nerugm-pt-pl5-3

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: 0.1649
• Location Precision: 0.7439
• Location Recall: 0.8592
• Location F1: 0.7974
• Location Number: 71
• Organization Precision: 0.6667
• Organization Recall: 0.8923
• Organization F1: 0.7632
• Organization Number: 65
• Person Precision: 0.875
• Person Recall: 0.9333
• Person F1: 0.9032
• Person Number: 150
• Quantity Precision: 0.725
• Quantity Recall: 0.8788
• Quantity F1: 0.7945
• Quantity Number: 33
• Time Precision: 0.8276
• Time Recall: 0.8571
• Time F1: 0.8421
• Time Number: 28
• Overall Precision: 0.7839
• Overall Recall: 0.8991
• Overall F1: 0.8376
• Overall Accuracy: 0.9612

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
0.9792	1.0	106	0.5512	0.0	0.0	0.0	71	0.0	0.0	0.0	65	0.3167	0.1267	0.1810	150	0.0	0.0	0.0	33	0.5	0.0357	0.0667	28	0.2703	0.0576	0.0950	0.8504
0.4837	2.0	212	0.3307	0.5455	0.3380	0.4174	71	0.0278	0.0154	0.0198	65	0.5822	0.8267	0.6832	150	0.0	0.0	0.0	33	0.4737	0.6429	0.5455	28	0.4785	0.4813	0.4799	0.9023
0.3133	3.0	318	0.2140	0.5132	0.5493	0.5306	71	0.3444	0.4769	0.4000	65	0.7033	0.8533	0.7711	150	0.4545	0.6061	0.5195	33	0.7667	0.8214	0.7931	28	0.5711	0.6945	0.6268	0.9309
0.2327	4.0	424	0.1744	0.5437	0.7887	0.6437	71	0.4688	0.6923	0.5590	65	0.7861	0.9067	0.8421	150	0.5111	0.6970	0.5897	33	0.7586	0.7857	0.7719	28	0.6323	0.8127	0.7112	0.9408
0.1989	5.0	530	0.1507	0.6552	0.8028	0.7215	71	0.5618	0.7692	0.6494	65	0.8166	0.92	0.8652	150	0.5435	0.7576	0.6329	33	0.7419	0.8214	0.7797	28	0.6943	0.8444	0.7620	0.9481
0.1782	6.0	636	0.1729	0.6437	0.7887	0.7089	71	0.5185	0.8615	0.6474	65	0.8070	0.92	0.8598	150	0.5192	0.8182	0.6353	33	0.6410	0.8929	0.7463	28	0.6608	0.8703	0.7512	0.9425
0.1675	7.0	742	0.1436	0.6593	0.8451	0.7407	71	0.5684	0.8308	0.675	65	0.8263	0.92	0.8707	150	0.6222	0.8485	0.7179	33	0.6667	0.8571	0.75	28	0.7005	0.8761	0.7785	0.9505
0.1523	8.0	848	0.1424	0.6977	0.8451	0.7643	71	0.5729	0.8462	0.6832	65	0.8253	0.9133	0.8671	150	0.6512	0.8485	0.7368	33	0.7143	0.8929	0.7937	28	0.7160	0.8790	0.7891	0.9527
0.148	9.0	954	0.1300	0.7349	0.8592	0.7922	71	0.6588	0.8615	0.7467	65	0.8344	0.9067	0.8690	150	0.5778	0.7879	0.6667	33	0.7273	0.8571	0.7869	28	0.7408	0.8732	0.8016	0.9556
0.1376	10.0	1060	0.1294	0.7349	0.8592	0.7922	71	0.6364	0.8615	0.7320	65	0.8528	0.9267	0.8882	150	0.6087	0.8485	0.7089	33	0.7576	0.8929	0.8197	28	0.7482	0.8905	0.8132	0.9568
0.1378	11.0	1166	0.1286	0.6988	0.8169	0.7532	71	0.6395	0.8462	0.7285	65	0.8528	0.9267	0.8882	150	0.6829	0.8485	0.7568	33	0.7059	0.8571	0.7742	28	0.7469	0.8761	0.8064	0.9566
0.1279	12.0	1272	0.1470	0.6484	0.8310	0.7284	71	0.6211	0.9077	0.7375	65	0.8642	0.9333	0.8974	150	0.6512	0.8485	0.7368	33	0.5897	0.8214	0.6866	28	0.7186	0.8905	0.7954	0.9525
0.1257	13.0	1378	0.1257	0.7284	0.8310	0.7763	71	0.6667	0.8923	0.7632	65	0.8537	0.9333	0.8917	150	0.7	0.8485	0.7671	33	0.7931	0.8214	0.8070	28	0.7681	0.8876	0.8235	0.9597
0.1211	14.0	1484	0.1282	0.6977	0.8451	0.7643	71	0.6705	0.9077	0.7712	65	0.8405	0.9133	0.8754	150	0.6667	0.8485	0.7467	33	0.5854	0.8571	0.6957	28	0.7333	0.8876	0.8031	0.9566
0.1182	15.0	1590	0.1238	0.75	0.8451	0.7947	71	0.6517	0.8923	0.7532	65	0.8589	0.9333	0.8946	150	0.6829	0.8485	0.7568	33	0.7742	0.8571	0.8136	28	0.7673	0.8934	0.8256	0.9607
0.1084	16.0	1696	0.1252	0.7342	0.8169	0.7733	71	0.6705	0.9077	0.7712	65	0.8528	0.9267	0.8882	150	0.6667	0.8485	0.7467	33	0.7059	0.8571	0.7742	28	0.7586	0.8876	0.8181	0.9595
0.11	17.0	1802	0.1186	0.7439	0.8592	0.7974	71	0.6933	0.8	0.7429	65	0.8537	0.9333	0.8917	150	0.7179	0.8485	0.7778	33	0.7273	0.8571	0.7869	28	0.7761	0.8790	0.8243	0.9622
0.105	18.0	1908	0.1344	0.7317	0.8451	0.7843	71	0.6404	0.8769	0.7403	65	0.8696	0.9333	0.9003	150	0.6512	0.8485	0.7368	33	0.6667	0.8571	0.75	28	0.7518	0.8905	0.8153	0.9568
0.1012	19.0	2014	0.1135	0.7436	0.8169	0.7785	71	0.6706	0.8769	0.76	65	0.8625	0.92	0.8903	150	0.7568	0.8485	0.8000	33	0.8571	0.8571	0.8571	28	0.7861	0.8790	0.8299	0.9644
0.1009	20.0	2120	0.1171	0.75	0.8873	0.8129	71	0.6962	0.8462	0.7639	65	0.8571	0.92	0.8875	150	0.7	0.8485	0.7671	33	0.8276	0.8571	0.8421	28	0.7837	0.8876	0.8324	0.9636
0.0994	21.0	2226	0.1277	0.6923	0.8873	0.7778	71	0.7308	0.8769	0.7972	65	0.8704	0.94	0.9038	150	0.5957	0.8485	0.7	33	0.7812	0.8929	0.8333	28	0.7659	0.9049	0.8296	0.9597
0.0947	22.0	2332	0.1432	0.6703	0.8592	0.7531	71	0.6452	0.9231	0.7595	65	0.8696	0.9333	0.9003	150	0.5714	0.8485	0.6829	33	0.6857	0.8571	0.7619	28	0.7296	0.9020	0.8067	0.9537
0.0922	23.0	2438	0.1190	0.7326	0.8873	0.8025	71	0.6705	0.9077	0.7712	65	0.8696	0.9333	0.9003	150	0.7568	0.8485	0.8000	33	0.8065	0.8929	0.8475	28	0.7816	0.9078	0.84	0.9644
0.0917	24.0	2544	0.1320	0.6703	0.8592	0.7531	71	0.6790	0.8462	0.7534	65	0.8688	0.9267	0.8968	150	0.7179	0.8485	0.7778	33	0.75	0.8571	0.8000	28	0.7618	0.8847	0.8187	0.9588
0.0895	25.0	2650	0.1287	0.6854	0.8592	0.7625	71	0.6951	0.8769	0.7755	65	0.8688	0.9267	0.8968	150	0.6667	0.8485	0.7467	33	0.7576	0.8929	0.8197	28	0.7635	0.8934	0.8234	0.9600
0.0915	26.0	2756	0.1294	0.7595	0.8451	0.8	71	0.6444	0.8923	0.7484	65	0.8634	0.9267	0.8939	150	0.6364	0.8485	0.7273	33	0.8065	0.8929	0.8475	28	0.7654	0.8934	0.8245	0.9622
0.0857	27.0	2862	0.1458	0.6966	0.8732	0.775	71	0.6629	0.9077	0.7662	65	0.8758	0.94	0.9068	150	0.5294	0.8182	0.6429	33	0.6944	0.8929	0.7812	28	0.7371	0.9049	0.8124	0.9554
0.0846	28.0	2968	0.1252	0.7532	0.8169	0.7838	71	0.6782	0.9077	0.7763	65	0.8650	0.94	0.9010	150	0.7	0.8485	0.7671	33	0.7812	0.8929	0.8333	28	0.7794	0.8963	0.8338	0.9636
0.0828	29.0	3074	0.1236	0.7561	0.8732	0.8105	71	0.6122	0.9231	0.7362	65	0.8642	0.9333	0.8974	150	0.7179	0.8485	0.7778	33	0.7812	0.8929	0.8333	28	0.7627	0.9078	0.8289	0.9614
0.081	30.0	3180	0.1311	0.7470	0.8732	0.8052	71	0.6061	0.9231	0.7317	65	0.8642	0.9333	0.8974	150	0.6829	0.8485	0.7568	33	0.8	0.8571	0.8276	28	0.7566	0.9049	0.8241	0.9605
0.0782	31.0	3286	0.1342	0.6703	0.8592	0.7531	71	0.6517	0.8923	0.7532	65	0.8589	0.9333	0.8946	150	0.6667	0.8485	0.7467	33	0.7812	0.8929	0.8333	28	0.7482	0.8991	0.8168	0.9600
0.0812	32.0	3392	0.1281	0.6860	0.8310	0.7516	71	0.6444	0.8923	0.7484	65	0.8589	0.9333	0.8946	150	0.7	0.8485	0.7671	33	0.8	0.8571	0.8276	28	0.7555	0.8905	0.8175	0.9605
0.0759	33.0	3498	0.1292	0.7024	0.8310	0.7613	71	0.6703	0.9385	0.7821	65	0.8642	0.9333	0.8974	150	0.725	0.8788	0.7945	33	0.7273	0.8571	0.7869	28	0.7634	0.9020	0.8269	0.9610
0.0755	34.0	3604	0.1242	0.7407	0.8451	0.7895	71	0.7215	0.8769	0.7917	65	0.8580	0.9267	0.8910	150	0.6667	0.8485	0.7467	33	0.7273	0.8571	0.7869	28	0.7758	0.8876	0.8280	0.9614
0.0739	35.0	3710	0.1368	0.6860	0.8310	0.7516	71	0.625	0.9231	0.7453	65	0.8642	0.9333	0.8974	150	0.7	0.8485	0.7671	33	0.7273	0.8571	0.7869	28	0.7458	0.8963	0.8141	0.9568
0.0754	36.0	3816	0.1319	0.7176	0.8592	0.7821	71	0.6489	0.9385	0.7673	65	0.8696	0.9333	0.9003	150	0.7	0.8485	0.7671	33	0.7576	0.8929	0.8197	28	0.7627	0.9078	0.8289	0.9595
0.0703	37.0	3922	0.1478	0.6703	0.8592	0.7531	71	0.6404	0.8769	0.7403	65	0.8598	0.94	0.8981	150	0.6136	0.8182	0.7013	33	0.7742	0.8571	0.8136	28	0.7399	0.8934	0.8094	0.9556
0.0735	38.0	4028	0.1296	0.7590	0.8873	0.8182	71	0.6667	0.8615	0.7517	65	0.8373	0.9267	0.8797	150	0.7	0.8485	0.7671	33	0.7353	0.8929	0.8065	28	0.7641	0.8963	0.8249	0.9624
0.0718	39.0	4134	0.1346	0.6867	0.8028	0.7403	71	0.6211	0.9077	0.7375	65	0.8704	0.94	0.9038	150	0.7	0.8485	0.7671	33	0.8333	0.8929	0.8621	28	0.7561	0.8934	0.8190	0.9595
0.0694	40.0	4240	0.1320	0.7342	0.8169	0.7733	71	0.6471	0.8462	0.7333	65	0.8589	0.9333	0.8946	150	0.6905	0.8788	0.7733	33	0.7353	0.8929	0.8065	28	0.7618	0.8847	0.8187	0.9605
0.0693	41.0	4346	0.1442	0.6824	0.8169	0.7436	71	0.6413	0.9077	0.7516	65	0.8868	0.94	0.9126	150	0.6905	0.8788	0.7733	33	0.8065	0.8929	0.8475	28	0.7628	0.8991	0.8254	0.9585
0.0675	42.0	4452	0.1386	0.7284	0.8310	0.7763	71	0.6941	0.9077	0.7867	65	0.8580	0.9267	0.8910	150	0.6667	0.8485	0.7467	33	0.7576	0.8929	0.8197	28	0.7692	0.8934	0.8267	0.9595
0.0672	43.0	4558	0.1378	0.7059	0.8451	0.7692	71	0.6667	0.8923	0.7632	65	0.8589	0.9333	0.8946	150	0.7073	0.8788	0.7838	33	0.7353	0.8929	0.8065	28	0.7610	0.8991	0.8243	0.9590
0.067	44.0	4664	0.1313	0.7468	0.8310	0.7867	71	0.6705	0.9077	0.7712	65	0.8476	0.9267	0.8854	150	0.7838	0.8788	0.8286	33	0.7576	0.8929	0.8197	28	0.7756	0.8963	0.8316	0.9627
0.0656	45.0	4770	0.1395	0.7470	0.8732	0.8052	71	0.6988	0.8923	0.7838	65	0.8642	0.9333	0.8974	150	0.6429	0.8182	0.7200	33	0.7576	0.8929	0.8197	28	0.7742	0.8991	0.8320	0.9605
0.0656	46.0	4876	0.1326	0.7108	0.8310	0.7662	71	0.6477	0.8769	0.7451	65	0.8589	0.9333	0.8946	150	0.725	0.8788	0.7945	33	0.7576	0.8929	0.8197	28	0.7617	0.8934	0.8223	0.9605
0.062	47.0	4982	0.1511	0.6705	0.8310	0.7421	71	0.6477	0.8769	0.7451	65	0.8494	0.94	0.8924	150	0.6829	0.8485	0.7568	33	0.7353	0.8929	0.8065	28	0.7434	0.8934	0.8115	0.9556
0.0638	48.0	5088	0.1447	0.7079	0.8873	0.7875	71	0.6667	0.8615	0.7517	65	0.8476	0.9267	0.8854	150	0.6905	0.8788	0.7733	33	0.7576	0.8929	0.8197	28	0.7573	0.8991	0.8221	0.9597
0.0601	49.0	5194	0.1353	0.7229	0.8451	0.7792	71	0.6747	0.8615	0.7568	65	0.8642	0.9333	0.8974	150	0.7073	0.8788	0.7838	33	0.7812	0.8929	0.8333	28	0.7731	0.8934	0.8289	0.9622
0.0604	50.0	5300	0.1338	0.7229	0.8451	0.7792	71	0.6628	0.8769	0.7550	65	0.8642	0.9333	0.8974	150	0.7436	0.8788	0.8056	33	0.8065	0.8929	0.8475	28	0.7756	0.8963	0.8316	0.9619
0.0582	51.0	5406	0.1393	0.6813	0.8732	0.7654	71	0.6829	0.8615	0.7619	65	0.8812	0.94	0.9097	150	0.7073	0.8788	0.7838	33	0.7576	0.8929	0.8197	28	0.7690	0.9020	0.8302	0.9605
0.0608	52.0	5512	0.1517	0.7160	0.8169	0.7632	71	0.6170	0.8923	0.7296	65	0.8415	0.92	0.8790	150	0.7073	0.8788	0.7838	33	0.8387	0.9286	0.8814	28	0.7518	0.8905	0.8153	0.9571
0.0575	53.0	5618	0.1549	0.7089	0.7887	0.7467	71	0.6122	0.9231	0.7362	65	0.8383	0.9333	0.8833	150	0.7073	0.8788	0.7838	33	0.8065	0.8929	0.8475	28	0.7452	0.8934	0.8126	0.9556
0.0585	54.0	5724	0.1609	0.6867	0.8028	0.7403	71	0.5980	0.9385	0.7305	65	0.8424	0.9267	0.8825	150	0.7073	0.8788	0.7838	33	0.8387	0.9286	0.8814	28	0.7393	0.8991	0.8114	0.9542
0.0571	55.0	5830	0.1458	0.7176	0.8592	0.7821	71	0.6552	0.8769	0.75	65	0.875	0.9333	0.9032	150	0.6905	0.8788	0.7733	33	0.8	0.8571	0.8276	28	0.7698	0.8963	0.8282	0.9600
0.0574	56.0	5936	0.1430	0.7126	0.8732	0.7848	71	0.6667	0.8615	0.7517	65	0.8696	0.9333	0.9003	150	0.725	0.8788	0.7945	33	0.7812	0.8929	0.8333	28	0.7723	0.8991	0.8309	0.9610
0.0549	57.0	6042	0.1495	0.7045	0.8732	0.7799	71	0.7037	0.8769	0.7808	65	0.8537	0.9333	0.8917	150	0.725	0.8788	0.7945	33	0.8065	0.8929	0.8475	28	0.7748	0.9020	0.8336	0.9617
0.0534	58.0	6148	0.1450	0.7059	0.8451	0.7692	71	0.6867	0.8769	0.7703	65	0.8634	0.9267	0.8939	150	0.6905	0.8788	0.7733	33	0.8	0.8571	0.8276	28	0.7706	0.8905	0.8262	0.9595
0.0513	59.0	6254	0.1471	0.6988	0.8169	0.7532	71	0.6593	0.9231	0.7692	65	0.8589	0.9333	0.8946	150	0.7073	0.8788	0.7838	33	0.8966	0.9286	0.9123	28	0.7690	0.9020	0.8302	0.9610
0.0524	60.0	6360	0.1441	0.7160	0.8169	0.7632	71	0.6705	0.9077	0.7712	65	0.8528	0.9267	0.8882	150	0.7436	0.8788	0.8056	33	0.8276	0.8571	0.8421	28	0.7725	0.8905	0.8273	0.9600
0.0523	61.0	6466	0.1541	0.7073	0.8169	0.7582	71	0.6484	0.9077	0.7564	65	0.8485	0.9333	0.8889	150	0.7436	0.8788	0.8056	33	0.8	0.8571	0.8276	28	0.7617	0.8934	0.8223	0.9585
0.0531	62.0	6572	0.1526	0.7375	0.8310	0.7815	71	0.6744	0.8923	0.7682	65	0.8634	0.9267	0.8939	150	0.7073	0.8788	0.7838	33	0.8276	0.8571	0.8421	28	0.7783	0.8905	0.8306	0.9595
0.0495	63.0	6678	0.1558	0.6905	0.8169	0.7484	71	0.6374	0.8923	0.7436	65	0.8634	0.9267	0.8939	150	0.725	0.8788	0.7945	33	0.8621	0.8929	0.8772	28	0.7630	0.8905	0.8218	0.9578
0.0503	64.0	6784	0.1511	0.7229	0.8451	0.7792	71	0.6824	0.8923	0.7733	65	0.8642	0.9333	0.8974	150	0.6905	0.8788	0.7733	33	0.7742	0.8571	0.8136	28	0.7717	0.8963	0.8293	0.9614
0.0517	65.0	6890	0.1446	0.7317	0.8451	0.7843	71	0.6867	0.8769	0.7703	65	0.8580	0.9267	0.8910	150	0.725	0.8788	0.7945	33	0.8276	0.8571	0.8421	28	0.7803	0.8905	0.8318	0.9612
0.0493	66.0	6996	0.1608	0.7079	0.8873	0.7875	71	0.6517	0.8923	0.7532	65	0.875	0.9333	0.9032	150	0.6364	0.8485	0.7273	33	0.7742	0.8571	0.8136	28	0.7579	0.9020	0.8237	0.9571
0.0508	67.0	7102	0.1603	0.7126	0.8732	0.7848	71	0.6591	0.8923	0.7582	65	0.8528	0.9267	0.8882	150	0.6744	0.8788	0.7632	33	0.8	0.8571	0.8276	28	0.7591	0.8991	0.8232	0.9578
0.0486	68.0	7208	0.1487	0.7024	0.8310	0.7613	71	0.6667	0.8923	0.7632	65	0.8625	0.92	0.8903	150	0.6905	0.8788	0.7733	33	0.8	0.8571	0.8276	28	0.7643	0.8876	0.8213	0.9595
0.0475	69.0	7314	0.1518	0.7349	0.8592	0.7922	71	0.6667	0.8923	0.7632	65	0.8589	0.9333	0.8946	150	0.7436	0.8788	0.8056	33	0.8571	0.8571	0.8571	28	0.78	0.8991	0.8353	0.9612
0.0491	70.0	7420	0.1462	0.7722	0.8592	0.8133	71	0.6988	0.8923	0.7838	65	0.8625	0.92	0.8903	150	0.725	0.8788	0.7945	33	0.8	0.8571	0.8276	28	0.7908	0.8934	0.8390	0.9629
0.0462	71.0	7526	0.1649	0.7126	0.8732	0.7848	71	0.6667	0.8923	0.7632	65	0.8528	0.9267	0.8882	150	0.6905	0.8788	0.7733	33	0.8065	0.8929	0.8475	28	0.7634	0.9020	0.8269	0.9583
0.046	72.0	7632	0.1596	0.7381	0.8732	0.8	71	0.6705	0.9077	0.7712	65	0.8625	0.92	0.8903	150	0.725	0.8788	0.7945	33	0.75	0.8571	0.8000	28	0.7723	0.8991	0.8309	0.9605
0.0453	73.0	7738	0.1585	0.7381	0.8732	0.8	71	0.6667	0.8615	0.7517	65	0.8634	0.9267	0.8939	150	0.7073	0.8788	0.7838	33	0.8065	0.8929	0.8475	28	0.7756	0.8963	0.8316	0.9593
0.0467	74.0	7844	0.1548	0.7381	0.8732	0.8	71	0.6667	0.8615	0.7517	65	0.8742	0.9267	0.8997	150	0.725	0.8788	0.7945	33	0.7742	0.8571	0.8136	28	0.7789	0.8934	0.8322	0.9605
0.0443	75.0	7950	0.1535	0.7683	0.8873	0.8235	71	0.6437	0.8615	0.7368	65	0.8797	0.9267	0.9026	150	0.725	0.8788	0.7945	33	0.7742	0.8571	0.8136	28	0.7814	0.8963	0.8349	0.9617
0.0447	76.0	8056	0.1600	0.7561	0.8732	0.8105	71	0.6860	0.9077	0.7815	65	0.8805	0.9333	0.9061	150	0.725	0.8788	0.7945	33	0.8333	0.8929	0.8621	28	0.7935	0.9078	0.8468	0.9619
0.0441	77.0	8162	0.1580	0.7011	0.8592	0.7722	71	0.7037	0.8769	0.7808	65	0.875	0.9333	0.9032	150	0.7436	0.8788	0.8056	33	0.8276	0.8571	0.8421	28	0.7854	0.8963	0.8371	0.9612
0.0438	78.0	8268	0.1593	0.7176	0.8592	0.7821	71	0.6905	0.8923	0.7785	65	0.875	0.9333	0.9032	150	0.725	0.8788	0.7945	33	0.8571	0.8571	0.8571	28	0.7859	0.8991	0.8387	0.9610
0.0449	79.0	8374	0.1597	0.7317	0.8451	0.7843	71	0.6786	0.8769	0.7651	65	0.875	0.9333	0.9032	150	0.725	0.8788	0.7945	33	0.8571	0.8571	0.8571	28	0.7868	0.8934	0.8367	0.9607
0.0436	80.0	8480	0.1623	0.7349	0.8592	0.7922	71	0.6905	0.8923	0.7785	65	0.8805	0.9333	0.9061	150	0.725	0.8788	0.7945	33	0.8571	0.8571	0.8571	28	0.7919	0.8991	0.8421	0.9610
0.0434	81.0	8586	0.1612	0.7381	0.8732	0.8	71	0.6591	0.8923	0.7582	65	0.875	0.9333	0.9032	150	0.725	0.8788	0.7945	33	0.8	0.8571	0.8276	28	0.7786	0.9020	0.8358	0.9612
0.0428	82.0	8692	0.1546	0.7561	0.8732	0.8105	71	0.6875	0.8462	0.7586	65	0.875	0.9333	0.9032	150	0.725	0.8788	0.7945	33	0.8276	0.8571	0.8421	28	0.7928	0.8934	0.8401	0.9617
0.043	83.0	8798	0.1649	0.7229	0.8451	0.7792	71	0.6706	0.8769	0.76	65	0.875	0.9333	0.9032	150	0.725	0.8788	0.7945	33	0.8571	0.8571	0.8571	28	0.7828	0.8934	0.8345	0.9590
0.0451	84.0	8904	0.1595	0.7470	0.8732	0.8052	71	0.6951	0.8769	0.7755	65	0.875	0.9333	0.9032	150	0.725	0.8788	0.7945	33	0.8276	0.8571	0.8421	28	0.7919	0.8991	0.8421	0.9612
0.0444	85.0	9010	0.1646	0.7470	0.8732	0.8052	71	0.6744	0.8923	0.7682	65	0.8805	0.9333	0.9061	150	0.725	0.8788	0.7945	33	0.8276	0.8571	0.8421	28	0.7884	0.9020	0.8414	0.9607
0.0406	86.0	9116	0.1600	0.7531	0.8592	0.8026	71	0.6867	0.8769	0.7703	65	0.8812	0.94	0.9097	150	0.725	0.8788	0.7945	33	0.8276	0.8571	0.8421	28	0.7939	0.8991	0.8432	0.9619
0.0415	87.0	9222	0.1628	0.7561	0.8732	0.8105	71	0.6905	0.8923	0.7785	65	0.8642	0.9333	0.8974	150	0.725	0.8788	0.7945	33	0.8276	0.8571	0.8421	28	0.7884	0.9020	0.8414	0.9610
0.0407	88.0	9328	0.1641	0.7439	0.8592	0.7974	71	0.6744	0.8923	0.7682	65	0.8805	0.9333	0.9061	150	0.725	0.8788	0.7945	33	0.8571	0.8571	0.8571	28	0.7899	0.8991	0.8410	0.9612
0.0426	89.0	9434	0.1607	0.7439	0.8592	0.7974	71	0.6824	0.8923	0.7733	65	0.8758	0.94	0.9068	150	0.725	0.8788	0.7945	33	0.8276	0.8571	0.8421	28	0.7884	0.9020	0.8414	0.9622
0.041	90.0	9540	0.1617	0.7439	0.8592	0.7974	71	0.6988	0.8923	0.7838	65	0.875	0.9333	0.9032	150	0.725	0.8788	0.7945	33	0.8276	0.8571	0.8421	28	0.7919	0.8991	0.8421	0.9610
0.0406	91.0	9646	0.1647	0.7439	0.8592	0.7974	71	0.6667	0.8923	0.7632	65	0.875	0.9333	0.9032	150	0.725	0.8788	0.7945	33	0.8276	0.8571	0.8421	28	0.7839	0.8991	0.8376	0.9607
0.0408	92.0	9752	0.1570	0.7407	0.8451	0.7895	71	0.6867	0.8769	0.7703	65	0.8758	0.94	0.9068	150	0.725	0.8788	0.7945	33	0.8276	0.8571	0.8421	28	0.7893	0.8963	0.8394	0.9622
0.0411	93.0	9858	0.1661	0.7349	0.8592	0.7922	71	0.6667	0.8923	0.7632	65	0.8758	0.94	0.9068	150	0.725	0.8788	0.7945	33	0.8276	0.8571	0.8421	28	0.7825	0.9020	0.8380	0.9607
0.04	94.0	9964	0.1646	0.7439	0.8592	0.7974	71	0.6667	0.8923	0.7632	65	0.875	0.9333	0.9032	150	0.725	0.8788	0.7945	33	0.8276	0.8571	0.8421	28	0.7839	0.8991	0.8376	0.9612
0.0372	95.0	10070	0.1651	0.7349	0.8592	0.7922	71	0.6667	0.8923	0.7632	65	0.8758	0.94	0.9068	150	0.725	0.8788	0.7945	33	0.8276	0.8571	0.8421	28	0.7825	0.9020	0.8380	0.9612
0.0393	96.0	10176	0.1638	0.7439	0.8592	0.7974	71	0.6667	0.8923	0.7632	65	0.8642	0.9333	0.8974	150	0.725	0.8788	0.7945	33	0.8276	0.8571	0.8421	28	0.78	0.8991	0.8353	0.9614
0.0396	97.0	10282	0.1641	0.7439	0.8592	0.7974	71	0.6667	0.8923	0.7632	65	0.875	0.9333	0.9032	150	0.725	0.8788	0.7945	33	0.8276	0.8571	0.8421	28	0.7839	0.8991	0.8376	0.9610
0.0385	98.0	10388	0.1644	0.7439	0.8592	0.7974	71	0.6667	0.8923	0.7632	65	0.875	0.9333	0.9032	150	0.725	0.8788	0.7945	33	0.8276	0.8571	0.8421	28	0.7839	0.8991	0.8376	0.9610
0.0382	99.0	10494	0.1648	0.7439	0.8592	0.7974	71	0.6667	0.8923	0.7632	65	0.875	0.9333	0.9032	150	0.725	0.8788	0.7945	33	0.8276	0.8571	0.8421	28	0.7839	0.8991	0.8376	0.9612
0.0411	100.0	10600	0.1649	0.7439	0.8592	0.7974	71	0.6667	0.8923	0.7632	65	0.875	0.9333	0.9032	150	0.725	0.8788	0.7945	33	0.8276	0.8571	0.8421	28	0.7839	0.8991	0.8376	0.9612

Framework versions

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