nerugm-pt-pl10-1

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: 0.1712
• Location Precision: 0.7595
• Location Recall: 0.8696
• Location F1: 0.8108
• Location Number: 69
• Organization Precision: 0.6712
• Organization Recall: 0.8033
• Organization F1: 0.7313
• Organization Number: 61
• Person Precision: 0.9136
• Person Recall: 0.9673
• Person F1: 0.9397
• Person Number: 153
• Quantity Precision: 0.6842
• Quantity Recall: 0.8125
• Quantity F1: 0.7429
• Quantity Number: 32
• Time Precision: 0.75
• Time Recall: 0.8710
• Time F1: 0.8060
• Time Number: 31
• Overall Precision: 0.7990
• Overall Recall: 0.8960
• Overall F1: 0.8447
• Overall Accuracy: 0.9648

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
0.9752	1.0	106	0.5789	0.0	0.0	0.0	69	0.0	0.0	0.0	61	0.2667	0.0523	0.0874	153	0.0	0.0	0.0	32	0.0	0.0	0.0	31	0.1905	0.0231	0.0412	0.8397
0.4971	2.0	212	0.3459	0.6	0.2609	0.3636	69	0.0769	0.0328	0.0460	61	0.4962	0.8497	0.6265	153	0.0588	0.0312	0.0408	32	0.4222	0.6129	0.5	31	0.4474	0.4913	0.4683	0.8982
0.3054	3.0	318	0.2187	0.4732	0.7681	0.5856	69	0.4267	0.5246	0.4706	61	0.7556	0.8889	0.8168	153	0.5	0.6875	0.5789	32	0.7778	0.9032	0.8358	31	0.6063	0.7832	0.6835	0.9326
0.2131	4.0	424	0.1845	0.6	0.8261	0.6951	69	0.5062	0.6721	0.5775	61	0.8161	0.9281	0.8685	153	0.48	0.75	0.5854	32	0.5652	0.8387	0.6753	31	0.6502	0.8382	0.7323	0.9393
0.1765	5.0	530	0.1477	0.6707	0.7971	0.7285	69	0.5714	0.7869	0.6621	61	0.8363	0.9346	0.8827	153	0.6842	0.8125	0.7429	32	0.875	0.9032	0.8889	31	0.7371	0.8671	0.7968	0.9544
0.1544	6.0	636	0.1522	0.6044	0.7971	0.6875	69	0.5506	0.8033	0.6533	61	0.8462	0.9346	0.8882	153	0.5682	0.7812	0.6579	32	0.6585	0.8710	0.75	31	0.6889	0.8642	0.7667	0.9477
0.1461	7.0	742	0.1431	0.6977	0.8696	0.7742	69	0.5761	0.8689	0.6928	61	0.8462	0.9346	0.8882	153	0.6429	0.8438	0.7297	32	0.8	0.9032	0.8485	31	0.7335	0.8988	0.8078	0.9554
0.1374	8.0	848	0.1363	0.7037	0.8261	0.76	69	0.6118	0.8525	0.7123	61	0.8353	0.9281	0.8793	153	0.6667	0.8125	0.7324	32	0.6429	0.8710	0.7397	31	0.7290	0.8786	0.7969	0.9549
0.1256	9.0	954	0.1395	0.6344	0.8551	0.7284	69	0.6176	0.6885	0.6512	61	0.8452	0.9281	0.8847	153	0.7105	0.8438	0.7714	32	0.6667	0.9032	0.7671	31	0.7286	0.8613	0.7894	0.9537
0.1227	10.0	1060	0.1241	0.7317	0.8696	0.7947	69	0.6351	0.7705	0.6963	61	0.8614	0.9346	0.8966	153	0.6667	0.8125	0.7324	32	0.7105	0.8710	0.7826	31	0.7594	0.8757	0.8134	0.9584
0.1154	11.0	1166	0.1285	0.6744	0.8406	0.7484	69	0.6377	0.7213	0.6769	61	0.8720	0.9346	0.9022	153	0.5870	0.8438	0.6923	32	0.7297	0.8710	0.7941	31	0.7438	0.8642	0.7995	0.9547
0.1102	12.0	1272	0.1242	0.7692	0.8696	0.8163	69	0.6111	0.7213	0.6617	61	0.8841	0.9477	0.9148	153	0.6	0.8438	0.7013	32	0.7941	0.8710	0.8308	31	0.7710	0.8757	0.8200	0.9581
0.1045	13.0	1378	0.1287	0.6951	0.8261	0.7550	69	0.6163	0.8689	0.7211	61	0.8675	0.9412	0.9028	153	0.65	0.8125	0.7222	32	0.7568	0.9032	0.8235	31	0.7494	0.8902	0.8137	0.9611
0.103	14.0	1484	0.1301	0.7625	0.8841	0.8188	69	0.6049	0.8033	0.6901	61	0.8623	0.9412	0.9	153	0.6136	0.8438	0.7105	32	0.7297	0.8710	0.7941	31	0.7531	0.8902	0.8159	0.9584
0.1017	15.0	1590	0.1236	0.7632	0.8406	0.8	69	0.6143	0.7049	0.6565	61	0.8896	0.9477	0.9177	153	0.6429	0.8438	0.7297	32	0.7714	0.8710	0.8182	31	0.7772	0.8671	0.8197	0.9599
0.0944	16.0	1696	0.1293	0.7468	0.8551	0.7973	69	0.6118	0.8525	0.7123	61	0.8690	0.9542	0.9097	153	0.7297	0.8438	0.7826	32	0.8235	0.9032	0.8615	31	0.7742	0.9017	0.8331	0.9619
0.0911	17.0	1802	0.1347	0.6629	0.8551	0.7468	69	0.6098	0.8197	0.6993	61	0.8743	0.9542	0.9125	153	0.675	0.8438	0.75	32	0.8	0.9032	0.8485	31	0.7506	0.8960	0.8169	0.9599
0.0862	18.0	1908	0.1252	0.7436	0.8406	0.7891	69	0.6761	0.7869	0.7273	61	0.8848	0.9542	0.9182	153	0.6585	0.8438	0.7397	32	0.7941	0.8710	0.8308	31	0.7866	0.8844	0.8327	0.9611
0.0861	19.0	2014	0.1229	0.7467	0.8116	0.7778	69	0.6338	0.7377	0.6818	61	0.8780	0.9412	0.9085	153	0.6923	0.8438	0.7606	32	0.8235	0.9032	0.8615	31	0.7833	0.8671	0.8230	0.9623
0.0834	20.0	2120	0.1377	0.7125	0.8261	0.7651	69	0.6118	0.8525	0.7123	61	0.8855	0.9608	0.9216	153	0.6279	0.8438	0.72	32	0.7714	0.8710	0.8182	31	0.7579	0.8960	0.8212	0.9567
0.0812	21.0	2226	0.1547	0.7375	0.8551	0.7919	69	0.5889	0.8689	0.7020	61	0.8698	0.9608	0.9130	153	0.6047	0.8125	0.6933	32	0.7297	0.8710	0.7941	31	0.7446	0.9017	0.8157	0.9529
0.0775	22.0	2332	0.1344	0.7024	0.8551	0.7712	69	0.6265	0.8525	0.7222	61	0.875	0.9608	0.9159	153	0.6585	0.8438	0.7397	32	0.7714	0.8710	0.8182	31	0.7591	0.9017	0.8243	0.9606
0.0749	23.0	2438	0.1243	0.7808	0.8261	0.8028	69	0.6420	0.8525	0.7324	61	0.8976	0.9739	0.9342	153	0.6923	0.8438	0.7606	32	0.7941	0.8710	0.8308	31	0.7939	0.9017	0.8444	0.9646
0.0741	24.0	2544	0.1392	0.7059	0.8696	0.7792	69	0.6125	0.8033	0.6950	61	0.8795	0.9542	0.9154	153	0.7941	0.8438	0.8182	32	0.7714	0.8710	0.8182	31	0.7725	0.8931	0.8284	0.9596
0.0723	25.0	2650	0.1403	0.725	0.8406	0.7785	69	0.6625	0.8689	0.7518	61	0.875	0.9608	0.9159	153	0.6923	0.8438	0.7606	32	0.8	0.9032	0.8485	31	0.7786	0.9046	0.8369	0.9619
0.0711	26.0	2756	0.1464	0.75	0.8261	0.7862	69	0.6310	0.8689	0.7310	61	0.8970	0.9673	0.9308	153	0.6667	0.8125	0.7324	32	0.75	0.8710	0.8060	31	0.7775	0.8988	0.8338	0.9614
0.0675	27.0	2862	0.1326	0.7407	0.8696	0.8000	69	0.6386	0.8689	0.7361	61	0.8795	0.9542	0.9154	153	0.7297	0.8438	0.7826	32	0.7429	0.8387	0.7879	31	0.7761	0.9017	0.8342	0.9633
0.0656	28.0	2968	0.1390	0.7468	0.8551	0.7973	69	0.6712	0.8033	0.7313	61	0.9080	0.9673	0.9367	153	0.7297	0.8438	0.7826	32	0.7105	0.8710	0.7826	31	0.7949	0.8960	0.8424	0.9631
0.0666	29.0	3074	0.1383	0.7317	0.8696	0.7947	69	0.6341	0.8525	0.7273	61	0.8855	0.9608	0.9216	153	0.6923	0.8438	0.7606	32	0.7297	0.8710	0.7941	31	0.7709	0.9046	0.8324	0.9621
0.065	30.0	3180	0.1360	0.7284	0.8551	0.7867	69	0.6235	0.8689	0.7260	61	0.9074	0.9608	0.9333	153	0.75	0.8438	0.7941	32	0.75	0.8710	0.8060	31	0.7825	0.9046	0.8391	0.9616
0.0641	31.0	3286	0.1314	0.7317	0.8696	0.7947	69	0.64	0.7869	0.7059	61	0.9024	0.9673	0.9338	153	0.7714	0.8438	0.8060	32	0.75	0.8710	0.8060	31	0.7908	0.8960	0.8401	0.9626
0.0625	32.0	3392	0.1342	0.7108	0.8551	0.7763	69	0.6447	0.8033	0.7153	61	0.8976	0.9739	0.9342	153	0.6842	0.8125	0.7429	32	0.7941	0.8710	0.8308	31	0.7809	0.8960	0.8345	0.9626
0.0619	33.0	3498	0.1411	0.7407	0.8696	0.8000	69	0.6154	0.7869	0.6906	61	0.8909	0.9608	0.9245	153	0.6585	0.8438	0.7397	32	0.6842	0.8387	0.7536	31	0.7643	0.8902	0.8224	0.9604
0.0602	34.0	3604	0.1591	0.7262	0.8841	0.7974	69	0.5952	0.8197	0.6897	61	0.8976	0.9739	0.9342	153	0.6341	0.8125	0.7123	32	0.6842	0.8387	0.7536	31	0.7554	0.9017	0.8221	0.9557
0.0582	35.0	3710	0.1414	0.7349	0.8841	0.8026	69	0.6203	0.8033	0.7	61	0.8862	0.9673	0.9250	153	0.7105	0.8438	0.7714	32	0.7222	0.8387	0.7761	31	0.7717	0.8988	0.8304	0.9621
0.0574	36.0	3816	0.1452	0.6747	0.8116	0.7368	69	0.6622	0.8033	0.7259	61	0.9030	0.9739	0.9371	153	0.7714	0.8438	0.8060	32	0.7714	0.8710	0.8182	31	0.7857	0.8902	0.8347	0.9626
0.0551	37.0	3922	0.1465	0.6951	0.8261	0.7550	69	0.64	0.7869	0.7059	61	0.8976	0.9739	0.9342	153	0.675	0.8438	0.75	32	0.7647	0.8387	0.8000	31	0.7733	0.8873	0.8264	0.9609
0.056	38.0	4028	0.1346	0.75	0.8696	0.8054	69	0.6316	0.7869	0.7007	61	0.9018	0.9608	0.9304	153	0.7297	0.8438	0.7826	32	0.7714	0.8710	0.8182	31	0.7903	0.8931	0.8385	0.9643
0.0571	39.0	4134	0.1376	0.7073	0.8406	0.7682	69	0.6538	0.8361	0.7338	61	0.9024	0.9673	0.9338	153	0.6923	0.8438	0.7606	32	0.7879	0.8387	0.8125	31	0.7828	0.8960	0.8356	0.9628
0.0509	40.0	4240	0.1388	0.7125	0.8261	0.7651	69	0.6216	0.7541	0.6815	61	0.9024	0.9673	0.9338	153	0.7105	0.8438	0.7714	32	0.7941	0.8710	0.8308	31	0.7821	0.8815	0.8288	0.9623
0.052	41.0	4346	0.1472	0.7595	0.8696	0.8108	69	0.5862	0.8361	0.6892	61	0.8909	0.9608	0.9245	153	0.7297	0.8438	0.7826	32	0.8182	0.8710	0.8438	31	0.7781	0.9017	0.8353	0.9616
0.0526	42.0	4452	0.1473	0.7229	0.8696	0.7895	69	0.6364	0.8033	0.7101	61	0.9024	0.9673	0.9338	153	0.7297	0.8438	0.7826	32	0.7647	0.8387	0.8000	31	0.7848	0.8960	0.8367	0.9619
0.0503	43.0	4558	0.1404	0.7375	0.8551	0.7919	69	0.6111	0.7213	0.6617	61	0.925	0.9673	0.9457	153	0.7297	0.8438	0.7826	32	0.7941	0.8710	0.8308	31	0.7963	0.8815	0.8368	0.9628
0.05	44.0	4664	0.1413	0.7195	0.8551	0.7815	69	0.64	0.7869	0.7059	61	0.9024	0.9673	0.9338	153	0.7297	0.8438	0.7826	32	0.7429	0.8387	0.7879	31	0.7837	0.8902	0.8336	0.9628
0.0488	45.0	4770	0.1384	0.7625	0.8841	0.8188	69	0.6133	0.7541	0.6765	61	0.9136	0.9673	0.9397	153	0.7105	0.8438	0.7714	32	0.8438	0.8710	0.8571	31	0.7984	0.8931	0.8431	0.9646
0.0471	46.0	4876	0.1398	0.7439	0.8841	0.8079	69	0.6234	0.7869	0.6957	61	0.8902	0.9542	0.9211	153	0.7297	0.8438	0.7826	32	0.7879	0.8387	0.8125	31	0.7837	0.8902	0.8336	0.9646
0.0483	47.0	4982	0.1436	0.7436	0.8406	0.7891	69	0.6447	0.8033	0.7153	61	0.8855	0.9608	0.9216	153	0.6923	0.8438	0.7606	32	0.7647	0.8387	0.8000	31	0.7812	0.8873	0.8309	0.9628
0.0451	48.0	5088	0.1516	0.7262	0.8841	0.7974	69	0.6364	0.8033	0.7101	61	0.8976	0.9739	0.9342	153	0.7297	0.8438	0.7826	32	0.7222	0.8387	0.7761	31	0.78	0.9017	0.8365	0.9621
0.0471	49.0	5194	0.1461	0.75	0.8696	0.8054	69	0.6667	0.8197	0.7353	61	0.9193	0.9673	0.9427	153	0.6923	0.8438	0.7606	32	0.7429	0.8387	0.7879	31	0.7974	0.8988	0.8451	0.9643
0.0419	50.0	5300	0.1431	0.7564	0.8551	0.8027	69	0.6575	0.7869	0.7164	61	0.9198	0.9739	0.9460	153	0.7105	0.8438	0.7714	32	0.8125	0.8387	0.8254	31	0.8068	0.8931	0.8477	0.9651
0.0406	51.0	5406	0.1600	0.7317	0.8696	0.7947	69	0.6145	0.8361	0.7083	61	0.9085	0.9739	0.9401	153	0.65	0.8125	0.7222	32	0.7714	0.8710	0.8182	31	0.7748	0.9046	0.8347	0.9604
0.0427	52.0	5512	0.1549	0.7564	0.8551	0.8027	69	0.6375	0.8361	0.7234	61	0.9080	0.9673	0.9367	153	0.6667	0.8125	0.7324	32	0.7647	0.8387	0.8000	31	0.7868	0.8960	0.8378	0.9623
0.0426	53.0	5618	0.1516	0.7692	0.8696	0.8163	69	0.64	0.7869	0.7059	61	0.9024	0.9673	0.9338	153	0.6842	0.8125	0.7429	32	0.7941	0.8710	0.8308	31	0.7943	0.8931	0.8408	0.9633
0.0401	54.0	5724	0.1552	0.7532	0.8406	0.7945	69	0.6310	0.8689	0.7310	61	0.8922	0.9739	0.9313	153	0.6842	0.8125	0.7429	32	0.7647	0.8387	0.8000	31	0.78	0.9017	0.8365	0.9631
0.0399	55.0	5830	0.1487	0.7108	0.8551	0.7763	69	0.6351	0.7705	0.6963	61	0.9024	0.9673	0.9338	153	0.6842	0.8125	0.7429	32	0.7647	0.8387	0.8000	31	0.7786	0.8844	0.8281	0.9633
0.0402	56.0	5936	0.1583	0.7468	0.8551	0.7973	69	0.6234	0.7869	0.6957	61	0.9030	0.9739	0.9371	153	0.65	0.8125	0.7222	32	0.7714	0.8710	0.8182	31	0.7803	0.8931	0.8329	0.9619
0.0406	57.0	6042	0.1540	0.7692	0.8696	0.8163	69	0.6575	0.7869	0.7164	61	0.9085	0.9739	0.9401	153	0.7027	0.8125	0.7536	32	0.7941	0.8710	0.8308	31	0.8031	0.8960	0.8470	0.9653
0.0402	58.0	6148	0.1636	0.75	0.8696	0.8054	69	0.6329	0.8197	0.7143	61	0.8976	0.9739	0.9342	153	0.6667	0.8125	0.7324	32	0.75	0.8710	0.8060	31	0.78	0.9017	0.8365	0.9614
0.0387	59.0	6254	0.1612	0.7195	0.8551	0.7815	69	0.65	0.8525	0.7376	61	0.9141	0.9739	0.9430	153	0.65	0.8125	0.7222	32	0.7429	0.8387	0.7879	31	0.78	0.9017	0.8365	0.9628
0.0402	60.0	6360	0.1626	0.725	0.8406	0.7785	69	0.6	0.7869	0.6809	61	0.9024	0.9673	0.9338	153	0.6667	0.8125	0.7324	32	0.7179	0.9032	0.8	31	0.7662	0.8902	0.8235	0.9601
0.0382	61.0	6466	0.1521	0.7564	0.8551	0.8027	69	0.6282	0.8033	0.7050	61	0.9024	0.9673	0.9338	153	0.7568	0.875	0.8116	32	0.7941	0.8710	0.8308	31	0.7954	0.8988	0.8440	0.9646
0.038	62.0	6572	0.1556	0.75	0.8696	0.8054	69	0.6494	0.8197	0.7246	61	0.9085	0.9739	0.9401	153	0.7368	0.875	0.8000	32	0.7941	0.8710	0.8308	31	0.7990	0.9075	0.8498	0.9653
0.0391	63.0	6678	0.1530	0.7375	0.8551	0.7919	69	0.6579	0.8197	0.7299	61	0.9085	0.9739	0.9401	153	0.7222	0.8125	0.7647	32	0.7879	0.8387	0.8125	31	0.7969	0.8960	0.8435	0.9651
0.0377	64.0	6784	0.1537	0.7375	0.8551	0.7919	69	0.6533	0.8033	0.7206	61	0.9085	0.9739	0.9401	153	0.7105	0.8438	0.7714	32	0.8182	0.8710	0.8438	31	0.7974	0.8988	0.8451	0.9653
0.0345	65.0	6890	0.1581	0.7468	0.8551	0.7973	69	0.6375	0.8361	0.7234	61	0.9141	0.9739	0.9430	153	0.6842	0.8125	0.7429	32	0.7941	0.8710	0.8308	31	0.7919	0.9017	0.8432	0.9636
0.0367	66.0	6996	0.1538	0.7342	0.8406	0.7838	69	0.6410	0.8197	0.7194	61	0.9146	0.9804	0.9464	153	0.6842	0.8125	0.7429	32	0.7714	0.8710	0.8182	31	0.7893	0.8988	0.8405	0.9648
0.0338	67.0	7102	0.1590	0.7317	0.8696	0.7947	69	0.6538	0.8361	0.7338	61	0.9141	0.9739	0.9430	153	0.7027	0.8125	0.7536	32	0.8182	0.8710	0.8438	31	0.7964	0.9046	0.8471	0.9661
0.0346	68.0	7208	0.1562	0.7792	0.8696	0.8219	69	0.6447	0.8033	0.7153	61	0.9198	0.9739	0.9460	153	0.6842	0.8125	0.7429	32	0.7714	0.8710	0.8182	31	0.8015	0.8988	0.8474	0.9651
0.0333	69.0	7314	0.1533	0.7692	0.8696	0.8163	69	0.6486	0.7869	0.7111	61	0.9141	0.9739	0.9430	153	0.7027	0.8125	0.7536	32	0.7714	0.8710	0.8182	31	0.8010	0.8960	0.8458	0.9651
0.0339	70.0	7420	0.1583	0.7564	0.8551	0.8027	69	0.6410	0.8197	0.7194	61	0.9255	0.9739	0.9490	153	0.6842	0.8125	0.7429	32	0.7714	0.8710	0.8182	31	0.7974	0.8988	0.8451	0.9643
0.0336	71.0	7526	0.1618	0.7439	0.8841	0.8079	69	0.6538	0.8361	0.7338	61	0.9198	0.9739	0.9460	153	0.6667	0.8125	0.7324	32	0.7714	0.8710	0.8182	31	0.7929	0.9075	0.8464	0.9646
0.0321	72.0	7632	0.1712	0.7108	0.8551	0.7763	69	0.6098	0.8197	0.6993	61	0.9130	0.9608	0.9363	153	0.65	0.8125	0.7222	32	0.75	0.8710	0.8060	31	0.7687	0.8931	0.8262	0.9609
0.033	73.0	7738	0.1599	0.7407	0.8696	0.8000	69	0.64	0.7869	0.7059	61	0.9198	0.9739	0.9460	153	0.7297	0.8438	0.7826	32	0.7941	0.8710	0.8308	31	0.7995	0.8988	0.8463	0.9646
0.032	74.0	7844	0.1675	0.7284	0.8551	0.7867	69	0.6267	0.7705	0.6912	61	0.9136	0.9673	0.9397	153	0.6667	0.8125	0.7324	32	0.7714	0.8710	0.8182	31	0.7832	0.8873	0.8320	0.9626
0.0327	75.0	7950	0.1649	0.7595	0.8696	0.8108	69	0.64	0.7869	0.7059	61	0.9080	0.9673	0.9367	153	0.7105	0.8438	0.7714	32	0.7714	0.8710	0.8182	31	0.7949	0.8960	0.8424	0.9631
0.0316	76.0	8056	0.1638	0.7407	0.8696	0.8000	69	0.6267	0.7705	0.6912	61	0.9136	0.9673	0.9397	153	0.6842	0.8125	0.7429	32	0.8438	0.8710	0.8571	31	0.7938	0.8902	0.8392	0.9633
0.0311	77.0	8162	0.1677	0.7317	0.8696	0.7947	69	0.5974	0.7541	0.6667	61	0.9193	0.9673	0.9427	153	0.6667	0.8125	0.7324	32	0.7714	0.8710	0.8182	31	0.7792	0.8873	0.8297	0.9619
0.0313	78.0	8268	0.1649	0.75	0.8696	0.8054	69	0.6	0.7869	0.6809	61	0.9130	0.9608	0.9363	153	0.7027	0.8125	0.7536	32	0.7941	0.8710	0.8308	31	0.7857	0.8902	0.8347	0.9636
0.0297	79.0	8374	0.1650	0.7407	0.8696	0.8000	69	0.6479	0.7541	0.6970	61	0.9018	0.9608	0.9304	153	0.7027	0.8125	0.7536	32	0.7714	0.8710	0.8182	31	0.7907	0.8844	0.8349	0.9646
0.0299	80.0	8480	0.1658	0.75	0.8696	0.8054	69	0.6351	0.7705	0.6963	61	0.9130	0.9608	0.9363	153	0.7222	0.8125	0.7647	32	0.7297	0.8710	0.7941	31	0.7912	0.8873	0.8365	0.9641
0.029	81.0	8586	0.1720	0.7317	0.8696	0.7947	69	0.5974	0.7541	0.6667	61	0.9130	0.9608	0.9363	153	0.65	0.8125	0.7222	32	0.7027	0.8387	0.7647	31	0.7683	0.8815	0.8210	0.9614
0.0309	82.0	8692	0.1623	0.7595	0.8696	0.8108	69	0.6714	0.7705	0.7176	61	0.9136	0.9673	0.9397	153	0.6842	0.8125	0.7429	32	0.7941	0.8710	0.8308	31	0.8042	0.8902	0.8450	0.9658
0.0286	83.0	8798	0.1611	0.7407	0.8696	0.8000	69	0.6282	0.8033	0.7050	61	0.9136	0.9673	0.9397	153	0.7429	0.8125	0.7761	32	0.7297	0.8710	0.7941	31	0.7888	0.8960	0.8390	0.9641
0.0286	84.0	8904	0.1694	0.75	0.8696	0.8054	69	0.6494	0.8197	0.7246	61	0.9136	0.9673	0.9397	153	0.6842	0.8125	0.7429	32	0.7297	0.8710	0.7941	31	0.7893	0.8988	0.8405	0.9631
0.0298	85.0	9010	0.1691	0.7407	0.8696	0.8000	69	0.6438	0.7705	0.7015	61	0.9130	0.9608	0.9363	153	0.6842	0.8125	0.7429	32	0.6842	0.8387	0.7536	31	0.7826	0.8844	0.8304	0.9633
0.0293	86.0	9116	0.1705	0.7468	0.8551	0.7973	69	0.6486	0.7869	0.7111	61	0.9130	0.9608	0.9363	153	0.6842	0.8125	0.7429	32	0.75	0.8710	0.8060	31	0.7912	0.8873	0.8365	0.9638
0.0281	87.0	9222	0.1694	0.7564	0.8551	0.8027	69	0.64	0.7869	0.7059	61	0.9136	0.9673	0.9397	153	0.6842	0.8125	0.7429	32	0.7105	0.8710	0.7826	31	0.7877	0.8902	0.8358	0.9623
0.0294	88.0	9328	0.1707	0.7595	0.8696	0.8108	69	0.6494	0.8197	0.7246	61	0.9193	0.9673	0.9427	153	0.65	0.8125	0.7222	32	0.75	0.8710	0.8060	31	0.7913	0.8988	0.8417	0.9636
0.0279	89.0	9434	0.1687	0.7468	0.8551	0.7973	69	0.6364	0.8033	0.7101	61	0.9080	0.9673	0.9367	153	0.6842	0.8125	0.7429	32	0.7941	0.8710	0.8308	31	0.7903	0.8931	0.8385	0.9633
0.0263	90.0	9540	0.1704	0.7692	0.8696	0.8163	69	0.6622	0.8033	0.7259	61	0.9136	0.9673	0.9397	153	0.6842	0.8125	0.7429	32	0.75	0.8710	0.8060	31	0.7990	0.8960	0.8447	0.9646
0.0263	91.0	9646	0.1667	0.7468	0.8551	0.7973	69	0.6533	0.8033	0.7206	61	0.9193	0.9673	0.9427	153	0.6842	0.8125	0.7429	32	0.75	0.8710	0.8060	31	0.7943	0.8931	0.8408	0.9646
0.0253	92.0	9752	0.1699	0.75	0.8696	0.8054	69	0.6528	0.7705	0.7068	61	0.9136	0.9673	0.9397	153	0.6842	0.8125	0.7429	32	0.7297	0.8710	0.7941	31	0.7918	0.8902	0.8381	0.9641
0.0268	93.0	9858	0.1739	0.75	0.8696	0.8054	69	0.6438	0.7705	0.7015	61	0.9136	0.9673	0.9397	153	0.6667	0.8125	0.7324	32	0.7105	0.8710	0.7826	31	0.7857	0.8902	0.8347	0.9633
0.0258	94.0	9964	0.1727	0.7407	0.8696	0.8000	69	0.6351	0.7705	0.6963	61	0.9141	0.9739	0.9430	153	0.6842	0.8125	0.7429	32	0.75	0.8710	0.8060	31	0.7883	0.8931	0.8374	0.9638
0.0266	95.0	10070	0.1756	0.7317	0.8696	0.7947	69	0.6351	0.7705	0.6963	61	0.9136	0.9673	0.9397	153	0.6667	0.8125	0.7324	32	0.7222	0.8387	0.7761	31	0.7812	0.8873	0.8309	0.9623
0.0269	96.0	10176	0.1720	0.7595	0.8696	0.8108	69	0.6579	0.8197	0.7299	61	0.9130	0.9608	0.9363	153	0.6842	0.8125	0.7429	32	0.7297	0.8710	0.7941	31	0.7928	0.8960	0.8412	0.9638
0.0254	97.0	10282	0.1707	0.75	0.8696	0.8054	69	0.6667	0.7869	0.7218	61	0.9130	0.9608	0.9363	153	0.6842	0.8125	0.7429	32	0.7297	0.8710	0.7941	31	0.7938	0.8902	0.8392	0.9638
0.0259	98.0	10388	0.1709	0.7595	0.8696	0.8108	69	0.6712	0.8033	0.7313	61	0.9130	0.9608	0.9363	153	0.6842	0.8125	0.7429	32	0.75	0.8710	0.8060	31	0.7984	0.8931	0.8431	0.9643
0.0263	99.0	10494	0.1712	0.7595	0.8696	0.8108	69	0.6712	0.8033	0.7313	61	0.9136	0.9673	0.9397	153	0.6842	0.8125	0.7429	32	0.75	0.8710	0.8060	31	0.7990	0.8960	0.8447	0.9648
0.0259	100.0	10600	0.1712	0.7595	0.8696	0.8108	69	0.6712	0.8033	0.7313	61	0.9136	0.9673	0.9397	153	0.6842	0.8125	0.7429	32	0.75	0.8710	0.8060	31	0.7990	0.8960	0.8447	0.9648

Framework versions

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