nerugm-pt-pl50-0

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: 0.1966
• Location Precision: 0.7654
• Location Recall: 0.8986
• Location F1: 0.8267
• Location Number: 69
• Organization Precision: 0.6780
• Organization Recall: 0.6897
• Organization F1: 0.6838
• Organization Number: 58
• Person Precision: 0.8634
• Person Recall: 0.9145
• Person F1: 0.8882
• Person Number: 152
• Quantity Precision: 0.7273
• Quantity Recall: 0.8
• Quantity F1: 0.7619
• Quantity Number: 30
• Time Precision: 0.7576
• Time Recall: 0.8621
• Time F1: 0.8065
• Time Number: 29
• Overall Precision: 0.7902
• Overall Recall: 0.8580
• Overall F1: 0.8227
• Overall Accuracy: 0.9575

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
0.9829	1.0	106	0.5770	0.0	0.0	0.0	69	0.0	0.0	0.0	58	0.1765	0.0197	0.0355	152	0.0	0.0	0.0	30	0.0	0.0	0.0	29	0.1304	0.0089	0.0166	0.8425
0.4917	2.0	212	0.3249	0.4211	0.2319	0.2991	69	0.0667	0.0345	0.0455	58	0.5734	0.8224	0.6757	152	0.2381	0.1667	0.1961	30	0.5714	0.5517	0.5614	29	0.4896	0.4852	0.4874	0.9058
0.2874	3.0	318	0.2088	0.6022	0.8116	0.6914	69	0.3415	0.4828	0.4000	58	0.7528	0.8816	0.8121	152	0.5952	0.8333	0.6944	30	0.6571	0.7931	0.7188	29	0.6186	0.7870	0.6927	0.9321
0.199	4.0	424	0.1801	0.6	0.8696	0.7101	69	0.5278	0.6552	0.5846	58	0.7611	0.9013	0.8253	152	0.6667	0.8667	0.7536	30	0.5854	0.8276	0.6857	29	0.6597	0.8432	0.7403	0.9401
0.1718	5.0	530	0.1455	0.7108	0.8551	0.7763	69	0.5057	0.7586	0.6069	58	0.8107	0.9013	0.8536	152	0.6842	0.8667	0.7647	30	0.8	0.8276	0.8136	29	0.7125	0.8580	0.7785	0.9513
0.1535	6.0	636	0.1490	0.6923	0.9130	0.7875	69	0.5789	0.7586	0.6567	58	0.8035	0.9145	0.8554	152	0.6190	0.8667	0.7222	30	0.6857	0.8276	0.75	29	0.7098	0.8757	0.7841	0.9536
0.1465	7.0	742	0.1347	0.7875	0.9130	0.8456	69	0.5897	0.7931	0.6765	58	0.8166	0.9079	0.8598	152	0.65	0.8667	0.7429	30	0.8125	0.8966	0.8525	29	0.7494	0.8846	0.8114	0.9585
0.1327	8.0	848	0.1376	0.7792	0.8696	0.8219	69	0.5679	0.7931	0.6619	58	0.8457	0.9013	0.8726	152	0.625	0.8333	0.7143	30	0.6579	0.8621	0.7463	29	0.7362	0.8669	0.7962	0.9547
0.1284	9.0	954	0.1358	0.8	0.9275	0.8591	69	0.6184	0.8103	0.7015	58	0.8333	0.9211	0.875	152	0.6410	0.8333	0.7246	30	0.7576	0.8621	0.8065	29	0.7601	0.8905	0.8202	0.9583
0.1188	10.0	1060	0.1322	0.7875	0.9130	0.8456	69	0.6528	0.8103	0.7231	58	0.8313	0.9079	0.8679	152	0.6579	0.8333	0.7353	30	0.75	0.8276	0.7869	29	0.7655	0.8787	0.8182	0.9588
0.1143	11.0	1166	0.1450	0.6848	0.9130	0.7826	69	0.6479	0.7931	0.7132	58	0.8571	0.9079	0.8818	152	0.5581	0.8	0.6575	30	0.7353	0.8621	0.7937	29	0.7382	0.8757	0.8011	0.9534
0.1099	12.0	1272	0.1337	0.7875	0.9130	0.8456	69	0.6377	0.7586	0.6929	58	0.8528	0.9145	0.8825	152	0.6579	0.8333	0.7353	30	0.7576	0.8621	0.8065	29	0.7728	0.8757	0.8211	0.9585
0.1054	13.0	1378	0.1317	0.8101	0.9275	0.8649	69	0.6711	0.8793	0.7612	58	0.8323	0.9145	0.8715	152	0.6757	0.8333	0.7463	30	0.7576	0.8621	0.8065	29	0.7755	0.8994	0.8329	0.9613
0.1007	14.0	1484	0.1283	0.7875	0.9130	0.8456	69	0.6912	0.8103	0.7460	58	0.8616	0.9013	0.8810	152	0.6667	0.8	0.7273	30	0.7576	0.8621	0.8065	29	0.7872	0.8757	0.8291	0.9616
0.0979	15.0	1590	0.1341	0.7738	0.9420	0.8497	69	0.6230	0.6552	0.6387	58	0.8415	0.9079	0.8734	152	0.6154	0.8	0.6957	30	0.7143	0.8621	0.7813	29	0.7572	0.8580	0.8044	0.9565
0.0933	16.0	1696	0.1339	0.7805	0.9275	0.8477	69	0.6024	0.8621	0.7092	58	0.8580	0.9145	0.8854	152	0.6486	0.8	0.7164	30	0.7812	0.8621	0.8197	29	0.7626	0.8935	0.8229	0.9606
0.0895	17.0	1802	0.1329	0.7805	0.9275	0.8477	69	0.6282	0.8448	0.7206	58	0.8650	0.9276	0.8952	152	0.6316	0.8	0.7059	30	0.7812	0.8621	0.8197	29	0.7710	0.8964	0.8290	0.9613
0.0862	18.0	1908	0.1443	0.7778	0.9130	0.84	69	0.6145	0.8793	0.7234	58	0.8931	0.9342	0.9132	152	0.5581	0.8	0.6575	30	0.75	0.8276	0.7869	29	0.7638	0.8994	0.8261	0.9580
0.0834	19.0	2014	0.1257	0.7975	0.9130	0.8514	69	0.5921	0.7759	0.6716	58	0.8589	0.9211	0.8889	152	0.6316	0.8	0.7059	30	0.7812	0.8621	0.8197	29	0.7655	0.8787	0.8182	0.9606
0.0832	20.0	2120	0.1316	0.7848	0.8986	0.8378	69	0.5952	0.8621	0.7042	58	0.8485	0.9211	0.8833	152	0.7143	0.8333	0.7692	30	0.7576	0.8621	0.8065	29	0.7626	0.8935	0.8229	0.9593
0.0812	21.0	2226	0.1313	0.7683	0.9130	0.8344	69	0.6622	0.8448	0.7424	58	0.8951	0.9539	0.9236	152	0.6944	0.8333	0.7576	30	0.7812	0.8621	0.8197	29	0.7953	0.9083	0.8481	0.9626
0.0766	22.0	2332	0.1385	0.7619	0.9275	0.8366	69	0.5843	0.8966	0.7075	58	0.8938	0.9408	0.9167	152	0.7143	0.8333	0.7692	30	0.7576	0.8621	0.8065	29	0.7706	0.9142	0.8363	0.9577
0.077	23.0	2438	0.1263	0.8219	0.8696	0.8451	69	0.5946	0.7586	0.6667	58	0.8734	0.9079	0.8903	152	0.7143	0.8333	0.7692	30	0.8621	0.8621	0.8621	29	0.7913	0.8639	0.8260	0.9603
0.074	24.0	2544	0.1354	0.7619	0.9275	0.8366	69	0.6053	0.7931	0.6866	58	0.8704	0.9276	0.8981	152	0.7353	0.8333	0.7812	30	0.7812	0.8621	0.8197	29	0.7758	0.8905	0.8292	0.9618
0.07	25.0	2650	0.1427	0.7848	0.8986	0.8378	69	0.5753	0.7241	0.6412	58	0.8924	0.9276	0.9097	152	0.6486	0.8	0.7164	30	0.7273	0.8276	0.7742	29	0.7711	0.8669	0.8162	0.9577
0.0676	26.0	2756	0.1433	0.7561	0.8986	0.8212	69	0.5735	0.6724	0.6190	58	0.8910	0.9145	0.9026	152	0.7353	0.8333	0.7812	30	0.7273	0.8276	0.7742	29	0.7748	0.8550	0.8129	0.9593
0.0669	27.0	2862	0.1430	0.7590	0.9130	0.8289	69	0.64	0.8276	0.7218	58	0.8688	0.9145	0.8910	152	0.6667	0.8	0.7273	30	0.75	0.8276	0.7869	29	0.7720	0.8817	0.8232	0.9583
0.0654	28.0	2968	0.1388	0.7590	0.9130	0.8289	69	0.6780	0.6897	0.6838	58	0.8742	0.9145	0.8939	152	0.6316	0.8	0.7059	30	0.7353	0.8621	0.7937	29	0.7802	0.8609	0.8186	0.9590
0.0646	29.0	3074	0.1478	0.7711	0.9275	0.8421	69	0.6538	0.8793	0.7500	58	0.8545	0.9276	0.8896	152	0.6944	0.8333	0.7576	30	0.7576	0.8621	0.8065	29	0.7747	0.9053	0.8349	0.9593
0.064	30.0	3180	0.1387	0.7412	0.9130	0.8182	69	0.6032	0.6552	0.6281	58	0.8712	0.9342	0.9016	152	0.7879	0.8667	0.8254	30	0.8065	0.8621	0.8333	29	0.784	0.8698	0.8247	0.9618
0.0606	31.0	3286	0.1447	0.7529	0.9275	0.8312	69	0.65	0.6724	0.6610	58	0.8765	0.9342	0.9045	152	0.7059	0.8	0.7500	30	0.7576	0.8621	0.8065	29	0.7861	0.8698	0.8258	0.9621
0.0581	32.0	3392	0.1384	0.7529	0.9275	0.8312	69	0.65	0.6724	0.6610	58	0.8841	0.9539	0.9177	152	0.7059	0.8	0.7500	30	0.7576	0.8621	0.8065	29	0.7899	0.8787	0.8319	0.9608
0.0578	33.0	3498	0.1537	0.7470	0.8986	0.8158	69	0.625	0.6897	0.6557	58	0.8882	0.9408	0.9137	152	0.7353	0.8333	0.7812	30	0.7353	0.8621	0.7937	29	0.7846	0.8728	0.8263	0.9613
0.0555	34.0	3604	0.1644	0.7356	0.9275	0.8205	69	0.64	0.8276	0.7218	58	0.8679	0.9079	0.8875	152	0.6667	0.8	0.7273	30	0.7812	0.8621	0.8197	29	0.7686	0.8846	0.8226	0.9552
0.056	35.0	3710	0.1512	0.7529	0.9275	0.8312	69	0.6418	0.7414	0.688	58	0.8712	0.9342	0.9016	152	0.6944	0.8333	0.7576	30	0.7812	0.8621	0.8197	29	0.7807	0.8846	0.8294	0.9613
0.0531	36.0	3816	0.1478	0.7683	0.9130	0.8344	69	0.6104	0.8103	0.6963	58	0.8834	0.9474	0.9143	152	0.7059	0.8	0.7500	30	0.7812	0.8621	0.8197	29	0.7809	0.8964	0.8347	0.9595
0.0535	37.0	3922	0.1470	0.7590	0.9130	0.8289	69	0.6727	0.6379	0.6549	58	0.8720	0.9408	0.9051	152	0.7647	0.8667	0.8125	30	0.7576	0.8621	0.8065	29	0.7967	0.8698	0.8317	0.9626
0.0505	38.0	4028	0.1501	0.7529	0.9275	0.8312	69	0.6	0.7759	0.6767	58	0.8875	0.9342	0.9103	152	0.6667	0.8	0.7273	30	0.7576	0.8621	0.8065	29	0.7712	0.8876	0.8253	0.9601
0.0505	39.0	4134	0.1544	0.7683	0.9130	0.8344	69	0.6061	0.6897	0.6452	58	0.8758	0.9276	0.9010	152	0.7812	0.8333	0.8065	30	0.6970	0.7931	0.7419	29	0.7807	0.8639	0.8202	0.9595
0.0489	40.0	4240	0.1610	0.7529	0.9275	0.8312	69	0.6176	0.7241	0.6667	58	0.8650	0.9276	0.8952	152	0.6857	0.8	0.7385	30	0.7059	0.8276	0.7619	29	0.7662	0.8728	0.8160	0.9595
0.0472	41.0	4346	0.1481	0.7922	0.8841	0.8356	69	0.5658	0.7414	0.6418	58	0.8659	0.9342	0.8987	152	0.7576	0.8333	0.7937	30	0.8065	0.8621	0.8333	29	0.7769	0.8757	0.8234	0.9608
0.0478	42.0	4452	0.1731	0.7778	0.9130	0.84	69	0.6479	0.7931	0.7132	58	0.8485	0.9211	0.8833	152	0.6667	0.8	0.7273	30	0.7576	0.8621	0.8065	29	0.7720	0.8817	0.8232	0.9570
0.049	43.0	4558	0.1578	0.7711	0.9275	0.8421	69	0.6418	0.7414	0.688	58	0.8696	0.9211	0.8946	152	0.6486	0.8	0.7164	30	0.75	0.8276	0.7869	29	0.7763	0.8728	0.8217	0.9580
0.0457	44.0	4664	0.1573	0.7711	0.9275	0.8421	69	0.6269	0.7241	0.672	58	0.8650	0.9276	0.8952	152	0.6857	0.8	0.7385	30	0.7576	0.8621	0.8065	29	0.7769	0.8757	0.8234	0.9590
0.0462	45.0	4770	0.1571	0.7590	0.9130	0.8289	69	0.65	0.6724	0.6610	58	0.8773	0.9408	0.9079	152	0.6667	0.8	0.7273	30	0.7273	0.8276	0.7742	29	0.7813	0.8669	0.8219	0.9590
0.0423	46.0	4876	0.1632	0.7442	0.9275	0.8258	69	0.6528	0.8103	0.7231	58	0.8642	0.9211	0.8917	152	0.6857	0.8	0.7385	30	0.7273	0.8276	0.7742	29	0.7706	0.8846	0.8237	0.9590
0.0424	47.0	4982	0.1609	0.7561	0.8986	0.8212	69	0.6479	0.7931	0.7132	58	0.8634	0.9145	0.8882	152	0.6765	0.7667	0.7188	30	0.8065	0.8621	0.8333	29	0.7784	0.8728	0.8229	0.9606
0.0414	48.0	5088	0.1715	0.7683	0.9130	0.8344	69	0.6667	0.7586	0.7097	58	0.8580	0.9145	0.8854	152	0.6216	0.7667	0.6866	30	0.7812	0.8621	0.8197	29	0.7757	0.8698	0.8201	0.9590
0.0401	49.0	5194	0.1692	0.775	0.8986	0.8322	69	0.6618	0.7759	0.7143	58	0.8712	0.9342	0.9016	152	0.6389	0.7667	0.6970	30	0.7576	0.8621	0.8065	29	0.7816	0.8787	0.8273	0.9601
0.0417	50.0	5300	0.1577	0.7561	0.8986	0.8212	69	0.62	0.5345	0.5741	58	0.8875	0.9342	0.9103	152	0.7059	0.8	0.7500	30	0.7576	0.8621	0.8065	29	0.7911	0.8402	0.8149	0.9595
0.0407	51.0	5406	0.1635	0.7683	0.9130	0.8344	69	0.6471	0.7586	0.6984	58	0.8944	0.9474	0.9201	152	0.7647	0.8667	0.8125	30	0.7353	0.8621	0.7937	29	0.7968	0.8935	0.8424	0.9611
0.0403	52.0	5512	0.1673	0.7654	0.8986	0.8267	69	0.6301	0.7931	0.7023	58	0.8485	0.9211	0.8833	152	0.7059	0.8	0.7500	30	0.75	0.8276	0.7869	29	0.7688	0.8757	0.8188	0.9567
0.0384	53.0	5618	0.1711	0.7561	0.8986	0.8212	69	0.6479	0.7931	0.7132	58	0.8606	0.9342	0.8959	152	0.7059	0.8	0.7500	30	0.7812	0.8621	0.8197	29	0.7786	0.8846	0.8283	0.9611
0.0383	54.0	5724	0.1716	0.775	0.8986	0.8322	69	0.6562	0.7241	0.6885	58	0.8580	0.9145	0.8854	152	0.7353	0.8333	0.7812	30	0.75	0.8276	0.7869	29	0.7849	0.8639	0.8225	0.9590
0.038	55.0	5830	0.1692	0.7805	0.9275	0.8477	69	0.625	0.6897	0.6557	58	0.8519	0.9079	0.8790	152	0.7879	0.8667	0.8254	30	0.7812	0.8621	0.8197	29	0.7855	0.8669	0.8242	0.9606
0.0363	56.0	5936	0.1646	0.7778	0.9130	0.84	69	0.6618	0.7759	0.7143	58	0.8589	0.9211	0.8889	152	0.7879	0.8667	0.8254	30	0.7812	0.8621	0.8197	29	0.7931	0.8846	0.8364	0.9618
0.0366	57.0	6042	0.1657	0.7778	0.9130	0.84	69	0.6721	0.7069	0.6891	58	0.8642	0.9211	0.8917	152	0.6857	0.8	0.7385	30	0.7812	0.8621	0.8197	29	0.7898	0.8669	0.8265	0.9624
0.0353	58.0	6148	0.1655	0.7683	0.9130	0.8344	69	0.6667	0.7241	0.6942	58	0.8476	0.9145	0.8797	152	0.7576	0.8333	0.7937	30	0.7576	0.8621	0.8065	29	0.784	0.8698	0.8247	0.9613
0.036	59.0	6254	0.1742	0.7711	0.9275	0.8421	69	0.6667	0.7931	0.7244	58	0.8634	0.9145	0.8882	152	0.6857	0.8	0.7385	30	0.7576	0.8621	0.8065	29	0.7822	0.8817	0.8289	0.9603
0.035	60.0	6360	0.1768	0.75	0.9130	0.8235	69	0.6719	0.7414	0.7049	58	0.8528	0.9145	0.8825	152	0.7273	0.8	0.7619	30	0.8065	0.8621	0.8333	29	0.784	0.8698	0.8247	0.9588
0.0353	61.0	6466	0.1644	0.7654	0.8986	0.8267	69	0.6364	0.6034	0.6195	58	0.8625	0.9079	0.8846	152	0.7353	0.8333	0.7812	30	0.8333	0.8621	0.8475	29	0.7917	0.8432	0.8166	0.9585
0.0342	62.0	6572	0.1804	0.7529	0.9275	0.8312	69	0.6415	0.5862	0.6126	58	0.8466	0.9079	0.8762	152	0.7273	0.8	0.7619	30	0.8065	0.8621	0.8333	29	0.7808	0.8432	0.8108	0.9580
0.033	63.0	6678	0.1855	0.7561	0.8986	0.8212	69	0.6406	0.7069	0.6721	58	0.8758	0.9276	0.9010	152	0.7059	0.8	0.7500	30	0.7812	0.8621	0.8197	29	0.7855	0.8669	0.8242	0.9593
0.0332	64.0	6784	0.1789	0.7711	0.9275	0.8421	69	0.6712	0.8448	0.7481	58	0.8650	0.9276	0.8952	152	0.7576	0.8333	0.7937	30	0.7576	0.8621	0.8065	29	0.7896	0.8994	0.8409	0.9593
0.0324	65.0	6890	0.1793	0.7654	0.8986	0.8267	69	0.6812	0.8103	0.7402	58	0.8476	0.9145	0.8797	152	0.7059	0.8	0.7500	30	0.7812	0.8621	0.8197	29	0.7816	0.8787	0.8273	0.9595
0.0316	66.0	6996	0.1789	0.7529	0.9275	0.8312	69	0.6462	0.7241	0.6829	58	0.8485	0.9211	0.8833	152	0.7059	0.8	0.7500	30	0.8065	0.8621	0.8333	29	0.7763	0.8728	0.8217	0.9585
0.0311	67.0	7102	0.1830	0.7590	0.9130	0.8289	69	0.6462	0.7241	0.6829	58	0.8424	0.9145	0.8770	152	0.7059	0.8	0.7500	30	0.8065	0.8621	0.8333	29	0.7751	0.8669	0.8184	0.9577
0.0321	68.0	7208	0.1778	0.7654	0.8986	0.8267	69	0.6567	0.7586	0.7040	58	0.8758	0.9276	0.9010	152	0.6486	0.8	0.7164	30	0.7812	0.8621	0.8197	29	0.7831	0.8757	0.8268	0.9593
0.0325	69.0	7314	0.1819	0.7683	0.9130	0.8344	69	0.6615	0.7414	0.6992	58	0.8812	0.9276	0.9038	152	0.7273	0.8	0.7619	30	0.75	0.8276	0.7869	29	0.7930	0.8728	0.8310	0.9595
0.0302	70.0	7420	0.1777	0.7778	0.9130	0.84	69	0.6452	0.6897	0.6667	58	0.8758	0.9276	0.9010	152	0.7273	0.8	0.7619	30	0.8333	0.8621	0.8475	29	0.7984	0.8669	0.8312	0.9616
0.0288	71.0	7526	0.1830	0.7901	0.9275	0.8533	69	0.6364	0.7241	0.6774	58	0.8696	0.9211	0.8946	152	0.8182	0.9	0.8571	30	0.8065	0.8621	0.8333	29	0.8011	0.8817	0.8394	0.9611
0.0301	72.0	7632	0.1907	0.7654	0.8986	0.8267	69	0.6724	0.6724	0.6724	58	0.8634	0.9145	0.8882	152	0.7273	0.8	0.7619	30	0.8065	0.8621	0.8333	29	0.7940	0.8550	0.8234	0.9577
0.0278	73.0	7738	0.1915	0.7875	0.9130	0.8456	69	0.6780	0.6897	0.6838	58	0.8679	0.9079	0.8875	152	0.7273	0.8	0.7619	30	0.8	0.8276	0.8136	29	0.8006	0.8550	0.8269	0.9588
0.0292	74.0	7844	0.1886	0.7683	0.9130	0.8344	69	0.6316	0.6207	0.6261	58	0.8457	0.9013	0.8726	152	0.7273	0.8	0.7619	30	0.7812	0.8621	0.8197	29	0.7787	0.8432	0.8097	0.9567
0.0275	75.0	7950	0.1929	0.7683	0.9130	0.8344	69	0.6429	0.6207	0.6316	58	0.8303	0.9013	0.8644	152	0.7059	0.8	0.7500	30	0.7812	0.8621	0.8197	29	0.7724	0.8432	0.8062	0.9562
0.0261	76.0	8056	0.1926	0.7778	0.9130	0.84	69	0.6615	0.7414	0.6992	58	0.8580	0.9145	0.8854	152	0.7273	0.8	0.7619	30	0.8065	0.8621	0.8333	29	0.7903	0.8698	0.8282	0.9583
0.0285	77.0	8162	0.1952	0.7625	0.8841	0.8188	69	0.6724	0.6724	0.6724	58	0.8466	0.9079	0.8762	152	0.6970	0.7667	0.7302	30	0.7812	0.8621	0.8197	29	0.7814	0.8462	0.8125	0.9570
0.0286	78.0	8268	0.1949	0.7722	0.8841	0.8243	69	0.625	0.6897	0.6557	58	0.8580	0.9145	0.8854	152	0.6970	0.7667	0.7302	30	0.8065	0.8621	0.8333	29	0.7805	0.8521	0.8147	0.9570
0.0268	79.0	8374	0.1901	0.775	0.8986	0.8322	69	0.6207	0.6207	0.6207	58	0.8589	0.9211	0.8889	152	0.7273	0.8	0.7619	30	0.8065	0.8621	0.8333	29	0.7863	0.8491	0.8165	0.9570
0.0253	80.0	8480	0.1899	0.775	0.8986	0.8322	69	0.6349	0.6897	0.6612	58	0.8589	0.9211	0.8889	152	0.6970	0.7667	0.7302	30	0.8333	0.8621	0.8475	29	0.7859	0.8580	0.8204	0.9588
0.0243	81.0	8586	0.1946	0.775	0.8986	0.8322	69	0.65	0.6724	0.6610	58	0.8580	0.9145	0.8854	152	0.6765	0.7667	0.7188	30	0.8065	0.8621	0.8333	29	0.7847	0.8521	0.8170	0.9590
0.0255	82.0	8692	0.1929	0.7654	0.8986	0.8267	69	0.6667	0.6897	0.6780	58	0.8696	0.9211	0.8946	152	0.7273	0.8	0.7619	30	0.8065	0.8621	0.8333	29	0.7951	0.8609	0.8267	0.9590
0.0254	83.0	8798	0.1947	0.7654	0.8986	0.8267	69	0.6949	0.7069	0.7009	58	0.8696	0.9211	0.8946	152	0.7059	0.8	0.7500	30	0.7576	0.8621	0.8065	29	0.7935	0.8639	0.8272	0.9580
0.0258	84.0	8904	0.1913	0.7654	0.8986	0.8267	69	0.6842	0.6724	0.6783	58	0.8509	0.9013	0.8754	152	0.7059	0.8	0.7500	30	0.7812	0.8621	0.8197	29	0.7863	0.8491	0.8165	0.9580
0.0244	85.0	9010	0.1961	0.7654	0.8986	0.8267	69	0.6909	0.6552	0.6726	58	0.8634	0.9145	0.8882	152	0.7273	0.8	0.7619	30	0.7812	0.8621	0.8197	29	0.7956	0.8521	0.8229	0.9593
0.0248	86.0	9116	0.1939	0.7654	0.8986	0.8267	69	0.6441	0.6552	0.6496	58	0.875	0.9211	0.8974	152	0.7273	0.8	0.7619	30	0.7812	0.8621	0.8197	29	0.7918	0.8550	0.8222	0.9593
0.0241	87.0	9222	0.1955	0.7654	0.8986	0.8267	69	0.6545	0.6207	0.6372	58	0.8571	0.9079	0.8818	152	0.7273	0.8	0.7619	30	0.7576	0.8621	0.8065	29	0.7851	0.8432	0.8131	0.9572
0.0265	88.0	9328	0.2024	0.7561	0.8986	0.8212	69	0.6607	0.6379	0.6491	58	0.8571	0.9079	0.8818	152	0.7273	0.8	0.7619	30	0.7576	0.8621	0.8065	29	0.7836	0.8462	0.8137	0.9567
0.025	89.0	9434	0.1981	0.7561	0.8986	0.8212	69	0.6491	0.6379	0.6435	58	0.8519	0.9079	0.8790	152	0.7273	0.8	0.7619	30	0.7576	0.8621	0.8065	29	0.7793	0.8462	0.8113	0.9567
0.0234	90.0	9540	0.1976	0.7654	0.8986	0.8267	69	0.6727	0.6379	0.6549	58	0.8580	0.9145	0.8854	152	0.7273	0.8	0.7619	30	0.7353	0.8621	0.7937	29	0.7863	0.8491	0.8165	0.9570
0.0248	91.0	9646	0.1923	0.7654	0.8986	0.8267	69	0.6429	0.6207	0.6316	58	0.8571	0.9079	0.8818	152	0.7273	0.8	0.7619	30	0.7742	0.8276	0.8000	29	0.7845	0.8402	0.8114	0.9572
0.0243	92.0	9752	0.1954	0.7654	0.8986	0.8267	69	0.6774	0.7241	0.7	58	0.8688	0.9145	0.8910	152	0.7273	0.8	0.7619	30	0.8065	0.8621	0.8333	29	0.7956	0.8639	0.8284	0.9598
0.0226	93.0	9858	0.1984	0.7654	0.8986	0.8267	69	0.6610	0.6724	0.6667	58	0.8642	0.9211	0.8917	152	0.7273	0.8	0.7619	30	0.7812	0.8621	0.8197	29	0.7902	0.8580	0.8227	0.9583
0.0216	94.0	9964	0.1999	0.7654	0.8986	0.8267	69	0.6441	0.6552	0.6496	58	0.8634	0.9145	0.8882	152	0.7273	0.8	0.7619	30	0.7812	0.8621	0.8197	29	0.7869	0.8521	0.8182	0.9572
0.023	95.0	10070	0.1984	0.7654	0.8986	0.8267	69	0.6721	0.7069	0.6891	58	0.8634	0.9145	0.8882	152	0.7273	0.8	0.7619	30	0.7576	0.8621	0.8065	29	0.7886	0.8609	0.8232	0.9575
0.0221	96.0	10176	0.2002	0.7654	0.8986	0.8267	69	0.6897	0.6897	0.6897	58	0.8634	0.9145	0.8882	152	0.7273	0.8	0.7619	30	0.7576	0.8621	0.8065	29	0.7923	0.8580	0.8239	0.9575
0.0237	97.0	10282	0.1963	0.7654	0.8986	0.8267	69	0.6780	0.6897	0.6838	58	0.8688	0.9145	0.8910	152	0.7273	0.8	0.7619	30	0.7576	0.8621	0.8065	29	0.7923	0.8580	0.8239	0.9590
0.0247	98.0	10388	0.1947	0.7654	0.8986	0.8267	69	0.6833	0.7069	0.6949	58	0.8634	0.9145	0.8882	152	0.7273	0.8	0.7619	30	0.7576	0.8621	0.8065	29	0.7908	0.8609	0.8244	0.9585
0.0221	99.0	10494	0.1966	0.7654	0.8986	0.8267	69	0.6833	0.7069	0.6949	58	0.8519	0.9079	0.8790	152	0.7273	0.8	0.7619	30	0.7576	0.8621	0.8065	29	0.7859	0.8580	0.8204	0.9575
0.0228	100.0	10600	0.1966	0.7654	0.8986	0.8267	69	0.6780	0.6897	0.6838	58	0.8634	0.9145	0.8882	152	0.7273	0.8	0.7619	30	0.7576	0.8621	0.8065	29	0.7902	0.8580	0.8227	0.9575

Framework versions

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