nerugm-seq_bn-rf64-4

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: 0.1332
• Location Precision: 0.7711
• Location Recall: 0.8767
• Location F1: 0.8205
• Location Number: 73
• Organization Precision: 0.6667
• Organization Recall: 0.8
• Organization F1: 0.7273
• Organization Number: 65
• Person Precision: 0.8466
• Person Recall: 0.92
• Person F1: 0.8818
• Person Number: 150
• Quantity Precision: 0.6757
• Quantity Recall: 0.8621
• Quantity F1: 0.7576
• Quantity Number: 29
• Time Precision: 0.7436
• Time Recall: 0.8529
• Time F1: 0.7945
• Time Number: 34
• Overall Precision: 0.77
• Overall Recall: 0.8775
• Overall F1: 0.8202
• Overall Accuracy: 0.9601

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
1.162	1.0	106	0.7062	0.0	0.0	0.0	73	0.0	0.0	0.0	65	0.0	0.0	0.0	150	0.0	0.0	0.0	29	0.0	0.0	0.0	34	0.0	0.0	0.0	0.8366
0.6654	2.0	212	0.5645	0.0	0.0	0.0	73	0.0	0.0	0.0	65	0.25	0.02	0.0370	150	0.0	0.0	0.0	29	0.0	0.0	0.0	34	0.1667	0.0085	0.0163	0.8390
0.5351	3.0	318	0.4459	0.4118	0.0959	0.1556	73	0.0417	0.0154	0.0225	65	0.3879	0.3	0.3383	150	0.0	0.0	0.0	29	0.44	0.3235	0.3729	34	0.3422	0.1823	0.2379	0.8688
0.4412	4.0	424	0.3770	0.5208	0.3425	0.4132	73	0.1429	0.1077	0.1228	65	0.4494	0.5333	0.4878	150	0.0	0.0	0.0	29	0.4688	0.4412	0.4545	34	0.3944	0.3618	0.3774	0.8932
0.388	5.0	530	0.3371	0.4568	0.5068	0.4805	73	0.2456	0.2154	0.2295	65	0.5392	0.78	0.6376	150	0.4348	0.3448	0.3846	29	0.5714	0.5882	0.5797	34	0.4794	0.5641	0.5183	0.9109
0.3533	6.0	636	0.3033	0.4362	0.5616	0.4910	73	0.3860	0.3385	0.3607	65	0.5943	0.84	0.6961	150	0.3714	0.4483	0.4062	29	0.6486	0.7059	0.6761	34	0.5195	0.6439	0.5751	0.9200
0.3155	7.0	742	0.2711	0.4778	0.5890	0.5276	73	0.5357	0.4615	0.4959	65	0.6165	0.8467	0.7135	150	0.4722	0.5862	0.5231	29	0.6486	0.7059	0.6761	34	0.5671	0.6866	0.6211	0.9269
0.2811	8.0	848	0.2423	0.5529	0.6438	0.5949	73	0.5741	0.4769	0.5210	65	0.6615	0.86	0.7478	150	0.5	0.5862	0.5397	29	0.7429	0.7647	0.7536	34	0.6203	0.7123	0.6631	0.9340
0.2567	9.0	954	0.2256	0.53	0.7260	0.6127	73	0.5	0.4769	0.4882	65	0.6806	0.8667	0.7625	150	0.4595	0.5862	0.5152	29	0.8056	0.8529	0.8286	34	0.6103	0.7407	0.6692	0.9348
0.2306	10.0	1060	0.2107	0.5258	0.6986	0.6	73	0.4857	0.5231	0.5037	65	0.7258	0.9	0.8036	150	0.4186	0.6207	0.5	29	0.8108	0.8824	0.8451	34	0.6189	0.7635	0.6837	0.9375
0.2159	11.0	1166	0.1962	0.5579	0.7260	0.6310	73	0.4722	0.5231	0.4964	65	0.7432	0.9067	0.8168	150	0.4286	0.6207	0.5070	29	0.8333	0.8824	0.8571	34	0.6332	0.7721	0.6958	0.9397
0.1957	12.0	1272	0.1896	0.5816	0.7808	0.6667	73	0.4568	0.5692	0.5068	65	0.7569	0.9133	0.8278	150	0.4186	0.6207	0.5	29	0.7895	0.8824	0.8333	34	0.6327	0.7949	0.7045	0.9422
0.1841	13.0	1378	0.1755	0.6105	0.7945	0.6905	73	0.4756	0.6	0.5306	65	0.7771	0.9067	0.8369	150	0.4872	0.6552	0.5588	29	0.8378	0.9118	0.8732	34	0.6612	0.8063	0.7266	0.9461
0.1753	14.0	1484	0.1682	0.6196	0.7808	0.6909	73	0.5	0.6154	0.5517	65	0.7861	0.9067	0.8421	150	0.5405	0.6897	0.6061	29	0.8649	0.9412	0.9014	34	0.6802	0.8120	0.7403	0.9491
0.1664	15.0	1590	0.1726	0.6162	0.8356	0.7093	73	0.5122	0.6462	0.5714	65	0.7841	0.92	0.8466	150	0.5366	0.7586	0.6286	29	0.7561	0.9118	0.8267	34	0.6697	0.8376	0.7443	0.9468
0.1608	16.0	1696	0.1649	0.6854	0.8356	0.7531	73	0.55	0.6769	0.6069	65	0.7919	0.9133	0.8483	150	0.5366	0.7586	0.6286	29	0.75	0.8824	0.8108	34	0.6950	0.8376	0.7597	0.9498
0.1524	17.0	1802	0.1592	0.6854	0.8356	0.7531	73	0.55	0.6769	0.6069	65	0.7816	0.9067	0.8395	150	0.5897	0.7931	0.6765	29	0.7436	0.8529	0.7945	34	0.6960	0.8348	0.7591	0.9498
0.1489	18.0	1908	0.1496	0.7176	0.8356	0.7722	73	0.5455	0.6462	0.5915	65	0.7965	0.9133	0.8509	150	0.6053	0.7931	0.6866	29	0.8421	0.9412	0.8889	34	0.7195	0.8405	0.7753	0.9547
0.1497	19.0	2014	0.1522	0.6818	0.8219	0.7453	73	0.5301	0.6769	0.5946	65	0.7861	0.9067	0.8421	150	0.6053	0.7931	0.6866	29	0.7436	0.8529	0.7945	34	0.6936	0.8319	0.7565	0.9518
0.1417	20.0	2120	0.1447	0.7294	0.8493	0.7848	73	0.5493	0.6	0.5735	65	0.8	0.9067	0.8500	150	0.6486	0.8276	0.7273	29	0.7949	0.9118	0.8493	34	0.7264	0.8319	0.7756	0.9537
0.1409	21.0	2226	0.1451	0.7209	0.8493	0.7799	73	0.5479	0.6154	0.5797	65	0.8012	0.9133	0.8536	150	0.6486	0.8276	0.7273	29	0.7692	0.8824	0.8219	34	0.7217	0.8348	0.7741	0.9537
0.1381	22.0	2332	0.1493	0.6966	0.8493	0.7654	73	0.5542	0.7077	0.6216	65	0.8	0.9067	0.8500	150	0.7143	0.8621	0.7813	29	0.725	0.8529	0.7838	34	0.7146	0.8490	0.7760	0.9525
0.1337	23.0	2438	0.1394	0.7209	0.8493	0.7799	73	0.5375	0.6615	0.5931	65	0.8107	0.9133	0.8589	150	0.7353	0.8621	0.7937	29	0.7692	0.8824	0.8219	34	0.7279	0.8462	0.7826	0.9555
0.13	24.0	2544	0.1492	0.7045	0.8493	0.7702	73	0.5412	0.7077	0.6133	65	0.8133	0.9	0.8544	150	0.6410	0.8621	0.7353	29	0.6829	0.8235	0.7467	34	0.7064	0.8433	0.7688	0.9518
0.1278	25.0	2650	0.1447	0.7045	0.8493	0.7702	73	0.5641	0.6769	0.6154	65	0.8204	0.9133	0.8644	150	0.6579	0.8621	0.7463	29	0.7436	0.8529	0.7945	34	0.7244	0.8462	0.7806	0.9530
0.129	26.0	2756	0.1389	0.7294	0.8493	0.7848	73	0.5775	0.6308	0.6029	65	0.8204	0.9133	0.8644	150	0.7143	0.8621	0.7813	29	0.7692	0.8824	0.8219	34	0.7431	0.8405	0.7888	0.9557
0.1243	27.0	2862	0.1411	0.7381	0.8493	0.7898	73	0.5541	0.6308	0.5899	65	0.8476	0.9267	0.8854	150	0.6757	0.8621	0.7576	29	0.7436	0.8529	0.7945	34	0.7437	0.8433	0.7904	0.9547
0.121	28.0	2968	0.1408	0.7381	0.8493	0.7898	73	0.5676	0.6462	0.6043	65	0.8476	0.9267	0.8854	150	0.7143	0.8621	0.7813	29	0.725	0.8529	0.7838	34	0.7481	0.8462	0.7941	0.9555
0.118	29.0	3074	0.1422	0.7079	0.8630	0.7778	73	0.5949	0.7231	0.6528	65	0.8313	0.92	0.8734	150	0.7143	0.8621	0.7813	29	0.725	0.8529	0.7838	34	0.7384	0.8604	0.7947	0.9550
0.1173	30.0	3180	0.1340	0.7381	0.8493	0.7898	73	0.6324	0.6615	0.6466	65	0.8476	0.9267	0.8854	150	0.7143	0.8621	0.7813	29	0.7692	0.8824	0.8219	34	0.7667	0.8519	0.8070	0.9574
0.1163	31.0	3286	0.1376	0.7412	0.8630	0.7975	73	0.6184	0.7231	0.6667	65	0.8364	0.92	0.8762	150	0.7143	0.8621	0.7813	29	0.7436	0.8529	0.7945	34	0.755	0.8604	0.8043	0.9562
0.1132	32.0	3392	0.1385	0.7326	0.8630	0.7925	73	0.5854	0.7385	0.6531	65	0.8519	0.92	0.8846	150	0.7143	0.8621	0.7813	29	0.7436	0.8529	0.7945	34	0.75	0.8632	0.8026	0.9564
0.1123	33.0	3498	0.1383	0.7326	0.8630	0.7925	73	0.6026	0.7231	0.6573	65	0.8485	0.9333	0.8889	150	0.7143	0.8621	0.7813	29	0.7436	0.8529	0.7945	34	0.7543	0.8661	0.8064	0.9574
0.1115	34.0	3604	0.1344	0.7442	0.8767	0.8050	73	0.6286	0.6769	0.6519	65	0.8476	0.9267	0.8854	150	0.7143	0.8621	0.7813	29	0.7436	0.8529	0.7945	34	0.7640	0.8575	0.8081	0.9584
0.1125	35.0	3710	0.1441	0.7241	0.8630	0.7875	73	0.5926	0.7385	0.6575	65	0.8466	0.92	0.8818	150	0.6316	0.8276	0.7164	29	0.6829	0.8235	0.7467	34	0.7341	0.8575	0.7911	0.9532
0.1072	36.0	3816	0.1351	0.7412	0.8630	0.7975	73	0.5926	0.7385	0.6575	65	0.8625	0.92	0.8903	150	0.7143	0.8621	0.7813	29	0.7632	0.8529	0.8056	34	0.7594	0.8632	0.808	0.9582
0.1071	37.0	3922	0.1417	0.7381	0.8493	0.7898	73	0.6071	0.7846	0.6846	65	0.8466	0.92	0.8818	150	0.6486	0.8276	0.7273	29	0.7	0.8235	0.7568	34	0.7426	0.8632	0.7984	0.9550
0.1041	38.0	4028	0.1360	0.7529	0.8767	0.8101	73	0.6338	0.6923	0.6618	65	0.8519	0.92	0.8846	150	0.6667	0.8276	0.7385	29	0.7179	0.8235	0.7671	34	0.7608	0.8519	0.8038	0.9579
0.1042	39.0	4134	0.1347	0.7412	0.8630	0.7975	73	0.6190	0.8	0.6980	65	0.8466	0.92	0.8818	150	0.7143	0.8621	0.7813	29	0.7632	0.8529	0.8056	34	0.7580	0.8746	0.8122	0.9582
0.1025	40.0	4240	0.1362	0.7326	0.8630	0.7925	73	0.6184	0.7231	0.6667	65	0.8580	0.9267	0.8910	150	0.7143	0.8621	0.7813	29	0.7632	0.8529	0.8056	34	0.7632	0.8632	0.8102	0.9589
0.1014	41.0	4346	0.1347	0.75	0.8630	0.8025	73	0.6125	0.7538	0.6759	65	0.8519	0.92	0.8846	150	0.7143	0.8621	0.7813	29	0.7632	0.8529	0.8056	34	0.7619	0.8661	0.8107	0.9579
0.1018	42.0	4452	0.1395	0.7381	0.8493	0.7898	73	0.6	0.7385	0.6621	65	0.8571	0.92	0.8875	150	0.6757	0.8621	0.7576	29	0.7632	0.8529	0.8056	34	0.755	0.8604	0.8043	0.9562
0.1011	43.0	4558	0.1322	0.7590	0.8630	0.8077	73	0.6438	0.7231	0.6812	65	0.8571	0.92	0.8875	150	0.7143	0.8621	0.7813	29	0.7632	0.8529	0.8056	34	0.7744	0.8604	0.8151	0.9596
0.0972	44.0	4664	0.1318	0.7805	0.8767	0.8258	73	0.6447	0.7538	0.6950	65	0.8580	0.9267	0.8910	150	0.7143	0.8621	0.7813	29	0.7632	0.8529	0.8056	34	0.7786	0.8718	0.8226	0.9601
0.1	45.0	4770	0.1328	0.7590	0.8630	0.8077	73	0.64	0.7385	0.6857	65	0.8519	0.92	0.8846	150	0.7143	0.8621	0.7813	29	0.7632	0.8529	0.8056	34	0.7710	0.8632	0.8145	0.9589
0.0971	46.0	4876	0.1309	0.7805	0.8767	0.8258	73	0.6447	0.7538	0.6950	65	0.8625	0.92	0.8903	150	0.7353	0.8621	0.7937	29	0.7632	0.8529	0.8056	34	0.7821	0.8689	0.8232	0.9599
0.0956	47.0	4982	0.1370	0.75	0.8630	0.8025	73	0.6173	0.7692	0.6849	65	0.8466	0.92	0.8818	150	0.6757	0.8621	0.7576	29	0.7436	0.8529	0.7945	34	0.7550	0.8689	0.8079	0.9567
0.0981	48.0	5088	0.1359	0.7529	0.8767	0.8101	73	0.6234	0.7385	0.6761	65	0.8519	0.92	0.8846	150	0.7143	0.8621	0.7813	29	0.7436	0.8529	0.7945	34	0.7638	0.8661	0.8117	0.9574
0.0947	49.0	5194	0.1352	0.7470	0.8493	0.7949	73	0.6364	0.7538	0.6901	65	0.8519	0.92	0.8846	150	0.7143	0.8621	0.7813	29	0.7436	0.8529	0.7945	34	0.7652	0.8632	0.8112	0.9584
0.0941	50.0	5300	0.1356	0.7442	0.8767	0.8050	73	0.6447	0.7538	0.6950	65	0.8519	0.92	0.8846	150	0.7353	0.8621	0.7937	29	0.7436	0.8529	0.7945	34	0.7683	0.8689	0.8155	0.9589
0.0906	51.0	5406	0.1341	0.7561	0.8493	0.8000	73	0.6494	0.7692	0.7042	65	0.8519	0.92	0.8846	150	0.7353	0.8621	0.7937	29	0.7436	0.8529	0.7945	34	0.7716	0.8661	0.8161	0.9589
0.0915	52.0	5512	0.1372	0.7470	0.8493	0.7949	73	0.6410	0.7692	0.6993	65	0.8466	0.92	0.8818	150	0.6944	0.8621	0.7692	29	0.7436	0.8529	0.7945	34	0.7619	0.8661	0.8107	0.9582
0.0919	53.0	5618	0.1410	0.75	0.8630	0.8025	73	0.6279	0.8308	0.7152	65	0.8519	0.92	0.8846	150	0.6579	0.8621	0.7463	29	0.725	0.8529	0.7838	34	0.7537	0.8803	0.8121	0.9559
0.0905	54.0	5724	0.1362	0.7805	0.8767	0.8258	73	0.6322	0.8462	0.7237	65	0.8571	0.92	0.8875	150	0.7353	0.8621	0.7937	29	0.7436	0.8529	0.7945	34	0.7717	0.8860	0.8249	0.9589
0.0905	55.0	5830	0.1383	0.7805	0.8767	0.8258	73	0.6386	0.8154	0.7162	65	0.8519	0.92	0.8846	150	0.7143	0.8621	0.7813	29	0.725	0.8529	0.7838	34	0.7687	0.8803	0.8207	0.9579
0.0904	56.0	5936	0.1353	0.7683	0.8630	0.8129	73	0.6625	0.8154	0.7310	65	0.8519	0.92	0.8846	150	0.7143	0.8621	0.7813	29	0.7632	0.8529	0.8056	34	0.7758	0.8775	0.8235	0.9599
0.0901	57.0	6042	0.1363	0.7590	0.8630	0.8077	73	0.6667	0.8308	0.7397	65	0.8476	0.9267	0.8854	150	0.6757	0.8621	0.7576	29	0.7436	0.8529	0.7945	34	0.7673	0.8832	0.8212	0.9591
0.088	58.0	6148	0.1342	0.7805	0.8767	0.8258	73	0.6579	0.7692	0.7092	65	0.8405	0.9133	0.8754	150	0.6944	0.8621	0.7692	29	0.7436	0.8529	0.7945	34	0.7702	0.8689	0.8166	0.9589
0.0877	59.0	6254	0.1377	0.7805	0.8767	0.8258	73	0.6463	0.8154	0.7211	65	0.8519	0.92	0.8846	150	0.6579	0.8621	0.7463	29	0.7436	0.8529	0.7945	34	0.7667	0.8803	0.8196	0.9582
0.0865	60.0	6360	0.1335	0.7805	0.8767	0.8258	73	0.6623	0.7846	0.7183	65	0.8519	0.92	0.8846	150	0.6757	0.8621	0.7576	29	0.7436	0.8529	0.7945	34	0.7733	0.8746	0.8209	0.9591
0.0859	61.0	6466	0.1317	0.7805	0.8767	0.8258	73	0.6667	0.8	0.7273	65	0.8519	0.92	0.8846	150	0.7353	0.8621	0.7937	29	0.7632	0.8529	0.8056	34	0.7817	0.8775	0.8268	0.9606
0.0848	62.0	6572	0.1351	0.7805	0.8767	0.8258	73	0.6579	0.7692	0.7092	65	0.8519	0.92	0.8846	150	0.6944	0.8621	0.7692	29	0.7436	0.8529	0.7945	34	0.7747	0.8718	0.8204	0.9591
0.0859	63.0	6678	0.1325	0.7805	0.8767	0.8258	73	0.6667	0.8	0.7273	65	0.8519	0.92	0.8846	150	0.7353	0.8621	0.7937	29	0.7436	0.8529	0.7945	34	0.7797	0.8775	0.8257	0.9604
0.087	64.0	6784	0.1291	0.7805	0.8767	0.8258	73	0.6806	0.7538	0.7153	65	0.8457	0.9133	0.8782	150	0.7353	0.8621	0.7937	29	0.7632	0.8529	0.8056	34	0.7835	0.8661	0.8227	0.9609
0.0833	65.0	6890	0.1318	0.7805	0.8767	0.8258	73	0.6753	0.8	0.7324	65	0.8405	0.9133	0.8754	150	0.6944	0.8621	0.7692	29	0.7436	0.8529	0.7945	34	0.7733	0.8746	0.8209	0.9601
0.0824	66.0	6996	0.1351	0.7711	0.8767	0.8205	73	0.6582	0.8	0.7222	65	0.8466	0.92	0.8818	150	0.6944	0.8621	0.7692	29	0.7436	0.8529	0.7945	34	0.77	0.8775	0.8202	0.9594
0.083	67.0	7102	0.1320	0.7805	0.8767	0.8258	73	0.6667	0.8	0.7273	65	0.8519	0.92	0.8846	150	0.7143	0.8621	0.7813	29	0.7632	0.8529	0.8056	34	0.7797	0.8775	0.8257	0.9601
0.0841	68.0	7208	0.1336	0.7805	0.8767	0.8258	73	0.6538	0.7846	0.7133	65	0.8466	0.92	0.8818	150	0.6944	0.8621	0.7692	29	0.7436	0.8529	0.7945	34	0.7714	0.8746	0.8198	0.9594
0.0803	69.0	7314	0.1328	0.7711	0.8767	0.8205	73	0.6709	0.8154	0.7361	65	0.8519	0.92	0.8846	150	0.7143	0.8621	0.7813	29	0.7632	0.8529	0.8056	34	0.7783	0.8803	0.8262	0.9601
0.0822	70.0	7420	0.1315	0.7805	0.8767	0.8258	73	0.68	0.7846	0.7286	65	0.8509	0.9133	0.8810	150	0.7143	0.8621	0.7813	29	0.7632	0.8529	0.8056	34	0.7826	0.8718	0.8248	0.9604
0.0816	71.0	7526	0.1353	0.7647	0.8904	0.8228	73	0.6420	0.8	0.7123	65	0.8466	0.92	0.8818	150	0.7143	0.8621	0.7813	29	0.7436	0.8529	0.7945	34	0.7667	0.8803	0.8196	0.9589
0.0806	72.0	7632	0.1346	0.7738	0.8904	0.8280	73	0.6582	0.8	0.7222	65	0.8466	0.92	0.8818	150	0.7143	0.8621	0.7813	29	0.7436	0.8529	0.7945	34	0.7725	0.8803	0.8229	0.9599
0.0812	73.0	7738	0.1323	0.7805	0.8767	0.8258	73	0.6494	0.7692	0.7042	65	0.8466	0.92	0.8818	150	0.7353	0.8621	0.7937	29	0.7436	0.8529	0.7945	34	0.7747	0.8718	0.8204	0.9604
0.0812	74.0	7844	0.1309	0.7805	0.8767	0.8258	73	0.6761	0.7385	0.7059	65	0.8466	0.92	0.8818	150	0.7143	0.8621	0.7813	29	0.7436	0.8529	0.7945	34	0.7795	0.8661	0.8205	0.9606
0.0806	75.0	7950	0.1347	0.7738	0.8904	0.8280	73	0.6582	0.8	0.7222	65	0.8466	0.92	0.8818	150	0.6757	0.8621	0.7576	29	0.7436	0.8529	0.7945	34	0.7687	0.8803	0.8207	0.9594
0.0791	76.0	8056	0.1334	0.7711	0.8767	0.8205	73	0.6667	0.8	0.7273	65	0.8466	0.92	0.8818	150	0.6757	0.8621	0.7576	29	0.7436	0.8529	0.7945	34	0.77	0.8775	0.8202	0.9596
0.0804	77.0	8162	0.1319	0.7711	0.8767	0.8205	73	0.6625	0.8154	0.7310	65	0.8466	0.92	0.8818	150	0.7353	0.8621	0.7937	29	0.7632	0.8529	0.8056	34	0.7764	0.8803	0.8251	0.9609
0.0788	78.0	8268	0.1305	0.7805	0.8767	0.8258	73	0.68	0.7846	0.7286	65	0.8457	0.9133	0.8782	150	0.7353	0.8621	0.7937	29	0.7632	0.8529	0.8056	34	0.7826	0.8718	0.8248	0.9616
0.0796	79.0	8374	0.1373	0.7647	0.8904	0.8228	73	0.6463	0.8154	0.7211	65	0.8466	0.92	0.8818	150	0.6579	0.8621	0.7463	29	0.7436	0.8529	0.7945	34	0.7617	0.8832	0.8179	0.9587
0.0791	80.0	8480	0.1340	0.7711	0.8767	0.8205	73	0.65	0.8	0.7172	65	0.8466	0.92	0.8818	150	0.6757	0.8621	0.7576	29	0.7436	0.8529	0.7945	34	0.7662	0.8775	0.8181	0.9589
0.0785	81.0	8586	0.1338	0.7738	0.8904	0.8280	73	0.6625	0.8154	0.7310	65	0.8466	0.92	0.8818	150	0.7353	0.8621	0.7937	29	0.7436	0.8529	0.7945	34	0.775	0.8832	0.8256	0.9609
0.0796	82.0	8692	0.1336	0.7647	0.8904	0.8228	73	0.6582	0.8	0.7222	65	0.8466	0.92	0.8818	150	0.7353	0.8621	0.7937	29	0.7436	0.8529	0.7945	34	0.7725	0.8803	0.8229	0.9604
0.0783	83.0	8798	0.1349	0.7647	0.8904	0.8228	73	0.6538	0.7846	0.7133	65	0.8466	0.92	0.8818	150	0.6757	0.8621	0.7576	29	0.7436	0.8529	0.7945	34	0.7662	0.8775	0.8181	0.9589
0.0797	84.0	8904	0.1347	0.7738	0.8904	0.8280	73	0.6463	0.8154	0.7211	65	0.8519	0.92	0.8846	150	0.6757	0.8621	0.7576	29	0.7436	0.8529	0.7945	34	0.7673	0.8832	0.8212	0.9594
0.0782	85.0	9010	0.1357	0.7647	0.8904	0.8228	73	0.6543	0.8154	0.7260	65	0.8466	0.92	0.8818	150	0.6579	0.8621	0.7463	29	0.7436	0.8529	0.7945	34	0.7635	0.8832	0.8190	0.9589
0.0775	86.0	9116	0.1326	0.7805	0.8767	0.8258	73	0.6623	0.7846	0.7183	65	0.8466	0.92	0.8818	150	0.7143	0.8621	0.7813	29	0.7436	0.8529	0.7945	34	0.7753	0.8746	0.8220	0.9606
0.0778	87.0	9222	0.1318	0.7805	0.8767	0.8258	73	0.6623	0.7846	0.7183	65	0.8466	0.92	0.8818	150	0.7353	0.8621	0.7937	29	0.7436	0.8529	0.7945	34	0.7772	0.8746	0.8231	0.9609
0.0759	88.0	9328	0.1331	0.7711	0.8767	0.8205	73	0.6420	0.8	0.7123	65	0.8519	0.92	0.8846	150	0.7143	0.8621	0.7813	29	0.7436	0.8529	0.7945	34	0.77	0.8775	0.8202	0.9596
0.0797	89.0	9434	0.1332	0.7805	0.8767	0.8258	73	0.6623	0.7846	0.7183	65	0.8466	0.92	0.8818	150	0.7143	0.8621	0.7813	29	0.7436	0.8529	0.7945	34	0.7753	0.8746	0.8220	0.9604
0.0746	90.0	9540	0.1320	0.7805	0.8767	0.8258	73	0.6538	0.7846	0.7133	65	0.8571	0.92	0.8875	150	0.7353	0.8621	0.7937	29	0.7436	0.8529	0.7945	34	0.7792	0.8746	0.8242	0.9616
0.0775	91.0	9646	0.1341	0.7711	0.8767	0.8205	73	0.6463	0.8154	0.7211	65	0.8519	0.92	0.8846	150	0.6757	0.8621	0.7576	29	0.7436	0.8529	0.7945	34	0.7667	0.8803	0.8196	0.9589
0.0769	92.0	9752	0.1325	0.7711	0.8767	0.8205	73	0.6538	0.7846	0.7133	65	0.8519	0.92	0.8846	150	0.7353	0.8621	0.7937	29	0.7436	0.8529	0.7945	34	0.7753	0.8746	0.8220	0.9609
0.0763	93.0	9858	0.1333	0.7711	0.8767	0.8205	73	0.65	0.8	0.7172	65	0.8519	0.92	0.8846	150	0.6757	0.8621	0.7576	29	0.7436	0.8529	0.7945	34	0.7681	0.8775	0.8191	0.9594
0.0742	94.0	9964	0.1329	0.7711	0.8767	0.8205	73	0.6623	0.7846	0.7183	65	0.8466	0.92	0.8818	150	0.7143	0.8621	0.7813	29	0.7436	0.8529	0.7945	34	0.7733	0.8746	0.8209	0.9604
0.0772	95.0	10070	0.1347	0.7619	0.8767	0.8153	73	0.6625	0.8154	0.7310	65	0.8466	0.92	0.8818	150	0.6757	0.8621	0.7576	29	0.7436	0.8529	0.7945	34	0.7667	0.8803	0.8196	0.9589
0.0757	96.0	10176	0.1346	0.7711	0.8767	0.8205	73	0.6625	0.8154	0.7310	65	0.8466	0.92	0.8818	150	0.6757	0.8621	0.7576	29	0.7436	0.8529	0.7945	34	0.7687	0.8803	0.8207	0.9594
0.0754	97.0	10282	0.1330	0.7711	0.8767	0.8205	73	0.6623	0.7846	0.7183	65	0.8466	0.92	0.8818	150	0.6757	0.8621	0.7576	29	0.7436	0.8529	0.7945	34	0.7694	0.8746	0.8187	0.9599
0.0766	98.0	10388	0.1333	0.7711	0.8767	0.8205	73	0.6623	0.7846	0.7183	65	0.8466	0.92	0.8818	150	0.6757	0.8621	0.7576	29	0.7436	0.8529	0.7945	34	0.7694	0.8746	0.8187	0.9599
0.0737	99.0	10494	0.1332	0.7711	0.8767	0.8205	73	0.6667	0.8	0.7273	65	0.8466	0.92	0.8818	150	0.6757	0.8621	0.7576	29	0.7436	0.8529	0.7945	34	0.77	0.8775	0.8202	0.9601
0.0765	100.0	10600	0.1332	0.7711	0.8767	0.8205	73	0.6667	0.8	0.7273	65	0.8466	0.92	0.8818	150	0.6757	0.8621	0.7576	29	0.7436	0.8529	0.7945	34	0.77	0.8775	0.8202	0.9601

Framework versions

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