nerugm-seq_bn-rf64-1

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: 0.1294
• Location Precision: 0.7595
• Location Recall: 0.8696
• Location F1: 0.8108
• Location Number: 69
• Organization Precision: 0.6533
• Organization Recall: 0.8033
• Organization F1: 0.7206
• Organization Number: 61
• Person Precision: 0.8650
• Person Recall: 0.9216
• Person F1: 0.8924
• Person Number: 153
• Quantity Precision: 0.6944
• Quantity Recall: 0.7812
• Quantity F1: 0.7353
• Quantity Number: 32
• Time Precision: 0.7647
• Time Recall: 0.8387
• Time F1: 0.8000
• Time Number: 31
• Overall Precision: 0.7778
• Overall Recall: 0.8699
• Overall F1: 0.8213
• Overall Accuracy: 0.9628

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
1.1444	1.0	106	0.6990	0.0	0.0	0.0	69	0.0	0.0	0.0	61	0.0	0.0	0.0	153	0.0	0.0	0.0	32	0.0	0.0	0.0	31	0.0	0.0	0.0	0.8353
0.663	2.0	212	0.5583	0.0	0.0	0.0	69	0.0	0.0	0.0	61	0.3333	0.0327	0.0595	153	0.0	0.0	0.0	32	0.0	0.0	0.0	31	0.2381	0.0145	0.0272	0.8385
0.5434	3.0	318	0.4403	0.375	0.0435	0.0779	69	0.0455	0.0164	0.0241	61	0.4031	0.3399	0.3688	153	0.0	0.0	0.0	32	0.5455	0.3871	0.4528	31	0.3696	0.1965	0.2566	0.8747
0.4445	4.0	424	0.3639	0.5349	0.3333	0.4107	69	0.25	0.1639	0.1980	61	0.4688	0.5882	0.5217	153	0.0625	0.0312	0.0417	32	0.5758	0.6129	0.5938	31	0.4414	0.4133	0.4269	0.9004
0.3757	5.0	530	0.3190	0.5417	0.5652	0.5532	69	0.2586	0.2459	0.2521	61	0.5311	0.7255	0.6133	153	0.4516	0.4375	0.4444	32	0.5833	0.6774	0.6269	31	0.4926	0.5780	0.5319	0.9160
0.3296	6.0	636	0.2728	0.5375	0.6232	0.5772	69	0.5094	0.4426	0.4737	61	0.58	0.7582	0.6572	153	0.4706	0.5	0.4848	32	0.75	0.7742	0.7619	31	0.5664	0.6532	0.6067	0.9284
0.2902	7.0	742	0.2488	0.5747	0.7246	0.6410	69	0.4429	0.5082	0.4733	61	0.6649	0.8431	0.7435	153	0.5122	0.6562	0.5753	32	0.7879	0.8387	0.8125	31	0.6047	0.7428	0.6667	0.9341
0.2557	8.0	848	0.2189	0.5862	0.7391	0.6538	69	0.4615	0.5902	0.5180	61	0.6882	0.8366	0.7552	153	0.5128	0.625	0.5634	32	0.8667	0.8387	0.8525	31	0.6214	0.7543	0.6815	0.9393
0.2295	9.0	954	0.1959	0.6235	0.7681	0.6883	69	0.5211	0.6066	0.5606	61	0.7443	0.8562	0.7964	153	0.525	0.6562	0.5833	32	0.8387	0.8387	0.8387	31	0.6650	0.7746	0.7156	0.9438
0.2073	10.0	1060	0.1798	0.6163	0.7681	0.6839	69	0.5373	0.5902	0.5625	61	0.7719	0.8627	0.8148	153	0.5122	0.6562	0.5753	32	0.8182	0.8710	0.8438	31	0.6759	0.7775	0.7231	0.9453
0.1909	11.0	1166	0.1723	0.6353	0.7826	0.7013	69	0.5278	0.6230	0.5714	61	0.7674	0.8627	0.8123	153	0.4884	0.6562	0.5600	32	0.8182	0.8710	0.8438	31	0.6716	0.7861	0.7244	0.9470
0.1803	12.0	1272	0.1605	0.6707	0.7971	0.7285	69	0.5205	0.6230	0.5672	61	0.7661	0.8562	0.8086	153	0.5366	0.6875	0.6027	32	0.8438	0.8710	0.8571	31	0.6842	0.7890	0.7329	0.9507
0.172	13.0	1378	0.1547	0.6786	0.8261	0.7451	69	0.5	0.6393	0.5612	61	0.7857	0.8627	0.8224	153	0.525	0.6562	0.5833	32	0.8438	0.8710	0.8571	31	0.6866	0.7977	0.7380	0.9522
0.1628	14.0	1484	0.1574	0.6867	0.8261	0.75	69	0.5062	0.6721	0.5775	61	0.7857	0.8627	0.8224	153	0.5122	0.6562	0.5753	32	0.8	0.9032	0.8485	31	0.6838	0.8064	0.7401	0.9497
0.1563	15.0	1590	0.1469	0.6867	0.8261	0.75	69	0.5325	0.6721	0.5942	61	0.7892	0.8562	0.8213	153	0.525	0.6562	0.5833	32	0.8485	0.9032	0.875	31	0.6967	0.8035	0.7463	0.9534
0.1517	16.0	1696	0.1440	0.6951	0.8261	0.7550	69	0.5526	0.6885	0.6131	61	0.8012	0.8693	0.8339	153	0.5897	0.7188	0.6479	32	0.8235	0.9032	0.8615	31	0.7128	0.8179	0.7618	0.9547
0.1453	17.0	1802	0.1530	0.6591	0.8406	0.7389	69	0.5432	0.7213	0.6197	61	0.7964	0.8693	0.8313	153	0.5854	0.75	0.6575	32	0.75	0.8710	0.8060	31	0.6925	0.8266	0.7536	0.9507
0.1429	18.0	1908	0.1450	0.6905	0.8406	0.7582	69	0.5395	0.6721	0.5985	61	0.8110	0.8693	0.8391	153	0.5952	0.7812	0.6757	32	0.7714	0.8710	0.8182	31	0.7082	0.8208	0.7604	0.9532
0.1403	19.0	2014	0.1397	0.6988	0.8406	0.7632	69	0.56	0.6885	0.6176	61	0.8012	0.8693	0.8339	153	0.6154	0.75	0.6761	32	0.8235	0.9032	0.8615	31	0.7179	0.8237	0.7672	0.9559
0.1339	20.0	2120	0.1472	0.6628	0.8261	0.7355	69	0.5513	0.7049	0.6187	61	0.7917	0.8693	0.8287	153	0.5854	0.75	0.6575	32	0.7297	0.8710	0.7941	31	0.6927	0.8208	0.7513	0.9519
0.134	21.0	2226	0.1470	0.6628	0.8261	0.7355	69	0.5349	0.7541	0.6259	61	0.7907	0.8889	0.8369	153	0.625	0.7812	0.6944	32	0.7714	0.8710	0.8182	31	0.6945	0.8410	0.7608	0.9502
0.131	22.0	2332	0.1419	0.6988	0.8406	0.7632	69	0.55	0.7213	0.6241	61	0.7941	0.8824	0.8359	153	0.625	0.7812	0.6944	32	0.6923	0.8710	0.7714	31	0.7015	0.8353	0.7625	0.9532
0.1292	23.0	2438	0.1338	0.725	0.8406	0.7785	69	0.5658	0.7049	0.6277	61	0.8047	0.8889	0.8447	153	0.6410	0.7812	0.7042	32	0.7714	0.8710	0.8182	31	0.7243	0.8353	0.7758	0.9584
0.1245	24.0	2544	0.1478	0.6591	0.8406	0.7389	69	0.5488	0.7377	0.6294	61	0.8166	0.9020	0.8571	153	0.5952	0.7812	0.6757	32	0.6667	0.8387	0.7429	31	0.6952	0.8439	0.7624	0.9519
0.1239	25.0	2650	0.1390	0.7195	0.8551	0.7815	69	0.5556	0.7377	0.6338	61	0.8155	0.8954	0.8536	153	0.6098	0.7812	0.6849	32	0.7027	0.8387	0.7647	31	0.7139	0.8439	0.7735	0.9554
0.1241	26.0	2756	0.1395	0.6988	0.8406	0.7632	69	0.5610	0.7541	0.6434	61	0.8225	0.9085	0.8634	153	0.5814	0.7812	0.6667	32	0.6842	0.8387	0.7536	31	0.7084	0.8497	0.7727	0.9542
0.1236	27.0	2862	0.1355	0.7407	0.8696	0.8000	69	0.5753	0.6885	0.6269	61	0.8263	0.9020	0.8625	153	0.5952	0.7812	0.6757	32	0.6667	0.8387	0.7429	31	0.7239	0.8410	0.7781	0.9564
0.1189	28.0	2968	0.1319	0.7284	0.8551	0.7867	69	0.5541	0.6721	0.6074	61	0.8225	0.9085	0.8634	153	0.625	0.7812	0.6944	32	0.6842	0.8387	0.7536	31	0.7214	0.8382	0.7754	0.9579
0.1163	29.0	3074	0.1303	0.75	0.8696	0.8054	69	0.5634	0.6557	0.6061	61	0.8214	0.9020	0.8598	153	0.6486	0.75	0.6957	32	0.8485	0.9032	0.875	31	0.7455	0.8382	0.7891	0.9604
0.1151	30.0	3180	0.1333	0.7037	0.8261	0.76	69	0.5974	0.7541	0.6667	61	0.8263	0.9020	0.8625	153	0.6486	0.75	0.6957	32	0.7222	0.8387	0.7761	31	0.7312	0.8410	0.7823	0.9586
0.1159	31.0	3286	0.1321	0.7284	0.8551	0.7867	69	0.5694	0.6721	0.6165	61	0.8333	0.9150	0.8723	153	0.6410	0.7812	0.7042	32	0.7429	0.8387	0.7879	31	0.7367	0.8410	0.7854	0.9586
0.1104	32.0	3392	0.1301	0.725	0.8406	0.7785	69	0.6133	0.7541	0.6765	61	0.8323	0.9085	0.8688	153	0.6486	0.75	0.6957	32	0.7429	0.8387	0.7879	31	0.7437	0.8468	0.7919	0.9606
0.1111	33.0	3498	0.1324	0.7284	0.8551	0.7867	69	0.5867	0.7213	0.6471	61	0.8333	0.9150	0.8723	153	0.6410	0.7812	0.7042	32	0.7027	0.8387	0.7647	31	0.735	0.8497	0.7882	0.9594
0.1103	34.0	3604	0.1343	0.7284	0.8551	0.7867	69	0.5949	0.7705	0.6714	61	0.8383	0.9150	0.875	153	0.625	0.7812	0.6944	32	0.6842	0.8387	0.7536	31	0.7333	0.8584	0.7909	0.9576
0.11	35.0	3710	0.1313	0.7284	0.8551	0.7867	69	0.6081	0.7377	0.6667	61	0.8476	0.9085	0.8770	153	0.625	0.7812	0.6944	32	0.7429	0.8387	0.7879	31	0.7462	0.8497	0.7946	0.9596
0.1097	36.0	3816	0.1294	0.7407	0.8696	0.8000	69	0.5915	0.6885	0.6364	61	0.8383	0.9150	0.875	153	0.625	0.7812	0.6944	32	0.7027	0.8387	0.7647	31	0.7399	0.8468	0.7898	0.9591
0.1053	37.0	3922	0.1332	0.7375	0.8551	0.7919	69	0.6316	0.7869	0.7007	61	0.8333	0.9150	0.8723	153	0.625	0.7812	0.6944	32	0.7222	0.8387	0.7761	31	0.745	0.8613	0.7989	0.9594
0.1052	38.0	4028	0.1298	0.7595	0.8696	0.8108	69	0.6575	0.7869	0.7164	61	0.8333	0.9150	0.8723	153	0.6579	0.7812	0.7143	32	0.7647	0.8387	0.8000	31	0.7628	0.8642	0.8103	0.9619
0.1005	39.0	4134	0.1264	0.7792	0.8696	0.8219	69	0.6429	0.7377	0.6870	61	0.8434	0.9150	0.8777	153	0.6579	0.7812	0.7143	32	0.7429	0.8387	0.7879	31	0.7668	0.8555	0.8087	0.9616
0.103	40.0	4240	0.1295	0.7595	0.8696	0.8108	69	0.6528	0.7705	0.7068	61	0.8383	0.9150	0.875	153	0.625	0.7812	0.6944	32	0.7222	0.8387	0.7761	31	0.7563	0.8613	0.8054	0.9611
0.1024	41.0	4346	0.1294	0.7595	0.8696	0.8108	69	0.6351	0.7705	0.6963	61	0.8383	0.9150	0.875	153	0.6757	0.7812	0.7246	32	0.7222	0.8387	0.7761	31	0.7583	0.8613	0.8065	0.9611
0.1009	42.0	4452	0.1317	0.7468	0.8551	0.7973	69	0.6351	0.7705	0.6963	61	0.8393	0.9216	0.8785	153	0.6579	0.7812	0.7143	32	0.7222	0.8387	0.7761	31	0.7544	0.8613	0.8043	0.9614
0.1019	43.0	4558	0.1347	0.7595	0.8696	0.8108	69	0.6316	0.7869	0.7007	61	0.8393	0.9216	0.8785	153	0.625	0.7812	0.6944	32	0.6842	0.8387	0.7536	31	0.7481	0.8671	0.8032	0.9599
0.0998	44.0	4664	0.1255	0.7595	0.8696	0.8108	69	0.6438	0.7705	0.7015	61	0.8494	0.9216	0.8840	153	0.6944	0.7812	0.7353	32	0.7647	0.8387	0.8000	31	0.7706	0.8642	0.8147	0.9628
0.099	45.0	4770	0.1310	0.7468	0.8551	0.7973	69	0.64	0.7869	0.7059	61	0.8383	0.9150	0.875	153	0.6579	0.7812	0.7143	32	0.7222	0.8387	0.7761	31	0.7544	0.8613	0.8043	0.9604
0.0943	46.0	4876	0.1283	0.7595	0.8696	0.8108	69	0.6364	0.8033	0.7101	61	0.8383	0.9150	0.875	153	0.6944	0.7812	0.7353	32	0.7222	0.8387	0.7761	31	0.7595	0.8671	0.8097	0.9609
0.0964	47.0	4982	0.1296	0.7595	0.8696	0.8108	69	0.6316	0.7869	0.7007	61	0.8434	0.9150	0.8777	153	0.6410	0.7812	0.7042	32	0.7222	0.8387	0.7761	31	0.7551	0.8642	0.8059	0.9609
0.093	48.0	5088	0.1315	0.7468	0.8551	0.7973	69	0.6234	0.7869	0.6957	61	0.8443	0.9216	0.8812	153	0.6410	0.7812	0.7042	32	0.7222	0.8387	0.7761	31	0.7513	0.8642	0.8038	0.9606
0.095	49.0	5194	0.1287	0.75	0.8696	0.8054	69	0.6234	0.7869	0.6957	61	0.8434	0.9150	0.8777	153	0.6667	0.75	0.7059	32	0.7879	0.8387	0.8125	31	0.7602	0.8613	0.8076	0.9609
0.0931	50.0	5300	0.1242	0.7564	0.8551	0.8027	69	0.6571	0.7541	0.7023	61	0.8434	0.9150	0.8777	153	0.6944	0.7812	0.7353	32	0.7879	0.8387	0.8125	31	0.7728	0.8555	0.8121	0.9628
0.0913	51.0	5406	0.1282	0.7595	0.8696	0.8108	69	0.6364	0.8033	0.7101	61	0.8383	0.9150	0.875	153	0.6944	0.7812	0.7353	32	0.7429	0.8387	0.7879	31	0.7614	0.8671	0.8108	0.9614
0.0903	52.0	5512	0.1309	0.7595	0.8696	0.8108	69	0.6220	0.8361	0.7133	61	0.8402	0.9281	0.8820	153	0.6757	0.7812	0.7246	32	0.7429	0.8387	0.7879	31	0.7562	0.8786	0.8128	0.9611
0.0916	53.0	5618	0.1269	0.7595	0.8696	0.8108	69	0.6316	0.7869	0.7007	61	0.8393	0.9216	0.8785	153	0.6667	0.75	0.7059	32	0.7647	0.8387	0.8000	31	0.7608	0.8642	0.8092	0.9621
0.0908	54.0	5724	0.1262	0.7595	0.8696	0.8108	69	0.6429	0.7377	0.6870	61	0.8383	0.9150	0.875	153	0.6944	0.7812	0.7353	32	0.7429	0.8387	0.7879	31	0.7649	0.8555	0.8076	0.9621
0.0909	55.0	5830	0.1326	0.7595	0.8696	0.8108	69	0.6329	0.8197	0.7143	61	0.8294	0.9216	0.8731	153	0.6757	0.7812	0.7246	32	0.7222	0.8387	0.7761	31	0.7531	0.8728	0.8086	0.9601
0.0901	56.0	5936	0.1253	0.7595	0.8696	0.8108	69	0.6479	0.7541	0.6970	61	0.8494	0.9216	0.8840	153	0.6944	0.7812	0.7353	32	0.7647	0.8387	0.8000	31	0.7720	0.8613	0.8142	0.9628
0.0887	57.0	6042	0.1284	0.7595	0.8696	0.8108	69	0.64	0.7869	0.7059	61	0.8503	0.9281	0.8875	153	0.6757	0.7812	0.7246	32	0.7429	0.8387	0.7879	31	0.7659	0.8699	0.8146	0.9621
0.0871	58.0	6148	0.1309	0.75	0.8696	0.8054	69	0.6494	0.8197	0.7246	61	0.8503	0.9281	0.8875	153	0.6944	0.7812	0.7353	32	0.7222	0.8387	0.7761	31	0.7652	0.8757	0.8167	0.9606
0.0873	59.0	6254	0.1259	0.7595	0.8696	0.8108	69	0.64	0.7869	0.7059	61	0.8485	0.9150	0.8805	153	0.6944	0.7812	0.7353	32	0.7429	0.8387	0.7879	31	0.7667	0.8642	0.8125	0.9614
0.0881	60.0	6360	0.1329	0.7407	0.8696	0.8000	69	0.6494	0.8197	0.7246	61	0.8503	0.9281	0.8875	153	0.6757	0.7812	0.7246	32	0.7222	0.8387	0.7761	31	0.7613	0.8757	0.8145	0.9611
0.0862	61.0	6466	0.1278	0.7595	0.8696	0.8108	69	0.6267	0.7705	0.6912	61	0.8434	0.9150	0.8777	153	0.6944	0.7812	0.7353	32	0.7647	0.8387	0.8000	31	0.7641	0.8613	0.8098	0.9623
0.0846	62.0	6572	0.1268	0.7595	0.8696	0.8108	69	0.6267	0.7705	0.6912	61	0.8452	0.9281	0.8847	153	0.6944	0.7812	0.7353	32	0.7647	0.8387	0.8000	31	0.7653	0.8671	0.8130	0.9626
0.0848	63.0	6678	0.1273	0.7595	0.8696	0.8108	69	0.6267	0.7705	0.6912	61	0.8383	0.9150	0.875	153	0.6944	0.7812	0.7353	32	0.7647	0.8387	0.8000	31	0.7621	0.8613	0.8087	0.9621
0.0839	64.0	6784	0.1308	0.75	0.8696	0.8054	69	0.6296	0.8361	0.7183	61	0.8452	0.9281	0.8847	153	0.6944	0.7812	0.7353	32	0.7647	0.8387	0.8000	31	0.7619	0.8786	0.8161	0.9614
0.0844	65.0	6890	0.1304	0.7595	0.8696	0.8108	69	0.6234	0.7869	0.6957	61	0.8393	0.9216	0.8785	153	0.6944	0.7812	0.7353	32	0.7429	0.8387	0.7879	31	0.7595	0.8671	0.8097	0.9614
0.0843	66.0	6996	0.1285	0.7595	0.8696	0.8108	69	0.6234	0.7869	0.6957	61	0.8343	0.9216	0.8758	153	0.6944	0.7812	0.7353	32	0.7647	0.8387	0.8000	31	0.7595	0.8671	0.8097	0.9619
0.0835	67.0	7102	0.1305	0.75	0.8696	0.8054	69	0.6364	0.8033	0.7101	61	0.8503	0.9281	0.8875	153	0.6944	0.7812	0.7353	32	0.7429	0.8387	0.7879	31	0.7646	0.8728	0.8151	0.9616
0.0829	68.0	7208	0.1330	0.7407	0.8696	0.8000	69	0.6282	0.8033	0.7050	61	0.8443	0.9216	0.8812	153	0.6944	0.7812	0.7353	32	0.7429	0.8387	0.7879	31	0.7582	0.8699	0.8102	0.9616
0.0825	69.0	7314	0.1298	0.7407	0.8696	0.8000	69	0.6364	0.8033	0.7101	61	0.8383	0.9150	0.875	153	0.6944	0.7812	0.7353	32	0.7647	0.8387	0.8000	31	0.7595	0.8671	0.8097	0.9616
0.0838	70.0	7420	0.1245	0.7692	0.8696	0.8163	69	0.6351	0.7705	0.6963	61	0.8545	0.9216	0.8868	153	0.6667	0.75	0.7059	32	0.7879	0.8387	0.8125	31	0.7720	0.8613	0.8142	0.9631
0.082	71.0	7526	0.1278	0.7595	0.8696	0.8108	69	0.6316	0.7869	0.7007	61	0.8537	0.9150	0.8833	153	0.6944	0.7812	0.7353	32	0.7647	0.8387	0.8000	31	0.7686	0.8642	0.8136	0.9621
0.0828	72.0	7632	0.1286	0.7595	0.8696	0.8108	69	0.6104	0.7705	0.6812	61	0.8545	0.9216	0.8868	153	0.6944	0.7812	0.7353	32	0.7429	0.8387	0.7879	31	0.7628	0.8642	0.8103	0.9619
0.0817	73.0	7738	0.1266	0.7595	0.8696	0.8108	69	0.5897	0.7541	0.6619	61	0.8503	0.9281	0.8875	153	0.7222	0.8125	0.7647	32	0.7647	0.8387	0.8000	31	0.7614	0.8671	0.8108	0.9621
0.0812	74.0	7844	0.1293	0.7692	0.8696	0.8163	69	0.6282	0.8033	0.7050	61	0.8503	0.9281	0.8875	153	0.6944	0.7812	0.7353	32	0.7647	0.8387	0.8000	31	0.7684	0.8728	0.8173	0.9626
0.0807	75.0	7950	0.1287	0.7595	0.8696	0.8108	69	0.6316	0.7869	0.7007	61	0.8598	0.9216	0.8896	153	0.6944	0.7812	0.7353	32	0.7647	0.8387	0.8000	31	0.7712	0.8671	0.8163	0.9626
0.0812	76.0	8056	0.1300	0.75	0.8696	0.8054	69	0.6364	0.8033	0.7101	61	0.8614	0.9346	0.8966	153	0.6944	0.7812	0.7353	32	0.7647	0.8387	0.8000	31	0.7710	0.8757	0.8200	0.9631
0.0802	77.0	8162	0.1278	0.7595	0.8696	0.8108	69	0.6447	0.8033	0.7153	61	0.8598	0.9216	0.8896	153	0.6944	0.7812	0.7353	32	0.7647	0.8387	0.8000	31	0.7738	0.8699	0.8190	0.9626
0.0784	78.0	8268	0.1290	0.7821	0.8841	0.8299	69	0.6447	0.8033	0.7153	61	0.8598	0.9216	0.8896	153	0.6944	0.7812	0.7353	32	0.7647	0.8387	0.8000	31	0.7784	0.8728	0.8229	0.9631
0.0786	79.0	8374	0.1273	0.7595	0.8696	0.8108	69	0.6316	0.7869	0.7007	61	0.8598	0.9216	0.8896	153	0.6944	0.7812	0.7353	32	0.7647	0.8387	0.8000	31	0.7712	0.8671	0.8163	0.9631
0.079	80.0	8480	0.1324	0.7407	0.8696	0.8000	69	0.6582	0.8525	0.7429	61	0.8503	0.9281	0.8875	153	0.6944	0.7812	0.7353	32	0.7647	0.8387	0.8000	31	0.7683	0.8815	0.8210	0.9631
0.0787	81.0	8586	0.1298	0.7722	0.8841	0.8243	69	0.6447	0.8033	0.7153	61	0.8598	0.9216	0.8896	153	0.6944	0.7812	0.7353	32	0.7647	0.8387	0.8000	31	0.7763	0.8728	0.8218	0.9628
0.0773	82.0	8692	0.1300	0.7595	0.8696	0.8108	69	0.6579	0.8197	0.7299	61	0.8589	0.9150	0.8861	153	0.6944	0.7812	0.7353	32	0.7647	0.8387	0.8000	31	0.7758	0.8699	0.8202	0.9626
0.0774	83.0	8798	0.1283	0.7595	0.8696	0.8108	69	0.6579	0.8197	0.7299	61	0.8528	0.9085	0.8797	153	0.6944	0.7812	0.7353	32	0.7647	0.8387	0.8000	31	0.7732	0.8671	0.8174	0.9626
0.08	84.0	8904	0.1285	0.7595	0.8696	0.8108	69	0.6579	0.8197	0.7299	61	0.8528	0.9085	0.8797	153	0.6944	0.7812	0.7353	32	0.7647	0.8387	0.8000	31	0.7732	0.8671	0.8174	0.9623
0.0793	85.0	9010	0.1299	0.75	0.8696	0.8054	69	0.6579	0.8197	0.7299	61	0.8589	0.9150	0.8861	153	0.6944	0.7812	0.7353	32	0.7647	0.8387	0.8000	31	0.7738	0.8699	0.8190	0.9623
0.0785	86.0	9116	0.1294	0.7595	0.8696	0.8108	69	0.6533	0.8033	0.7206	61	0.8650	0.9216	0.8924	153	0.6944	0.7812	0.7353	32	0.7647	0.8387	0.8000	31	0.7778	0.8699	0.8213	0.9636
0.0775	87.0	9222	0.1289	0.7595	0.8696	0.8108	69	0.6447	0.8033	0.7153	61	0.8606	0.9281	0.8931	153	0.6944	0.7812	0.7353	32	0.7647	0.8387	0.8000	31	0.7744	0.8728	0.8207	0.9631
0.0762	88.0	9328	0.1290	0.7595	0.8696	0.8108	69	0.6533	0.8033	0.7206	61	0.8659	0.9281	0.8959	153	0.6944	0.7812	0.7353	32	0.7647	0.8387	0.8000	31	0.7784	0.8728	0.8229	0.9636
0.0793	89.0	9434	0.1308	0.7595	0.8696	0.8108	69	0.6494	0.8197	0.7246	61	0.8598	0.9216	0.8896	153	0.6944	0.7812	0.7353	32	0.7647	0.8387	0.8000	31	0.7744	0.8728	0.8207	0.9631
0.0775	90.0	9540	0.1300	0.7595	0.8696	0.8108	69	0.6447	0.8033	0.7153	61	0.8667	0.9346	0.8994	153	0.6944	0.7812	0.7353	32	0.7647	0.8387	0.8000	31	0.7769	0.8757	0.8234	0.9633
0.0773	91.0	9646	0.1287	0.7595	0.8696	0.8108	69	0.6447	0.8033	0.7153	61	0.8650	0.9216	0.8924	153	0.6944	0.7812	0.7353	32	0.7647	0.8387	0.8000	31	0.7758	0.8699	0.8202	0.9631
0.0779	92.0	9752	0.1300	0.7692	0.8696	0.8163	69	0.6364	0.8033	0.7101	61	0.8650	0.9216	0.8924	153	0.6944	0.7812	0.7353	32	0.7647	0.8387	0.8000	31	0.7758	0.8699	0.8202	0.9628
0.0779	93.0	9858	0.1293	0.7595	0.8696	0.8108	69	0.6533	0.8033	0.7206	61	0.8712	0.9281	0.8987	153	0.6944	0.7812	0.7353	32	0.7647	0.8387	0.8000	31	0.7804	0.8728	0.8240	0.9631
0.0758	94.0	9964	0.1298	0.7595	0.8696	0.8108	69	0.6494	0.8197	0.7246	61	0.8606	0.9281	0.8931	153	0.6944	0.7812	0.7353	32	0.7647	0.8387	0.8000	31	0.7749	0.8757	0.8223	0.9633
0.075	95.0	10070	0.1302	0.7595	0.8696	0.8108	69	0.6494	0.8197	0.7246	61	0.8606	0.9281	0.8931	153	0.6944	0.7812	0.7353	32	0.7647	0.8387	0.8000	31	0.7749	0.8757	0.8223	0.9631
0.0767	96.0	10176	0.1305	0.7595	0.8696	0.8108	69	0.6494	0.8197	0.7246	61	0.8598	0.9216	0.8896	153	0.6944	0.7812	0.7353	32	0.7647	0.8387	0.8000	31	0.7744	0.8728	0.8207	0.9631
0.0774	97.0	10282	0.1299	0.7595	0.8696	0.8108	69	0.6533	0.8033	0.7206	61	0.8659	0.9281	0.8959	153	0.6944	0.7812	0.7353	32	0.7647	0.8387	0.8000	31	0.7784	0.8728	0.8229	0.9631
0.0734	98.0	10388	0.1297	0.7595	0.8696	0.8108	69	0.6533	0.8033	0.7206	61	0.8659	0.9281	0.8959	153	0.6944	0.7812	0.7353	32	0.7647	0.8387	0.8000	31	0.7784	0.8728	0.8229	0.9631
0.0764	99.0	10494	0.1293	0.7595	0.8696	0.8108	69	0.6533	0.8033	0.7206	61	0.8659	0.9281	0.8959	153	0.6944	0.7812	0.7353	32	0.7647	0.8387	0.8000	31	0.7784	0.8728	0.8229	0.9631
0.0766	100.0	10600	0.1294	0.7595	0.8696	0.8108	69	0.6533	0.8033	0.7206	61	0.8650	0.9216	0.8924	153	0.6944	0.7812	0.7353	32	0.7647	0.8387	0.8000	31	0.7778	0.8699	0.8213	0.9628

Framework versions

• Transformers 4.40.2
• Pytorch 2.3.0+cu121
• Datasets 2.19.1
• Tokenizers 0.19.1