nerugm-pt-pl5-2

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: 0.1908
• Location Precision: 0.8158
• Location Recall: 0.8611
• Location F1: 0.8378
• Location Number: 72
• Organization Precision: 0.7021
• Organization Recall: 0.88
• Organization F1: 0.7811
• Organization Number: 75
• Person Precision: 0.8608
• Person Recall: 0.9510
• Person F1: 0.9037
• Person Number: 143
• Quantity Precision: 0.6207
• Quantity Recall: 0.7826
• Quantity F1: 0.6923
• Quantity Number: 23
• Time Precision: 0.7931
• Time Recall: 0.8846
• Time F1: 0.8364
• Time Number: 26
• Overall Precision: 0.7902
• Overall Recall: 0.8997
• Overall F1: 0.8414
• Overall Accuracy: 0.9602

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
1.0142	1.0	106	0.5542	0.0	0.0	0.0	72	0.0	0.0	0.0	75	0.275	0.0769	0.1202	143	0.0	0.0	0.0	23	0.0	0.0	0.0	26	0.1930	0.0324	0.0556	0.8519
0.4896	2.0	212	0.3311	0.4074	0.1528	0.2222	72	0.0833	0.0267	0.0404	75	0.5076	0.6993	0.5882	143	0.0	0.0	0.0	23	0.5833	0.5385	0.5600	26	0.4364	0.3746	0.4032	0.8987
0.327	3.0	318	0.2325	0.5833	0.5833	0.5833	72	0.4479	0.5733	0.5029	75	0.6973	0.9021	0.7866	143	0.3514	0.5652	0.4333	23	0.6786	0.7308	0.7037	26	0.5885	0.7257	0.6499	0.9277
0.2361	4.0	424	0.2115	0.6087	0.7778	0.6829	72	0.5102	0.6667	0.5780	75	0.8072	0.9371	0.8673	143	0.2917	0.6087	0.3944	23	0.5263	0.7692	0.625	26	0.6199	0.8083	0.7017	0.9335
0.2012	5.0	530	0.1663	0.7179	0.7778	0.7467	72	0.5545	0.7467	0.6364	75	0.7798	0.9161	0.8424	143	0.5484	0.7391	0.6296	23	0.7333	0.8462	0.7857	26	0.6912	0.8319	0.7550	0.9502
0.1804	6.0	636	0.1616	0.6591	0.8056	0.7250	72	0.5327	0.76	0.6264	75	0.8221	0.9371	0.8758	143	0.6129	0.8261	0.7037	23	0.6875	0.8462	0.7586	26	0.6888	0.8555	0.7632	0.9477
0.1651	7.0	742	0.1582	0.7308	0.7917	0.76	72	0.5856	0.8667	0.6989	75	0.8438	0.9441	0.8911	143	0.5278	0.8261	0.6441	23	0.7586	0.8462	0.8	26	0.7198	0.8791	0.7915	0.9502
0.1507	8.0	848	0.1565	0.7051	0.7639	0.7333	72	0.6162	0.8133	0.7011	75	0.8344	0.9510	0.8889	143	0.5455	0.7826	0.6429	23	0.6774	0.8077	0.7368	26	0.7203	0.8584	0.7833	0.9500
0.1461	9.0	954	0.1572	0.7308	0.7917	0.76	72	0.6117	0.84	0.7079	75	0.8562	0.9580	0.9043	143	0.5588	0.8261	0.6667	23	0.7097	0.8462	0.7719	26	0.7340	0.8791	0.8	0.9472
0.1378	10.0	1060	0.1488	0.7308	0.7917	0.76	72	0.6702	0.84	0.7456	75	0.8447	0.9510	0.8947	143	0.5278	0.8261	0.6441	23	0.6875	0.8462	0.7586	26	0.7406	0.8761	0.8027	0.9535
0.1292	11.0	1166	0.1438	0.7108	0.8194	0.7613	72	0.6531	0.8533	0.7399	75	0.8599	0.9441	0.9	143	0.5263	0.8696	0.6557	23	0.7333	0.8462	0.7857	26	0.7389	0.8850	0.8054	0.9537
0.1284	12.0	1272	0.1407	0.7887	0.7778	0.7832	72	0.6344	0.7867	0.7024	75	0.8710	0.9441	0.9060	143	0.5588	0.8261	0.6667	23	0.8148	0.8462	0.8302	26	0.7658	0.8584	0.8095	0.9542
0.1221	13.0	1378	0.1532	0.725	0.8056	0.7632	72	0.6154	0.8533	0.7151	75	0.8608	0.9510	0.9037	143	0.5938	0.8261	0.6909	23	0.7333	0.8462	0.7857	26	0.7401	0.8820	0.8048	0.9520
0.1213	14.0	1484	0.1439	0.7532	0.8056	0.7785	72	0.6804	0.88	0.7674	75	0.8671	0.9580	0.9103	143	0.5938	0.8261	0.6909	23	0.7333	0.8462	0.7857	26	0.7665	0.8909	0.8240	0.9567
0.1162	15.0	1590	0.1422	0.7792	0.8333	0.8054	72	0.6531	0.8533	0.7399	75	0.8718	0.9510	0.9097	143	0.6	0.7826	0.6792	23	0.8148	0.8462	0.8302	26	0.7732	0.8850	0.8253	0.9542
0.1114	16.0	1696	0.1592	0.7195	0.8194	0.7662	72	0.6311	0.8667	0.7303	75	0.8344	0.9510	0.8889	143	0.6129	0.8261	0.7037	23	0.7	0.8077	0.75	26	0.7335	0.8850	0.8021	0.9502
0.108	17.0	1802	0.1506	0.7342	0.8056	0.7682	72	0.6771	0.8667	0.7602	75	0.8616	0.9580	0.9073	143	0.5455	0.7826	0.6429	23	0.7333	0.8462	0.7857	26	0.7557	0.8850	0.8152	0.9555
0.1051	18.0	1908	0.1553	0.7375	0.8194	0.7763	72	0.6562	0.84	0.7368	75	0.8774	0.9510	0.9128	143	0.5143	0.7826	0.6207	23	0.625	0.7692	0.6897	26	0.7437	0.8732	0.8033	0.9525
0.1063	19.0	2014	0.1430	0.7922	0.8472	0.8188	72	0.66	0.88	0.7543	75	0.8599	0.9441	0.9	143	0.5938	0.8261	0.6909	23	0.7857	0.8462	0.8148	26	0.7690	0.8938	0.8267	0.9565
0.0969	20.0	2120	0.1681	0.7059	0.8333	0.7643	72	0.6442	0.8933	0.7486	75	0.8634	0.9720	0.9145	143	0.5455	0.7826	0.6429	23	0.7333	0.8462	0.7857	26	0.7409	0.9027	0.8138	0.9505
0.0983	21.0	2226	0.1537	0.7284	0.8194	0.7712	72	0.7021	0.88	0.7811	75	0.8599	0.9441	0.9	143	0.5143	0.7826	0.6207	23	0.7241	0.8077	0.7636	26	0.7551	0.8820	0.8136	0.9522
0.0952	22.0	2332	0.1493	0.7262	0.8472	0.7821	72	0.66	0.88	0.7543	75	0.8718	0.9510	0.9097	143	0.5758	0.8261	0.6786	23	0.7	0.8077	0.75	26	0.7519	0.8938	0.8167	0.9547
0.0935	23.0	2438	0.1496	0.7229	0.8333	0.7742	72	0.6436	0.8667	0.7386	75	0.8608	0.9510	0.9037	143	0.5938	0.8261	0.6909	23	0.6774	0.8077	0.7368	26	0.7432	0.8879	0.8091	0.9527
0.0945	24.0	2544	0.1580	0.7654	0.8611	0.8105	72	0.7033	0.8533	0.7711	75	0.8718	0.9510	0.9097	143	0.5143	0.7826	0.6207	23	0.6875	0.8462	0.7586	26	0.7646	0.8909	0.8229	0.9540
0.0914	25.0	2650	0.1457	0.8158	0.8611	0.8378	72	0.6346	0.88	0.7374	75	0.8701	0.9371	0.9024	143	0.6129	0.8261	0.7037	23	0.7241	0.8077	0.7636	26	0.7665	0.8909	0.8240	0.9565
0.0907	26.0	2756	0.1587	0.7470	0.8611	0.8	72	0.6979	0.8933	0.7836	75	0.8882	0.9441	0.9153	143	0.5625	0.7826	0.6545	23	0.75	0.8077	0.7778	26	0.7749	0.8938	0.8301	0.9577
0.0886	27.0	2862	0.1600	0.7439	0.8472	0.7922	72	0.6667	0.88	0.7586	75	0.8679	0.9650	0.9139	143	0.5806	0.7826	0.6667	23	0.6774	0.8077	0.7368	26	0.7562	0.8968	0.8205	0.9545
0.0852	28.0	2968	0.1447	0.7821	0.8472	0.8133	72	0.7241	0.84	0.7778	75	0.8882	0.9441	0.9153	143	0.6129	0.8261	0.7037	23	0.6774	0.8077	0.7368	26	0.7889	0.8820	0.8329	0.9605
0.0819	29.0	3074	0.1621	0.775	0.8611	0.8158	72	0.6701	0.8667	0.7558	75	0.8671	0.9580	0.9103	143	0.5938	0.8261	0.6909	23	0.7586	0.8462	0.8	26	0.7702	0.8997	0.8299	0.9540
0.0849	30.0	3180	0.1457	0.7470	0.8611	0.8	72	0.6804	0.88	0.7674	75	0.8718	0.9510	0.9097	143	0.6333	0.8261	0.7170	23	0.7857	0.8462	0.8148	26	0.7741	0.8997	0.8322	0.9575
0.0813	31.0	3286	0.1524	0.7625	0.8472	0.8026	72	0.6768	0.8933	0.7701	75	0.8758	0.9371	0.9054	143	0.6129	0.8261	0.7037	23	0.7	0.8077	0.75	26	0.7684	0.8909	0.8251	0.9560
0.0806	32.0	3392	0.1460	0.7595	0.8333	0.7947	72	0.6889	0.8267	0.7515	75	0.8774	0.9510	0.9128	143	0.6129	0.8261	0.7037	23	0.8214	0.8846	0.8519	26	0.7833	0.8850	0.8310	0.9597
0.0776	33.0	3498	0.1731	0.7439	0.8472	0.7922	72	0.6286	0.88	0.7333	75	0.8710	0.9441	0.9060	143	0.5625	0.7826	0.6545	23	0.7333	0.8462	0.7857	26	0.7475	0.8909	0.8129	0.9515
0.0745	34.0	3604	0.1685	0.75	0.8333	0.7895	72	0.6505	0.8933	0.7528	75	0.8447	0.9510	0.8947	143	0.6	0.7826	0.6792	23	0.7586	0.8462	0.8	26	0.7519	0.8938	0.8167	0.9535
0.0755	35.0	3710	0.1600	0.7763	0.8194	0.7973	72	0.6505	0.8933	0.7528	75	0.8645	0.9371	0.8993	143	0.5455	0.7826	0.6429	23	0.7667	0.8846	0.8214	26	0.7582	0.8879	0.8179	0.9560
0.0735	36.0	3816	0.1722	0.7262	0.8472	0.7821	72	0.64	0.8533	0.7314	75	0.8766	0.9441	0.9091	143	0.6333	0.8261	0.7170	23	0.7586	0.8462	0.8	26	0.7582	0.8879	0.8179	0.9552
0.0739	37.0	3922	0.1649	0.7949	0.8611	0.8267	72	0.6768	0.8933	0.7701	75	0.8831	0.9510	0.9158	143	0.5455	0.7826	0.6429	23	0.8214	0.8846	0.8519	26	0.7806	0.9027	0.8372	0.9585
0.0704	38.0	4028	0.1599	0.8	0.8333	0.8163	72	0.6667	0.9067	0.7684	75	0.8645	0.9371	0.8993	143	0.5625	0.7826	0.6545	23	0.7931	0.8846	0.8364	26	0.7710	0.8938	0.8279	0.9572
0.0726	39.0	4134	0.1666	0.7436	0.8056	0.7733	72	0.6346	0.88	0.7374	75	0.8645	0.9371	0.8993	143	0.6129	0.8261	0.7037	23	0.7931	0.8846	0.8364	26	0.7557	0.8850	0.8152	0.9547
0.0701	40.0	4240	0.1689	0.7531	0.8472	0.7974	72	0.7174	0.88	0.7904	75	0.8571	0.9231	0.8889	143	0.5455	0.7826	0.6429	23	0.6667	0.8462	0.7458	26	0.7608	0.8820	0.8169	0.9557
0.0716	41.0	4346	0.1592	0.7922	0.8472	0.8188	72	0.7143	0.8667	0.7831	75	0.8710	0.9441	0.9060	143	0.6552	0.8261	0.7308	23	0.7333	0.8462	0.7857	26	0.7906	0.8909	0.8377	0.9607
0.0716	42.0	4452	0.1602	0.7821	0.8472	0.8133	72	0.7222	0.8667	0.7879	75	0.8636	0.9301	0.8956	143	0.6129	0.8261	0.7037	23	0.8148	0.8462	0.8302	26	0.7895	0.8850	0.8345	0.9585
0.0672	43.0	4558	0.1649	0.8052	0.8611	0.8322	72	0.7529	0.8533	0.8000	75	0.8701	0.9371	0.9024	143	0.5455	0.7826	0.6429	23	0.7333	0.8462	0.7857	26	0.7916	0.8850	0.8357	0.9587
0.0677	44.0	4664	0.1750	0.7949	0.8611	0.8267	72	0.6804	0.88	0.7674	75	0.8701	0.9371	0.9024	143	0.6	0.7826	0.6792	23	0.7931	0.8846	0.8364	26	0.7809	0.8938	0.8336	0.9550
0.066	45.0	4770	0.1578	0.8333	0.8333	0.8333	72	0.6774	0.84	0.75	75	0.8758	0.9371	0.9054	143	0.6129	0.8261	0.7037	23	0.7931	0.8846	0.8364	26	0.7910	0.8820	0.8340	0.9600
0.0626	46.0	4876	0.1743	0.7722	0.8472	0.8079	72	0.6837	0.8933	0.7746	75	0.8535	0.9371	0.8933	143	0.6333	0.8261	0.7170	23	0.7586	0.8462	0.8	26	0.7710	0.8938	0.8279	0.9560
0.0657	47.0	4982	0.1780	0.7683	0.875	0.8182	72	0.6408	0.88	0.7416	75	0.8701	0.9371	0.9024	143	0.5938	0.8261	0.6909	23	0.75	0.8077	0.7778	26	0.7594	0.8938	0.8211	0.9527
0.0639	48.0	5088	0.1660	0.7922	0.8472	0.8188	72	0.6768	0.8933	0.7701	75	0.8571	0.9231	0.8889	143	0.6129	0.8261	0.7037	23	0.7857	0.8462	0.8148	26	0.7738	0.8879	0.8269	0.9580
0.062	49.0	5194	0.1753	0.7625	0.8472	0.8026	72	0.66	0.88	0.7543	75	0.8636	0.9301	0.8956	143	0.5938	0.8261	0.6909	23	0.7586	0.8462	0.8	26	0.7620	0.8879	0.8202	0.9547
0.0658	50.0	5300	0.1562	0.8289	0.875	0.8514	72	0.7558	0.8667	0.8075	75	0.8718	0.9510	0.9097	143	0.5758	0.8261	0.6786	23	0.7857	0.8462	0.8148	26	0.8047	0.8997	0.8496	0.9607
0.0583	51.0	5406	0.1755	0.7625	0.8472	0.8026	72	0.6346	0.88	0.7374	75	0.8726	0.9580	0.9133	143	0.5938	0.8261	0.6909	23	0.8214	0.8846	0.8519	26	0.7631	0.9027	0.8270	0.9545
0.0593	52.0	5512	0.1737	0.8158	0.8611	0.8378	72	0.6804	0.88	0.7674	75	0.8654	0.9441	0.9030	143	0.5588	0.8261	0.6667	23	0.7931	0.8846	0.8364	26	0.7781	0.8997	0.8345	0.9575
0.0603	53.0	5618	0.1731	0.7821	0.8472	0.8133	72	0.6667	0.88	0.7586	75	0.8758	0.9371	0.9054	143	0.5625	0.7826	0.6545	23	0.7857	0.8462	0.8148	26	0.7718	0.8879	0.8258	0.9572
0.0555	54.0	5724	0.1856	0.7922	0.8472	0.8188	72	0.6154	0.8533	0.7151	75	0.8782	0.9580	0.9164	143	0.5588	0.8261	0.6667	23	0.7857	0.8462	0.8148	26	0.7594	0.8938	0.8211	0.9540
0.0579	55.0	5830	0.1756	0.8077	0.875	0.8400	72	0.6364	0.84	0.7241	75	0.8590	0.9371	0.8963	143	0.5294	0.7826	0.6316	23	0.7667	0.8846	0.8214	26	0.7582	0.8879	0.8179	0.9565
0.0567	56.0	5936	0.1715	0.8133	0.8472	0.8299	72	0.6263	0.8267	0.7126	75	0.8726	0.9580	0.9133	143	0.5758	0.8261	0.6786	23	0.8214	0.8846	0.8519	26	0.7704	0.8909	0.8263	0.9562
0.0589	57.0	6042	0.1676	0.8243	0.8472	0.8356	72	0.6633	0.8667	0.7514	75	0.8608	0.9510	0.9037	143	0.5806	0.7826	0.6667	23	0.8148	0.8462	0.8302	26	0.7784	0.8909	0.8308	0.9585
0.0554	58.0	6148	0.1665	0.8267	0.8611	0.8435	72	0.7033	0.8533	0.7711	75	0.8710	0.9441	0.9060	143	0.5758	0.8261	0.6786	23	0.8519	0.8846	0.8679	26	0.7953	0.8938	0.8417	0.9585
0.0555	59.0	6254	0.1741	0.7792	0.8333	0.8054	72	0.7065	0.8667	0.7784	75	0.8654	0.9441	0.9030	143	0.5588	0.8261	0.6667	23	0.7931	0.8846	0.8364	26	0.7784	0.8909	0.8308	0.9575
0.0538	60.0	6360	0.1752	0.8052	0.8611	0.8322	72	0.6735	0.88	0.7630	75	0.8710	0.9441	0.9060	143	0.5938	0.8261	0.6909	23	0.7931	0.8846	0.8364	26	0.7801	0.8997	0.8356	0.9580
0.0565	61.0	6466	0.1722	0.8378	0.8611	0.8493	72	0.6667	0.8533	0.7485	75	0.8645	0.9371	0.8993	143	0.6333	0.8261	0.7170	23	0.8519	0.8846	0.8679	26	0.7906	0.8909	0.8377	0.9602
0.0562	62.0	6572	0.1786	0.8158	0.8611	0.8378	72	0.6238	0.84	0.7159	75	0.8481	0.9371	0.8904	143	0.6333	0.8261	0.7170	23	0.8214	0.8846	0.8519	26	0.7659	0.8879	0.8224	0.9570
0.0551	63.0	6678	0.1690	0.8356	0.8472	0.8414	72	0.7	0.84	0.7636	75	0.8645	0.9371	0.8993	143	0.6129	0.8261	0.7037	23	0.7857	0.8462	0.8148	26	0.7931	0.8820	0.8352	0.9600
0.053	64.0	6784	0.1820	0.8267	0.8611	0.8435	72	0.6263	0.8267	0.7126	75	0.8774	0.9510	0.9128	143	0.6333	0.8261	0.7170	23	0.8148	0.8462	0.8302	26	0.7798	0.8879	0.8303	0.9565
0.0524	65.0	6890	0.1746	0.8243	0.8472	0.8356	72	0.6667	0.8533	0.7485	75	0.8726	0.9580	0.9133	143	0.6552	0.8261	0.7308	23	0.8214	0.8846	0.8519	26	0.7917	0.8968	0.8409	0.9607
0.0518	66.0	6996	0.1820	0.8289	0.875	0.8514	72	0.6421	0.8133	0.7176	75	0.8726	0.9580	0.9133	143	0.5806	0.7826	0.6667	23	0.7931	0.8846	0.8364	26	0.7784	0.8909	0.8308	0.9590
0.0508	67.0	7102	0.1843	0.8289	0.875	0.8514	72	0.6531	0.8533	0.7399	75	0.8662	0.9510	0.9067	143	0.6333	0.8261	0.7170	23	0.8214	0.8846	0.8519	26	0.7841	0.8997	0.8379	0.9595
0.0509	68.0	7208	0.1863	0.8077	0.875	0.8400	72	0.6429	0.84	0.7283	75	0.8599	0.9441	0.9	143	0.5455	0.7826	0.6429	23	0.7931	0.8846	0.8364	26	0.7646	0.8909	0.8229	0.9575
0.0499	69.0	7314	0.1826	0.8267	0.8611	0.8435	72	0.6392	0.8267	0.7209	75	0.8671	0.9580	0.9103	143	0.6333	0.8261	0.7170	23	0.7931	0.8846	0.8364	26	0.7789	0.8938	0.8324	0.9600
0.0479	70.0	7420	0.1847	0.8289	0.875	0.8514	72	0.6429	0.84	0.7283	75	0.8726	0.9580	0.9133	143	0.5625	0.7826	0.6545	23	0.7586	0.8462	0.8	26	0.7730	0.8938	0.8290	0.9582
0.0502	71.0	7526	0.1954	0.8289	0.875	0.8514	72	0.65	0.8667	0.7429	75	0.8718	0.9510	0.9097	143	0.5625	0.7826	0.6545	23	0.7857	0.8462	0.8148	26	0.7755	0.8968	0.8317	0.9562
0.0491	72.0	7632	0.1823	0.84	0.875	0.8571	72	0.6701	0.8667	0.7558	75	0.8831	0.9510	0.9158	143	0.5625	0.7826	0.6545	23	0.8148	0.8462	0.8302	26	0.7896	0.8968	0.8398	0.9612
0.0495	73.0	7738	0.1763	0.8333	0.8333	0.8333	72	0.6774	0.84	0.75	75	0.8581	0.9301	0.8926	143	0.6333	0.8261	0.7170	23	0.7857	0.8462	0.8148	26	0.7857	0.8761	0.8285	0.9602
0.0463	74.0	7844	0.1956	0.7975	0.875	0.8344	72	0.62	0.8267	0.7086	75	0.8718	0.9510	0.9097	143	0.5806	0.7826	0.6667	23	0.7931	0.8846	0.8364	26	0.7646	0.8909	0.8229	0.9542
0.046	75.0	7950	0.1893	0.8026	0.8472	0.8243	72	0.6392	0.8267	0.7209	75	0.8608	0.9510	0.9037	143	0.6129	0.8261	0.7037	23	0.8214	0.8846	0.8519	26	0.7718	0.8879	0.8258	0.9562
0.0489	76.0	8056	0.1874	0.7949	0.8611	0.8267	72	0.6429	0.84	0.7283	75	0.8608	0.9510	0.9037	143	0.5758	0.8261	0.6786	23	0.8214	0.8846	0.8519	26	0.7671	0.8938	0.8256	0.9582
0.0475	77.0	8162	0.1847	0.8182	0.875	0.8456	72	0.6989	0.8667	0.7738	75	0.8599	0.9441	0.9	143	0.5806	0.7826	0.6667	23	0.7931	0.8846	0.8364	26	0.7855	0.8968	0.8375	0.9595
0.0469	78.0	8268	0.1860	0.8267	0.8611	0.8435	72	0.6947	0.88	0.7765	75	0.8590	0.9371	0.8963	143	0.5938	0.8261	0.6909	23	0.7857	0.8462	0.8148	26	0.7850	0.8938	0.8359	0.9587
0.0463	79.0	8374	0.1883	0.8133	0.8472	0.8299	72	0.6804	0.88	0.7674	75	0.8701	0.9371	0.9024	143	0.5806	0.7826	0.6667	23	0.7857	0.8462	0.8148	26	0.7818	0.8879	0.8315	0.9580
0.0444	80.0	8480	0.1885	0.8158	0.8611	0.8378	72	0.6842	0.8667	0.7647	75	0.8654	0.9441	0.9030	143	0.6	0.7826	0.6792	23	0.7931	0.8846	0.8364	26	0.7850	0.8938	0.8359	0.9580
0.0433	81.0	8586	0.1883	0.7821	0.8472	0.8133	72	0.7021	0.88	0.7811	75	0.8535	0.9371	0.8933	143	0.5806	0.7826	0.6667	23	0.7931	0.8846	0.8364	26	0.7763	0.8909	0.8297	0.9587
0.0442	82.0	8692	0.1906	0.7922	0.8472	0.8188	72	0.6735	0.88	0.7630	75	0.8535	0.9371	0.8933	143	0.5806	0.7826	0.6667	23	0.7931	0.8846	0.8364	26	0.7704	0.8909	0.8263	0.9575
0.0433	83.0	8798	0.1910	0.7949	0.8611	0.8267	72	0.6771	0.8667	0.7602	75	0.8581	0.9301	0.8926	143	0.5806	0.7826	0.6667	23	0.8214	0.8846	0.8519	26	0.7758	0.8879	0.8281	0.9567
0.046	84.0	8904	0.1928	0.7692	0.8333	0.8	72	0.66	0.88	0.7543	75	0.8710	0.9441	0.9060	143	0.5625	0.7826	0.6545	23	0.8214	0.8846	0.8519	26	0.7684	0.8909	0.8251	0.9567
0.0455	85.0	9010	0.1925	0.7922	0.8472	0.8188	72	0.7021	0.88	0.7811	75	0.8654	0.9441	0.9030	143	0.5455	0.7826	0.6429	23	0.7931	0.8846	0.8364	26	0.7789	0.8938	0.8324	0.9582
0.0457	86.0	9116	0.1894	0.8077	0.875	0.8400	72	0.6915	0.8667	0.7692	75	0.8654	0.9441	0.9030	143	0.6	0.7826	0.6792	23	0.7931	0.8846	0.8364	26	0.7855	0.8968	0.8375	0.9580
0.0424	87.0	9222	0.1888	0.8182	0.875	0.8456	72	0.7021	0.88	0.7811	75	0.8662	0.9510	0.9067	143	0.6	0.7826	0.6792	23	0.7931	0.8846	0.8364	26	0.7907	0.9027	0.8430	0.9587
0.0417	88.0	9328	0.1881	0.8077	0.875	0.8400	72	0.7065	0.8667	0.7784	75	0.8654	0.9441	0.9030	143	0.5806	0.7826	0.6667	23	0.7931	0.8846	0.8364	26	0.7876	0.8968	0.8386	0.9595
0.0435	89.0	9434	0.1858	0.8267	0.8611	0.8435	72	0.6915	0.8667	0.7692	75	0.8710	0.9441	0.9060	143	0.6	0.7826	0.6792	23	0.7931	0.8846	0.8364	26	0.7911	0.8938	0.8393	0.9590
0.0415	90.0	9540	0.1880	0.8158	0.8611	0.8378	72	0.6915	0.8667	0.7692	75	0.8654	0.9441	0.9030	143	0.5806	0.7826	0.6667	23	0.7931	0.8846	0.8364	26	0.7850	0.8938	0.8359	0.9587
0.042	91.0	9646	0.1917	0.8182	0.875	0.8456	72	0.6842	0.8667	0.7647	75	0.8654	0.9441	0.9030	143	0.5625	0.7826	0.6545	23	0.8214	0.8846	0.8519	26	0.7835	0.8968	0.8363	0.9580
0.0412	92.0	9752	0.1899	0.8182	0.875	0.8456	72	0.6947	0.88	0.7765	75	0.8645	0.9371	0.8993	143	0.5806	0.7826	0.6667	23	0.7931	0.8846	0.8364	26	0.7855	0.8968	0.8375	0.9585
0.0421	93.0	9858	0.1931	0.8182	0.875	0.8456	72	0.6947	0.88	0.7765	75	0.8662	0.9510	0.9067	143	0.5625	0.7826	0.6545	23	0.7931	0.8846	0.8364	26	0.7846	0.9027	0.8395	0.9587
0.0403	94.0	9964	0.1936	0.8077	0.875	0.8400	72	0.6842	0.8667	0.7647	75	0.8645	0.9371	0.8993	143	0.6207	0.7826	0.6923	23	0.7931	0.8846	0.8364	26	0.7850	0.8938	0.8359	0.9582
0.0415	95.0	10070	0.1939	0.8052	0.8611	0.8322	72	0.6875	0.88	0.7719	75	0.8645	0.9371	0.8993	143	0.6207	0.7826	0.6923	23	0.7857	0.8462	0.8148	26	0.7844	0.8909	0.8343	0.9580
0.0419	96.0	10176	0.1926	0.8052	0.8611	0.8322	72	0.6842	0.8667	0.7647	75	0.8599	0.9441	0.9	143	0.6207	0.7826	0.6923	23	0.7931	0.8846	0.8364	26	0.7829	0.8938	0.8347	0.9585
0.0417	97.0	10282	0.1891	0.8158	0.8611	0.8378	72	0.7097	0.88	0.7857	75	0.8654	0.9441	0.9030	143	0.6207	0.7826	0.6923	23	0.7931	0.8846	0.8364	26	0.7937	0.8968	0.8421	0.9605
0.0418	98.0	10388	0.1915	0.8052	0.8611	0.8322	72	0.6947	0.88	0.7765	75	0.8544	0.9441	0.8970	143	0.6	0.7826	0.6792	23	0.7931	0.8846	0.8364	26	0.7815	0.8968	0.8352	0.9595
0.041	99.0	10494	0.1921	0.8052	0.8611	0.8322	72	0.6947	0.88	0.7765	75	0.8553	0.9510	0.9007	143	0.6207	0.7826	0.6923	23	0.7931	0.8846	0.8364	26	0.7841	0.8997	0.8379	0.9597
0.0414	100.0	10600	0.1908	0.8158	0.8611	0.8378	72	0.7021	0.88	0.7811	75	0.8608	0.9510	0.9037	143	0.6207	0.7826	0.6923	23	0.7931	0.8846	0.8364	26	0.7902	0.8997	0.8414	0.9602

Framework versions

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