nerugm-pt-pl20-1

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: 0.1667
• Location Precision: 0.7722
• Location Recall: 0.8841
• Location F1: 0.8243
• Location Number: 69
• Organization Precision: 0.6575
• Organization Recall: 0.7869
• Organization F1: 0.7164
• Organization Number: 61
• Person Precision: 0.8889
• Person Recall: 0.9412
• Person F1: 0.9143
• Person Number: 153
• Quantity Precision: 0.7714
• Quantity Recall: 0.8438
• Quantity F1: 0.8060
• Quantity Number: 32
• Time Precision: 0.7647
• Time Recall: 0.8387
• Time F1: 0.8000
• Time Number: 31
• Overall Precision: 0.7990
• Overall Recall: 0.8844
• Overall F1: 0.8395
• Overall Accuracy: 0.9651

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
0.9918	1.0	106	0.5815	0.0	0.0	0.0	69	0.0	0.0	0.0	61	0.2353	0.0261	0.0471	153	0.0	0.0	0.0	32	0.3333	0.0323	0.0588	31	0.1471	0.0145	0.0263	0.8387
0.5136	2.0	212	0.3841	0.2143	0.0435	0.0723	69	0.0312	0.0164	0.0215	61	0.4850	0.7386	0.5855	153	0.0	0.0	0.0	32	0.4444	0.5161	0.4776	31	0.4092	0.3844	0.3964	0.8873
0.3245	3.0	318	0.2263	0.5543	0.7391	0.6335	69	0.4043	0.6230	0.4903	61	0.7571	0.8758	0.8121	153	0.4348	0.625	0.5128	32	0.8182	0.8710	0.8438	31	0.6109	0.7803	0.6853	0.9292
0.2176	4.0	424	0.1983	0.5631	0.8406	0.6744	69	0.4865	0.5902	0.5333	61	0.7753	0.9020	0.8338	153	0.3559	0.6562	0.4615	32	0.5556	0.8065	0.6579	31	0.6057	0.8035	0.6907	0.9299
0.1812	5.0	530	0.1498	0.6753	0.7536	0.7123	69	0.5422	0.7377	0.625	61	0.8150	0.9216	0.8650	153	0.65	0.8125	0.7222	32	0.8387	0.8387	0.8387	31	0.7178	0.8382	0.7733	0.9497
0.1571	6.0	636	0.1514	0.6264	0.8261	0.7125	69	0.5052	0.8033	0.6203	61	0.8452	0.9281	0.8847	153	0.5952	0.7812	0.6757	32	0.6842	0.8387	0.7536	31	0.6858	0.8642	0.7647	0.9465
0.1435	7.0	742	0.1511	0.6591	0.8406	0.7389	69	0.5765	0.8033	0.6712	61	0.8208	0.9281	0.8712	153	0.5435	0.7812	0.6410	32	0.7879	0.8387	0.8125	31	0.7059	0.8671	0.7782	0.9497
0.1354	8.0	848	0.1467	0.725	0.8406	0.7785	69	0.5269	0.8033	0.6364	61	0.8343	0.9216	0.8758	153	0.6341	0.8125	0.7123	32	0.6047	0.8387	0.7027	31	0.7042	0.8671	0.7772	0.9505
0.1286	9.0	954	0.1392	0.6444	0.8406	0.7296	69	0.6164	0.7377	0.6716	61	0.8563	0.9346	0.8938	153	0.65	0.8125	0.7222	32	0.6190	0.8387	0.7123	31	0.7233	0.8613	0.7863	0.9547
0.1192	10.0	1060	0.1265	0.7089	0.8116	0.7568	69	0.6104	0.7705	0.6812	61	0.8393	0.9216	0.8785	153	0.6842	0.8125	0.7429	32	0.7812	0.8065	0.7937	31	0.7487	0.8526	0.7973	0.9576
0.111	11.0	1166	0.1290	0.6867	0.8261	0.75	69	0.6081	0.7377	0.6667	61	0.8704	0.9216	0.8952	153	0.65	0.8125	0.7222	32	0.75	0.8710	0.8060	31	0.7494	0.8555	0.7989	0.9584
0.1107	12.0	1272	0.1306	0.7532	0.8406	0.7945	69	0.6053	0.7541	0.6715	61	0.8415	0.9020	0.8707	153	0.6341	0.8125	0.7123	32	0.8065	0.8065	0.8065	31	0.7532	0.8468	0.7973	0.9564
0.102	13.0	1378	0.1381	0.7179	0.8116	0.7619	69	0.6163	0.8689	0.7211	61	0.8443	0.9216	0.8812	153	0.6757	0.7812	0.7246	32	0.7647	0.8387	0.8000	31	0.7488	0.8699	0.8048	0.9576
0.0995	14.0	1484	0.1333	0.7733	0.8406	0.8056	69	0.6842	0.8525	0.7591	61	0.8667	0.9346	0.8994	153	0.6923	0.8438	0.7606	32	0.675	0.8710	0.7606	31	0.7772	0.8873	0.8286	0.9599
0.099	15.0	1590	0.1329	0.7284	0.8551	0.7867	69	0.6267	0.7705	0.6912	61	0.8758	0.9216	0.8981	153	0.6923	0.8438	0.7606	32	0.8	0.9032	0.8485	31	0.7724	0.8728	0.8195	0.9599
0.0931	16.0	1696	0.1391	0.7662	0.8551	0.8082	69	0.6024	0.8197	0.6944	61	0.8727	0.9412	0.9057	153	0.6923	0.8438	0.7606	32	0.8125	0.8387	0.8254	31	0.7727	0.8844	0.8248	0.9596
0.0906	17.0	1802	0.1282	0.7468	0.8551	0.7973	69	0.6203	0.8033	0.7	61	0.8712	0.9281	0.8987	153	0.65	0.8125	0.7222	32	0.7714	0.8710	0.8182	31	0.7652	0.8757	0.8167	0.9599
0.0856	18.0	1908	0.1305	0.7733	0.8406	0.8056	69	0.6164	0.7377	0.6716	61	0.8712	0.9281	0.8987	153	0.65	0.8125	0.7222	32	0.75	0.8710	0.8060	31	0.7700	0.8613	0.8131	0.9596
0.0862	19.0	2014	0.1217	0.76	0.8261	0.7917	69	0.6216	0.7541	0.6815	61	0.8834	0.9412	0.9114	153	0.6842	0.8125	0.7429	32	0.8235	0.9032	0.8615	31	0.7839	0.8699	0.8247	0.9641
0.0814	20.0	2120	0.1427	0.7763	0.8551	0.8138	69	0.5909	0.8525	0.6980	61	0.8727	0.9412	0.9057	153	0.6842	0.8125	0.7429	32	0.7941	0.8710	0.8308	31	0.7681	0.8902	0.8246	0.9586
0.0771	21.0	2226	0.1484	0.7564	0.8551	0.8027	69	0.6024	0.8197	0.6944	61	0.8554	0.9281	0.8903	153	0.6341	0.8125	0.7123	32	0.7105	0.8710	0.7826	31	0.7488	0.8786	0.8085	0.9564
0.0803	22.0	2332	0.1494	0.7763	0.8551	0.8138	69	0.5684	0.8852	0.6923	61	0.8780	0.9412	0.9085	153	0.6667	0.8125	0.7324	32	0.8182	0.8710	0.8438	31	0.7617	0.8960	0.8234	0.9584
0.0775	23.0	2438	0.1339	0.75	0.8261	0.7862	69	0.6316	0.7869	0.7007	61	0.8765	0.9281	0.9016	153	0.6667	0.8125	0.7324	32	0.7879	0.8387	0.8125	31	0.7746	0.8642	0.8169	0.9621
0.0723	24.0	2544	0.1337	0.7867	0.8551	0.8194	69	0.625	0.7377	0.6767	61	0.8614	0.9346	0.8966	153	0.6341	0.8125	0.7123	32	0.7632	0.9355	0.8406	31	0.7704	0.8728	0.8184	0.9604
0.0729	25.0	2650	0.1380	0.7632	0.8406	0.8	69	0.6071	0.8361	0.7034	61	0.8712	0.9281	0.8987	153	0.6341	0.8125	0.7123	32	0.7568	0.9032	0.8235	31	0.7606	0.8815	0.8166	0.9616
0.0694	26.0	2756	0.1315	0.7867	0.8551	0.8194	69	0.6389	0.7541	0.6917	61	0.8727	0.9412	0.9057	153	0.65	0.8125	0.7222	32	0.8235	0.9032	0.8615	31	0.7850	0.8757	0.8279	0.9633
0.063	27.0	2862	0.1386	0.7867	0.8551	0.8194	69	0.6203	0.8033	0.7	61	0.8614	0.9346	0.8966	153	0.65	0.8125	0.7222	32	0.7179	0.9032	0.8	31	0.7644	0.8815	0.8188	0.9604
0.0662	28.0	2968	0.1337	0.7375	0.8551	0.7919	69	0.6087	0.6885	0.6462	61	0.8834	0.9412	0.9114	153	0.6842	0.8125	0.7429	32	0.7179	0.9032	0.8	31	0.7686	0.8642	0.8136	0.9591
0.063	29.0	3074	0.1332	0.7692	0.8696	0.8163	69	0.6184	0.7705	0.6861	61	0.8951	0.9477	0.9206	153	0.65	0.8125	0.7222	32	0.7368	0.9032	0.8116	31	0.7766	0.8844	0.8270	0.9626
0.0611	30.0	3180	0.1412	0.7792	0.8696	0.8219	69	0.5897	0.7541	0.6619	61	0.8841	0.9477	0.9148	153	0.65	0.8125	0.7222	32	0.7778	0.9032	0.8358	31	0.7722	0.8815	0.8232	0.9611
0.0599	31.0	3286	0.1363	0.7867	0.8551	0.8194	69	0.6429	0.7377	0.6870	61	0.8841	0.9477	0.9148	153	0.6667	0.8125	0.7324	32	0.7778	0.9032	0.8358	31	0.7891	0.8757	0.8301	0.9628
0.0587	32.0	3392	0.1388	0.7595	0.8696	0.8108	69	0.5733	0.7049	0.6324	61	0.8659	0.9281	0.8959	153	0.65	0.8125	0.7222	32	0.75	0.8710	0.8060	31	0.7563	0.8613	0.8054	0.9594
0.0586	33.0	3498	0.1359	0.7662	0.8551	0.8082	69	0.6	0.7377	0.6618	61	0.8765	0.9281	0.9016	153	0.675	0.8438	0.75	32	0.8182	0.8710	0.8438	31	0.7752	0.8671	0.8186	0.9623
0.0568	34.0	3604	0.1489	0.7375	0.8551	0.7919	69	0.6575	0.7869	0.7164	61	0.9018	0.9608	0.9304	153	0.6923	0.8438	0.7606	32	0.7105	0.8710	0.7826	31	0.7837	0.8902	0.8336	0.9621
0.0563	35.0	3710	0.1382	0.7532	0.8406	0.7945	69	0.6582	0.8525	0.7429	61	0.9062	0.9477	0.9265	153	0.6923	0.8438	0.7606	32	0.8485	0.9032	0.875	31	0.7990	0.8960	0.8447	0.9633
0.0549	36.0	3816	0.1340	0.7436	0.8406	0.7891	69	0.6364	0.8033	0.7101	61	0.8667	0.9346	0.8994	153	0.7027	0.8125	0.7536	32	0.8182	0.8710	0.8438	31	0.7769	0.8757	0.8234	0.9626
0.0534	37.0	3922	0.1313	0.7973	0.8551	0.8252	69	0.625	0.7377	0.6767	61	0.8944	0.9412	0.9172	153	0.7714	0.8438	0.8060	32	0.8485	0.9032	0.875	31	0.808	0.8757	0.8405	0.9658
0.0549	38.0	4028	0.1338	0.7468	0.8551	0.7973	69	0.6	0.6885	0.6412	61	0.8896	0.9477	0.9177	153	0.65	0.8125	0.7222	32	0.8485	0.9032	0.875	31	0.7792	0.8671	0.8208	0.9616
0.0503	39.0	4134	0.1394	0.7763	0.8551	0.8138	69	0.6338	0.7377	0.6818	61	0.8951	0.9477	0.9206	153	0.7105	0.8438	0.7714	32	0.8182	0.8710	0.8438	31	0.7974	0.8757	0.8347	0.9636
0.0492	40.0	4240	0.1511	0.7439	0.8841	0.8079	69	0.6056	0.7049	0.6515	61	0.8690	0.9542	0.9097	153	0.7105	0.8438	0.7714	32	0.7632	0.9355	0.8406	31	0.7708	0.8844	0.8237	0.9619
0.0489	41.0	4346	0.1438	0.7595	0.8696	0.8108	69	0.64	0.7869	0.7059	61	0.8788	0.9477	0.9119	153	0.6923	0.8438	0.7606	32	0.8529	0.9355	0.8923	31	0.7883	0.8931	0.8374	0.9648
0.0484	42.0	4452	0.1544	0.7436	0.8406	0.7891	69	0.625	0.8197	0.7092	61	0.8896	0.9477	0.9177	153	0.7105	0.8438	0.7714	32	0.7941	0.8710	0.8308	31	0.7812	0.8873	0.8309	0.9609
0.0446	43.0	4558	0.1323	0.7692	0.8696	0.8163	69	0.6212	0.6721	0.6457	61	0.8944	0.9412	0.9172	153	0.7778	0.875	0.8235	32	0.8788	0.9355	0.9062	31	0.8075	0.8728	0.8389	0.9643
0.0463	44.0	4664	0.1449	0.7470	0.8986	0.8158	69	0.6438	0.7705	0.7015	61	0.8712	0.9281	0.8987	153	0.6667	0.8125	0.7324	32	0.7941	0.8710	0.8308	31	0.7755	0.8786	0.8238	0.9621
0.0457	45.0	4770	0.1307	0.7848	0.8986	0.8378	69	0.6618	0.7377	0.6977	61	0.8773	0.9346	0.9051	153	0.7368	0.875	0.8000	32	0.8	0.9032	0.8485	31	0.7990	0.8844	0.8395	0.9648
0.0436	46.0	4876	0.1403	0.75	0.8696	0.8054	69	0.6479	0.7541	0.6970	61	0.8780	0.9412	0.9085	153	0.7368	0.875	0.8000	32	0.8182	0.8710	0.8438	31	0.7902	0.8815	0.8333	0.9626
0.0439	47.0	4982	0.1442	0.7792	0.8696	0.8219	69	0.6471	0.7213	0.6822	61	0.8896	0.9477	0.9177	153	0.7368	0.875	0.8000	32	0.8438	0.8710	0.8571	31	0.8042	0.8786	0.8398	0.9641
0.0425	48.0	5088	0.1540	0.7407	0.8696	0.8000	69	0.6494	0.8197	0.7246	61	0.8882	0.9346	0.9108	153	0.6829	0.875	0.7671	32	0.7568	0.9032	0.8235	31	0.7783	0.8931	0.8318	0.9619
0.0446	49.0	5194	0.1424	0.75	0.8261	0.7862	69	0.6301	0.7541	0.6866	61	0.8727	0.9412	0.9057	153	0.7297	0.8438	0.7826	32	0.8387	0.8387	0.8387	31	0.7853	0.8671	0.8242	0.9631
0.0409	50.0	5300	0.1461	0.7895	0.8696	0.8276	69	0.6618	0.7377	0.6977	61	0.8780	0.9412	0.9085	153	0.7297	0.8438	0.7826	32	0.7647	0.8387	0.8000	31	0.7968	0.8728	0.8331	0.9648
0.0419	51.0	5406	0.1532	0.7595	0.8696	0.8108	69	0.5730	0.8361	0.6800	61	0.8788	0.9477	0.9119	153	0.7105	0.8438	0.7714	32	0.8235	0.9032	0.8615	31	0.7679	0.8988	0.8282	0.9604
0.0406	52.0	5512	0.1478	0.75	0.8696	0.8054	69	0.6575	0.7869	0.7164	61	0.8827	0.9346	0.9079	153	0.7778	0.875	0.8235	32	0.8	0.9032	0.8485	31	0.7953	0.8873	0.8388	0.9646
0.0417	53.0	5618	0.1469	0.7564	0.8551	0.8027	69	0.6154	0.7869	0.6906	61	0.8957	0.9542	0.9241	153	0.8	0.875	0.8358	32	0.8387	0.8387	0.8387	31	0.7974	0.8873	0.8399	0.9646
0.0387	54.0	5724	0.1539	0.7468	0.8551	0.7973	69	0.6667	0.7869	0.7218	61	0.8896	0.9477	0.9177	153	0.7714	0.8438	0.8060	32	0.7714	0.8710	0.8182	31	0.7969	0.8844	0.8384	0.9651
0.0387	55.0	5830	0.1497	0.7375	0.8551	0.7919	69	0.6234	0.7869	0.6957	61	0.8896	0.9477	0.9177	153	0.6923	0.8438	0.7606	32	0.8125	0.8387	0.8254	31	0.7801	0.8815	0.8277	0.9621
0.0385	56.0	5936	0.1444	0.7564	0.8551	0.8027	69	0.6301	0.7541	0.6866	61	0.8896	0.9477	0.9177	153	0.7105	0.8438	0.7714	32	0.7941	0.8710	0.8308	31	0.7876	0.8786	0.8306	0.9646
0.0359	57.0	6042	0.1468	0.775	0.8986	0.8322	69	0.6176	0.6885	0.6512	61	0.8896	0.9477	0.9177	153	0.75	0.8438	0.7941	32	0.8182	0.8710	0.8438	31	0.7974	0.8757	0.8347	0.9656
0.0366	58.0	6148	0.1499	0.775	0.8986	0.8322	69	0.6438	0.7705	0.7015	61	0.8896	0.9477	0.9177	153	0.7714	0.8438	0.8060	32	0.7879	0.8387	0.8125	31	0.7995	0.8873	0.8411	0.9653
0.0349	59.0	6254	0.1526	0.7821	0.8841	0.8299	69	0.64	0.7869	0.7059	61	0.8896	0.9477	0.9177	153	0.6923	0.8438	0.7606	32	0.8	0.9032	0.8485	31	0.7923	0.8931	0.8397	0.9653
0.0358	60.0	6360	0.1507	0.7317	0.8696	0.7947	69	0.6533	0.8033	0.7206	61	0.8841	0.9477	0.9148	153	0.7105	0.8438	0.7714	32	0.8485	0.9032	0.875	31	0.7883	0.8931	0.8374	0.9653
0.0347	61.0	6466	0.1476	0.7625	0.8841	0.8188	69	0.6389	0.7541	0.6917	61	0.8834	0.9412	0.9114	153	0.75	0.8438	0.7941	32	0.8438	0.8710	0.8571	31	0.7963	0.8815	0.8368	0.9636
0.0339	62.0	6572	0.1479	0.7722	0.8841	0.8243	69	0.6522	0.7377	0.6923	61	0.8765	0.9281	0.9016	153	0.7568	0.875	0.8116	32	0.8710	0.8710	0.8710	31	0.8016	0.8757	0.8370	0.9653
0.035	63.0	6678	0.1548	0.7625	0.8841	0.8188	69	0.6712	0.8033	0.7313	61	0.8882	0.9346	0.9108	153	0.75	0.8438	0.7941	32	0.8710	0.8710	0.8710	31	0.8058	0.8873	0.8446	0.9653
0.0316	64.0	6784	0.1561	0.7625	0.8841	0.8188	69	0.6316	0.7869	0.7007	61	0.8848	0.9542	0.9182	153	0.7297	0.8438	0.7826	32	0.8387	0.8387	0.8387	31	0.7918	0.8902	0.8381	0.9633
0.0339	65.0	6890	0.1543	0.7821	0.8841	0.8299	69	0.6026	0.7705	0.6763	61	0.8812	0.9216	0.9010	153	0.7714	0.8438	0.8060	32	0.8710	0.8710	0.8710	31	0.7932	0.8757	0.8324	0.9626
0.0333	66.0	6996	0.1552	0.7342	0.8406	0.7838	69	0.6667	0.7869	0.7218	61	0.8788	0.9477	0.9119	153	0.75	0.8438	0.7941	32	0.7647	0.8387	0.8000	31	0.7876	0.8786	0.8306	0.9646
0.0328	67.0	7102	0.1509	0.75	0.8696	0.8054	69	0.6712	0.8033	0.7313	61	0.8951	0.9477	0.9206	153	0.7297	0.8438	0.7826	32	0.8387	0.8387	0.8387	31	0.8016	0.8873	0.8422	0.9661
0.0305	68.0	7208	0.1614	0.7595	0.8696	0.8108	69	0.6712	0.8033	0.7313	61	0.8820	0.9281	0.9045	153	0.675	0.8438	0.75	32	0.7714	0.8710	0.8182	31	0.7861	0.8815	0.8311	0.9628
0.0331	69.0	7314	0.1533	0.8052	0.8986	0.8493	69	0.6667	0.7541	0.7077	61	0.8827	0.9346	0.9079	153	0.7714	0.8438	0.8060	32	0.875	0.9032	0.8889	31	0.816	0.8844	0.8488	0.9648
0.0325	70.0	7420	0.1566	0.7922	0.8841	0.8356	69	0.6184	0.7705	0.6861	61	0.8834	0.9412	0.9114	153	0.75	0.8438	0.7941	32	0.8438	0.8710	0.8571	31	0.7969	0.8844	0.8384	0.9641
0.0284	71.0	7526	0.1600	0.75	0.8696	0.8054	69	0.6447	0.8033	0.7153	61	0.8889	0.9412	0.9143	153	0.7778	0.875	0.8235	32	0.8387	0.8387	0.8387	31	0.7974	0.8873	0.8399	0.9648
0.0323	72.0	7632	0.1577	0.7722	0.8841	0.8243	69	0.6528	0.7705	0.7068	61	0.8712	0.9281	0.8987	153	0.7297	0.8438	0.7826	32	0.8065	0.8065	0.8065	31	0.7906	0.8728	0.8297	0.9638
0.0289	73.0	7738	0.1593	0.7595	0.8696	0.8108	69	0.6133	0.7541	0.6765	61	0.8841	0.9477	0.9148	153	0.7714	0.8438	0.8060	32	0.8387	0.8387	0.8387	31	0.7917	0.8786	0.8329	0.9643
0.0295	74.0	7844	0.1633	0.7848	0.8986	0.8378	69	0.6027	0.7213	0.6567	61	0.8773	0.9346	0.9051	153	0.7297	0.8438	0.7826	32	0.7879	0.8387	0.8125	31	0.7844	0.8728	0.8263	0.9633
0.0274	75.0	7950	0.1606	0.7949	0.8986	0.8435	69	0.6029	0.6721	0.6357	61	0.8882	0.9346	0.9108	153	0.75	0.8438	0.7941	32	0.7879	0.8387	0.8125	31	0.7952	0.8642	0.8283	0.9643
0.0292	76.0	8056	0.1670	0.775	0.8986	0.8322	69	0.6133	0.7541	0.6765	61	0.8896	0.9477	0.9177	153	0.7714	0.8438	0.8060	32	0.8065	0.8065	0.8065	31	0.7943	0.8815	0.8356	0.9643
0.0271	77.0	8162	0.1683	0.7722	0.8841	0.8243	69	0.6133	0.7541	0.6765	61	0.8773	0.9346	0.9051	153	0.75	0.8438	0.7941	32	0.7714	0.8710	0.8182	31	0.7835	0.8786	0.8283	0.9646
0.0281	78.0	8268	0.1635	0.8	0.8696	0.8333	69	0.6111	0.7213	0.6617	61	0.8773	0.9346	0.9051	153	0.7297	0.8438	0.7826	32	0.8438	0.8710	0.8571	31	0.7942	0.8699	0.8303	0.9636
0.026	79.0	8374	0.1596	0.8108	0.8696	0.8392	69	0.6301	0.7541	0.6866	61	0.8882	0.9346	0.9108	153	0.75	0.8438	0.7941	32	0.8065	0.8065	0.8065	31	0.8027	0.8699	0.8350	0.9653
0.0265	80.0	8480	0.1700	0.75	0.8696	0.8054	69	0.64	0.7869	0.7059	61	0.8896	0.9477	0.9177	153	0.7105	0.8438	0.7714	32	0.7879	0.8387	0.8125	31	0.7866	0.8844	0.8327	0.9633
0.0262	81.0	8586	0.1635	0.7821	0.8841	0.8299	69	0.6438	0.7705	0.7015	61	0.8889	0.9412	0.9143	153	0.7297	0.8438	0.7826	32	0.7879	0.8387	0.8125	31	0.7963	0.8815	0.8368	0.9643
0.0275	82.0	8692	0.1724	0.7625	0.8841	0.8188	69	0.6486	0.7869	0.7111	61	0.8735	0.9477	0.9091	153	0.7105	0.8438	0.7714	32	0.7647	0.8387	0.8000	31	0.7832	0.8873	0.8320	0.9628
0.0268	83.0	8798	0.1664	0.7821	0.8841	0.8299	69	0.6438	0.7705	0.7015	61	0.8882	0.9346	0.9108	153	0.7105	0.8438	0.7714	32	0.7879	0.8387	0.8125	31	0.7937	0.8786	0.8340	0.9626
0.0256	84.0	8904	0.1619	0.7895	0.8696	0.8276	69	0.6575	0.7869	0.7164	61	0.8882	0.9346	0.9108	153	0.7714	0.8438	0.8060	32	0.7879	0.8387	0.8125	31	0.8042	0.8786	0.8398	0.9653
0.0265	85.0	9010	0.1618	0.7531	0.8841	0.8133	69	0.6714	0.7705	0.7176	61	0.8889	0.9412	0.9143	153	0.7714	0.8438	0.8060	32	0.7879	0.8387	0.8125	31	0.8005	0.8815	0.8391	0.9656
0.0256	86.0	9116	0.1695	0.7531	0.8841	0.8133	69	0.6438	0.7705	0.7015	61	0.8841	0.9477	0.9148	153	0.7105	0.8438	0.7714	32	0.7879	0.8387	0.8125	31	0.7866	0.8844	0.8327	0.9636
0.027	87.0	9222	0.1664	0.7949	0.8986	0.8435	69	0.6479	0.7541	0.6970	61	0.8889	0.9412	0.9143	153	0.7714	0.8438	0.8060	32	0.7879	0.8387	0.8125	31	0.8047	0.8815	0.8414	0.9651
0.0249	88.0	9328	0.1701	0.7949	0.8986	0.8435	69	0.6479	0.7541	0.6970	61	0.8848	0.9542	0.9182	153	0.7714	0.8438	0.8060	32	0.8182	0.8710	0.8438	31	0.8063	0.8902	0.8462	0.9656
0.0247	89.0	9434	0.1655	0.7848	0.8986	0.8378	69	0.6620	0.7705	0.7121	61	0.8889	0.9412	0.9143	153	0.7714	0.8438	0.8060	32	0.7879	0.8387	0.8125	31	0.8053	0.8844	0.8430	0.9653
0.0235	90.0	9540	0.1713	0.7848	0.8986	0.8378	69	0.6575	0.7869	0.7164	61	0.8889	0.9412	0.9143	153	0.75	0.8438	0.7941	32	0.7647	0.8387	0.8000	31	0.7995	0.8873	0.8411	0.9646
0.0246	91.0	9646	0.1666	0.7722	0.8841	0.8243	69	0.6575	0.7869	0.7164	61	0.8889	0.9412	0.9143	153	0.8	0.875	0.8358	32	0.7941	0.8710	0.8308	31	0.8042	0.8902	0.8450	0.9661
0.0236	92.0	9752	0.1669	0.7821	0.8841	0.8299	69	0.6575	0.7869	0.7164	61	0.8889	0.9412	0.9143	153	0.7714	0.8438	0.8060	32	0.7941	0.8710	0.8308	31	0.8037	0.8873	0.8434	0.9661
0.0258	93.0	9858	0.1674	0.7949	0.8986	0.8435	69	0.64	0.7869	0.7059	61	0.8889	0.9412	0.9143	153	0.8	0.875	0.8358	32	0.7647	0.8387	0.8000	31	0.8021	0.8902	0.8438	0.9653
0.0234	94.0	9964	0.1679	0.7848	0.8986	0.8378	69	0.64	0.7869	0.7059	61	0.8889	0.9412	0.9143	153	0.8	0.875	0.8358	32	0.7647	0.8387	0.8000	31	0.8	0.8902	0.8427	0.9658
0.0241	95.0	10070	0.1697	0.7848	0.8986	0.8378	69	0.64	0.7869	0.7059	61	0.8889	0.9412	0.9143	153	0.7297	0.8438	0.7826	32	0.7647	0.8387	0.8000	31	0.7933	0.8873	0.8377	0.9643
0.0235	96.0	10176	0.1665	0.7722	0.8841	0.8243	69	0.6486	0.7869	0.7111	61	0.8889	0.9412	0.9143	153	0.7714	0.8438	0.8060	32	0.7647	0.8387	0.8000	31	0.7969	0.8844	0.8384	0.9651
0.0238	97.0	10282	0.1672	0.7625	0.8841	0.8188	69	0.6528	0.7705	0.7068	61	0.8889	0.9412	0.9143	153	0.7297	0.8438	0.7826	32	0.7647	0.8387	0.8000	31	0.7922	0.8815	0.8345	0.9653
0.0222	98.0	10388	0.1668	0.7722	0.8841	0.8243	69	0.6486	0.7869	0.7111	61	0.8889	0.9412	0.9143	153	0.7714	0.8438	0.8060	32	0.7647	0.8387	0.8000	31	0.7969	0.8844	0.8384	0.9648
0.0239	99.0	10494	0.1667	0.7722	0.8841	0.8243	69	0.6575	0.7869	0.7164	61	0.8889	0.9412	0.9143	153	0.7714	0.8438	0.8060	32	0.7647	0.8387	0.8000	31	0.7990	0.8844	0.8395	0.9648
0.0232	100.0	10600	0.1667	0.7722	0.8841	0.8243	69	0.6575	0.7869	0.7164	61	0.8889	0.9412	0.9143	153	0.7714	0.8438	0.8060	32	0.7647	0.8387	0.8000	31	0.7990	0.8844	0.8395	0.9651

Framework versions

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