	114	0.6689	0.7416	0.7034	267	0.0	0.0	0.0	2	0.8299	0.8798	0.8541	183	0.9268	0.5846	0.7170	65	0.7793	0.7755	0.7774	0.9705
0.0237	10.0	7930	0.1842	0.8473	0.8672	0.8571	128	0.8613	0.8817	0.8713	169	0.7607	0.8091	0.7841	110	0.6569	0.7895	0.7171	114	0.7189	0.6704	0.6938	267	0.0	0.0	0.0	2	0.8729	0.8634	0.8681	183	0.7794	0.8154	0.7970	65	0.7850	0.7987	0.7918	0.9709
0.0229	11.0	8723	0.1811	0.9167	0.8594	0.8871	128	0.8929	0.8876	0.8902	169	0.75	0.7909	0.7699	110	0.6	0.7368	0.6614	114	0.6958	0.6854	0.6906	267	1.0	0.5	0.6667	2	0.8639	0.9016	0.8824	183	0.8525	0.8	0.8254	65	0.7849	0.8015	0.7931	0.9713
0.017	12.0	9516	0.2075	0.8906	0.8906	0.8906	128	0.7727	0.9053	0.8338	169	0.8218	0.7545	0.7867	110	0.6042	0.7632	0.6744	114	0.6830	0.6779	0.6805	267	1.0	0.5	0.6667	2	0.8429	0.8798	0.8610	183	0.8281	0.8154	0.8217	65	0.7628	0.8025	0.7822	0.9696
0.0149	13.0	10309	0.1781	0.8760	0.8828	0.8794	128	0.8786	0.8994	0.8889	169	0.8660	0.7636	0.8116	110	0.6357	0.7193	0.6749	114	0.7154	0.6779	0.6962	267	0.5	1.0	0.6667	2	0.9138	0.8689	0.8908	183	0.8793	0.7846	0.8293	65	0.8102	0.7938	0.8019	0.9738
0.0124	14.0	11102	0.1957	0.9106	0.875	0.8924	128	0.8629	0.8935	0.8779	169	0.8586	0.7727	0.8134	110	0.5909	0.7982	0.6791	114	0.6823	0.7079	0.6949	267	1.0	0.5	0.6667	2	0.9191	0.8689	0.8933	183	0.8030	0.8154	0.8092	65	0.7875	0.8102	0.7987	0.9729
0.01	15.0	11895	0.2174	0.9098	0.8672	0.888	128	0.8817	0.8817	0.8817	169	0.8298	0.7091	0.7647	110	0.6587	0.7281	0.6917	114	0.6842	0.6816	0.6829	267	1.0	1.0	1.0	2	0.875	0.8798	0.8774	183	0.9783	0.6923	0.8108	65	0.8038	0.7813	0.7924	0.9726
0.0102	16.0	12688	0.2073	0.9106	0.875	0.8924	128	0.8276	0.8521	0.8397	169	0.7679	0.7818	0.7748	110	0.6378	0.7105	0.6722	114	0.6806	0.6704	0.6755	267	0.6667	1.0	0.8	2	0.8717	0.8907	0.8811	183	0.6962	0.8462	0.7639	65	0.7697	0.7919	0.7806	0.9705
0.0091	17.0	13481	0.2205	0.8358	0.875	0.8550	128	0.8306	0.8994	0.8636	169	0.6133	0.8364	0.7077	110	0.5944	0.7456	0.6615	114	0.6833	0.7191	0.7007	267	0.6667	1.0	0.8	2	0.8410	0.8962	0.8677	183	0.7297	0.8308	0.7770	65	0.7334	0.8218	0.7751	0.9680
0.0063	18.0	14274	0.2007	0.8527	0.8594	0.8560	128	0.8613	0.8817	0.8713	169	0.8283	0.7455	0.7847	110	0.6535	0.7281	0.6888	114	0.7520	0.6929	0.7212	267	1.0	1.0	1.0	2	0.8730	0.9016	0.8871	183	0.7432	0.8462	0.7914	65	0.7998	0.8006	0.8002	0.9719
0.0075	19.0	15067	0.2173	0.925	0.8672	0.8952	128	0.8765	0.8817	0.8791	169	0.8113	0.7818	0.7963	110	0.7196	0.6754	0.6968	114	0.6982	0.7191	0.7085	267	1.0	0.5	0.6667	2	0.9080	0.8634	0.8852	183	0.8833	0.8154	0.848	65	0.8164	0.7967	0.8064	0.9733
0.0062	20.0	15860	0.2255	0.888	0.8672	0.8775	128	0.8613	0.8817	0.8713	169	0.9048	0.6909	0.7835	110	0.6718	0.7719	0.7184	114	0.7552	0.6816	0.7165	267	1.0	0.5	0.6667	2	0.9017	0.8525	0.8764	183	0.9074	0.7538	0.8235	65	0.8269	0.7823	0.8040	0.9733
0.0063	21.0	16653	0.2417	0.8952	0.8672	0.8810	128	0.8453	0.9053	0.8743	169	0.84	0.7636	0.8000	110	0.6917	0.7281	0.7094	114	0.7194	0.6816	0.7	267	0.6667	1.0	0.8	2	0.8901	0.8852	0.8877	183	0.7937	0.7692	0.7813	65	0.8060	0.7967	0.8014	0.9721
0.0045	22.0	17446	0.2069	0.8626	0.8828	0.8726	128	0.8830	0.8935	0.8882	169	0.7679	0.7818	0.7748	110	0.6462	0.7368	0.6885	114	0.7045	0.6966	0.7006	267	0.5	1.0	0.6667	2	0.8914	0.8525	0.8715	183	0.7361	0.8154	0.7737	65	0.7847	0.8006	0.7926	0.9721
0.0044	23.0	18239	0.2675	0.8760	0.8828	0.8794	128	0.8721	0.8876	0.8798	169	0.8155	0.7636	0.7887	110	0.6864	0.7105	0.6983	114	0.7588	0.6479	0.6990	267	1.0	1.0	1.0	2	0.8983	0.8689	0.8833	183	0.7714	0.8308	0.8	65	0.8168	0.7861	0.8012	0.9711
0.0037	24.0	19032	0.2294	0.9032	0.875	0.8889	128	0.8848	0.8639	0.8743	169	0.8283	0.7455	0.7847	110	0.7097	0.7719	0.7395	114	0.6866	0.6891	0.6879	267	0.6667	1.0	0.8	2	0.8950	0.8852	0.8901	183	0.7826	0.8308	0.8060	65	0.8035	0.7996	0.8015	0.9733
0.0028	25.0	19825	0.2435	0.9310	0.8438	0.8852	128	0.8398	0.8994	0.8686	169	0.7870	0.7727	0.7798	110	0.5959	0.7632	0.6692	114	0.6679	0.6929	0.6801	267	0.5	1.0	0.6667	2	0.8601	0.9071	0.8830	183	0.7179	0.8615	0.7832	65	0.7625	0.8102	0.7856	0.9712
0.0031	26.0	20618	0.2441	0.9160	0.8516	0.8826	128	0.9036	0.8876	0.8955	169	0.8925	0.7545	0.8177	110	0.6667	0.7368	0.7	114	0.7323	0.6966	0.7140	267	1.0	1.0	1.0	2	0.8817	0.8962	0.8889	183	0.8909	0.7538	0.8167	65	0.8262	0.7967	0.8112	0.9740
0.0022	27.0	21411	0.2598	0.9160	0.8516	0.8826	128	0.8728	0.8935	0.8830	169	0.8646	0.7545	0.8058	110	0.7025	0.7456	0.7234	114	0.7660	0.6742	0.7171	267	1.0	1.0	1.0	2	0.8639	0.9016	0.8824	183	0.8833	0.8154	0.848	65	0.8305	0.7977	0.8138	0.9742
0.0027	28.0	22204	0.2239	0.8898	0.8828	0.8863	128	0.8817	0.8817	0.8817	169	0.8333	0.7727	0.8019	110	0.672	0.7368	0.7029	114	0.7216	0.6891	0.7050	267	1.0	1.0	1.0	2	0.8956	0.8907	0.8932	183	0.8462	0.8462	0.8462	65	0.8130	0.8044	0.8087	0.9743
0.0028	29.0	22997	0.2268	0.8889	0.875	0.8819	128	0.8772	0.8876	0.8824	169	0.8119	0.7455	0.7773	110	0.6667	0.7368	0.7	114	0.7245	0.7191	0.7218	267	0.5	1.0	0.6667	2	0.8865	0.8962	0.8913	183	0.7761	0.8	0.7879	65	0.8019	0.8073	0.8046	0.9742
0.0023	30.0	23790	0.2654	0.9113	0.8828	0.8968	128	0.8935	0.8935	0.8935	169	0.82	0.7455	0.7810	110	0.6444	0.7632	0.6988	114	0.7570	0.7116	0.7336	267	1.0	1.0	1.0	2	0.8649	0.8743	0.8696	183	0.8305	0.7538	0.7903	65	0.8137	0.8035	0.8085	0.9737
0.0018	31.0	24583	0.2678	0.9024	0.8672	0.8845	128	0.8824	0.8876	0.8850	169	0.8039	0.7455	0.7736	110	0.5503	0.7193	0.6236	114	0.7015	0.7041	0.7028	267	1.0	1.0	1.0	2	0.8653	0.9126	0.8883	183	0.8793	0.7846	0.8293	65	0.7822	0.8025	0.7922	0.9717
0.0018	32.0	25376	0.2460	0.9174	0.8672	0.8916	128	0.8988	0.8935	0.8961	169	0.8224	0.8	0.8111	110	0.6860	0.7281	0.7064	114	0.7542	0.6779	0.7140	267	1.0	0.5	0.6667	2	0.8994	0.8798	0.8895	183	0.8448	0.7538	0.7967	65	0.8291	0.7948	0.8116	0.9742
0.0015	33.0	26169	0.2474	0.9098	0.8672	0.888	128	0.8663	0.8817	0.8739	169	0.8131	0.7909	0.8018	110	0.7	0.7368	0.7179	114	0.7214	0.7079	0.7146	267	1.0	1.0	1.0	2	0.8817	0.8962	0.8889	183	0.7937	0.7692	0.7813	65	0.8085	0.8054	0.8069	0.9739
0.0006	34.0	26962	0.2690	0.9024	0.8672	0.8845	128	0.8844	0.9053	0.8947	169	0.8315	0.6727	0.7437	110	0.6667	0.7368	0.7	114	0.7391	0.7004	0.7192	267	1.0	1.0	1.0	2	0.8870	0.8579	0.8722	183	0.8889	0.7385	0.8067	65	0.8185	0.7861	0.8020	0.9735
0.0038	35.0	27755	0.2565	0.912	0.8906	0.9012	128	0.8786	0.8994	0.8889	169	0.7757	0.7545	0.7650	110	0.6562	0.7368	0.6942	114	0.6794	0.7303	0.7040	267	1.0	1.0	1.0	2	0.8962	0.8962	0.8962	183	0.8	0.8	0.8000	65	0.7907	0.8150	0.8027	0.9730
0.0008	36.0	28548	0.2583	0.8943	0.8594	0.8765	128	0.8655	0.8757	0.8706	169	0.7607	0.8091	0.7841	110	0.6829	0.7368	0.7089	114	0.7266	0.7266	0.7266	267	1.0	1.0	1.0	2	0.8889	0.9180	0.9032	183	0.8125	0.8	0.8062	65	0.8021	0.8160	0.8090	0.9733
0.0008	37.0	29341	0.2733	0.8862	0.8516	0.8685	128	0.8663	0.8817	0.8739	169	0.7611	0.7818	0.7713	110	0.6324	0.7544	0.688	114	0.7148	0.7041	0.7094	267	0.6667	1.0	0.8	2	0.8830	0.9071	0.8949	183	0.8333	0.7692	0.8	65	0.7902	0.8054	0.7977	0.9729
0.0013	38.0	30134	0.2555	0.9322	0.8594	0.8943	128	0.8988	0.8935	0.8961	169	0.7395	0.8	0.7686	110	0.7395	0.7719	0.7554	114	0.7308	0.7116	0.7211	267	0.6667	1.0	0.8	2	0.8691	0.9071	0.8877	183	0.8197	0.7692	0.7937	65	0.8133	0.8141	0.8137	0.9744
0.0003	39.0	30927	0.2683	0.9174	0.8672	0.8916	128	0.8882	0.8935	0.8909	169	0.8190	0.7818	0.8000	110	0.6718	0.7719	0.7184	114	0.7154	0.7154	0.7154	267	1.0	1.0	1.0	2	0.9022	0.9071	0.9046	183	0.8772	0.7692	0.8197	65	0.8149	0.8141	0.8145	0.9744
0.0004	40.0	31720	0.2727	0.8889	0.875	0.8819	128	0.8817	0.8817	0.8817	169	0.8469	0.7545	0.7981	110	0.6822	0.7719	0.7243	114	0.7041	0.7041	0.7041	267	1.0	1.0	1.0	2	0.8883	0.9126	0.9003	183	0.8793	0.7846	0.8293	65	0.8100	0.8092	0.8096	0.9745
0.0005	41.0	32513	0.2607	0.9106	0.875	0.8924	128	0.8629	0.8935	0.8779	169	0.8737	0.7545	0.8098	110	0.6953	0.7807	0.7355	114	0.7154	0.6966	0.7059	267	0.6667	1.0	0.8	2	0.8743	0.9126	0.8930	183	0.8125	0.8	0.8062	65	0.8104	0.8112	0.8108	0.9743
0.0007	42.0	33306	0.2628	0.9106	0.875	0.8924	128	0.8678	0.8935	0.8805	169	0.8119	0.7455	0.7773	110	0.6899	0.7807	0.7325	114	0.6985	0.7116	0.7050	267	0.6667	1.0	0.8	2	0.8730	0.9016	0.8871	183	0.8254	0.8	0.8125	65	0.7998	0.8121	0.8059	0.9744
0.0004	43.0	34099	0.2784	0.9098	0.8672	0.888	128	0.8994	0.8994	0.8994	169	0.8542	0.7455	0.7961	110	0.696	0.7632	0.7280	114	0.7127	0.7154	0.7140	267	0.6667	1.0	0.8	2	0.8925	0.9071	0.8997	183	0.8281	0.8154	0.8217	65	0.8170	0.8131	0.8151	0.9743
0.0004	44.0	34892	0.2771	0.9098	0.8672	0.888	128	0.8941	0.8994	0.8968	169	0.8586	0.7727	0.8134	110	0.7049	0.7544	0.7288	114	0.7231	0.7041	0.7135	267	0.6667	1.0	0.8	2	0.8919	0.9016	0.8967	183	0.8154	0.8154	0.8154	65	0.8207	0.8112	0.8159	0.9745
0.0003	45.0	35685	0.2756	0.9180	0.875	0.8960	128	0.8941	0.8994	0.8968	169	0.8673	0.7727	0.8173	110	0.7097	0.7719	0.7395	114	0.7159	0.7079	0.7119	267	0.6667	1.0	0.8	2	0.8978	0.9126	0.9051	183	0.8644	0.7846	0.8226	65	0.8246	0.8150	0.8198	0.9749
0.0005	46.0	36478	0.2739	0.9180	0.875	0.8960	128	0.8941	0.8994	0.8968	169	0.8333	0.7727	0.8019	110	0.6667	0.7719	0.7154	114	0.7011	0.7116	0.7063	267	0.6667	1.0	0.8	2	0.8698	0.9126	0.8907	183	0.8226	0.7846	0.8031	65	0.8036	0.8160	0.8098	0.9747
0.0001	47.0	37271	0.2774	0.9180	0.875	0.8960	128	0.8941	0.8994	0.8968	169	0.85	0.7727	0.8095	110	0.6667	0.7719	0.7154	114	0.7127	0.7154	0.7140	267	0.6667	1.0	0.8	2	0.9061	0.8962	0.9011	183	0.8226	0.7846	0.8031	65	0.8141	0.8141	0.8141	0.9747
0.0002	48.0	38064	0.2768	0.9180	0.875	0.8960	128	0.8941	0.8994	0.8968	169	0.85	0.7727	0.8095	110	0.6718	0.7719	0.7184	114	0.7159	0.7266	0.7212	267	0.6667	1.0	0.8	2	0.8967	0.9016	0.8992	183	0.8254	0.8	0.8125	65	0.8142	0.8189	0.8165	0.9754
0.0001	49.0	38857	0.2778	0.9180	0.875	0.8960	128	0.8941	0.8994	0.8968	169	0.8416	0.7727	0.8057	110	0.6718	0.7719	0.7184	114	0.7159	0.7266	0.7212	267	0.6667	1.0	0.8	2	0.8967	0.9016	0.8992	183	0.8254	0.8	0.8125	65	0.8134	0.8189	0.8161	0.9753
0.0003	50.0	39650	0.2778	0.9180	0.875	0.8960	128	0.8941	0.8994	0.8968	169	0.8431	0.7818	0.8113	110	0.6718	0.7719	0.7184	114	0.7159	0.7266	0.7212	267	0.6667	1.0	0.8	2	0.8967	0.9016	0.8992	183	0.8254	0.8	0.8125	65	0.8136	0.8198	0.8167	0.9753

Framework versions

• Transformers 4.25.0.dev0
• Pytorch 1.12.1+cu113
• Datasets 2.2.2
• Tokenizers 0.13.2