nerugm-unipelt-4

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: 0.2206
• Location Precision: 0.7949
• Location Recall: 0.8493
• Location F1: 0.8212
• Location Number: 73
• Organization Precision: 0.7361
• Organization Recall: 0.8154
• Organization F1: 0.7737
• Organization Number: 65
• Person Precision: 0.8924
• Person Recall: 0.94
• Person F1: 0.9156
• Person Number: 150
• Quantity Precision: 0.8125
• Quantity Recall: 0.8966
• Quantity F1: 0.8525
• Quantity Number: 29
• Time Precision: 0.7838
• Time Recall: 0.8529
• Time F1: 0.8169
• Time Number: 34
• Overall Precision: 0.8249
• Overall Recall: 0.8860
• Overall F1: 0.8544
• Overall Accuracy: 0.9638

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
0.9477	1.0	106	0.6205	0.0	0.0	0.0	73	0.0	0.0	0.0	65	0.2	0.0067	0.0129	150	0.0	0.0	0.0	29	0.0	0.0	0.0	34	0.2	0.0028	0.0056	0.8373
0.5027	2.0	212	0.3516	0.4026	0.4247	0.4133	73	0.1091	0.0923	0.1	65	0.6020	0.8067	0.6895	150	0.1739	0.1379	0.1538	29	0.5	0.6471	0.5641	34	0.46	0.5242	0.4900	0.9052
0.2888	3.0	318	0.1855	0.5319	0.6849	0.5988	73	0.5167	0.4769	0.4960	65	0.7816	0.9067	0.8395	150	0.4545	0.5172	0.4839	29	0.8286	0.8529	0.8406	34	0.6591	0.7436	0.6988	0.9404
0.1926	4.0	424	0.1595	0.6122	0.8219	0.7018	73	0.5054	0.7231	0.5949	65	0.8155	0.9133	0.8616	150	0.6053	0.7931	0.6866	29	0.8611	0.9118	0.8857	34	0.6882	0.8490	0.7602	0.9486
0.163	5.0	530	0.1464	0.6354	0.8356	0.7219	73	0.5904	0.7538	0.6622	65	0.8354	0.9133	0.8726	150	0.6757	0.8621	0.7576	29	0.725	0.8529	0.7838	34	0.7167	0.8575	0.7808	0.9515
0.1447	6.0	636	0.1606	0.6703	0.8356	0.7439	73	0.6265	0.8	0.7027	65	0.8323	0.9267	0.8770	150	0.5333	0.8276	0.6486	29	0.6222	0.8235	0.7089	34	0.7053	0.8661	0.7775	0.9471
0.1316	7.0	742	0.1419	0.6739	0.8493	0.7515	73	0.6622	0.7538	0.7050	65	0.8253	0.9133	0.8671	150	0.6757	0.8621	0.7576	29	0.75	0.8824	0.8108	34	0.7408	0.8632	0.7974	0.9550
0.1217	8.0	848	0.1318	0.7294	0.8493	0.7848	73	0.6364	0.7538	0.6901	65	0.8313	0.92	0.8734	150	0.6757	0.8621	0.7576	29	0.7895	0.8824	0.8333	34	0.7543	0.8661	0.8064	0.9569
0.1125	9.0	954	0.1269	0.7439	0.8356	0.7871	73	0.6145	0.7846	0.6892	65	0.8608	0.9067	0.8831	150	0.7297	0.9310	0.8182	29	0.8108	0.8824	0.8451	34	0.7683	0.8689	0.8155	0.9591
0.1088	10.0	1060	0.1347	0.6988	0.7945	0.7436	73	0.6944	0.7692	0.7299	65	0.8344	0.9067	0.8690	150	0.6944	0.8621	0.7692	29	0.7692	0.8824	0.8219	34	0.7608	0.8519	0.8038	0.9582
0.1017	11.0	1166	0.1373	0.7024	0.8082	0.7516	73	0.6456	0.7846	0.7083	65	0.8438	0.9	0.8710	150	0.6757	0.8621	0.7576	29	0.6667	0.8235	0.7368	34	0.7413	0.8490	0.7915	0.9559
0.0943	12.0	1272	0.1453	0.6778	0.8356	0.7485	73	0.6310	0.8154	0.7114	65	0.8457	0.9133	0.8782	150	0.7027	0.8966	0.7879	29	0.6512	0.8235	0.7273	34	0.7332	0.8689	0.7953	0.9567
0.0886	13.0	1378	0.1357	0.7375	0.8082	0.7712	73	0.5978	0.8462	0.7006	65	0.8553	0.9067	0.8803	150	0.7143	0.8621	0.7813	29	0.7692	0.8824	0.8219	34	0.7531	0.8689	0.8069	0.9579
0.0855	14.0	1484	0.1371	0.7024	0.8082	0.7516	73	0.625	0.7692	0.6897	65	0.8457	0.9133	0.8782	150	0.75	0.9310	0.8308	29	0.6829	0.8235	0.7467	34	0.7469	0.8575	0.7984	0.9569
0.0814	15.0	1590	0.1300	0.7821	0.8356	0.8079	73	0.6329	0.7692	0.6944	65	0.8562	0.9133	0.8839	150	0.7027	0.8966	0.7879	29	0.7368	0.8235	0.7778	34	0.7704	0.8604	0.8129	0.9599
0.079	16.0	1696	0.1442	0.7439	0.8356	0.7871	73	0.6667	0.7692	0.7143	65	0.8528	0.9267	0.8882	150	0.75	0.9310	0.8308	29	0.7	0.8235	0.7568	34	0.7702	0.8689	0.8166	0.9589
0.0722	17.0	1802	0.1371	0.7349	0.8356	0.7821	73	0.6667	0.7692	0.7143	65	0.8415	0.92	0.8790	150	0.7576	0.8621	0.8065	29	0.725	0.8529	0.7838	34	0.7671	0.8632	0.8123	0.9587
0.0724	18.0	1908	0.1402	0.75	0.8219	0.7843	73	0.6190	0.8	0.6980	65	0.875	0.9333	0.9032	150	0.6389	0.7931	0.7077	29	0.7568	0.8235	0.7887	34	0.7632	0.8632	0.8102	0.9579
0.0704	19.0	2014	0.1272	0.7821	0.8356	0.8079	73	0.68	0.7846	0.7286	65	0.8580	0.9267	0.8910	150	0.7429	0.8966	0.8125	29	0.7368	0.8235	0.7778	34	0.7861	0.8689	0.8254	0.9633
0.0629	20.0	2120	0.1404	0.7229	0.8219	0.7692	73	0.6265	0.8	0.7027	65	0.8696	0.9333	0.9003	150	0.7353	0.8621	0.7937	29	0.7895	0.8824	0.8333	34	0.7694	0.8746	0.8187	0.9599
0.0607	21.0	2226	0.1343	0.7531	0.8356	0.7922	73	0.6711	0.7846	0.7234	65	0.8854	0.9267	0.9055	150	0.7353	0.8621	0.7937	29	0.8857	0.9118	0.8986	34	0.8016	0.8746	0.8365	0.9631
0.0598	22.0	2332	0.1399	0.7531	0.8356	0.7922	73	0.6623	0.7846	0.7183	65	0.8910	0.9267	0.9085	150	0.7353	0.8621	0.7937	29	0.7568	0.8235	0.7887	34	0.7896	0.8661	0.8261	0.9619
0.0578	23.0	2438	0.1296	0.7792	0.8219	0.8000	73	0.68	0.7846	0.7286	65	0.8861	0.9333	0.9091	150	0.7353	0.8621	0.7937	29	0.8333	0.8824	0.8571	34	0.8053	0.8718	0.8372	0.9628
0.0538	24.0	2544	0.1458	0.7531	0.8356	0.7922	73	0.65	0.8	0.7172	65	0.8571	0.92	0.8875	150	0.7647	0.8966	0.8254	29	0.7632	0.8529	0.8056	34	0.7766	0.8718	0.8215	0.9596
0.0519	25.0	2650	0.1594	0.7176	0.8356	0.7722	73	0.6667	0.8	0.7273	65	0.8650	0.94	0.9010	150	0.6944	0.8621	0.7692	29	0.8056	0.8529	0.8286	34	0.7739	0.8775	0.8224	0.9594
0.0513	26.0	2756	0.1568	0.7143	0.8219	0.7643	73	0.68	0.7846	0.7286	65	0.8485	0.9333	0.8889	150	0.7143	0.8621	0.7813	29	0.7	0.8235	0.7568	34	0.7619	0.8661	0.8107	0.9582
0.051	27.0	2862	0.1527	0.7439	0.8356	0.7871	73	0.6296	0.7846	0.6986	65	0.8634	0.9267	0.8939	150	0.7143	0.8621	0.7813	29	0.7	0.8235	0.7568	34	0.7619	0.8661	0.8107	0.9594
0.0479	28.0	2968	0.1568	0.7439	0.8356	0.7871	73	0.6842	0.8	0.7376	65	0.875	0.9333	0.9032	150	0.7647	0.8966	0.8254	29	0.7	0.8235	0.7568	34	0.7832	0.8746	0.8264	0.9596
0.0442	29.0	3074	0.1412	0.7949	0.8493	0.8212	73	0.6463	0.8154	0.7211	65	0.8580	0.9267	0.8910	150	0.7353	0.8621	0.7937	29	0.8286	0.8529	0.8406	34	0.7877	0.8775	0.8302	0.9611
0.0431	30.0	3180	0.1463	0.8158	0.8493	0.8322	73	0.6667	0.7692	0.7143	65	0.8805	0.9333	0.9061	150	0.7879	0.8966	0.8387	29	0.7436	0.8529	0.7945	34	0.8037	0.8746	0.8377	0.9623
0.0431	31.0	3286	0.1430	0.7821	0.8356	0.8079	73	0.6757	0.7692	0.7194	65	0.8634	0.9267	0.8939	150	0.8125	0.8966	0.8525	29	0.8056	0.8529	0.8286	34	0.8005	0.8689	0.8333	0.9631
0.0396	32.0	3392	0.1682	0.7722	0.8356	0.8026	73	0.6310	0.8154	0.7114	65	0.8634	0.9267	0.8939	150	0.7647	0.8966	0.8254	29	0.7317	0.8824	0.8	34	0.7744	0.8803	0.824	0.9594
0.0404	33.0	3498	0.1550	0.7922	0.8356	0.8133	73	0.7246	0.7692	0.7463	65	0.8910	0.9267	0.9085	150	0.7353	0.8621	0.7937	29	0.75	0.8824	0.8108	34	0.8112	0.8689	0.8391	0.9619
0.038	34.0	3604	0.1416	0.8158	0.8493	0.8322	73	0.6585	0.8308	0.7347	65	0.875	0.9333	0.9032	150	0.7879	0.8966	0.8387	29	0.8611	0.9118	0.8857	34	0.8088	0.8917	0.8482	0.9643
0.0389	35.0	3710	0.1660	0.7349	0.8356	0.7821	73	0.6711	0.7846	0.7234	65	0.8742	0.9267	0.8997	150	0.7059	0.8276	0.7619	29	0.6905	0.8529	0.7632	34	0.7716	0.8661	0.8161	0.9594
0.0359	36.0	3816	0.1483	0.7848	0.8493	0.8158	73	0.7027	0.8	0.7482	65	0.8734	0.92	0.8961	150	0.7647	0.8966	0.8254	29	0.8108	0.8824	0.8451	34	0.8063	0.8775	0.8404	0.9638
0.0352	37.0	3922	0.1701	0.7439	0.8356	0.7871	73	0.6933	0.8	0.7429	65	0.8734	0.92	0.8961	150	0.7647	0.8966	0.8254	29	0.8421	0.9412	0.8889	34	0.7984	0.8803	0.8374	0.9621
0.0342	38.0	4028	0.1522	0.8052	0.8493	0.8267	73	0.75	0.7846	0.7669	65	0.8734	0.92	0.8961	150	0.7647	0.8966	0.8254	29	0.7692	0.8824	0.8219	34	0.8165	0.8746	0.8446	0.9641
0.0315	39.0	4134	0.1590	0.7821	0.8356	0.8079	73	0.7013	0.8308	0.7606	65	0.8688	0.9267	0.8968	150	0.7576	0.8621	0.8065	29	0.8824	0.8824	0.8824	34	0.8089	0.8803	0.8431	0.9638
0.0335	40.0	4240	0.1513	0.8289	0.8630	0.8456	73	0.7067	0.8154	0.7571	65	0.8734	0.92	0.8961	150	0.8125	0.8966	0.8525	29	0.8205	0.9412	0.8767	34	0.8211	0.8889	0.8536	0.9653
0.0317	41.0	4346	0.1541	0.8378	0.8493	0.8435	73	0.6835	0.8308	0.75	65	0.8868	0.94	0.9126	150	0.7879	0.8966	0.8387	29	0.75	0.8824	0.8108	34	0.8130	0.8917	0.8505	0.9633
0.0288	42.0	4452	0.1681	0.7922	0.8356	0.8133	73	0.6279	0.8308	0.7152	65	0.8931	0.9467	0.9191	150	0.7576	0.8621	0.8065	29	0.7838	0.8529	0.8169	34	0.7934	0.8860	0.8371	0.9606
0.0275	43.0	4558	0.1761	0.7821	0.8356	0.8079	73	0.6279	0.8308	0.7152	65	0.8931	0.9467	0.9191	150	0.7059	0.8276	0.7619	29	0.7436	0.8529	0.7945	34	0.7828	0.8832	0.8300	0.9604
0.0265	44.0	4664	0.1796	0.7922	0.8356	0.8133	73	0.7051	0.8462	0.7692	65	0.8712	0.9467	0.9073	150	0.7273	0.8276	0.7742	29	0.7895	0.8824	0.8333	34	0.8021	0.8889	0.8432	0.9628
0.0271	45.0	4770	0.1760	0.7949	0.8493	0.8212	73	0.7067	0.8154	0.7571	65	0.8696	0.9333	0.9003	150	0.7812	0.8621	0.8197	29	0.8158	0.9118	0.8611	34	0.8099	0.8860	0.8463	0.9621
0.026	46.0	4876	0.1910	0.7922	0.8356	0.8133	73	0.6795	0.8154	0.7413	65	0.875	0.9333	0.9032	150	0.8125	0.8966	0.8525	29	0.7632	0.8529	0.8056	34	0.8026	0.8803	0.8397	0.9604
0.0264	47.0	4982	0.1727	0.8052	0.8493	0.8267	73	0.7013	0.8308	0.7606	65	0.8696	0.9333	0.9003	150	0.7576	0.8621	0.8065	29	0.7895	0.8824	0.8333	34	0.8057	0.8860	0.8440	0.9636
0.0252	48.0	5088	0.1840	0.7821	0.8356	0.8079	73	0.6923	0.8308	0.7552	65	0.8758	0.94	0.9068	150	0.7812	0.8621	0.8197	29	0.7632	0.8529	0.8056	34	0.8010	0.8832	0.8401	0.9626
0.0234	49.0	5194	0.1759	0.8133	0.8356	0.8243	73	0.7183	0.7846	0.75	65	0.875	0.9333	0.9032	150	0.8125	0.8966	0.8525	29	0.7692	0.8824	0.8219	34	0.8170	0.8775	0.8462	0.9641
0.0227	50.0	5300	0.1780	0.7922	0.8356	0.8133	73	0.7324	0.8	0.7647	65	0.8917	0.9333	0.9121	150	0.8387	0.8966	0.8667	29	0.8158	0.9118	0.8611	34	0.8289	0.8832	0.8552	0.9651
0.0246	51.0	5406	0.1751	0.8052	0.8493	0.8267	73	0.7391	0.7846	0.7612	65	0.8854	0.9267	0.9055	150	0.8125	0.8966	0.8525	29	0.8421	0.9412	0.8889	34	0.8311	0.8832	0.8564	0.9658
0.0225	52.0	5512	0.1924	0.7848	0.8493	0.8158	73	0.7333	0.8462	0.7857	65	0.8642	0.9333	0.8974	150	0.7576	0.8621	0.8065	29	0.8158	0.9118	0.8611	34	0.8088	0.8917	0.8482	0.9636
0.0217	53.0	5618	0.1959	0.7778	0.8630	0.8182	73	0.7297	0.8308	0.7770	65	0.875	0.9333	0.9032	150	0.7576	0.8621	0.8065	29	0.7073	0.8529	0.7733	34	0.7995	0.8860	0.8405	0.9621
0.0201	54.0	5724	0.2034	0.7922	0.8356	0.8133	73	0.6875	0.8462	0.7586	65	0.8642	0.9333	0.8974	150	0.7576	0.8621	0.8065	29	0.8158	0.9118	0.8611	34	0.8	0.8889	0.8421	0.9611
0.0198	55.0	5830	0.1859	0.8158	0.8493	0.8322	73	0.6986	0.7846	0.7391	65	0.8854	0.9267	0.9055	150	0.7576	0.8621	0.8065	29	0.7895	0.8824	0.8333	34	0.8143	0.8746	0.8434	0.9633
0.0199	56.0	5936	0.1812	0.8182	0.8630	0.8400	73	0.7324	0.8	0.7647	65	0.8805	0.9333	0.9061	150	0.7576	0.8621	0.8065	29	0.8889	0.9412	0.9143	34	0.8298	0.8889	0.8583	0.9663
0.0183	57.0	6042	0.1818	0.7949	0.8493	0.8212	73	0.7260	0.8154	0.7681	65	0.8758	0.94	0.9068	150	0.7812	0.8621	0.8197	29	0.8333	0.8824	0.8571	34	0.8184	0.8860	0.8509	0.9655
0.0204	58.0	6148	0.1844	0.775	0.8493	0.8105	73	0.7206	0.7538	0.7368	65	0.8734	0.92	0.8961	150	0.8125	0.8966	0.8525	29	0.8421	0.9412	0.8889	34	0.8165	0.8746	0.8446	0.9636
0.0171	59.0	6254	0.2010	0.7625	0.8356	0.7974	73	0.7391	0.7846	0.7612	65	0.9032	0.9333	0.9180	150	0.7576	0.8621	0.8065	29	0.7436	0.8529	0.7945	34	0.8138	0.8718	0.8418	0.9641
0.0177	60.0	6360	0.1953	0.7949	0.8493	0.8212	73	0.72	0.8308	0.7714	65	0.8974	0.9333	0.9150	150	0.7879	0.8966	0.8387	29	0.8158	0.9118	0.8611	34	0.8237	0.8917	0.8564	0.9651
0.0166	61.0	6466	0.1929	0.7922	0.8356	0.8133	73	0.7297	0.8308	0.7770	65	0.8642	0.9333	0.8974	150	0.7812	0.8621	0.8197	29	0.8611	0.9118	0.8857	34	0.8163	0.8860	0.8497	0.9646
0.0169	62.0	6572	0.1962	0.8052	0.8493	0.8267	73	0.7324	0.8	0.7647	65	0.8861	0.9333	0.9091	150	0.7576	0.8621	0.8065	29	0.7632	0.8529	0.8056	34	0.8170	0.8775	0.8462	0.9651
0.0158	63.0	6678	0.2073	0.8158	0.8493	0.8322	73	0.6353	0.8308	0.7200	65	0.8679	0.92	0.8932	150	0.7812	0.8621	0.8197	29	0.7895	0.8824	0.8333	34	0.7923	0.8803	0.8340	0.9621
0.0167	64.0	6784	0.1845	0.8182	0.8630	0.8400	73	0.75	0.7846	0.7669	65	0.8974	0.9333	0.9150	150	0.7812	0.8621	0.8197	29	0.8158	0.9118	0.8611	34	0.8356	0.8832	0.8587	0.9678
0.0167	65.0	6890	0.2060	0.775	0.8493	0.8105	73	0.7432	0.8462	0.7914	65	0.8742	0.9267	0.8997	150	0.7353	0.8621	0.7937	29	0.8158	0.9118	0.8611	34	0.8104	0.8889	0.8478	0.9636
0.0167	66.0	6996	0.2054	0.7949	0.8493	0.8212	73	0.7286	0.7846	0.7556	65	0.8758	0.94	0.9068	150	0.7812	0.8621	0.8197	29	0.7436	0.8529	0.7945	34	0.8105	0.8775	0.8427	0.9619
0.0148	67.0	7102	0.2037	0.7975	0.8630	0.8289	73	0.7183	0.7846	0.75	65	0.8758	0.94	0.9068	150	0.7576	0.8621	0.8065	29	0.8158	0.9118	0.8611	34	0.8141	0.8860	0.8486	0.9636
0.0152	68.0	7208	0.2017	0.8182	0.8630	0.8400	73	0.7353	0.7692	0.7519	65	0.8854	0.9267	0.9055	150	0.7812	0.8621	0.8197	29	0.8378	0.9118	0.8732	34	0.8302	0.8775	0.8532	0.9646
0.0134	69.0	7314	0.2069	0.8289	0.8630	0.8456	73	0.7042	0.7692	0.7353	65	0.8861	0.9333	0.9091	150	0.7812	0.8621	0.8197	29	0.8611	0.9118	0.8857	34	0.8284	0.8803	0.8536	0.9631
0.0153	70.0	7420	0.2087	0.7975	0.8630	0.8289	73	0.7397	0.8308	0.7826	65	0.875	0.9333	0.9032	150	0.7353	0.8621	0.7937	29	0.7949	0.9118	0.8493	34	0.8130	0.8917	0.8505	0.9641
0.0137	71.0	7526	0.2142	0.8267	0.8493	0.8378	73	0.65	0.8	0.7172	65	0.8812	0.94	0.9097	150	0.7576	0.8621	0.8065	29	0.7895	0.8824	0.8333	34	0.8031	0.8832	0.8412	0.9611
0.015	72.0	7632	0.2135	0.8158	0.8493	0.8322	73	0.7083	0.7846	0.7445	65	0.8805	0.9333	0.9061	150	0.7576	0.8621	0.8065	29	0.7895	0.8824	0.8333	34	0.8148	0.8775	0.8450	0.9609
0.013	73.0	7738	0.2118	0.8077	0.8630	0.8344	73	0.7183	0.7846	0.75	65	0.875	0.9333	0.9032	150	0.7879	0.8966	0.8387	29	0.8158	0.9118	0.8611	34	0.8184	0.8860	0.8509	0.9633
0.0132	74.0	7844	0.2089	0.8026	0.8356	0.8188	73	0.7083	0.7846	0.7445	65	0.8742	0.9267	0.8997	150	0.7879	0.8966	0.8387	29	0.8108	0.8824	0.8451	34	0.8143	0.8746	0.8434	0.9638
0.0126	75.0	7950	0.1995	0.8289	0.8630	0.8456	73	0.7286	0.7846	0.7556	65	0.9091	0.9333	0.9211	150	0.7812	0.8621	0.8197	29	0.8611	0.9118	0.8857	34	0.8424	0.8832	0.8623	0.9660
0.0128	76.0	8056	0.1982	0.8289	0.8630	0.8456	73	0.7286	0.7846	0.7556	65	0.9091	0.9333	0.9211	150	0.8125	0.8966	0.8525	29	0.8857	0.9118	0.8986	34	0.8474	0.8860	0.8663	0.9668
0.0123	77.0	8162	0.2078	0.7949	0.8493	0.8212	73	0.7123	0.8	0.7536	65	0.8797	0.9267	0.9026	150	0.7576	0.8621	0.8065	29	0.7895	0.8824	0.8333	34	0.8105	0.8775	0.8427	0.9633
0.013	78.0	8268	0.1980	0.8052	0.8493	0.8267	73	0.7206	0.7538	0.7368	65	0.8854	0.9267	0.9055	150	0.8125	0.8966	0.8525	29	0.8378	0.9118	0.8732	34	0.8275	0.8746	0.8504	0.9651
0.0122	79.0	8374	0.2100	0.7722	0.8356	0.8026	73	0.7183	0.7846	0.75	65	0.8917	0.9333	0.9121	150	0.8125	0.8966	0.8525	29	0.7895	0.8824	0.8333	34	0.8170	0.8775	0.8462	0.9641
0.0128	80.0	8480	0.2086	0.8158	0.8493	0.8322	73	0.7222	0.8	0.7591	65	0.875	0.9333	0.9032	150	0.8125	0.8966	0.8525	29	0.8378	0.9118	0.8732	34	0.8249	0.8860	0.8544	0.9633
0.0117	81.0	8586	0.2055	0.8182	0.8630	0.8400	73	0.7286	0.7846	0.7556	65	0.9038	0.94	0.9216	150	0.8125	0.8966	0.8525	29	0.8421	0.9412	0.8889	34	0.8391	0.8917	0.8646	0.9658
0.0122	82.0	8692	0.2136	0.7949	0.8493	0.8212	73	0.7183	0.7846	0.75	65	0.8917	0.9333	0.9121	150	0.8125	0.8966	0.8525	29	0.7895	0.8824	0.8333	34	0.8218	0.8803	0.8501	0.9641
0.011	83.0	8798	0.2200	0.7848	0.8493	0.8158	73	0.6901	0.7538	0.7206	65	0.8805	0.9333	0.9061	150	0.7812	0.8621	0.8197	29	0.7895	0.8824	0.8333	34	0.8074	0.8718	0.8384	0.9619
0.0099	84.0	8904	0.2109	0.8077	0.8630	0.8344	73	0.7183	0.7846	0.75	65	0.8917	0.9333	0.9121	150	0.8125	0.8966	0.8525	29	0.8611	0.9118	0.8857	34	0.8316	0.8860	0.8579	0.9648
0.0109	85.0	9010	0.2205	0.7949	0.8493	0.8212	73	0.7286	0.7846	0.7556	65	0.8861	0.9333	0.9091	150	0.8125	0.8966	0.8525	29	0.8108	0.8824	0.8451	34	0.824	0.8803	0.8512	0.9641
0.0107	86.0	9116	0.2110	0.8077	0.8630	0.8344	73	0.7353	0.7692	0.7519	65	0.8917	0.9333	0.9121	150	0.8125	0.8966	0.8525	29	0.8378	0.9118	0.8732	34	0.8333	0.8832	0.8575	0.9643
0.0101	87.0	9222	0.2093	0.8182	0.8630	0.8400	73	0.7391	0.7846	0.7612	65	0.8924	0.94	0.9156	150	0.8125	0.8966	0.8525	29	0.8857	0.9118	0.8986	34	0.8410	0.8889	0.8643	0.9655
0.0111	88.0	9328	0.2124	0.8182	0.8630	0.8400	73	0.7391	0.7846	0.7612	65	0.8868	0.94	0.9126	150	0.8125	0.8966	0.8525	29	0.8378	0.9118	0.8732	34	0.8342	0.8889	0.8607	0.9651
0.0095	89.0	9434	0.2123	0.8077	0.8630	0.8344	73	0.7286	0.7846	0.7556	65	0.8924	0.94	0.9156	150	0.8125	0.8966	0.8525	29	0.8108	0.8824	0.8451	34	0.8293	0.8860	0.8567	0.9653
0.0105	90.0	9540	0.2122	0.8077	0.8630	0.8344	73	0.7429	0.8	0.7704	65	0.8868	0.94	0.9126	150	0.8125	0.8966	0.8525	29	0.8333	0.8824	0.8571	34	0.832	0.8889	0.8595	0.9653
0.0102	91.0	9646	0.2248	0.7848	0.8493	0.8158	73	0.7297	0.8308	0.7770	65	0.8812	0.94	0.9097	150	0.8125	0.8966	0.8525	29	0.8378	0.9118	0.8732	34	0.8220	0.8946	0.8568	0.9636
0.0104	92.0	9752	0.2231	0.7949	0.8493	0.8212	73	0.7324	0.8	0.7647	65	0.8812	0.94	0.9097	150	0.8125	0.8966	0.8525	29	0.8108	0.8824	0.8451	34	0.8228	0.8860	0.8532	0.9633
0.0096	93.0	9858	0.2227	0.7949	0.8493	0.8212	73	0.7260	0.8154	0.7681	65	0.8812	0.94	0.9097	150	0.8125	0.8966	0.8525	29	0.8108	0.8824	0.8451	34	0.8211	0.8889	0.8536	0.9638
0.0106	94.0	9964	0.2312	0.7848	0.8493	0.8158	73	0.7260	0.8154	0.7681	65	0.8758	0.94	0.9068	150	0.7576	0.8621	0.8065	29	0.8108	0.8824	0.8451	34	0.8120	0.8860	0.8474	0.9616
0.0096	95.0	10070	0.2199	0.7949	0.8493	0.8212	73	0.7324	0.8	0.7647	65	0.8812	0.94	0.9097	150	0.8125	0.8966	0.8525	29	0.7838	0.8529	0.8169	34	0.8201	0.8832	0.8505	0.9633
0.0098	96.0	10176	0.2199	0.7949	0.8493	0.8212	73	0.7324	0.8	0.7647	65	0.8868	0.94	0.9126	150	0.8125	0.8966	0.8525	29	0.7838	0.8529	0.8169	34	0.8223	0.8832	0.8516	0.9641
0.0099	97.0	10282	0.2210	0.7949	0.8493	0.8212	73	0.7297	0.8308	0.7770	65	0.8924	0.94	0.9156	150	0.8125	0.8966	0.8525	29	0.7838	0.8529	0.8169	34	0.8232	0.8889	0.8548	0.9641
0.0094	98.0	10388	0.2210	0.7949	0.8493	0.8212	73	0.7123	0.8	0.7536	65	0.8868	0.94	0.9126	150	0.8125	0.8966	0.8525	29	0.7838	0.8529	0.8169	34	0.8179	0.8832	0.8493	0.9633
0.0086	99.0	10494	0.2204	0.7949	0.8493	0.8212	73	0.7361	0.8154	0.7737	65	0.8924	0.94	0.9156	150	0.8125	0.8966	0.8525	29	0.7838	0.8529	0.8169	34	0.8249	0.8860	0.8544	0.9638
0.0109	100.0	10600	0.2206	0.7949	0.8493	0.8212	73	0.7361	0.8154	0.7737	65	0.8924	0.94	0.9156	150	0.8125	0.8966	0.8525	29	0.7838	0.8529	0.8169	34	0.8249	0.8860	0.8544	0.9638

Framework versions

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