nerugm-unipelt-3

This model is a fine-tuned version of indolem/indobert-base-uncased on an unknown dataset. It achieves the following results on the evaluation set:

• Loss: 0.2237
• Location Precision: 0.725
• Location Recall: 0.8169
• Location F1: 0.7682
• Location Number: 71
• Organization Precision: 0.6962
• Organization Recall: 0.8462
• Organization F1: 0.7639
• Organization Number: 65
• Person Precision: 0.8924
• Person Recall: 0.94
• Person F1: 0.9156
• Person Number: 150
• Quantity Precision: 0.7179
• Quantity Recall: 0.8485
• Quantity F1: 0.7778
• Quantity Number: 33
• Time Precision: 0.8
• Time Recall: 0.8571
• Time F1: 0.8276
• Time Number: 28
• Overall Precision: 0.7927
• Overall Recall: 0.8818
• Overall F1: 0.8349
• Overall Accuracy: 0.9612

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: 5e-05
• train_batch_size: 16
• eval_batch_size: 64
• seed: 42
• optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
• lr_scheduler_type: linear
• num_epochs: 100.0

Training results

Training Loss	Epoch	Step	Validation Loss	Location Precision	Location Recall	Location F1	Location Number	Organization Precision	Organization Recall	Organization F1	Organization Number	Person Precision	Person Recall	Person F1	Person Number	Quantity Precision	Quantity Recall	Quantity F1	Quantity Number	Time Precision	Time Recall	Time F1	Time Number	Overall Precision	Overall Recall	Overall F1	Overall Accuracy
0.9512	1.0	106	0.6040	0.0	0.0	0.0	71	0.0	0.0	0.0	65	0.3333	0.0067	0.0131	150	0.0	0.0	0.0	33	0.0	0.0	0.0	28	0.3333	0.0029	0.0057	0.8412
0.5021	2.0	212	0.3378	0.5472	0.4085	0.4677	71	0.2063	0.2	0.2031	65	0.6218	0.8	0.6997	150	0.2	0.1818	0.1905	33	0.4545	0.5357	0.4918	28	0.4919	0.5274	0.5090	0.9076
0.2912	3.0	318	0.1864	0.5682	0.7042	0.6289	71	0.5797	0.6154	0.5970	65	0.7892	0.8733	0.8291	150	0.4878	0.6061	0.5405	33	0.88	0.7857	0.8302	28	0.6761	0.7579	0.7147	0.9377
0.1943	4.0	424	0.1580	0.6186	0.8451	0.7143	71	0.5670	0.8462	0.6790	65	0.8059	0.9133	0.8562	150	0.5714	0.8485	0.6829	33	0.8571	0.8571	0.8571	28	0.6893	0.8761	0.7716	0.9479
0.1653	5.0	530	0.1364	0.6316	0.8451	0.7229	71	0.6049	0.7538	0.6712	65	0.8282	0.9	0.8626	150	0.7143	0.9091	0.8	33	0.75	0.8571	0.8000	28	0.7215	0.8588	0.7842	0.9525
0.152	6.0	636	0.1579	0.6383	0.8451	0.7273	71	0.5567	0.8308	0.6667	65	0.7943	0.9267	0.8554	150	0.6087	0.8485	0.7089	33	0.6053	0.8214	0.6970	28	0.6756	0.8761	0.7629	0.9447
0.1379	7.0	742	0.1532	0.6559	0.8592	0.7439	71	0.6067	0.8308	0.7013	65	0.7943	0.9267	0.8554	150	0.5306	0.7879	0.6341	33	0.6216	0.8214	0.7077	28	0.6840	0.8732	0.7671	0.9464
0.125	8.0	848	0.1271	0.6458	0.8732	0.7425	71	0.5914	0.8462	0.6962	65	0.8571	0.92	0.8875	150	0.7105	0.8182	0.7606	33	0.75	0.8571	0.8000	28	0.7286	0.8818	0.7979	0.9561
0.1161	9.0	954	0.1268	0.6829	0.7887	0.7320	71	0.5556	0.8462	0.6707	65	0.8519	0.92	0.8846	150	0.7179	0.8485	0.7778	33	0.8	0.8571	0.8276	28	0.7306	0.8674	0.7931	0.9549
0.1124	10.0	1060	0.1231	0.6988	0.8169	0.7532	71	0.6667	0.8	0.7273	65	0.8434	0.9333	0.8861	150	0.6829	0.8485	0.7568	33	0.7273	0.8571	0.7869	28	0.7531	0.8703	0.8075	0.9593
0.1059	11.0	1166	0.1203	0.6988	0.8169	0.7532	71	0.6667	0.7692	0.7143	65	0.8625	0.92	0.8903	150	0.675	0.8182	0.7397	33	0.7273	0.8571	0.7869	28	0.7596	0.8559	0.8049	0.9593
0.0975	12.0	1272	0.1371	0.6667	0.8169	0.7342	71	0.5833	0.8615	0.6957	65	0.8176	0.9267	0.8688	150	0.7368	0.8485	0.7887	33	0.6944	0.8929	0.7812	28	0.7166	0.8818	0.7907	0.9527
0.0915	13.0	1378	0.1216	0.7195	0.8310	0.7712	71	0.6353	0.8308	0.7200	65	0.8545	0.94	0.8952	150	0.7105	0.8182	0.7606	33	0.9259	0.8929	0.9091	28	0.7708	0.8818	0.8226	0.9610
0.0913	14.0	1484	0.1168	0.7215	0.8028	0.76	71	0.6883	0.8154	0.7465	65	0.875	0.9333	0.9032	150	0.7632	0.8788	0.8169	33	0.9231	0.8571	0.8889	28	0.7974	0.8732	0.8336	0.9629
0.0853	15.0	1590	0.1217	0.75	0.8451	0.7947	71	0.6548	0.8462	0.7383	65	0.8571	0.92	0.8875	150	0.7073	0.8788	0.7838	33	0.7812	0.8929	0.8333	28	0.7714	0.8847	0.8242	0.9605
0.0809	16.0	1696	0.1305	0.7176	0.8592	0.7821	71	0.6667	0.8615	0.7517	65	0.8476	0.9267	0.8854	150	0.6429	0.8182	0.7200	33	0.8065	0.8929	0.8475	28	0.7586	0.8876	0.8181	0.9590
0.0773	17.0	1802	0.1276	0.7059	0.8451	0.7692	71	0.6136	0.8308	0.7059	65	0.8598	0.94	0.8981	150	0.7179	0.8485	0.7778	33	0.7576	0.8929	0.8197	28	0.7531	0.8876	0.8148	0.9590
0.0737	18.0	1908	0.1533	0.6593	0.8451	0.7407	71	0.6	0.8308	0.6968	65	0.8343	0.94	0.8840	150	0.6279	0.8182	0.7105	33	0.7419	0.8214	0.7797	28	0.7193	0.8790	0.7912	0.9493
0.0703	19.0	2014	0.1193	0.7436	0.8169	0.7785	71	0.6790	0.8462	0.7534	65	0.8790	0.92	0.8990	150	0.7	0.8485	0.7671	33	0.8571	0.8571	0.8571	28	0.7891	0.8732	0.8290	0.9631
0.0713	20.0	2120	0.1247	0.7349	0.8592	0.7922	71	0.6322	0.8462	0.7237	65	0.8868	0.94	0.9126	150	0.6279	0.8182	0.7105	33	0.9615	0.8929	0.9259	28	0.7764	0.8905	0.8295	0.9624
0.0649	21.0	2226	0.1380	0.7093	0.8592	0.7771	71	0.5895	0.8615	0.7	65	0.8688	0.9267	0.8968	150	0.6667	0.8485	0.7467	33	0.7742	0.8571	0.8136	28	0.7440	0.8876	0.8095	0.9564
0.0645	22.0	2332	0.1445	0.7037	0.8028	0.75	71	0.6548	0.8462	0.7383	65	0.8924	0.94	0.9156	150	0.6429	0.8182	0.7200	33	0.8333	0.8929	0.8621	28	0.7722	0.8790	0.8221	0.9588
0.0595	23.0	2438	0.1374	0.6897	0.8451	0.7595	71	0.6136	0.8308	0.7059	65	0.8924	0.94	0.9156	150	0.7436	0.8788	0.8056	33	0.9259	0.8929	0.9091	28	0.7744	0.8905	0.8284	0.9622
0.0576	24.0	2544	0.1402	0.7059	0.8451	0.7692	71	0.65	0.8	0.7172	65	0.8696	0.9333	0.9003	150	0.7568	0.8485	0.8000	33	0.9259	0.8929	0.9091	28	0.7821	0.8790	0.8277	0.9590
0.0562	25.0	2650	0.1584	0.7059	0.8451	0.7692	71	0.6022	0.8615	0.7089	65	0.875	0.9333	0.9032	150	0.6279	0.8182	0.7105	33	0.7576	0.8929	0.8197	28	0.7440	0.8876	0.8095	0.9554
0.0533	26.0	2756	0.1501	0.7089	0.7887	0.7467	71	0.6429	0.8308	0.7248	65	0.8485	0.9333	0.8889	150	0.6047	0.7879	0.6842	33	0.8621	0.8929	0.8772	28	0.7525	0.8674	0.8059	0.9539
0.0529	27.0	2862	0.1519	0.7093	0.8592	0.7771	71	0.6364	0.8615	0.7320	65	0.8688	0.9267	0.8968	150	0.6667	0.8485	0.7467	33	0.8929	0.8929	0.8929	28	0.7649	0.8905	0.8229	0.9576
0.0531	28.0	2968	0.1364	0.7763	0.8310	0.8027	71	0.6867	0.8769	0.7703	65	0.8625	0.92	0.8903	150	0.7105	0.8182	0.7606	33	0.9259	0.8929	0.9091	28	0.7969	0.8818	0.8372	0.9641
0.0463	29.0	3074	0.1396	0.7403	0.8028	0.7703	71	0.6552	0.8769	0.75	65	0.8704	0.94	0.9038	150	0.8056	0.8788	0.8406	33	0.8571	0.8571	0.8571	28	0.7897	0.8876	0.8358	0.9624
0.0466	30.0	3180	0.1535	0.7564	0.8310	0.7919	71	0.6196	0.8769	0.7261	65	0.8696	0.9333	0.9003	150	0.675	0.8182	0.7397	33	0.8621	0.8929	0.8772	28	0.77	0.8876	0.8246	0.9585
0.0449	31.0	3286	0.1608	0.7093	0.8592	0.7771	71	0.6835	0.8308	0.75	65	0.8765	0.9467	0.9103	150	0.6829	0.8485	0.7568	33	0.8276	0.8571	0.8421	28	0.7783	0.8905	0.8306	0.9593
0.043	32.0	3392	0.1635	0.6860	0.8310	0.7516	71	0.6136	0.8308	0.7059	65	0.8765	0.9467	0.9103	150	0.6190	0.7879	0.6933	33	0.8065	0.8929	0.8475	28	0.7482	0.8818	0.8095	0.9556
0.0394	33.0	3498	0.1503	0.75	0.8028	0.7755	71	0.6543	0.8154	0.7260	65	0.8987	0.9467	0.9221	150	0.7838	0.8788	0.8286	33	0.8889	0.8571	0.8727	28	0.8047	0.8790	0.8402	0.9641
0.0412	34.0	3604	0.1466	0.7662	0.8310	0.7973	71	0.6951	0.8769	0.7755	65	0.8987	0.9467	0.9221	150	0.7	0.8485	0.7671	33	0.8889	0.8571	0.8727	28	0.8073	0.8934	0.8482	0.9646
0.0403	35.0	3710	0.1525	0.7143	0.8451	0.7742	71	0.675	0.8308	0.7448	65	0.8765	0.9467	0.9103	150	0.6585	0.8182	0.7297	33	0.8065	0.8929	0.8475	28	0.7739	0.8876	0.8268	0.9619
0.0385	36.0	3816	0.1817	0.7564	0.8310	0.7919	71	0.6333	0.8769	0.7355	65	0.8503	0.9467	0.8959	150	0.6279	0.8182	0.7105	33	0.8929	0.8929	0.8929	28	0.7635	0.8934	0.8234	0.9551
0.037	37.0	3922	0.2012	0.6824	0.8169	0.7436	71	0.6279	0.8308	0.7152	65	0.8512	0.9533	0.8994	150	0.5652	0.7879	0.6582	33	0.7742	0.8571	0.8136	28	0.7332	0.8790	0.7995	0.9517
0.037	38.0	4028	0.1582	0.7532	0.8169	0.7838	71	0.7260	0.8154	0.7681	65	0.8688	0.9267	0.8968	150	0.7	0.8485	0.7671	33	0.9615	0.8929	0.9259	28	0.8059	0.8732	0.8382	0.9607
0.0332	39.0	4134	0.1699	0.75	0.8451	0.7947	71	0.6706	0.8769	0.76	65	0.8720	0.9533	0.9108	150	0.675	0.8182	0.7397	33	0.8571	0.8571	0.8571	28	0.7834	0.8963	0.8360	0.9610
0.0354	40.0	4240	0.1586	0.75	0.8451	0.7947	71	0.6795	0.8154	0.7413	65	0.8712	0.9467	0.9073	150	0.7	0.8485	0.7671	33	0.7059	0.8571	0.7742	28	0.7772	0.8847	0.8275	0.9612
0.0331	41.0	4346	0.1633	0.7143	0.8451	0.7742	71	0.6829	0.8615	0.7619	65	0.8797	0.9267	0.9026	150	0.7	0.8485	0.7671	33	0.8	0.8571	0.8276	28	0.7792	0.8847	0.8286	0.9607
0.0312	42.0	4452	0.1706	0.7436	0.8169	0.7785	71	0.675	0.8308	0.7448	65	0.8650	0.94	0.9010	150	0.65	0.7879	0.7123	33	0.8621	0.8929	0.8772	28	0.7795	0.8761	0.8250	0.9595
0.031	43.0	4558	0.1645	0.7176	0.8592	0.7821	71	0.7027	0.8	0.7482	65	0.8712	0.9467	0.9073	150	0.75	0.9091	0.8219	33	0.8	0.8571	0.8276	28	0.7883	0.8905	0.8363	0.9619
0.0305	44.0	4664	0.1853	0.7317	0.8451	0.7843	71	0.6628	0.8769	0.7550	65	0.8659	0.9467	0.9045	150	0.675	0.8182	0.7397	33	0.8929	0.8929	0.8929	28	0.7775	0.8963	0.8327	0.9610
0.0284	45.0	4770	0.1658	0.7468	0.8310	0.7867	71	0.7067	0.8154	0.7571	65	0.8797	0.9267	0.9026	150	0.675	0.8182	0.7397	33	0.8571	0.8571	0.8571	28	0.7947	0.8703	0.8308	0.9634
0.028	46.0	4876	0.1733	0.7073	0.8169	0.7582	71	0.6463	0.8154	0.7211	65	0.8868	0.94	0.9126	150	0.675	0.8182	0.7397	33	0.8929	0.8929	0.8929	28	0.7775	0.8761	0.8238	0.9600
0.0257	47.0	4982	0.1833	0.7763	0.8310	0.8027	71	0.6437	0.8615	0.7368	65	0.8712	0.9467	0.9073	150	0.6923	0.8182	0.7500	33	0.8621	0.8929	0.8772	28	0.7843	0.8905	0.8340	0.9590
0.0281	48.0	5088	0.1702	0.7532	0.8169	0.7838	71	0.6625	0.8154	0.7310	65	0.8580	0.9267	0.8910	150	0.7179	0.8485	0.7778	33	0.8846	0.8214	0.8519	28	0.7839	0.8674	0.8235	0.9607
0.0245	49.0	5194	0.1863	0.7143	0.8451	0.7742	71	0.6585	0.8308	0.7347	65	0.8820	0.9467	0.9132	150	0.675	0.8182	0.7397	33	0.8333	0.8929	0.8621	28	0.7758	0.8876	0.8280	0.9614
0.0251	50.0	5300	0.1628	0.7468	0.8310	0.7867	71	0.7123	0.8	0.7536	65	0.8910	0.9267	0.9085	150	0.7179	0.8485	0.7778	33	0.8929	0.8929	0.8929	28	0.808	0.8732	0.8393	0.9639
0.0251	51.0	5406	0.1653	0.7284	0.8310	0.7763	71	0.7647	0.8	0.7820	65	0.8924	0.94	0.9156	150	0.7179	0.8485	0.7778	33	0.8889	0.8571	0.8727	28	0.8150	0.8761	0.8444	0.9663
0.0245	52.0	5512	0.1833	0.7468	0.8310	0.7867	71	0.6706	0.8769	0.76	65	0.8659	0.9467	0.9045	150	0.675	0.8182	0.7397	33	0.8276	0.8571	0.8421	28	0.7783	0.8905	0.8306	0.9602
0.0222	53.0	5618	0.1887	0.6897	0.8451	0.7595	71	0.6585	0.8308	0.7347	65	0.8765	0.9467	0.9103	150	0.675	0.8182	0.7397	33	0.8621	0.8929	0.8772	28	0.77	0.8876	0.8246	0.9595
0.024	54.0	5724	0.1765	0.7564	0.8310	0.7919	71	0.6744	0.8923	0.7682	65	0.8820	0.9467	0.9132	150	0.7436	0.8788	0.8056	33	0.8621	0.8929	0.8772	28	0.7964	0.9020	0.8459	0.9634
0.0238	55.0	5830	0.1749	0.7468	0.8310	0.7867	71	0.6951	0.8769	0.7755	65	0.8931	0.9467	0.9191	150	0.7	0.8485	0.7671	33	0.9615	0.8929	0.9259	28	0.8057	0.8963	0.8486	0.9646
0.021	56.0	5936	0.1799	0.6905	0.8169	0.7484	71	0.6667	0.8308	0.7397	65	0.8812	0.94	0.9097	150	0.7179	0.8485	0.7778	33	0.8333	0.8929	0.8621	28	0.7766	0.8818	0.8259	0.9602
0.0199	57.0	6042	0.1942	0.7284	0.8310	0.7763	71	0.7123	0.8	0.7536	65	0.8765	0.9467	0.9103	150	0.7436	0.8788	0.8056	33	0.9259	0.8929	0.9091	28	0.8037	0.8847	0.8422	0.9619
0.0187	58.0	6148	0.1905	0.7037	0.8028	0.75	71	0.7123	0.8	0.7536	65	0.8854	0.9267	0.9055	150	0.6923	0.8182	0.7500	33	0.8621	0.8929	0.8772	28	0.7916	0.8646	0.8264	0.9610
0.0199	59.0	6254	0.1940	0.7073	0.8169	0.7582	71	0.6883	0.8154	0.7465	65	0.8846	0.92	0.9020	150	0.7436	0.8788	0.8056	33	0.7931	0.8214	0.8070	28	0.7859	0.8674	0.8247	0.9593
0.0183	60.0	6360	0.1952	0.7436	0.8169	0.7785	71	0.6512	0.8615	0.7417	65	0.8805	0.9333	0.9061	150	0.6923	0.8182	0.7500	33	0.8571	0.8571	0.8571	28	0.7821	0.8790	0.8277	0.9600
0.0178	61.0	6466	0.1902	0.7534	0.7746	0.7639	71	0.7	0.8615	0.7724	65	0.8854	0.9267	0.9055	150	0.7895	0.9091	0.8451	33	0.8	0.8571	0.8276	28	0.8042	0.8761	0.8386	0.9622
0.0196	62.0	6572	0.1832	0.7436	0.8169	0.7785	71	0.6835	0.8308	0.75	65	0.8726	0.9133	0.8925	150	0.7436	0.8788	0.8056	33	0.8214	0.8214	0.8214	28	0.7900	0.8674	0.8269	0.9622
0.0182	63.0	6678	0.1880	0.7308	0.8028	0.7651	71	0.6829	0.8615	0.7619	65	0.8726	0.9133	0.8925	150	0.6923	0.8182	0.7500	33	0.8276	0.8571	0.8421	28	0.7818	0.8674	0.8224	0.9617
0.0181	64.0	6784	0.1929	0.725	0.8169	0.7682	71	0.6875	0.8462	0.7586	65	0.8625	0.92	0.8903	150	0.7179	0.8485	0.7778	33	0.8	0.8571	0.8276	28	0.7789	0.8732	0.8234	0.9590
0.0187	65.0	6890	0.1914	0.7284	0.8310	0.7763	71	0.7260	0.8154	0.7681	65	0.8790	0.92	0.8990	150	0.6923	0.8182	0.7500	33	0.8929	0.8929	0.8929	28	0.7989	0.8703	0.8331	0.9614
0.016	66.0	6996	0.2022	0.7195	0.8310	0.7712	71	0.6923	0.8308	0.7552	65	0.8797	0.9267	0.9026	150	0.675	0.8182	0.7397	33	0.8	0.8571	0.8276	28	0.7809	0.8732	0.8245	0.9602
0.0153	67.0	7102	0.1922	0.7125	0.8028	0.7550	71	0.7067	0.8154	0.7571	65	0.8812	0.94	0.9097	150	0.7436	0.8788	0.8056	33	0.8	0.8571	0.8276	28	0.7917	0.8761	0.8317	0.9607
0.0165	68.0	7208	0.2077	0.7215	0.8028	0.76	71	0.6747	0.8615	0.7568	65	0.8854	0.9267	0.9055	150	0.675	0.8182	0.7397	33	0.8571	0.8571	0.8571	28	0.7829	0.8732	0.8256	0.9610
0.0159	69.0	7314	0.2018	0.7125	0.8028	0.7550	71	0.6835	0.8308	0.75	65	0.8861	0.9333	0.9091	150	0.725	0.8788	0.7945	33	0.8621	0.8929	0.8772	28	0.7902	0.8790	0.8322	0.9619
0.0151	70.0	7420	0.2193	0.6867	0.8028	0.7403	71	0.7013	0.8308	0.7606	65	0.8910	0.9267	0.9085	150	0.675	0.8182	0.7397	33	0.8	0.8571	0.8276	28	0.7798	0.8674	0.8213	0.9588
0.0149	71.0	7526	0.2117	0.7284	0.8310	0.7763	71	0.6914	0.8615	0.7671	65	0.8861	0.9333	0.9091	150	0.7179	0.8485	0.7778	33	0.8276	0.8571	0.8421	28	0.7912	0.8847	0.8354	0.9614
0.0152	72.0	7632	0.1995	0.7342	0.8169	0.7733	71	0.7143	0.8462	0.7746	65	0.8846	0.92	0.9020	150	0.7632	0.8788	0.8169	33	0.8519	0.8214	0.8364	28	0.8037	0.8732	0.8370	0.9624
0.0149	73.0	7738	0.2208	0.7024	0.8310	0.7613	71	0.6829	0.8615	0.7619	65	0.8868	0.94	0.9126	150	0.7179	0.8485	0.7778	33	0.8276	0.8571	0.8421	28	0.7837	0.8876	0.8324	0.9610
0.0141	74.0	7844	0.2141	0.7273	0.7887	0.7568	71	0.7297	0.8308	0.7770	65	0.8924	0.94	0.9156	150	0.7179	0.8485	0.7778	33	0.8276	0.8571	0.8421	28	0.8037	0.8732	0.8370	0.9624
0.0142	75.0	7950	0.2097	0.7108	0.8310	0.7662	71	0.6582	0.8	0.7222	65	0.8854	0.9267	0.9055	150	0.7436	0.8788	0.8056	33	0.8621	0.8929	0.8772	28	0.7855	0.8761	0.8283	0.9610
0.0132	76.0	8056	0.2149	0.7160	0.8169	0.7632	71	0.6974	0.8154	0.7518	65	0.8812	0.94	0.9097	150	0.7436	0.8788	0.8056	33	0.8276	0.8571	0.8421	28	0.7922	0.8790	0.8333	0.9619
0.0132	77.0	8162	0.2158	0.6905	0.8169	0.7484	71	0.7105	0.8308	0.7660	65	0.8868	0.94	0.9126	150	0.6923	0.8182	0.7500	33	0.8929	0.8929	0.8929	28	0.7902	0.8790	0.8322	0.9607
0.0141	78.0	8268	0.2088	0.7125	0.8028	0.7550	71	0.7013	0.8308	0.7606	65	0.8846	0.92	0.9020	150	0.7	0.8485	0.7671	33	0.8276	0.8571	0.8421	28	0.7880	0.8674	0.8258	0.9607
0.0117	79.0	8374	0.2092	0.7125	0.8028	0.7550	71	0.7361	0.8154	0.7737	65	0.8861	0.9333	0.9091	150	0.7436	0.8788	0.8056	33	0.8276	0.8571	0.8421	28	0.8016	0.8732	0.8359	0.9614
0.0127	80.0	8480	0.2205	0.7	0.7887	0.7417	71	0.6835	0.8308	0.75	65	0.8861	0.9333	0.9091	150	0.7179	0.8485	0.7778	33	0.8889	0.8571	0.8727	28	0.7885	0.8703	0.8274	0.9588
0.0134	81.0	8586	0.2093	0.7215	0.8028	0.76	71	0.7361	0.8154	0.7737	65	0.8861	0.9333	0.9091	150	0.7436	0.8788	0.8056	33	0.8276	0.8571	0.8421	28	0.8037	0.8732	0.8370	0.9631
0.0138	82.0	8692	0.2078	0.725	0.8169	0.7682	71	0.7105	0.8308	0.7660	65	0.8854	0.9267	0.9055	150	0.7436	0.8788	0.8056	33	0.8276	0.8571	0.8421	28	0.7979	0.8761	0.8352	0.9612
0.0129	83.0	8798	0.2170	0.7	0.7887	0.7417	71	0.7051	0.8462	0.7692	65	0.8742	0.9267	0.8997	150	0.7179	0.8485	0.7778	33	0.8276	0.8571	0.8421	28	0.7844	0.8703	0.8251	0.9600
0.0119	84.0	8904	0.2103	0.7195	0.8310	0.7712	71	0.7067	0.8154	0.7571	65	0.8734	0.92	0.8961	150	0.7436	0.8788	0.8056	33	0.8276	0.8571	0.8421	28	0.7911	0.8732	0.8301	0.9612
0.0117	85.0	9010	0.2209	0.7160	0.8169	0.7632	71	0.6951	0.8769	0.7755	65	0.8868	0.94	0.9126	150	0.725	0.8788	0.7945	33	0.7931	0.8214	0.8070	28	0.7877	0.8876	0.8347	0.9597
0.0129	86.0	9116	0.2100	0.7160	0.8169	0.7632	71	0.7105	0.8308	0.7660	65	0.8924	0.94	0.9156	150	0.7436	0.8788	0.8056	33	0.8	0.8571	0.8276	28	0.7969	0.8818	0.8372	0.9619
0.0107	87.0	9222	0.2151	0.7125	0.8028	0.7550	71	0.7051	0.8462	0.7692	65	0.8924	0.94	0.9156	150	0.7436	0.8788	0.8056	33	0.8276	0.8571	0.8421	28	0.7969	0.8818	0.8372	0.9617
0.0121	88.0	9328	0.2126	0.7342	0.8169	0.7733	71	0.7105	0.8308	0.7660	65	0.8790	0.92	0.8990	150	0.7179	0.8485	0.7778	33	0.8571	0.8571	0.8571	28	0.7968	0.8703	0.8320	0.9614
0.0104	89.0	9434	0.2102	0.7342	0.8169	0.7733	71	0.7333	0.8462	0.7857	65	0.8861	0.9333	0.9091	150	0.7368	0.8485	0.7887	33	0.8276	0.8571	0.8421	28	0.8047	0.8790	0.8402	0.9631
0.0114	90.0	9540	0.2103	0.725	0.8169	0.7682	71	0.7397	0.8308	0.7826	65	0.8805	0.9333	0.9061	150	0.7179	0.8485	0.7778	33	0.8571	0.8571	0.8571	28	0.8021	0.8761	0.8375	0.9629
0.0105	91.0	9646	0.2144	0.7160	0.8169	0.7632	71	0.7297	0.8308	0.7770	65	0.8805	0.9333	0.9061	150	0.7436	0.8788	0.8056	33	0.8276	0.8571	0.8421	28	0.7984	0.8790	0.8368	0.9629
0.011	92.0	9752	0.2228	0.7037	0.8028	0.75	71	0.7051	0.8462	0.7692	65	0.8924	0.94	0.9156	150	0.7436	0.8788	0.8056	33	0.8	0.8571	0.8276	28	0.7927	0.8818	0.8349	0.9607
0.0107	93.0	9858	0.2212	0.7160	0.8169	0.7632	71	0.6923	0.8308	0.7552	65	0.8924	0.94	0.9156	150	0.7436	0.8788	0.8056	33	0.8	0.8571	0.8276	28	0.7927	0.8818	0.8349	0.9610
0.009	94.0	9964	0.2232	0.7160	0.8169	0.7632	71	0.6875	0.8462	0.7586	65	0.8924	0.94	0.9156	150	0.7436	0.8788	0.8056	33	0.8	0.8571	0.8276	28	0.7912	0.8847	0.8354	0.9619
0.0109	95.0	10070	0.2274	0.6951	0.8028	0.7451	71	0.6923	0.8308	0.7552	65	0.8917	0.9333	0.9121	150	0.7179	0.8485	0.7778	33	0.8621	0.8929	0.8772	28	0.7896	0.8761	0.8306	0.9593
0.0098	96.0	10176	0.2233	0.7160	0.8169	0.7632	71	0.7051	0.8462	0.7692	65	0.8924	0.94	0.9156	150	0.7179	0.8485	0.7778	33	0.8621	0.8929	0.8772	28	0.7974	0.8847	0.8388	0.9614
0.0103	97.0	10282	0.2204	0.7125	0.8028	0.7550	71	0.6962	0.8462	0.7639	65	0.8805	0.9333	0.9061	150	0.7179	0.8485	0.7778	33	0.8	0.8571	0.8276	28	0.7855	0.8761	0.8283	0.9610
0.0102	98.0	10388	0.2219	0.725	0.8169	0.7682	71	0.6962	0.8462	0.7639	65	0.8924	0.94	0.9156	150	0.7179	0.8485	0.7778	33	0.8	0.8571	0.8276	28	0.7927	0.8818	0.8349	0.9612
0.0094	99.0	10494	0.2234	0.7125	0.8028	0.7550	71	0.6962	0.8462	0.7639	65	0.8924	0.94	0.9156	150	0.7179	0.8485	0.7778	33	0.8	0.8571	0.8276	28	0.7902	0.8790	0.8322	0.9610
0.0098	100.0	10600	0.2237	0.725	0.8169	0.7682	71	0.6962	0.8462	0.7639	65	0.8924	0.94	0.9156	150	0.7179	0.8485	0.7778	33	0.8	0.8571	0.8276	28	0.7927	0.8818	0.8349	0.9612

Framework versions

• Transformers 4.39.3
• Pytorch 2.3.0+cu121
• Datasets 2.19.1
• Tokenizers 0.15.2