nerugm-pt-pl10-3

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: 0.2143
• Location Precision: 0.7778
• Location Recall: 0.8873
• Location F1: 0.8289
• Location Number: 71
• Organization Precision: 0.6395
• Organization Recall: 0.8462
• Organization F1: 0.7285
• Organization Number: 65
• Person Precision: 0.8263
• Person Recall: 0.92
• Person F1: 0.8707
• Person Number: 150
• Quantity Precision: 0.6667
• Quantity Recall: 0.8485
• Quantity F1: 0.7467
• Quantity Number: 33
• Time Precision: 0.8276
• Time Recall: 0.8571
• Time F1: 0.8421
• Time Number: 28
• Overall Precision: 0.7605
• Overall Recall: 0.8876
• Overall F1: 0.8191
• Overall Accuracy: 0.9539

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
0.9736	1.0	106	0.5633	0.0	0.0	0.0	71	0.0	0.0	0.0	65	0.3333	0.1067	0.1616	150	0.0	0.0	0.0	33	0.0	0.0	0.0	28	0.2712	0.0461	0.0788	0.8480
0.4965	2.0	212	0.3524	0.4828	0.1972	0.2800	71	0.1452	0.1385	0.1417	65	0.5721	0.82	0.6740	150	0.0625	0.0606	0.0615	33	0.4286	0.4286	0.4286	28	0.4372	0.4611	0.4488	0.9030
0.3153	3.0	318	0.2182	0.5375	0.6056	0.5695	71	0.3929	0.5077	0.4430	65	0.7514	0.8667	0.8050	150	0.4773	0.6364	0.5455	33	0.7333	0.7857	0.7586	28	0.6058	0.7176	0.6570	0.9304
0.2271	4.0	424	0.1860	0.5426	0.7183	0.6182	71	0.4712	0.7538	0.5799	65	0.7657	0.8933	0.8246	150	0.5778	0.7879	0.6667	33	0.7667	0.8214	0.7931	28	0.6317	0.8156	0.7119	0.9387
0.1943	5.0	530	0.1599	0.6154	0.7887	0.6914	71	0.5106	0.7385	0.6038	65	0.7929	0.8933	0.8401	150	0.6	0.8182	0.6923	33	0.7576	0.8929	0.8197	28	0.6713	0.8357	0.7445	0.9471
0.1808	6.0	636	0.1828	0.5980	0.8592	0.7052	71	0.4530	0.8154	0.5824	65	0.7753	0.92	0.8415	150	0.4815	0.7879	0.5977	33	0.5349	0.8214	0.6479	28	0.6093	0.8674	0.7158	0.9357
0.1643	7.0	742	0.1481	0.6705	0.8310	0.7421	71	0.4792	0.7077	0.5714	65	0.7886	0.92	0.8492	150	0.5833	0.8485	0.6914	33	0.6765	0.8214	0.7419	28	0.6667	0.8473	0.7462	0.9481
0.1527	8.0	848	0.1434	0.6162	0.8592	0.7176	71	0.5146	0.8154	0.6310	65	0.8263	0.92	0.8707	150	0.6829	0.8485	0.7568	33	0.7353	0.8929	0.8065	28	0.6869	0.8790	0.7712	0.9508
0.1434	9.0	954	0.1379	0.6703	0.8592	0.7531	71	0.5556	0.8462	0.6707	65	0.8333	0.9	0.8654	150	0.5625	0.8182	0.6667	33	0.7812	0.8929	0.8333	28	0.7014	0.8732	0.7779	0.9508
0.1366	10.0	1060	0.1296	0.7209	0.8732	0.7898	71	0.5934	0.8308	0.6923	65	0.8434	0.9333	0.8861	150	0.6	0.8182	0.6923	33	0.6857	0.8571	0.7619	28	0.7258	0.8847	0.7974	0.9549
0.1295	11.0	1166	0.1306	0.7381	0.8732	0.8	71	0.5814	0.7692	0.6623	65	0.8662	0.9067	0.8860	150	0.6667	0.8485	0.7467	33	0.8276	0.8571	0.8421	28	0.7538	0.8646	0.8054	0.9549
0.1218	12.0	1272	0.1383	0.6630	0.8592	0.7485	71	0.5534	0.8769	0.6786	65	0.8263	0.92	0.8707	150	0.6829	0.8485	0.7568	33	0.7576	0.8929	0.8197	28	0.7087	0.8905	0.7893	0.9525
0.1219	13.0	1378	0.1340	0.7792	0.8451	0.8108	71	0.5842	0.9077	0.7108	65	0.8528	0.9267	0.8882	150	0.6	0.8182	0.6923	33	0.7812	0.8929	0.8333	28	0.7416	0.8934	0.8105	0.9564
0.1151	14.0	1484	0.1269	0.7059	0.8451	0.7692	71	0.5824	0.8154	0.6795	65	0.8457	0.9133	0.8782	150	0.6279	0.8182	0.7105	33	0.7812	0.8929	0.8333	28	0.7312	0.8703	0.7947	0.9551
0.1119	15.0	1590	0.1316	0.7317	0.8451	0.7843	71	0.5914	0.8462	0.6962	65	0.8562	0.9133	0.8839	150	0.6279	0.8182	0.7105	33	0.8065	0.8929	0.8475	28	0.7433	0.8761	0.8042	0.9564
0.1086	16.0	1696	0.1401	0.7407	0.8451	0.7895	71	0.6154	0.8615	0.7179	65	0.8519	0.92	0.8846	150	0.5833	0.8485	0.6914	33	0.6944	0.8929	0.7812	28	0.7344	0.8847	0.8026	0.9551
0.103	17.0	1802	0.1278	0.6988	0.8169	0.7532	71	0.6222	0.8615	0.7226	65	0.8571	0.92	0.8875	150	0.6585	0.8182	0.7297	33	0.7353	0.8929	0.8065	28	0.7433	0.8761	0.8042	0.9568
0.1012	18.0	1908	0.1469	0.7093	0.8592	0.7771	71	0.5784	0.9077	0.7066	65	0.8519	0.92	0.8846	150	0.6364	0.8485	0.7273	33	0.7188	0.8214	0.7667	28	0.7254	0.8905	0.7995	0.9510
0.0956	19.0	2014	0.1225	0.7534	0.7746	0.7639	71	0.6585	0.8308	0.7347	65	0.8415	0.92	0.8790	150	0.7568	0.8485	0.8000	33	0.8333	0.8929	0.8621	28	0.7772	0.8646	0.8186	0.9605
0.0969	20.0	2120	0.1303	0.7561	0.8732	0.8105	71	0.6292	0.8615	0.7273	65	0.8395	0.9067	0.8718	150	0.6429	0.8182	0.7200	33	0.9615	0.8929	0.9259	28	0.7631	0.8818	0.8182	0.9576
0.0922	21.0	2226	0.1503	0.7326	0.8873	0.8025	71	0.59	0.9077	0.7152	65	0.8580	0.9267	0.8910	150	0.5957	0.8485	0.7	33	0.8	0.8571	0.8276	28	0.7365	0.9020	0.8109	0.9510
0.0904	22.0	2332	0.1437	0.7317	0.8451	0.7843	71	0.6042	0.8923	0.7205	65	0.8303	0.9133	0.8698	150	0.6585	0.8182	0.7297	33	0.8333	0.8929	0.8621	28	0.7415	0.8847	0.8068	0.9544
0.088	23.0	2438	0.1266	0.7342	0.8169	0.7733	71	0.6471	0.8462	0.7333	65	0.8395	0.9067	0.8718	150	0.7	0.8485	0.7671	33	0.9259	0.8929	0.9091	28	0.7684	0.8703	0.8162	0.9610
0.0841	24.0	2544	0.1386	0.7143	0.7746	0.7432	71	0.6429	0.8308	0.7248	65	0.8313	0.92	0.8734	150	0.6279	0.8182	0.7105	33	0.8621	0.8929	0.8772	28	0.7494	0.8617	0.8016	0.9571
0.0812	25.0	2650	0.1660	0.7895	0.8451	0.8163	71	0.5979	0.8923	0.7160	65	0.8242	0.9067	0.8635	150	0.5714	0.8485	0.6829	33	0.75	0.8571	0.8000	28	0.7303	0.8818	0.7990	0.9488
0.082	26.0	2756	0.1524	0.7792	0.8451	0.8108	71	0.6986	0.7846	0.7391	65	0.8263	0.92	0.8707	150	0.6364	0.8485	0.7273	33	0.7576	0.8929	0.8197	28	0.7665	0.8703	0.8151	0.9554
0.0787	27.0	2862	0.1565	0.7059	0.8451	0.7692	71	0.6353	0.8308	0.7200	65	0.8263	0.92	0.8707	150	0.6222	0.8485	0.7179	33	0.7353	0.8929	0.8065	28	0.7332	0.8790	0.7995	0.9542
0.0768	28.0	2968	0.1585	0.7821	0.8592	0.8188	71	0.6170	0.8923	0.7296	65	0.8313	0.92	0.8734	150	0.5957	0.8485	0.7	33	0.8	0.8571	0.8276	28	0.7446	0.8905	0.8110	0.9532
0.0746	29.0	3074	0.1495	0.7237	0.7746	0.7483	71	0.5660	0.9231	0.7018	65	0.8155	0.9133	0.8616	150	0.7179	0.8485	0.7778	33	0.7576	0.8929	0.8197	28	0.7227	0.8790	0.7932	0.9520
0.0718	30.0	3180	0.1584	0.7195	0.8310	0.7712	71	0.5728	0.9077	0.7024	65	0.8242	0.9067	0.8635	150	0.6279	0.8182	0.7105	33	0.8571	0.8571	0.8571	28	0.7245	0.8790	0.7943	0.9522
0.0729	31.0	3286	0.1660	0.7229	0.8451	0.7792	71	0.6264	0.8769	0.7308	65	0.8383	0.9333	0.8833	150	0.6279	0.8182	0.7105	33	0.7667	0.8214	0.7931	28	0.7415	0.8847	0.8068	0.9527
0.0691	32.0	3392	0.1690	0.75	0.8451	0.7947	71	0.62	0.9538	0.7515	65	0.8293	0.9067	0.8662	150	0.6279	0.8182	0.7105	33	0.8276	0.8571	0.8421	28	0.7428	0.8905	0.8100	0.9522
0.0689	33.0	3498	0.1493	0.7342	0.8169	0.7733	71	0.6914	0.8615	0.7671	65	0.8155	0.9133	0.8616	150	0.6429	0.8182	0.7200	33	0.8333	0.8929	0.8621	28	0.7575	0.8732	0.8112	0.9566
0.0684	34.0	3604	0.1484	0.7733	0.8169	0.7945	71	0.625	0.8462	0.7190	65	0.8210	0.8867	0.8526	150	0.6667	0.8485	0.7467	33	0.8333	0.8929	0.8621	28	0.7531	0.8617	0.8038	0.9564
0.0701	35.0	3710	0.1697	0.7595	0.8451	0.8	71	0.5979	0.8923	0.7160	65	0.8323	0.9267	0.8770	150	0.6829	0.8485	0.7568	33	0.8276	0.8571	0.8421	28	0.7482	0.8905	0.8132	0.9525
0.0638	36.0	3816	0.1700	0.7722	0.8592	0.8133	71	0.6404	0.8769	0.7403	65	0.8313	0.92	0.8734	150	0.6364	0.8485	0.7273	33	0.8333	0.8929	0.8621	28	0.7574	0.8905	0.8185	0.9547
0.0619	37.0	3922	0.1756	0.7093	0.8592	0.7771	71	0.6087	0.8615	0.7134	65	0.8204	0.9133	0.8644	150	0.6222	0.8485	0.7179	33	0.7419	0.8214	0.7797	28	0.7245	0.8790	0.7943	0.9508
0.064	38.0	4028	0.1577	0.7792	0.8451	0.8108	71	0.6627	0.8462	0.7432	65	0.8253	0.9133	0.8671	150	0.6364	0.8485	0.7273	33	0.7931	0.8214	0.8070	28	0.7594	0.8732	0.8123	0.9568
0.0618	39.0	4134	0.1607	0.7654	0.8732	0.8158	71	0.6146	0.9077	0.7329	65	0.8204	0.9133	0.8644	150	0.6667	0.8485	0.7467	33	0.8621	0.8929	0.8772	28	0.7494	0.8963	0.8163	0.9549
0.0608	40.0	4240	0.1610	0.7848	0.8732	0.8267	71	0.6477	0.8769	0.7451	65	0.8095	0.9067	0.8553	150	0.7436	0.8788	0.8056	33	0.8333	0.8929	0.8621	28	0.7649	0.8905	0.8229	0.9566
0.058	41.0	4346	0.1782	0.7692	0.8451	0.8054	71	0.6477	0.8769	0.7451	65	0.8047	0.9067	0.8527	150	0.6222	0.8485	0.7179	33	0.8214	0.8214	0.8214	28	0.7451	0.8761	0.8053	0.9520
0.0588	42.0	4452	0.1648	0.7407	0.8451	0.7895	71	0.6364	0.8615	0.7320	65	0.8095	0.9067	0.8553	150	0.6512	0.8485	0.7368	33	0.8276	0.8571	0.8421	28	0.7433	0.8761	0.8042	0.9556
0.0586	43.0	4558	0.1734	0.7821	0.8592	0.8188	71	0.6829	0.8615	0.7619	65	0.8095	0.9067	0.8553	150	0.6364	0.8485	0.7273	33	0.75	0.8571	0.8000	28	0.7550	0.8790	0.8123	0.9544
0.0567	44.0	4664	0.1697	0.7692	0.8451	0.8054	71	0.6170	0.8923	0.7296	65	0.8155	0.9133	0.8616	150	0.6429	0.8182	0.7200	33	0.8621	0.8929	0.8772	28	0.7470	0.8847	0.8100	0.9554
0.0568	45.0	4770	0.1743	0.7561	0.8732	0.8105	71	0.5870	0.8308	0.6879	65	0.8214	0.92	0.8679	150	0.6667	0.8485	0.7467	33	0.8621	0.8929	0.8772	28	0.7433	0.8847	0.8079	0.9549
0.0557	46.0	4876	0.1694	0.7561	0.8732	0.8105	71	0.6292	0.8615	0.7273	65	0.8263	0.92	0.8707	150	0.7	0.8485	0.7671	33	0.9259	0.8929	0.9091	28	0.7630	0.8905	0.8218	0.9549
0.0526	47.0	4982	0.1767	0.7821	0.8592	0.8188	71	0.6129	0.8769	0.7215	65	0.8118	0.92	0.8625	150	0.6829	0.8485	0.7568	33	0.8065	0.8929	0.8475	28	0.7482	0.8905	0.8132	0.9520
0.0534	48.0	5088	0.1776	0.7561	0.8732	0.8105	71	0.6222	0.8615	0.7226	65	0.8166	0.92	0.8652	150	0.6364	0.8485	0.7273	33	0.7931	0.8214	0.8070	28	0.7415	0.8847	0.8068	0.9505
0.051	49.0	5194	0.1787	0.7619	0.9014	0.8258	71	0.6588	0.8615	0.7467	65	0.8166	0.92	0.8652	150	0.6829	0.8485	0.7568	33	0.8276	0.8571	0.8421	28	0.7598	0.8934	0.8212	0.9564
0.0502	50.0	5300	0.1708	0.8158	0.8732	0.8435	71	0.6264	0.8769	0.7308	65	0.8214	0.92	0.8679	150	0.6512	0.8485	0.7368	33	0.8889	0.8571	0.8727	28	0.7630	0.8905	0.8218	0.9551
0.0497	51.0	5406	0.1678	0.7922	0.8592	0.8243	71	0.6111	0.8462	0.7097	65	0.8107	0.9133	0.8589	150	0.7436	0.8788	0.8056	33	0.8621	0.8929	0.8772	28	0.7599	0.8847	0.8176	0.9566
0.0508	52.0	5512	0.1772	0.8	0.9014	0.8477	71	0.6506	0.8308	0.7297	65	0.8274	0.9267	0.8742	150	0.6591	0.8788	0.7532	33	0.7742	0.8571	0.8136	28	0.7635	0.8934	0.8234	0.9561
0.0469	53.0	5618	0.1825	0.7561	0.8732	0.8105	71	0.6625	0.8154	0.7310	65	0.8070	0.92	0.8598	150	0.725	0.8788	0.7945	33	0.7931	0.8214	0.8070	28	0.7587	0.8790	0.8144	0.9547
0.0472	54.0	5724	0.1875	0.7848	0.8732	0.8267	71	0.6471	0.8462	0.7333	65	0.8166	0.92	0.8652	150	0.6905	0.8788	0.7733	33	0.8276	0.8571	0.8421	28	0.7624	0.8876	0.8202	0.9554
0.0468	55.0	5830	0.1902	0.775	0.8732	0.8212	71	0.5806	0.8308	0.6835	65	0.8204	0.9133	0.8644	150	0.6512	0.8485	0.7368	33	0.8276	0.8571	0.8421	28	0.7403	0.8790	0.8037	0.9542
0.0475	56.0	5936	0.1844	0.7821	0.8592	0.8188	71	0.6404	0.8769	0.7403	65	0.8204	0.9133	0.8644	150	0.6512	0.8485	0.7368	33	0.7667	0.8214	0.7931	28	0.7518	0.8818	0.8117	0.9520
0.0436	57.0	6042	0.1922	0.7595	0.8451	0.8	71	0.6883	0.8154	0.7465	65	0.8274	0.9267	0.8742	150	0.6087	0.8485	0.7089	33	0.7931	0.8214	0.8070	28	0.7594	0.8732	0.8123	0.9530
0.0458	58.0	6148	0.1834	0.7531	0.8592	0.8026	71	0.6548	0.8462	0.7383	65	0.8204	0.9133	0.8644	150	0.6512	0.8485	0.7368	33	0.7667	0.8214	0.7931	28	0.7506	0.8761	0.8085	0.9542
0.0452	59.0	6254	0.1821	0.7439	0.8592	0.7974	71	0.6463	0.8154	0.7211	65	0.8253	0.9133	0.8671	150	0.7073	0.8788	0.7838	33	0.7667	0.8214	0.7931	28	0.7556	0.8732	0.8102	0.9564
0.0426	60.0	6360	0.1856	0.7763	0.8310	0.8027	71	0.6429	0.8308	0.7248	65	0.8303	0.9133	0.8698	150	0.6667	0.8485	0.7467	33	0.8214	0.8214	0.8214	28	0.7620	0.8674	0.8113	0.9549
0.0446	61.0	6466	0.1872	0.7625	0.8592	0.8079	71	0.6322	0.8462	0.7237	65	0.8214	0.92	0.8679	150	0.6585	0.8182	0.7297	33	0.7931	0.8214	0.8070	28	0.7506	0.8761	0.8085	0.9532
0.043	62.0	6572	0.1897	0.7654	0.8732	0.8158	71	0.6437	0.8615	0.7368	65	0.8214	0.92	0.8679	150	0.6222	0.8485	0.7179	33	0.7931	0.8214	0.8070	28	0.7488	0.8847	0.8111	0.9537
0.0437	63.0	6678	0.1919	0.7284	0.8310	0.7763	71	0.6552	0.8769	0.75	65	0.8214	0.92	0.8679	150	0.6512	0.8485	0.7368	33	0.8276	0.8571	0.8421	28	0.75	0.8818	0.8106	0.9539
0.0404	64.0	6784	0.1855	0.7375	0.8310	0.7815	71	0.675	0.8308	0.7448	65	0.8144	0.9067	0.8580	150	0.6667	0.8485	0.7467	33	0.8214	0.8214	0.8214	28	0.7557	0.8646	0.8065	0.9547
0.0419	65.0	6890	0.1899	0.7692	0.8451	0.8054	71	0.6585	0.8308	0.7347	65	0.8242	0.9067	0.8635	150	0.6429	0.8182	0.7200	33	0.8276	0.8571	0.8421	28	0.7601	0.8674	0.8102	0.9559
0.0411	66.0	6996	0.2038	0.7195	0.8310	0.7712	71	0.6364	0.8615	0.7320	65	0.8253	0.9133	0.8671	150	0.6512	0.8485	0.7368	33	0.8276	0.8571	0.8421	28	0.7451	0.8761	0.8053	0.9530
0.0395	67.0	7102	0.1916	0.7531	0.8592	0.8026	71	0.6506	0.8308	0.7297	65	0.8155	0.9133	0.8616	150	0.6829	0.8485	0.7568	33	0.8621	0.8929	0.8772	28	0.7587	0.8790	0.8144	0.9559
0.0378	68.0	7208	0.1965	0.7317	0.8451	0.7843	71	0.6548	0.8462	0.7383	65	0.8204	0.9133	0.8644	150	0.6667	0.8485	0.7467	33	0.8571	0.8571	0.8571	28	0.7543	0.8761	0.8107	0.9549
0.0404	69.0	7314	0.1926	0.7821	0.8592	0.8188	71	0.6627	0.8462	0.7432	65	0.8107	0.9133	0.8589	150	0.6829	0.8485	0.7568	33	0.8571	0.8571	0.8571	28	0.7644	0.8790	0.8177	0.9566
0.0397	70.0	7420	0.1972	0.7468	0.8310	0.7867	71	0.6585	0.8308	0.7347	65	0.8166	0.92	0.8652	150	0.7	0.8485	0.7671	33	0.8333	0.8929	0.8621	28	0.76	0.8761	0.8139	0.9549
0.0376	71.0	7526	0.2144	0.7375	0.8310	0.7815	71	0.6064	0.8769	0.7170	65	0.8166	0.92	0.8652	150	0.6512	0.8485	0.7368	33	0.7667	0.8214	0.7931	28	0.7332	0.8790	0.7995	0.9505
0.039	72.0	7632	0.1969	0.8101	0.9014	0.8533	71	0.6627	0.8462	0.7432	65	0.8107	0.9133	0.8589	150	0.6667	0.8485	0.7467	33	0.8571	0.8571	0.8571	28	0.7681	0.8876	0.8235	0.9542
0.0376	73.0	7738	0.2017	0.7375	0.8310	0.7815	71	0.6322	0.8462	0.7237	65	0.8166	0.92	0.8652	150	0.7	0.8485	0.7671	33	0.8	0.8571	0.8276	28	0.7488	0.8761	0.8074	0.9544
0.0369	74.0	7844	0.2002	0.7792	0.8451	0.8108	71	0.6627	0.8462	0.7432	65	0.8118	0.92	0.8625	150	0.6829	0.8485	0.7568	33	0.8333	0.8929	0.8621	28	0.7631	0.8818	0.8182	0.9554
0.0357	75.0	7950	0.1919	0.775	0.8732	0.8212	71	0.6279	0.8308	0.7152	65	0.8303	0.9133	0.8698	150	0.7073	0.8788	0.7838	33	0.8276	0.8571	0.8421	28	0.7631	0.8818	0.8182	0.9556
0.0355	76.0	8056	0.1978	0.7722	0.8592	0.8133	71	0.6437	0.8615	0.7368	65	0.8253	0.9133	0.8671	150	0.7	0.8485	0.7671	33	0.8571	0.8571	0.8571	28	0.765	0.8818	0.8193	0.9556
0.038	77.0	8162	0.1986	0.7722	0.8592	0.8133	71	0.6353	0.8308	0.7200	65	0.8155	0.9133	0.8616	150	0.6829	0.8485	0.7568	33	0.8276	0.8571	0.8421	28	0.7562	0.8761	0.8117	0.9547
0.0358	78.0	8268	0.2041	0.7439	0.8592	0.7974	71	0.6667	0.8308	0.7397	65	0.8253	0.9133	0.8671	150	0.6667	0.8485	0.7467	33	0.7742	0.8571	0.8136	28	0.7562	0.8761	0.8117	0.9549
0.0359	79.0	8374	0.2045	0.7625	0.8592	0.8079	71	0.6207	0.8308	0.7105	65	0.8214	0.92	0.8679	150	0.6829	0.8485	0.7568	33	0.8276	0.8571	0.8421	28	0.7531	0.8790	0.8112	0.9534
0.0345	80.0	8480	0.2054	0.7722	0.8592	0.8133	71	0.6111	0.8462	0.7097	65	0.8166	0.92	0.8652	150	0.7073	0.8788	0.7838	33	0.8571	0.8571	0.8571	28	0.7543	0.8847	0.8143	0.9537
0.0347	81.0	8586	0.2108	0.7407	0.8451	0.7895	71	0.6129	0.8769	0.7215	65	0.8214	0.92	0.8679	150	0.6667	0.8485	0.7467	33	0.7742	0.8571	0.8136	28	0.7398	0.8847	0.8058	0.9517
0.036	82.0	8692	0.2023	0.7317	0.8451	0.7843	71	0.6279	0.8308	0.7152	65	0.8214	0.92	0.8679	150	0.6829	0.8485	0.7568	33	0.8	0.8571	0.8276	28	0.7469	0.8761	0.8064	0.9527
0.0356	83.0	8798	0.1971	0.7590	0.8873	0.8182	71	0.6310	0.8154	0.7114	65	0.8364	0.92	0.8762	150	0.6829	0.8485	0.7568	33	0.8276	0.8571	0.8421	28	0.7612	0.8818	0.8171	0.9559
0.0341	84.0	8904	0.2043	0.7439	0.8592	0.7974	71	0.6136	0.8308	0.7059	65	0.8263	0.92	0.8707	150	0.6829	0.8485	0.7568	33	0.8	0.8571	0.8276	28	0.7475	0.8790	0.8079	0.9539
0.0337	85.0	9010	0.2094	0.7625	0.8592	0.8079	71	0.6322	0.8462	0.7237	65	0.8166	0.92	0.8652	150	0.7	0.8485	0.7671	33	0.8276	0.8571	0.8421	28	0.7556	0.8818	0.8138	0.9534
0.0341	86.0	9116	0.2091	0.7375	0.8310	0.7815	71	0.6322	0.8462	0.7237	65	0.8313	0.92	0.8734	150	0.6667	0.8485	0.7467	33	0.8276	0.8571	0.8421	28	0.7525	0.8761	0.8096	0.9527
0.0325	87.0	9222	0.2140	0.7531	0.8592	0.8026	71	0.6322	0.8462	0.7237	65	0.8214	0.92	0.8679	150	0.6667	0.8485	0.7467	33	0.8	0.8571	0.8276	28	0.75	0.8818	0.8106	0.9522
0.0329	88.0	9328	0.2080	0.7407	0.8451	0.7895	71	0.6353	0.8308	0.7200	65	0.8263	0.92	0.8707	150	0.6667	0.8485	0.7467	33	0.8276	0.8571	0.8421	28	0.7525	0.8761	0.8096	0.9539
0.0333	89.0	9434	0.2106	0.7595	0.8451	0.8	71	0.6471	0.8462	0.7333	65	0.8313	0.92	0.8734	150	0.6829	0.8485	0.7568	33	0.8	0.8571	0.8276	28	0.7606	0.8790	0.8155	0.9532
0.0324	90.0	9540	0.2095	0.7531	0.8592	0.8026	71	0.6506	0.8308	0.7297	65	0.8313	0.92	0.8734	150	0.6667	0.8485	0.7467	33	0.8276	0.8571	0.8421	28	0.7606	0.8790	0.8155	0.9547
0.0311	91.0	9646	0.2136	0.7407	0.8451	0.7895	71	0.6292	0.8615	0.7273	65	0.8313	0.92	0.8734	150	0.7	0.8485	0.7671	33	0.8276	0.8571	0.8421	28	0.7556	0.8818	0.8138	0.9544
0.0327	92.0	9752	0.2122	0.75	0.8451	0.7947	71	0.6279	0.8308	0.7152	65	0.8313	0.92	0.8734	150	0.6667	0.8485	0.7467	33	0.8276	0.8571	0.8421	28	0.7543	0.8761	0.8107	0.9537
0.03	93.0	9858	0.2173	0.75	0.8451	0.7947	71	0.6444	0.8923	0.7484	65	0.8263	0.92	0.8707	150	0.6667	0.8485	0.7467	33	0.8276	0.8571	0.8421	28	0.7549	0.8876	0.8159	0.9534
0.0303	94.0	9964	0.2158	0.7531	0.8592	0.8026	71	0.6322	0.8462	0.7237	65	0.8313	0.92	0.8734	150	0.6829	0.8485	0.7568	33	0.8	0.8571	0.8276	28	0.7556	0.8818	0.8138	0.9539
0.0309	95.0	10070	0.2154	0.7625	0.8592	0.8079	71	0.6477	0.8769	0.7451	65	0.8263	0.92	0.8707	150	0.6829	0.8485	0.7568	33	0.8	0.8571	0.8276	28	0.7586	0.8876	0.8181	0.9539
0.0344	96.0	10176	0.2155	0.7625	0.8592	0.8079	71	0.6471	0.8462	0.7333	65	0.8263	0.92	0.8707	150	0.6667	0.8485	0.7467	33	0.8	0.8571	0.8276	28	0.7574	0.8818	0.8149	0.9544
0.0292	97.0	10282	0.2139	0.7778	0.8873	0.8289	71	0.6471	0.8462	0.7333	65	0.8263	0.92	0.8707	150	0.6829	0.8485	0.7568	33	0.8276	0.8571	0.8421	28	0.7643	0.8876	0.8213	0.9547
0.0321	98.0	10388	0.2169	0.7531	0.8592	0.8026	71	0.6364	0.8615	0.7320	65	0.8263	0.92	0.8707	150	0.6667	0.8485	0.7467	33	0.8276	0.8571	0.8421	28	0.7543	0.8847	0.8143	0.9532
0.0305	99.0	10494	0.2150	0.7778	0.8873	0.8289	71	0.6322	0.8462	0.7237	65	0.8263	0.92	0.8707	150	0.6667	0.8485	0.7467	33	0.8276	0.8571	0.8421	28	0.7586	0.8876	0.8181	0.9537
0.0294	100.0	10600	0.2143	0.7778	0.8873	0.8289	71	0.6395	0.8462	0.7285	65	0.8263	0.92	0.8707	150	0.6667	0.8485	0.7467	33	0.8276	0.8571	0.8421	28	0.7605	0.8876	0.8191	0.9539

Framework versions

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