nerugm-pt-pl50-4

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: 0.1972
• Location Precision: 0.8025
• Location Recall: 0.8904
• Location F1: 0.8442
• Location Number: 73
• Organization Precision: 0.75
• Organization Recall: 0.7846
• Organization F1: 0.7669
• Organization Number: 65
• Person Precision: 0.8553
• Person Recall: 0.9067
• Person F1: 0.8803
• Person Number: 150
• Quantity Precision: 0.7353
• Quantity Recall: 0.8621
• Quantity F1: 0.7937
• Quantity Number: 29
• Time Precision: 0.7838
• Time Recall: 0.8529
• Time F1: 0.8169
• Time Number: 34
• Overall Precision: 0.8074
• Overall Recall: 0.8718
• Overall F1: 0.8384
• Overall Accuracy: 0.9626

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
0.9784	1.0	106	0.5910	0.0	0.0	0.0	73	0.0	0.0	0.0	65	0.1429	0.0133	0.0244	150	0.0	0.0	0.0	29	0.0	0.0	0.0	34	0.08	0.0057	0.0106	0.8393
0.4893	2.0	212	0.3523	0.5909	0.3562	0.4444	73	0.1111	0.1385	0.1233	65	0.5769	0.8	0.6704	150	0.2963	0.2759	0.2857	29	0.5897	0.6765	0.6301	34	0.4662	0.5299	0.496	0.9020
0.2876	3.0	318	0.1924	0.5833	0.6712	0.6242	73	0.4030	0.4154	0.4091	65	0.8	0.9067	0.8500	150	0.5526	0.7241	0.6269	29	0.8333	0.8824	0.8571	34	0.6658	0.7493	0.7051	0.9370
0.2003	4.0	424	0.1671	0.6744	0.7945	0.7296	73	0.5050	0.7846	0.6145	65	0.8303	0.9133	0.8698	150	0.5952	0.8621	0.7042	29	0.7949	0.9118	0.8493	34	0.6975	0.8604	0.7704	0.9414
0.1732	5.0	530	0.1531	0.7093	0.8356	0.7673	73	0.4815	0.8	0.6012	65	0.8344	0.9067	0.8690	150	0.6486	0.8276	0.7273	29	0.6667	0.8824	0.7595	34	0.6902	0.8632	0.7671	0.9468
0.1556	6.0	636	0.1712	0.6813	0.8493	0.7561	73	0.5094	0.8308	0.6316	65	0.8415	0.92	0.8790	150	0.5106	0.8276	0.6316	29	0.5833	0.8235	0.6829	34	0.6711	0.8718	0.7584	0.9397
0.1437	7.0	742	0.1417	0.7326	0.8630	0.7925	73	0.5730	0.7846	0.6623	65	0.8364	0.92	0.8762	150	0.6	0.8276	0.6957	29	0.7692	0.8824	0.8219	34	0.7303	0.8718	0.7948	0.9535
0.1338	8.0	848	0.1463	0.6774	0.8630	0.7590	73	0.5955	0.8154	0.6883	65	0.8571	0.92	0.8875	150	0.6	0.8276	0.6957	29	0.6744	0.8529	0.7532	34	0.7207	0.8746	0.7902	0.9530
0.1237	9.0	954	0.1244	0.7821	0.8356	0.8079	73	0.5699	0.8154	0.6709	65	0.8679	0.92	0.8932	150	0.6316	0.8276	0.7164	29	0.7692	0.8824	0.8219	34	0.7518	0.8718	0.8074	0.9572
0.1189	10.0	1060	0.1383	0.7722	0.8356	0.8026	73	0.5761	0.8154	0.6752	65	0.8405	0.9133	0.8754	150	0.6316	0.8276	0.7164	29	0.7895	0.8824	0.8333	34	0.7439	0.8689	0.8016	0.9532
0.1139	11.0	1166	0.1404	0.7875	0.8630	0.8235	73	0.6	0.7385	0.6621	65	0.8742	0.9267	0.8997	150	0.575	0.7931	0.6667	29	0.725	0.8529	0.7838	34	0.7569	0.8604	0.8053	0.9555
0.1056	12.0	1272	0.1330	0.7590	0.8630	0.8077	73	0.6136	0.8308	0.7059	65	0.8528	0.9267	0.8882	150	0.6486	0.8276	0.7273	29	0.7632	0.8529	0.8056	34	0.7555	0.8803	0.8132	0.9579
0.1032	13.0	1378	0.1293	0.7949	0.8493	0.8212	73	0.5684	0.8308	0.675	65	0.8589	0.9333	0.8946	150	0.6154	0.8276	0.7059	29	0.8056	0.8529	0.8286	34	0.7518	0.8803	0.8110	0.9569
0.1013	14.0	1484	0.1408	0.7625	0.8356	0.7974	73	0.6301	0.7077	0.6667	65	0.8395	0.9067	0.8718	150	0.6579	0.8621	0.7463	29	0.7368	0.8235	0.7778	34	0.7570	0.8433	0.7978	0.9564
0.0926	15.0	1590	0.1315	0.7949	0.8493	0.8212	73	0.5824	0.8154	0.6795	65	0.8589	0.9333	0.8946	150	0.6667	0.8966	0.7647	29	0.8056	0.8529	0.8286	34	0.7617	0.8832	0.8179	0.9569
0.0913	16.0	1696	0.1483	0.7848	0.8493	0.8158	73	0.6456	0.7846	0.7083	65	0.8485	0.9333	0.8889	150	0.5455	0.8276	0.6575	29	0.7179	0.8235	0.7671	34	0.7512	0.8689	0.8058	0.9555
0.0888	17.0	1802	0.1363	0.7692	0.8219	0.7947	73	0.6463	0.8154	0.7211	65	0.8537	0.9333	0.8917	150	0.7647	0.8966	0.8254	29	0.7	0.8235	0.7568	34	0.7714	0.8746	0.8198	0.9584
0.0861	18.0	1908	0.1478	0.7229	0.8219	0.7692	73	0.6310	0.8154	0.7114	65	0.8598	0.94	0.8981	150	0.6842	0.8966	0.7761	29	0.7368	0.8235	0.7778	34	0.7568	0.8775	0.8127	0.9559
0.0862	19.0	2014	0.1285	0.8026	0.8356	0.8188	73	0.6463	0.8154	0.7211	65	0.8571	0.92	0.8875	150	0.7429	0.8966	0.8125	29	0.7179	0.8235	0.7671	34	0.7786	0.8718	0.8226	0.9611
0.0787	20.0	2120	0.1397	0.7722	0.8356	0.8026	73	0.6265	0.8	0.7027	65	0.8580	0.9267	0.8910	150	0.625	0.8621	0.7246	29	0.8056	0.8529	0.8286	34	0.765	0.8718	0.8149	0.9569
0.0787	21.0	2226	0.1347	0.7821	0.8356	0.8079	73	0.6667	0.7385	0.7007	65	0.8519	0.92	0.8846	150	0.5111	0.7931	0.6216	29	0.8286	0.8529	0.8406	34	0.7628	0.8519	0.8048	0.9577
0.0776	22.0	2332	0.1375	0.7531	0.8356	0.7922	73	0.5761	0.8154	0.6752	65	0.8782	0.9133	0.8954	150	0.7143	0.8621	0.7813	29	0.8108	0.8824	0.8451	34	0.7631	0.8718	0.8138	0.9557
0.0735	23.0	2438	0.1337	0.7848	0.8493	0.8158	73	0.6795	0.8154	0.7413	65	0.8466	0.92	0.8818	150	0.7576	0.8621	0.8065	29	0.8378	0.9118	0.8732	34	0.7923	0.8803	0.8340	0.9619
0.073	24.0	2544	0.1394	0.7722	0.8356	0.8026	73	0.5955	0.8154	0.6883	65	0.8742	0.9267	0.8997	150	0.6944	0.8621	0.7692	29	0.8056	0.8529	0.8286	34	0.7694	0.8746	0.8187	0.9582
0.0713	25.0	2650	0.1423	0.7595	0.8219	0.7895	73	0.6625	0.8154	0.7310	65	0.8679	0.92	0.8932	150	0.6	0.8276	0.6957	29	0.7568	0.8235	0.7887	34	0.7671	0.8632	0.8123	0.9599
0.0672	26.0	2756	0.1509	0.75	0.8219	0.7843	73	0.65	0.8	0.7172	65	0.8758	0.94	0.9068	150	0.5854	0.8276	0.6857	29	0.7	0.8235	0.7568	34	0.7587	0.8689	0.8101	0.9569
0.0651	27.0	2862	0.1423	0.7662	0.8082	0.7867	73	0.6429	0.8308	0.7248	65	0.8671	0.9133	0.8896	150	0.6316	0.8276	0.7164	29	0.7838	0.8529	0.8169	34	0.7690	0.8632	0.8134	0.9582
0.0659	28.0	2968	0.1320	0.8182	0.8630	0.8400	73	0.6667	0.7692	0.7143	65	0.8846	0.92	0.9020	150	0.7353	0.8621	0.7937	29	0.8333	0.8824	0.8571	34	0.8095	0.8718	0.8395	0.9616
0.0619	29.0	3074	0.1354	0.8077	0.8630	0.8344	73	0.5833	0.8615	0.6957	65	0.9026	0.9267	0.9145	150	0.6857	0.8276	0.75	29	0.8378	0.9118	0.8732	34	0.7825	0.8917	0.8336	0.9616
0.06	30.0	3180	0.1395	0.7949	0.8493	0.8212	73	0.6456	0.7846	0.7083	65	0.8726	0.9133	0.8925	150	0.7273	0.8276	0.7742	29	0.7568	0.8235	0.7887	34	0.7865	0.8604	0.8218	0.9614
0.0597	31.0	3286	0.1365	0.7805	0.8767	0.8258	73	0.6528	0.7231	0.6861	65	0.8968	0.9267	0.9115	150	0.6757	0.8621	0.7576	29	0.8108	0.8824	0.8451	34	0.7963	0.8689	0.8311	0.9623
0.0571	32.0	3392	0.1599	0.8101	0.8767	0.8421	73	0.5914	0.8462	0.6962	65	0.8917	0.9333	0.9121	150	0.6410	0.8621	0.7353	29	0.7778	0.8235	0.8000	34	0.7723	0.8889	0.8265	0.9572
0.0567	33.0	3498	0.1453	0.8125	0.8904	0.8497	73	0.6625	0.8154	0.7310	65	0.8854	0.9267	0.9055	150	0.7353	0.8621	0.7937	29	0.8056	0.8529	0.8286	34	0.8036	0.8860	0.8428	0.9633
0.0538	34.0	3604	0.1439	0.7692	0.8219	0.7947	73	0.6582	0.8	0.7222	65	0.8671	0.9133	0.8896	150	0.7647	0.8966	0.8254	29	0.8056	0.8529	0.8286	34	0.7896	0.8661	0.8261	0.9619
0.055	35.0	3710	0.1483	0.7654	0.8493	0.8052	73	0.6579	0.7692	0.7092	65	0.8734	0.92	0.8961	150	0.6571	0.7931	0.7188	29	0.7568	0.8235	0.7887	34	0.7778	0.8575	0.8157	0.9591
0.051	36.0	3816	0.1518	0.8133	0.8356	0.8243	73	0.625	0.7692	0.6897	65	0.8634	0.9267	0.8939	150	0.6944	0.8621	0.7692	29	0.8056	0.8529	0.8286	34	0.7835	0.8661	0.8227	0.9587
0.0525	37.0	3922	0.1550	0.7949	0.8493	0.8212	73	0.6494	0.7692	0.7042	65	0.8790	0.92	0.8990	150	0.6857	0.8276	0.75	29	0.7568	0.8235	0.7887	34	0.7865	0.8604	0.8218	0.9587
0.0513	38.0	4028	0.1399	0.8077	0.8630	0.8344	73	0.7143	0.7692	0.7407	65	0.8726	0.9133	0.8925	150	0.6757	0.8621	0.7576	29	0.7838	0.8529	0.8169	34	0.8021	0.8661	0.8329	0.9616
0.0511	39.0	4134	0.1429	0.8312	0.8767	0.8533	73	0.6386	0.8154	0.7162	65	0.8688	0.9267	0.8968	150	0.7059	0.8276	0.7619	29	0.7632	0.8529	0.8056	34	0.7883	0.8803	0.8318	0.9614
0.0479	40.0	4240	0.1604	0.7975	0.8630	0.8289	73	0.5778	0.8	0.6710	65	0.8910	0.9267	0.9085	150	0.6316	0.8276	0.7164	29	0.7568	0.8235	0.7887	34	0.765	0.8718	0.8149	0.9567
0.0478	41.0	4346	0.1464	0.8312	0.8767	0.8533	73	0.6538	0.7846	0.7133	65	0.8671	0.9133	0.8896	150	0.7941	0.9310	0.8571	29	0.8333	0.8824	0.8571	34	0.8068	0.8803	0.8420	0.9621
0.0452	42.0	4452	0.1471	0.8052	0.8493	0.8267	73	0.6582	0.8	0.7222	65	0.8797	0.9267	0.9026	150	0.7143	0.8621	0.7813	29	0.7838	0.8529	0.8169	34	0.7953	0.8746	0.8331	0.9616
0.0444	43.0	4558	0.1581	0.8025	0.8904	0.8442	73	0.6933	0.8	0.7429	65	0.8774	0.9067	0.8918	150	0.7143	0.8621	0.7813	29	0.7632	0.8529	0.8056	34	0.7995	0.8746	0.8354	0.9619
0.0444	44.0	4664	0.1480	0.84	0.8630	0.8514	73	0.6667	0.8	0.7273	65	0.8790	0.92	0.8990	150	0.7647	0.8966	0.8254	29	0.8824	0.8824	0.8824	34	0.8175	0.8803	0.8477	0.9643
0.0449	45.0	4770	0.1640	0.8101	0.8767	0.8421	73	0.6071	0.7846	0.6846	65	0.8726	0.9133	0.8925	150	0.6486	0.8276	0.7273	29	0.8571	0.8824	0.8696	34	0.7806	0.8718	0.8237	0.9584
0.0415	46.0	4876	0.1475	0.8205	0.8767	0.8477	73	0.7101	0.7538	0.7313	65	0.8599	0.9	0.8795	150	0.7353	0.8621	0.7937	29	0.8056	0.8529	0.8286	34	0.8075	0.8604	0.8331	0.9621
0.0427	47.0	4982	0.1591	0.8101	0.8767	0.8421	73	0.68	0.7846	0.7286	65	0.8519	0.92	0.8846	150	0.7143	0.8621	0.7813	29	0.8108	0.8824	0.8451	34	0.7938	0.8775	0.8336	0.9606
0.0424	48.0	5088	0.1640	0.7975	0.8630	0.8289	73	0.7059	0.7385	0.7218	65	0.8625	0.92	0.8903	150	0.7353	0.8621	0.7937	29	0.7568	0.8235	0.7887	34	0.7989	0.8604	0.8285	0.9611
0.0408	49.0	5194	0.1615	0.8025	0.8904	0.8442	73	0.7101	0.7538	0.7313	65	0.8790	0.92	0.8990	150	0.6757	0.8621	0.7576	29	0.8056	0.8529	0.8286	34	0.8053	0.8718	0.8372	0.9621
0.0403	50.0	5300	0.1616	0.8025	0.8904	0.8442	73	0.6667	0.7692	0.7143	65	0.8616	0.9133	0.8867	150	0.6857	0.8276	0.75	29	0.7838	0.8529	0.8169	34	0.7881	0.8689	0.8266	0.9599
0.0374	51.0	5406	0.1660	0.8025	0.8904	0.8442	73	0.7313	0.7538	0.7424	65	0.85	0.9067	0.8774	150	0.7143	0.8621	0.7813	29	0.8571	0.8824	0.8696	34	0.8069	0.8689	0.8368	0.9628
0.0382	52.0	5512	0.1770	0.7949	0.8493	0.8212	73	0.6279	0.8308	0.7152	65	0.8671	0.9133	0.8896	150	0.7353	0.8621	0.7937	29	0.7368	0.8235	0.7778	34	0.7766	0.8718	0.8215	0.9577
0.038	53.0	5618	0.1719	0.7952	0.9041	0.8462	73	0.6986	0.7846	0.7391	65	0.8571	0.92	0.8875	150	0.7143	0.8621	0.7813	29	0.7778	0.8235	0.8000	34	0.7938	0.8775	0.8336	0.9596
0.0362	54.0	5724	0.1769	0.8	0.8767	0.8366	73	0.6623	0.7846	0.7183	65	0.8553	0.9067	0.8803	150	0.7879	0.8966	0.8387	29	0.8333	0.8824	0.8571	34	0.7974	0.8746	0.8342	0.9589
0.034	55.0	5830	0.1652	0.7901	0.8767	0.8312	73	0.68	0.7846	0.7286	65	0.8718	0.9067	0.8889	150	0.7941	0.9310	0.8571	29	0.8333	0.8824	0.8571	34	0.8063	0.8775	0.8404	0.9616
0.033	56.0	5936	0.1687	0.8077	0.8630	0.8344	73	0.7424	0.7538	0.7481	65	0.8562	0.9133	0.8839	150	0.7353	0.8621	0.7937	29	0.8108	0.8824	0.8451	34	0.8107	0.8661	0.8375	0.9623
0.0357	57.0	6042	0.1678	0.8289	0.8630	0.8456	73	0.7869	0.7385	0.7619	65	0.8608	0.9067	0.8831	150	0.7429	0.8966	0.8125	29	0.7838	0.8529	0.8169	34	0.8229	0.8604	0.8412	0.9619
0.0341	58.0	6148	0.1673	0.8312	0.8767	0.8533	73	0.7627	0.6923	0.7258	65	0.8654	0.9	0.8824	150	0.7647	0.8966	0.8254	29	0.7778	0.8235	0.8000	34	0.8232	0.8490	0.8359	0.9611
0.0324	59.0	6254	0.1702	0.8	0.8767	0.8366	73	0.6842	0.8	0.7376	65	0.8726	0.9133	0.8925	150	0.7273	0.8276	0.7742	29	0.8056	0.8529	0.8286	34	0.8010	0.8718	0.8349	0.9633
0.0333	60.0	6360	0.1655	0.8333	0.8904	0.8609	73	0.7206	0.7538	0.7368	65	0.8896	0.9133	0.9013	150	0.7576	0.8621	0.8065	29	0.8333	0.8824	0.8571	34	0.8293	0.8718	0.8500	0.9658
0.0327	61.0	6466	0.1797	0.8182	0.8630	0.8400	73	0.6933	0.8	0.7429	65	0.8466	0.92	0.8818	150	0.6857	0.8276	0.75	29	0.8571	0.8824	0.8696	34	0.7974	0.8746	0.8342	0.9609
0.0315	62.0	6572	0.1808	0.8101	0.8767	0.8421	73	0.7042	0.7692	0.7353	65	0.8553	0.9067	0.8803	150	0.7353	0.8621	0.7937	29	0.7778	0.8235	0.8000	34	0.7995	0.8632	0.8301	0.9601
0.0295	63.0	6678	0.1738	0.8148	0.9041	0.8571	73	0.6806	0.7538	0.7153	65	0.8625	0.92	0.8903	150	0.8182	0.9310	0.8710	29	0.8333	0.8824	0.8571	34	0.8115	0.8832	0.8458	0.9626
0.0296	64.0	6784	0.1676	0.8	0.8767	0.8366	73	0.7313	0.7538	0.7424	65	0.8571	0.92	0.8875	150	0.7941	0.9310	0.8571	29	0.8333	0.8824	0.8571	34	0.8148	0.8775	0.8450	0.9631
0.0297	65.0	6890	0.1690	0.8312	0.8767	0.8533	73	0.7183	0.7846	0.75	65	0.8645	0.8933	0.8787	150	0.7353	0.8621	0.7937	29	0.8	0.8235	0.8116	34	0.8118	0.8604	0.8354	0.9621
0.028	66.0	6996	0.1747	0.7875	0.8630	0.8235	73	0.7463	0.7692	0.7576	65	0.8679	0.92	0.8932	150	0.8182	0.9310	0.8710	29	0.8333	0.8824	0.8571	34	0.8213	0.8775	0.8485	0.9648
0.0278	67.0	7102	0.1767	0.8182	0.8630	0.8400	73	0.6986	0.7846	0.7391	65	0.8645	0.8933	0.8787	150	0.7879	0.8966	0.8387	29	0.8333	0.8824	0.8571	34	0.8128	0.8661	0.8386	0.9616
0.0292	68.0	7208	0.1809	0.7875	0.8630	0.8235	73	0.6849	0.7692	0.7246	65	0.8954	0.9133	0.9043	150	0.7647	0.8966	0.8254	29	0.7838	0.8529	0.8169	34	0.8090	0.8689	0.8379	0.9626
0.0264	69.0	7314	0.1725	0.8125	0.8904	0.8497	73	0.6579	0.7692	0.7092	65	0.8782	0.9133	0.8954	150	0.8182	0.9310	0.8710	29	0.8333	0.8824	0.8571	34	0.8110	0.8803	0.8443	0.9641
0.0259	70.0	7420	0.1752	0.8228	0.8904	0.8553	73	0.7083	0.7846	0.7445	65	0.8782	0.9133	0.8954	150	0.7143	0.8621	0.7813	29	0.8333	0.8824	0.8571	34	0.8148	0.8775	0.8450	0.9638
0.0274	71.0	7526	0.1907	0.8228	0.8904	0.8553	73	0.7083	0.7846	0.7445	65	0.8509	0.9133	0.8810	150	0.7429	0.8966	0.8125	29	0.8056	0.8529	0.8286	34	0.8042	0.8775	0.8392	0.9611
0.0273	72.0	7632	0.1915	0.8125	0.8904	0.8497	73	0.7353	0.7692	0.7519	65	0.8491	0.9	0.8738	150	0.7647	0.8966	0.8254	29	0.7368	0.8235	0.7778	34	0.8021	0.8661	0.8329	0.9599
0.0279	73.0	7738	0.1847	0.7975	0.8630	0.8289	73	0.6753	0.8	0.7324	65	0.8553	0.9067	0.8803	150	0.7941	0.9310	0.8571	29	0.7778	0.8235	0.8000	34	0.7948	0.8718	0.8315	0.9614
0.0267	74.0	7844	0.1840	0.8101	0.8767	0.8421	73	0.7424	0.7538	0.7481	65	0.8438	0.9	0.8710	150	0.7429	0.8966	0.8125	29	0.8056	0.8529	0.8286	34	0.8059	0.8632	0.8336	0.9626
0.0257	75.0	7950	0.1875	0.7952	0.9041	0.8462	73	0.6543	0.8154	0.7260	65	0.85	0.9067	0.8774	150	0.7941	0.9310	0.8571	29	0.8056	0.8529	0.8286	34	0.7893	0.8860	0.8349	0.9619
0.0257	76.0	8056	0.1842	0.8101	0.8767	0.8421	73	0.6849	0.7692	0.7246	65	0.8710	0.9	0.8852	150	0.7941	0.9310	0.8571	29	0.8333	0.8824	0.8571	34	0.8117	0.8718	0.8407	0.9628
0.0248	77.0	8162	0.1978	0.7975	0.8630	0.8289	73	0.6667	0.7692	0.7143	65	0.8544	0.9	0.8766	150	0.7879	0.8966	0.8387	29	0.8056	0.8529	0.8286	34	0.7953	0.8632	0.8279	0.9589
0.0248	78.0	8268	0.1951	0.7683	0.8630	0.8129	73	0.7143	0.7692	0.7407	65	0.85	0.9067	0.8774	150	0.7941	0.9310	0.8571	29	0.8056	0.8529	0.8286	34	0.7984	0.8689	0.8322	0.9606
0.0237	79.0	8374	0.1940	0.8025	0.8904	0.8442	73	0.7183	0.7846	0.75	65	0.8590	0.8933	0.8758	150	0.7647	0.8966	0.8254	29	0.8056	0.8529	0.8286	34	0.8069	0.8689	0.8368	0.9604
0.0261	80.0	8480	0.1934	0.8	0.8767	0.8366	73	0.7429	0.8	0.7704	65	0.8438	0.9	0.8710	150	0.6944	0.8621	0.7692	29	0.8056	0.8529	0.8286	34	0.7984	0.8689	0.8322	0.9614
0.0234	81.0	8586	0.1913	0.8025	0.8904	0.8442	73	0.7246	0.7692	0.7463	65	0.8654	0.9	0.8824	150	0.75	0.9310	0.8308	29	0.8056	0.8529	0.8286	34	0.8095	0.8718	0.8395	0.9626
0.0217	82.0	8692	0.1952	0.8025	0.8904	0.8442	73	0.6986	0.7846	0.7391	65	0.8599	0.9	0.8795	150	0.8182	0.9310	0.8710	29	0.8056	0.8529	0.8286	34	0.8079	0.8746	0.8399	0.9623
0.0234	83.0	8798	0.1946	0.8025	0.8904	0.8442	73	0.7846	0.7846	0.7846	65	0.8671	0.9133	0.8896	150	0.7941	0.9310	0.8571	29	0.8333	0.8824	0.8571	34	0.8289	0.8832	0.8552	0.9655
0.0237	84.0	8904	0.1982	0.7927	0.8904	0.8387	73	0.7246	0.7692	0.7463	65	0.8616	0.9133	0.8867	150	0.7222	0.8966	0.8000	29	0.8056	0.8529	0.8286	34	0.8037	0.8746	0.8377	0.9616
0.0247	85.0	9010	0.2003	0.8025	0.8904	0.8442	73	0.7083	0.7846	0.7445	65	0.8616	0.9133	0.8867	150	0.7143	0.8621	0.7813	29	0.8056	0.8529	0.8286	34	0.8016	0.8746	0.8365	0.9619
0.0218	86.0	9116	0.1952	0.8	0.8767	0.8366	73	0.7042	0.7692	0.7353	65	0.8726	0.9133	0.8925	150	0.7941	0.9310	0.8571	29	0.8056	0.8529	0.8286	34	0.8122	0.8746	0.8422	0.9641
0.0224	87.0	9222	0.1952	0.8125	0.8904	0.8497	73	0.7391	0.7846	0.7612	65	0.8671	0.9133	0.8896	150	0.7143	0.8621	0.7813	29	0.8056	0.8529	0.8286	34	0.8122	0.8746	0.8422	0.9641
0.0211	88.0	9328	0.1970	0.8	0.8767	0.8366	73	0.6892	0.7846	0.7338	65	0.8726	0.9133	0.8925	150	0.7143	0.8621	0.7813	29	0.8056	0.8529	0.8286	34	0.8010	0.8718	0.8349	0.9621
0.021	89.0	9434	0.2001	0.7975	0.8630	0.8289	73	0.7183	0.7846	0.75	65	0.8553	0.9067	0.8803	150	0.7143	0.8621	0.7813	29	0.8056	0.8529	0.8286	34	0.8	0.8661	0.8317	0.9614
0.0216	90.0	9540	0.1966	0.7949	0.8493	0.8212	73	0.7391	0.7846	0.7612	65	0.8671	0.9133	0.8896	150	0.7353	0.8621	0.7937	29	0.7838	0.8529	0.8169	34	0.8085	0.8661	0.8363	0.9631
0.0217	91.0	9646	0.1958	0.8	0.8767	0.8366	73	0.7083	0.7846	0.7445	65	0.8616	0.9133	0.8867	150	0.7647	0.8966	0.8254	29	0.8056	0.8529	0.8286	34	0.8058	0.8746	0.8388	0.9626
0.0198	92.0	9752	0.1979	0.8	0.8767	0.8366	73	0.7391	0.7846	0.7612	65	0.8671	0.9133	0.8896	150	0.7647	0.8966	0.8254	29	0.7838	0.8529	0.8169	34	0.8122	0.8746	0.8422	0.9636
0.0205	93.0	9858	0.1975	0.7975	0.8630	0.8289	73	0.75	0.7846	0.7669	65	0.8671	0.9133	0.8896	150	0.7429	0.8966	0.8125	29	0.8108	0.8824	0.8451	34	0.8143	0.8746	0.8434	0.9636
0.0206	94.0	9964	0.1997	0.7975	0.8630	0.8289	73	0.7286	0.7846	0.7556	65	0.8662	0.9067	0.8860	150	0.7429	0.8966	0.8125	29	0.7838	0.8529	0.8169	34	0.8069	0.8689	0.8368	0.9623
0.0214	95.0	10070	0.1992	0.7927	0.8904	0.8387	73	0.7083	0.7846	0.7445	65	0.8553	0.9067	0.8803	150	0.7647	0.8966	0.8254	29	0.7838	0.8529	0.8169	34	0.7995	0.8746	0.8354	0.9614
0.0208	96.0	10176	0.1982	0.7831	0.8904	0.8333	73	0.75	0.7846	0.7669	65	0.8553	0.9067	0.8803	150	0.7353	0.8621	0.7937	29	0.8108	0.8824	0.8451	34	0.8058	0.8746	0.8388	0.9623
0.0217	97.0	10282	0.1967	0.8025	0.8904	0.8442	73	0.75	0.7846	0.7669	65	0.8608	0.9067	0.8831	150	0.7353	0.8621	0.7937	29	0.7838	0.8529	0.8169	34	0.8095	0.8718	0.8395	0.9631
0.0205	98.0	10388	0.1988	0.7927	0.8904	0.8387	73	0.75	0.7846	0.7669	65	0.8553	0.9067	0.8803	150	0.7353	0.8621	0.7937	29	0.7838	0.8529	0.8169	34	0.8053	0.8718	0.8372	0.9621
0.0204	99.0	10494	0.1968	0.8025	0.8904	0.8442	73	0.75	0.7846	0.7669	65	0.8608	0.9067	0.8831	150	0.7143	0.8621	0.7813	29	0.7838	0.8529	0.8169	34	0.8074	0.8718	0.8384	0.9628
0.022	100.0	10600	0.1972	0.8025	0.8904	0.8442	73	0.75	0.7846	0.7669	65	0.8553	0.9067	0.8803	150	0.7353	0.8621	0.7937	29	0.7838	0.8529	0.8169	34	0.8074	0.8718	0.8384	0.9626

Framework versions

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