nerugm-pt-pl20-3

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: 0.1937
• Location Precision: 0.7468
• Location Recall: 0.8310
• Location F1: 0.7867
• Location Number: 71
• Organization Precision: 0.6824
• Organization Recall: 0.8923
• Organization F1: 0.7733
• Organization Number: 65
• Person Precision: 0.8571
• Person Recall: 0.92
• Person F1: 0.8875
• Person Number: 150
• Quantity Precision: 0.6585
• Quantity Recall: 0.8182
• Quantity F1: 0.7297
• Quantity Number: 33
• Time Precision: 0.8387
• Time Recall: 0.9286
• Time F1: 0.8814
• Time Number: 28
• Overall Precision: 0.7758
• Overall Recall: 0.8876
• Overall F1: 0.8280
• Overall Accuracy: 0.9585

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
0.9941	1.0	106	0.5623	0.0	0.0	0.0	71	0.0	0.0	0.0	65	0.0526	0.0067	0.0118	150	0.0	0.0	0.0	33	1.0	0.0357	0.0690	28	0.0571	0.0058	0.0105	0.8441
0.4917	2.0	212	0.3414	0.5	0.2817	0.3604	71	0.1333	0.0923	0.1091	65	0.6294	0.8267	0.7147	150	0.1290	0.1212	0.125	33	0.6154	0.8571	0.7164	28	0.5057	0.5130	0.5093	0.9042
0.3079	3.0	318	0.2135	0.6027	0.6197	0.6111	71	0.4747	0.7231	0.5732	65	0.7630	0.88	0.8173	150	0.4889	0.6667	0.5641	33	0.8077	0.75	0.7778	28	0.6394	0.7666	0.6972	0.9277
0.2193	4.0	424	0.1754	0.5882	0.7042	0.6410	71	0.4661	0.8462	0.6011	65	0.7816	0.9067	0.8395	150	0.5106	0.7273	0.6000	33	0.9259	0.8929	0.9091	28	0.6430	0.8357	0.7268	0.9391
0.1845	5.0	530	0.1595	0.6092	0.7465	0.6709	71	0.5862	0.7846	0.6711	65	0.7895	0.9	0.8411	150	0.4902	0.7576	0.5952	33	0.6765	0.8214	0.7419	28	0.6674	0.8271	0.7387	0.9447
0.169	6.0	636	0.1874	0.5876	0.8028	0.6786	71	0.5657	0.8615	0.6829	65	0.7965	0.9133	0.8509	150	0.4828	0.8485	0.6154	33	0.575	0.8214	0.6765	28	0.6459	0.8674	0.7405	0.9331
0.1587	7.0	742	0.1556	0.6556	0.8310	0.7329	71	0.5870	0.8308	0.6879	65	0.8081	0.9267	0.8634	150	0.5490	0.8485	0.6667	33	0.6857	0.8571	0.7619	28	0.6909	0.8761	0.7726	0.9435
0.1422	8.0	848	0.1428	0.6146	0.8310	0.7066	71	0.5745	0.8308	0.6792	65	0.8242	0.9067	0.8635	150	0.6222	0.8485	0.7179	33	0.6486	0.8571	0.7385	28	0.6888	0.8674	0.7679	0.9484
0.1362	9.0	954	0.1385	0.7125	0.8028	0.7550	71	0.6022	0.8615	0.7089	65	0.8354	0.9133	0.8726	150	0.5490	0.8485	0.6667	33	0.7576	0.8929	0.8197	28	0.7197	0.8732	0.7891	0.9515
0.1321	10.0	1060	0.1300	0.7179	0.7887	0.7517	71	0.6163	0.8154	0.7020	65	0.8344	0.9067	0.8690	150	0.6222	0.8485	0.7179	33	0.7273	0.8571	0.7869	28	0.7333	0.8559	0.7899	0.9554
0.1217	11.0	1166	0.1354	0.7284	0.8310	0.7763	71	0.6111	0.8462	0.7097	65	0.8616	0.9133	0.8867	150	0.6087	0.8485	0.7089	33	0.7059	0.8571	0.7742	28	0.7390	0.8732	0.8005	0.9513
0.1192	12.0	1272	0.1336	0.6977	0.8451	0.7643	71	0.6196	0.8769	0.7261	65	0.8571	0.92	0.8875	150	0.6512	0.8485	0.7368	33	0.75	0.8571	0.8000	28	0.7415	0.8847	0.8068	0.9556
0.1138	13.0	1378	0.1354	0.75	0.8451	0.7947	71	0.6042	0.8923	0.7205	65	0.8553	0.9067	0.8803	150	0.5510	0.8182	0.6585	33	0.7742	0.8571	0.8136	28	0.7349	0.8790	0.8005	0.9527
0.1103	14.0	1484	0.1337	0.7468	0.8310	0.7867	71	0.6322	0.8462	0.7237	65	0.8509	0.9133	0.8810	150	0.5745	0.8182	0.675	33	0.8571	0.8571	0.8571	28	0.7512	0.8703	0.8064	0.9568
0.1038	15.0	1590	0.1362	0.7317	0.8451	0.7843	71	0.6292	0.8615	0.7273	65	0.8562	0.9133	0.8839	150	0.5745	0.8182	0.675	33	0.75	0.8571	0.8000	28	0.7415	0.8761	0.8032	0.9547
0.1016	16.0	1696	0.1373	0.7342	0.8169	0.7733	71	0.6471	0.8462	0.7333	65	0.8625	0.92	0.8903	150	0.5510	0.8182	0.6585	33	0.7742	0.8571	0.8136	28	0.7475	0.8703	0.8043	0.9568
0.1008	17.0	1802	0.1264	0.7532	0.8169	0.7838	71	0.6395	0.8462	0.7285	65	0.8509	0.9133	0.8810	150	0.6667	0.8485	0.7467	33	0.7576	0.8929	0.8197	28	0.7594	0.8732	0.8123	0.9593
0.0961	18.0	1908	0.1423	0.7125	0.8028	0.7550	71	0.5957	0.8615	0.7044	65	0.8625	0.92	0.8903	150	0.5625	0.8182	0.6667	33	0.75	0.8571	0.8000	28	0.7295	0.8703	0.7937	0.9542
0.0927	19.0	2014	0.1281	0.75	0.7606	0.7552	71	0.6444	0.8923	0.7484	65	0.8509	0.9133	0.8810	150	0.6585	0.8182	0.7297	33	0.8065	0.8929	0.8475	28	0.7620	0.8674	0.8113	0.9583
0.0896	20.0	2120	0.1377	0.7143	0.8451	0.7742	71	0.6517	0.8923	0.7532	65	0.85	0.9067	0.8774	150	0.6429	0.8182	0.7200	33	0.9259	0.8929	0.9091	28	0.7612	0.8818	0.8171	0.9595
0.0881	21.0	2226	0.1464	0.75	0.8451	0.7947	71	0.6122	0.9231	0.7362	65	0.85	0.9067	0.8774	150	0.5625	0.8182	0.6667	33	0.8621	0.8929	0.8772	28	0.7422	0.8876	0.8084	0.9544
0.0886	22.0	2332	0.1482	0.7531	0.8592	0.8026	71	0.6061	0.9231	0.7317	65	0.8625	0.92	0.8903	150	0.5870	0.8182	0.6835	33	0.8	0.8571	0.8276	28	0.7452	0.8934	0.8126	0.9556
0.0854	23.0	2438	0.1337	0.7564	0.8310	0.7919	71	0.6705	0.9077	0.7712	65	0.8553	0.9067	0.8803	150	0.6279	0.8182	0.7105	33	0.8	0.8571	0.8276	28	0.7663	0.8790	0.8188	0.9612
0.0826	24.0	2544	0.1547	0.7160	0.8169	0.7632	71	0.6105	0.8923	0.725	65	0.8553	0.9067	0.8803	150	0.6	0.8182	0.6923	33	0.8333	0.8929	0.8621	28	0.7415	0.8761	0.8032	0.9532
0.0807	25.0	2650	0.1427	0.7308	0.8028	0.7651	71	0.6413	0.9077	0.7516	65	0.8608	0.9067	0.8831	150	0.6	0.8182	0.6923	33	0.8276	0.8571	0.8421	28	0.7537	0.8732	0.8091	0.9561
0.0784	26.0	2756	0.1573	0.7195	0.8310	0.7712	71	0.6786	0.8769	0.7651	65	0.8491	0.9	0.8738	150	0.5745	0.8182	0.675	33	0.7879	0.9286	0.8525	28	0.7506	0.8761	0.8085	0.9549
0.0752	27.0	2862	0.1570	0.7089	0.7887	0.7467	71	0.6667	0.8615	0.7517	65	0.8553	0.9067	0.8803	150	0.5417	0.7879	0.6420	33	0.7576	0.8929	0.8197	28	0.7419	0.8617	0.7973	0.9542
0.0747	28.0	2968	0.1504	0.7105	0.7606	0.7347	71	0.6444	0.8923	0.7484	65	0.8616	0.9133	0.8867	150	0.6585	0.8182	0.7297	33	0.8621	0.8929	0.8772	28	0.7620	0.8674	0.8113	0.9571
0.073	29.0	3074	0.1491	0.7262	0.8592	0.7871	71	0.6122	0.9231	0.7362	65	0.8634	0.9267	0.8939	150	0.6585	0.8182	0.7297	33	0.8387	0.9286	0.8814	28	0.7542	0.9020	0.8215	0.9581
0.0722	30.0	3180	0.1546	0.7407	0.8451	0.7895	71	0.61	0.9385	0.7394	65	0.8580	0.9267	0.8910	150	0.6429	0.8182	0.7200	33	0.8065	0.8929	0.8475	28	0.75	0.8991	0.8178	0.9539
0.0691	31.0	3286	0.1460	0.7317	0.8451	0.7843	71	0.6437	0.8615	0.7368	65	0.8580	0.9267	0.8910	150	0.6585	0.8182	0.7297	33	0.9286	0.9286	0.9286	28	0.77	0.8876	0.8246	0.9602
0.0677	32.0	3392	0.1577	0.7284	0.8310	0.7763	71	0.6105	0.8923	0.725	65	0.8634	0.9267	0.8939	150	0.5870	0.8182	0.6835	33	0.8125	0.9286	0.8667	28	0.7446	0.8905	0.8110	0.9547
0.0656	33.0	3498	0.1580	0.6951	0.8028	0.7451	71	0.6170	0.8923	0.7296	65	0.8688	0.9267	0.8968	150	0.6136	0.8182	0.7013	33	0.7879	0.9286	0.8525	28	0.7433	0.8847	0.8079	0.9544
0.0665	34.0	3604	0.1480	0.7215	0.8028	0.76	71	0.7160	0.8923	0.7945	65	0.85	0.9067	0.8774	150	0.6136	0.8182	0.7013	33	0.8333	0.8929	0.8621	28	0.7690	0.8732	0.8178	0.9585
0.063	35.0	3710	0.1607	0.725	0.8169	0.7682	71	0.5938	0.8769	0.7081	65	0.8519	0.92	0.8846	150	0.6	0.8182	0.6923	33	0.7812	0.8929	0.8333	28	0.7349	0.8790	0.8005	0.9551
0.0591	36.0	3816	0.1688	0.7375	0.8310	0.7815	71	0.6374	0.8923	0.7436	65	0.8519	0.92	0.8846	150	0.6	0.8182	0.6923	33	0.8065	0.8929	0.8475	28	0.7506	0.8847	0.8122	0.9568
0.0601	37.0	3922	0.1751	0.6977	0.8451	0.7643	71	0.5960	0.9077	0.7195	65	0.8642	0.9333	0.8974	150	0.5870	0.8182	0.6835	33	0.8065	0.8929	0.8475	28	0.7335	0.8963	0.8067	0.9515
0.0624	38.0	4028	0.1647	0.7160	0.8169	0.7632	71	0.6951	0.8769	0.7755	65	0.8509	0.9133	0.8810	150	0.5745	0.8182	0.675	33	0.8889	0.8571	0.8727	28	0.7613	0.8732	0.8134	0.9549
0.0609	39.0	4134	0.1562	0.7595	0.8451	0.8	71	0.6444	0.8923	0.7484	65	0.8571	0.92	0.8875	150	0.6429	0.8182	0.7200	33	0.8571	0.8571	0.8571	28	0.7675	0.8847	0.8220	0.9571
0.057	40.0	4240	0.1563	0.7215	0.8028	0.76	71	0.6304	0.8923	0.7389	65	0.8571	0.92	0.8875	150	0.675	0.8182	0.7397	33	0.7812	0.8929	0.8333	28	0.7550	0.8790	0.8123	0.9566
0.0588	41.0	4346	0.1602	0.7125	0.8028	0.7550	71	0.6237	0.8923	0.7342	65	0.8571	0.92	0.8875	150	0.6585	0.8182	0.7297	33	0.8333	0.8929	0.8621	28	0.7531	0.8790	0.8112	0.9549
0.0537	42.0	4452	0.1653	0.7215	0.8028	0.76	71	0.6180	0.8462	0.7143	65	0.8519	0.92	0.8846	150	0.6136	0.8182	0.7013	33	0.7429	0.9286	0.8254	28	0.7408	0.8732	0.8016	0.9534
0.0565	43.0	4558	0.1783	0.7215	0.8028	0.76	71	0.6444	0.8923	0.7484	65	0.8509	0.9133	0.8810	150	0.52	0.7879	0.6265	33	0.6842	0.9286	0.7879	28	0.7273	0.8761	0.7948	0.9527
0.0564	44.0	4664	0.1617	0.7308	0.8028	0.7651	71	0.6629	0.9077	0.7662	65	0.8447	0.9067	0.8746	150	0.6136	0.8182	0.7013	33	0.8966	0.9286	0.9123	28	0.7606	0.8790	0.8155	0.9571
0.053	45.0	4770	0.1659	0.7215	0.8028	0.76	71	0.7073	0.8923	0.7891	65	0.8395	0.9067	0.8718	150	0.6	0.8182	0.6923	33	0.8387	0.9286	0.8814	28	0.7619	0.8761	0.8150	0.9573
0.0503	46.0	4876	0.1665	0.7375	0.8310	0.7815	71	0.6824	0.8923	0.7733	65	0.8466	0.92	0.8818	150	0.6279	0.8182	0.7105	33	0.8966	0.9286	0.9123	28	0.77	0.8876	0.8246	0.9588
0.0513	47.0	4982	0.1658	0.7468	0.8310	0.7867	71	0.6867	0.8769	0.7703	65	0.8509	0.9133	0.8810	150	0.6279	0.8182	0.7105	33	0.8387	0.9286	0.8814	28	0.7708	0.8818	0.8226	0.9588
0.0501	48.0	5088	0.1664	0.725	0.8169	0.7682	71	0.6591	0.8923	0.7582	65	0.8395	0.9067	0.8718	150	0.6136	0.8182	0.7013	33	0.8667	0.9286	0.8966	28	0.7550	0.8790	0.8123	0.9573
0.0497	49.0	5194	0.1616	0.7229	0.8451	0.7792	71	0.6905	0.8923	0.7785	65	0.8447	0.9067	0.8746	150	0.6279	0.8182	0.7105	33	0.8387	0.9286	0.8814	28	0.7637	0.8847	0.8198	0.9590
0.0478	50.0	5300	0.1664	0.7284	0.8310	0.7763	71	0.6364	0.8615	0.7320	65	0.8385	0.9	0.8682	150	0.6429	0.8182	0.7200	33	0.8667	0.9286	0.8966	28	0.7537	0.8732	0.8091	0.9581
0.0481	51.0	5406	0.1615	0.7229	0.8451	0.7792	71	0.6824	0.8923	0.7733	65	0.8395	0.9067	0.8718	150	0.6136	0.8182	0.7013	33	0.8387	0.9286	0.8814	28	0.7580	0.8847	0.8165	0.9585
0.0467	52.0	5512	0.1771	0.725	0.8169	0.7682	71	0.6705	0.9077	0.7712	65	0.8405	0.9133	0.8754	150	0.5625	0.8182	0.6667	33	0.7647	0.9286	0.8387	28	0.7433	0.8847	0.8079	0.9549
0.0454	53.0	5618	0.1706	0.7342	0.8169	0.7733	71	0.6667	0.8923	0.7632	65	0.8509	0.9133	0.8810	150	0.6429	0.8182	0.7200	33	0.8387	0.9286	0.8814	28	0.765	0.8818	0.8193	0.9578
0.0423	54.0	5724	0.1743	0.7308	0.8028	0.7651	71	0.7108	0.9077	0.7973	65	0.8333	0.9	0.8654	150	0.6279	0.8182	0.7105	33	0.8125	0.9286	0.8667	28	0.7638	0.8761	0.8161	0.9576
0.0454	55.0	5830	0.1729	0.7195	0.8310	0.7712	71	0.6988	0.8923	0.7838	65	0.85	0.9067	0.8774	150	0.6429	0.8182	0.7200	33	0.8667	0.9286	0.8966	28	0.7708	0.8818	0.8226	0.9600
0.0445	56.0	5936	0.1695	0.7468	0.8310	0.7867	71	0.7195	0.9077	0.8027	65	0.8447	0.9067	0.8746	150	0.6279	0.8182	0.7105	33	0.8125	0.9286	0.8667	28	0.7733	0.8847	0.8253	0.9595
0.0426	57.0	6042	0.1855	0.725	0.8169	0.7682	71	0.7273	0.8615	0.7887	65	0.8519	0.92	0.8846	150	0.6279	0.8182	0.7105	33	0.8966	0.9286	0.9123	28	0.7801	0.8790	0.8266	0.9583
0.0423	58.0	6148	0.1736	0.7308	0.8028	0.7651	71	0.7215	0.8769	0.7917	65	0.8395	0.9067	0.8718	150	0.6585	0.8182	0.7297	33	0.8966	0.9286	0.9123	28	0.7789	0.8732	0.8234	0.9605
0.0431	59.0	6254	0.1791	0.7436	0.8169	0.7785	71	0.7108	0.9077	0.7973	65	0.8447	0.9067	0.8746	150	0.6279	0.8182	0.7105	33	0.8667	0.9286	0.8966	28	0.7747	0.8818	0.8248	0.9585
0.0428	60.0	6360	0.1775	0.7436	0.8169	0.7785	71	0.6742	0.9231	0.7792	65	0.8457	0.9133	0.8782	150	0.6279	0.8182	0.7105	33	0.8966	0.9286	0.9123	28	0.7681	0.8876	0.8235	0.9576
0.0413	61.0	6466	0.1677	0.7564	0.8310	0.7919	71	0.7073	0.8923	0.7891	65	0.8438	0.9	0.8710	150	0.6429	0.8182	0.7200	33	0.8387	0.9286	0.8814	28	0.7761	0.8790	0.8243	0.9602
0.0398	62.0	6572	0.1843	0.7284	0.8310	0.7763	71	0.6333	0.8769	0.7355	65	0.8447	0.9067	0.8746	150	0.6429	0.8182	0.7200	33	0.8125	0.9286	0.8667	28	0.7512	0.8790	0.8101	0.9581
0.0375	63.0	6678	0.1843	0.7215	0.8028	0.76	71	0.6146	0.9077	0.7329	65	0.8509	0.9133	0.8810	150	0.6136	0.8182	0.7013	33	0.8621	0.8929	0.8772	28	0.7457	0.8790	0.8069	0.9542
0.0393	64.0	6784	0.1756	0.7468	0.8310	0.7867	71	0.7160	0.8923	0.7945	65	0.8509	0.9133	0.8810	150	0.6429	0.8182	0.7200	33	0.8333	0.8929	0.8621	28	0.7786	0.8818	0.8270	0.9593
0.0381	65.0	6890	0.1817	0.7160	0.8169	0.7632	71	0.6744	0.8923	0.7682	65	0.8571	0.92	0.8875	150	0.675	0.8182	0.7397	33	0.8065	0.8929	0.8475	28	0.7669	0.8818	0.8204	0.9593
0.0391	66.0	6996	0.1838	0.7403	0.8028	0.7703	71	0.6444	0.8923	0.7484	65	0.8571	0.92	0.8875	150	0.6136	0.8182	0.7013	33	0.8125	0.9286	0.8667	28	0.7574	0.8818	0.8149	0.9576
0.0378	67.0	7102	0.1910	0.6867	0.8028	0.7403	71	0.6264	0.8769	0.7308	65	0.8634	0.9267	0.8939	150	0.6136	0.8182	0.7013	33	0.8333	0.8929	0.8621	28	0.7457	0.8790	0.8069	0.9551
0.0385	68.0	7208	0.1831	0.7342	0.8169	0.7733	71	0.7024	0.9077	0.7919	65	0.8438	0.9	0.8710	150	0.6	0.8182	0.6923	33	0.8387	0.9286	0.8814	28	0.7644	0.8790	0.8177	0.9581
0.0382	69.0	7314	0.1757	0.7532	0.8169	0.7838	71	0.6413	0.9077	0.7516	65	0.8509	0.9133	0.8810	150	0.6585	0.8182	0.7297	33	0.8125	0.9286	0.8667	28	0.7618	0.8847	0.8187	0.9590
0.0363	70.0	7420	0.1788	0.7532	0.8169	0.7838	71	0.7108	0.9077	0.7973	65	0.8562	0.9133	0.8839	150	0.6279	0.8182	0.7105	33	0.8125	0.9286	0.8667	28	0.7772	0.8847	0.8275	0.9595
0.0351	71.0	7526	0.1863	0.7342	0.8169	0.7733	71	0.6629	0.9077	0.7662	65	0.8519	0.92	0.8846	150	0.6279	0.8182	0.7105	33	0.8387	0.9286	0.8814	28	0.7624	0.8876	0.8202	0.9566
0.0353	72.0	7632	0.1878	0.7160	0.8169	0.7632	71	0.6237	0.8923	0.7342	65	0.8562	0.9133	0.8839	150	0.6429	0.8182	0.7200	33	0.8387	0.9286	0.8814	28	0.7518	0.8818	0.8117	0.9556
0.0343	73.0	7738	0.1781	0.7532	0.8169	0.7838	71	0.6591	0.8923	0.7582	65	0.85	0.9067	0.8774	150	0.6585	0.8182	0.7297	33	0.8387	0.9286	0.8814	28	0.7683	0.8790	0.8199	0.9576
0.0338	74.0	7844	0.1821	0.7564	0.8310	0.7919	71	0.7073	0.8923	0.7891	65	0.85	0.9067	0.8774	150	0.6585	0.8182	0.7297	33	0.8966	0.9286	0.9123	28	0.7846	0.8818	0.8304	0.9617
0.0338	75.0	7950	0.1850	0.7531	0.8592	0.8026	71	0.6988	0.8923	0.7838	65	0.85	0.9067	0.8774	150	0.6585	0.8182	0.7297	33	0.8387	0.9286	0.8814	28	0.7778	0.8876	0.8291	0.9610
0.0348	76.0	8056	0.1825	0.7436	0.8169	0.7785	71	0.6667	0.8923	0.7632	65	0.85	0.9067	0.8774	150	0.6585	0.8182	0.7297	33	0.8065	0.8929	0.8475	28	0.7657	0.8761	0.8172	0.9597
0.0349	77.0	8162	0.1837	0.7342	0.8169	0.7733	71	0.7215	0.8769	0.7917	65	0.8509	0.9133	0.8810	150	0.6585	0.8182	0.7297	33	0.8966	0.9286	0.9123	28	0.7841	0.8790	0.8288	0.9605
0.0332	78.0	8268	0.1872	0.7532	0.8169	0.7838	71	0.6824	0.8923	0.7733	65	0.8634	0.9267	0.8939	150	0.6429	0.8182	0.7200	33	0.8966	0.9286	0.9123	28	0.7817	0.8876	0.8313	0.9597
0.0348	79.0	8374	0.1814	0.7564	0.8310	0.7919	71	0.6824	0.8923	0.7733	65	0.8571	0.92	0.8875	150	0.6429	0.8182	0.7200	33	0.8966	0.9286	0.9123	28	0.7797	0.8876	0.8302	0.9593
0.0327	80.0	8480	0.1867	0.7595	0.8451	0.8	71	0.6860	0.9077	0.7815	65	0.8580	0.9267	0.8910	150	0.6429	0.8182	0.7200	33	0.8621	0.8929	0.8772	28	0.7789	0.8934	0.8322	0.9588
0.0304	81.0	8586	0.1898	0.7468	0.8310	0.7867	71	0.7073	0.8923	0.7891	65	0.8571	0.92	0.8875	150	0.6585	0.8182	0.7297	33	0.8387	0.9286	0.8814	28	0.7817	0.8876	0.8313	0.9605
0.0311	82.0	8692	0.1901	0.7436	0.8169	0.7785	71	0.6782	0.9077	0.7763	65	0.8634	0.9267	0.8939	150	0.6429	0.8182	0.7200	33	0.8387	0.9286	0.8814	28	0.7744	0.8905	0.8284	0.9588
0.0311	83.0	8798	0.1867	0.7308	0.8028	0.7651	71	0.6477	0.8769	0.7451	65	0.8634	0.9267	0.8939	150	0.6429	0.8182	0.7200	33	0.8333	0.8929	0.8621	28	0.7644	0.8790	0.8177	0.9583
0.0311	84.0	8904	0.1912	0.725	0.8169	0.7682	71	0.6867	0.8769	0.7703	65	0.8625	0.92	0.8903	150	0.6279	0.8182	0.7105	33	0.8966	0.9286	0.9123	28	0.7747	0.8818	0.8248	0.9583
0.0316	85.0	9010	0.1960	0.7375	0.8310	0.7815	71	0.6786	0.8769	0.7651	65	0.8634	0.9267	0.8939	150	0.6585	0.8182	0.7297	33	0.8667	0.9286	0.8966	28	0.7778	0.8876	0.8291	0.9585
0.0302	86.0	9116	0.1916	0.75	0.8451	0.7947	71	0.6552	0.8769	0.75	65	0.8625	0.92	0.8903	150	0.6279	0.8182	0.7105	33	0.8966	0.9286	0.9123	28	0.7719	0.8876	0.8257	0.9588
0.0302	87.0	9222	0.1926	0.7792	0.8451	0.8108	71	0.6517	0.8923	0.7532	65	0.8634	0.9267	0.8939	150	0.6429	0.8182	0.7200	33	0.8667	0.9286	0.8966	28	0.7769	0.8934	0.8311	0.9588
0.0301	88.0	9328	0.1916	0.7468	0.8310	0.7867	71	0.6628	0.8769	0.7550	65	0.8634	0.9267	0.8939	150	0.6429	0.8182	0.7200	33	0.8667	0.9286	0.8966	28	0.7739	0.8876	0.8268	0.9588
0.0291	89.0	9434	0.1988	0.75	0.8451	0.7947	71	0.6628	0.8769	0.7550	65	0.8679	0.92	0.8932	150	0.6	0.8182	0.6923	33	0.8125	0.9286	0.8667	28	0.7662	0.8876	0.8224	0.9571
0.029	90.0	9540	0.1922	0.7662	0.8310	0.7973	71	0.6744	0.8923	0.7682	65	0.8634	0.9267	0.8939	150	0.6429	0.8182	0.7200	33	0.8387	0.9286	0.8814	28	0.7783	0.8905	0.8306	0.9595
0.0281	91.0	9646	0.1938	0.7468	0.8310	0.7867	71	0.6628	0.8769	0.7550	65	0.8634	0.9267	0.8939	150	0.6429	0.8182	0.7200	33	0.8667	0.9286	0.8966	28	0.7739	0.8876	0.8268	0.9588
0.0293	92.0	9752	0.1947	0.7125	0.8028	0.7550	71	0.6552	0.8769	0.75	65	0.8634	0.9267	0.8939	150	0.6429	0.8182	0.7200	33	0.8387	0.9286	0.8814	28	0.7631	0.8818	0.8182	0.9568
0.0279	93.0	9858	0.1939	0.7195	0.8310	0.7712	71	0.6552	0.8769	0.75	65	0.8634	0.9267	0.8939	150	0.6429	0.8182	0.7200	33	0.8387	0.9286	0.8814	28	0.7643	0.8876	0.8213	0.9578
0.0284	94.0	9964	0.1945	0.7073	0.8169	0.7582	71	0.6628	0.8769	0.7550	65	0.8571	0.92	0.8875	150	0.6585	0.8182	0.7297	33	0.8387	0.9286	0.8814	28	0.7631	0.8818	0.8182	0.9573
0.0277	95.0	10070	0.1927	0.7436	0.8169	0.7785	71	0.6824	0.8923	0.7733	65	0.8571	0.92	0.8875	150	0.6585	0.8182	0.7297	33	0.8387	0.9286	0.8814	28	0.7753	0.8847	0.8264	0.9581
0.0287	96.0	10176	0.1936	0.7564	0.8310	0.7919	71	0.6824	0.8923	0.7733	65	0.8571	0.92	0.8875	150	0.6585	0.8182	0.7297	33	0.8387	0.9286	0.8814	28	0.7778	0.8876	0.8291	0.9588
0.0295	97.0	10282	0.1938	0.7595	0.8451	0.8	71	0.6824	0.8923	0.7733	65	0.8571	0.92	0.8875	150	0.6585	0.8182	0.7297	33	0.8387	0.9286	0.8814	28	0.7783	0.8905	0.8306	0.9588
0.028	98.0	10388	0.1937	0.7595	0.8451	0.8	71	0.6824	0.8923	0.7733	65	0.8571	0.92	0.8875	150	0.6585	0.8182	0.7297	33	0.8387	0.9286	0.8814	28	0.7783	0.8905	0.8306	0.9585
0.0288	99.0	10494	0.1938	0.7468	0.8310	0.7867	71	0.6744	0.8923	0.7682	65	0.8571	0.92	0.8875	150	0.6585	0.8182	0.7297	33	0.8387	0.9286	0.8814	28	0.7739	0.8876	0.8268	0.9581
0.0272	100.0	10600	0.1937	0.7468	0.8310	0.7867	71	0.6824	0.8923	0.7733	65	0.8571	0.92	0.8875	150	0.6585	0.8182	0.7297	33	0.8387	0.9286	0.8814	28	0.7758	0.8876	0.8280	0.9585

Framework versions

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