GS_bert9

This model is a fine-tuned version of biblo0507/GS_bert8 on an unknown dataset. It achieves the following results on the evaluation set:

• Loss: 0.0921
• F1: 0.8225
• Precision: 0.8556
• Recall: 0.7977

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: 16
• seed: 42
• optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
• lr_scheduler_type: linear
• lr_scheduler_warmup_steps: 500
• num_epochs: 1000

Training results

Training Loss	Epoch	Step	Validation Loss	F1	Precision	Recall
0.7311	1.0	45	0.6959	0.0444	0.0463	0.0431
0.5744	2.0	90	0.5242	0.0315	0.0333	0.0301
0.3787	3.0	135	0.3363	0.0431	0.0444	0.0421
0.2783	4.0	180	0.2562	0.0442	0.0463	0.0426
0.2315	5.0	225	0.2095	0.0331	0.0352	0.0315
0.1965	6.0	270	0.1843	0.0474	0.05	0.0454
0.1821	7.0	315	0.1718	0.0365	0.0389	0.0347
0.1734	8.0	360	0.1657	0.0349	0.0370	0.0333
0.1708	9.0	405	0.1629	0.0492	0.0519	0.0472
0.169	10.0	450	0.1616	0.0704	0.0741	0.0676
0.1664	11.0	495	0.1599	0.1106	0.1167	0.1060
0.1627	12.0	540	0.1561	0.2410	0.2537	0.2315
0.157	13.0	585	0.1494	0.3622	0.3796	0.3491
0.1475	14.0	630	0.1432	0.4040	0.4241	0.3889
0.1417	15.0	675	0.1370	0.4611	0.4833	0.4444
0.1352	16.0	720	0.1312	0.5180	0.5426	0.4995
0.128	17.0	765	0.1261	0.5730	0.6	0.5528
0.1218	18.0	810	0.1210	0.6378	0.6667	0.6162
0.115	19.0	855	0.1170	0.6651	0.6944	0.6431
0.1084	20.0	900	0.1128	0.7058	0.7370	0.6824
0.1074	21.0	945	0.1091	0.7206	0.7519	0.6972
0.1011	22.0	990	0.1058	0.7339	0.7648	0.7106
0.0965	23.0	1035	0.1026	0.7399	0.7722	0.7157
0.0933	24.0	1080	0.0991	0.7690	0.8019	0.7444
0.0877	25.0	1125	0.0962	0.7854	0.8185	0.7606
0.0834	26.0	1170	0.0942	0.7833	0.8167	0.7583
0.0776	27.0	1215	0.0910	0.7836	0.8167	0.7588
0.0751	28.0	1260	0.0890	0.7913	0.8241	0.7667
0.073	29.0	1305	0.0865	0.7963	0.8296	0.7713
0.0687	30.0	1350	0.0850	0.7907	0.8241	0.7657
0.0662	31.0	1395	0.0827	0.7944	0.8278	0.7694
0.0644	32.0	1440	0.0810	0.8037	0.8370	0.7787
0.0614	33.0	1485	0.0791	0.8071	0.8407	0.7819
0.0604	34.0	1530	0.0776	0.8074	0.8407	0.7824
0.0561	35.0	1575	0.0765	0.8093	0.8426	0.7843
0.0542	36.0	1620	0.0748	0.8056	0.8389	0.7806
0.0525	37.0	1665	0.0736	0.8148	0.8481	0.7898
0.0517	38.0	1710	0.0727	0.8108	0.8444	0.7856
0.0487	39.0	1755	0.0706	0.8167	0.85	0.7917
0.0463	40.0	1800	0.0702	0.8058	0.8389	0.7810
0.0461	41.0	1845	0.0690	0.8098	0.8426	0.7852
0.0435	42.0	1890	0.0670	0.8169	0.85	0.7921
0.0422	43.0	1935	0.0664	0.8164	0.85	0.7912
0.0409	44.0	1980	0.0655	0.8135	0.8463	0.7889
0.0391	45.0	2025	0.0648	0.8116	0.8444	0.7870
0.0386	46.0	2070	0.0634	0.8116	0.8444	0.7870
0.0366	47.0	2115	0.0632	0.8082	0.8407	0.7838
0.0347	48.0	2160	0.0620	0.8169	0.85	0.7921
0.0343	49.0	2205	0.0614	0.8132	0.8463	0.7884
0.0331	50.0	2250	0.0608	0.8095	0.8426	0.7847
0.0333	51.0	2295	0.0601	0.8241	0.8574	0.7991
0.0317	52.0	2340	0.0602	0.8114	0.8444	0.7866
0.0309	53.0	2385	0.0596	0.8066	0.8389	0.7824
0.0292	54.0	2430	0.0584	0.8140	0.8463	0.7898
0.0282	55.0	2475	0.0582	0.8153	0.8481	0.7907
0.0286	56.0	2520	0.0570	0.8206	0.8537	0.7958
0.0276	57.0	2565	0.0566	0.8159	0.8481	0.7917
0.0261	58.0	2610	0.0569	0.8077	0.8407	0.7829
0.0263	59.0	2655	0.0558	0.8259	0.8593	0.8009
0.025	60.0	2700	0.0554	0.8156	0.8481	0.7912
0.0239	61.0	2745	0.0559	0.8153	0.8481	0.7907
0.0235	62.0	2790	0.0547	0.8185	0.8519	0.7935
0.0227	63.0	2835	0.0540	0.8188	0.8519	0.7940
0.0215	64.0	2880	0.0538	0.8206	0.8537	0.7958
0.0216	65.0	2925	0.0536	0.8164	0.85	0.7912
0.0208	66.0	2970	0.0534	0.8164	0.85	0.7912
0.0208	67.0	3015	0.0525	0.8122	0.8444	0.7880
0.02	68.0	3060	0.0529	0.8132	0.8463	0.7884
0.0195	69.0	3105	0.0527	0.8254	0.8593	0.8
0.0188	70.0	3150	0.0522	0.8206	0.8537	0.7958
0.0183	71.0	3195	0.0525	0.8204	0.8537	0.7954
0.0179	72.0	3240	0.0519	0.8119	0.8444	0.7875
0.017	73.0	3285	0.0512	0.8193	0.8519	0.7949
0.0167	74.0	3330	0.0518	0.8101	0.8426	0.7856
0.017	75.0	3375	0.0513	0.8175	0.85	0.7931
0.0164	76.0	3420	0.0502	0.8103	0.8426	0.7861
0.0159	77.0	3465	0.0507	0.8169	0.85	0.7921
0.0154	78.0	3510	0.0515	0.8101	0.8426	0.7856
0.015	79.0	3555	0.0504	0.8151	0.8481	0.7903
0.015	80.0	3600	0.0512	0.8101	0.8426	0.7856
0.0145	81.0	3645	0.0505	0.8135	0.8463	0.7889
0.0145	82.0	3690	0.0499	0.8238	0.8574	0.7986
0.0133	83.0	3735	0.0503	0.8122	0.8444	0.7880
0.0136	84.0	3780	0.0489	0.8228	0.8556	0.7981
0.0133	85.0	3825	0.0496	0.8172	0.85	0.7926
0.0126	86.0	3870	0.0492	0.8172	0.85	0.7926
0.0121	87.0	3915	0.0494	0.8132	0.8463	0.7884
0.0119	88.0	3960	0.0496	0.8151	0.8481	0.7903
0.0119	89.0	4005	0.0492	0.8119	0.8444	0.7875
0.0116	90.0	4050	0.0492	0.8119	0.8444	0.7875
0.0112	91.0	4095	0.0491	0.8217	0.8556	0.7963
0.0113	92.0	4140	0.0488	0.8148	0.8481	0.7898
0.0106	93.0	4185	0.0491	0.8095	0.8426	0.7847
0.0105	94.0	4230	0.0490	0.8183	0.8519	0.7931
0.0101	95.0	4275	0.0489	0.8151	0.8481	0.7903
0.0102	96.0	4320	0.0495	0.8066	0.8389	0.7824
0.0099	97.0	4365	0.0486	0.8135	0.8463	0.7889
0.0096	98.0	4410	0.0480	0.8082	0.8407	0.7838
0.0095	99.0	4455	0.0496	0.8151	0.8481	0.7903
0.0089	100.0	4500	0.0494	0.8119	0.8444	0.7875
0.0091	101.0	4545	0.0490	0.8185	0.8519	0.7935
0.0087	102.0	4590	0.0492	0.8077	0.8407	0.7829
0.0085	103.0	4635	0.0484	0.8138	0.8463	0.7894
0.0083	104.0	4680	0.0490	0.8114	0.8444	0.7866
0.0087	105.0	4725	0.0486	0.8153	0.8481	0.7907
0.0079	106.0	4770	0.0492	0.8130	0.8463	0.7880
0.0076	107.0	4815	0.0491	0.8146	0.8481	0.7894
0.0078	108.0	4860	0.0492	0.8042	0.8370	0.7796
0.0076	109.0	4905	0.0479	0.8132	0.8463	0.7884
0.0074	110.0	4950	0.0498	0.8148	0.8481	0.7898
0.0074	111.0	4995	0.0501	0.8079	0.8407	0.7833
0.0073	112.0	5040	0.0496	0.8114	0.8444	0.7866
0.0069	113.0	5085	0.0497	0.8132	0.8463	0.7884
0.007	114.0	5130	0.0493	0.8119	0.8444	0.7875
0.0068	115.0	5175	0.0500	0.8061	0.8389	0.7815
0.0065	116.0	5220	0.0497	0.8098	0.8426	0.7852
0.0064	117.0	5265	0.0501	0.8066	0.8389	0.7824
0.0063	118.0	5310	0.0494	0.8183	0.8519	0.7931
0.0063	119.0	5355	0.0497	0.8135	0.8463	0.7889
0.006	120.0	5400	0.0499	0.8148	0.8481	0.7898
0.0058	121.0	5445	0.0499	0.8135	0.8463	0.7889
0.0057	122.0	5490	0.0506	0.8135	0.8463	0.7889
0.0056	123.0	5535	0.0483	0.8169	0.85	0.7921
0.0054	124.0	5580	0.0492	0.8085	0.8407	0.7843
0.0054	125.0	5625	0.0495	0.8101	0.8426	0.7856
0.0054	126.0	5670	0.0487	0.8206	0.8537	0.7958
0.0053	127.0	5715	0.0498	0.8111	0.8444	0.7861
0.005	128.0	5760	0.0487	0.8201	0.8537	0.7949
0.0051	129.0	5805	0.0493	0.8103	0.8426	0.7861
0.0049	130.0	5850	0.0493	0.8130	0.8463	0.7880
0.005	131.0	5895	0.0502	0.8061	0.8389	0.7815
0.0045	132.0	5940	0.0491	0.8135	0.8463	0.7889
0.0047	133.0	5985	0.0499	0.8098	0.8426	0.7852
0.0046	134.0	6030	0.0504	0.8135	0.8463	0.7889
0.0044	135.0	6075	0.0502	0.8079	0.8407	0.7833
0.0045	136.0	6120	0.0506	0.8114	0.8444	0.7866
0.0043	137.0	6165	0.0516	0.8114	0.8444	0.7866
0.004	138.0	6210	0.0511	0.8079	0.8407	0.7833
0.0042	139.0	6255	0.0521	0.8063	0.8389	0.7819
0.004	140.0	6300	0.0516	0.8095	0.8426	0.7847
0.004	141.0	6345	0.0502	0.8095	0.8426	0.7847
0.0038	142.0	6390	0.0498	0.8185	0.8519	0.7935
0.0039	143.0	6435	0.0509	0.8101	0.8426	0.7856
0.0038	144.0	6480	0.0515	0.8063	0.8389	0.7819
0.0037	145.0	6525	0.0497	0.8138	0.8463	0.7894
0.0035	146.0	6570	0.0510	0.8116	0.8444	0.7870
0.0038	147.0	6615	0.0507	0.8172	0.85	0.7926
0.0035	148.0	6660	0.0517	0.8206	0.8537	0.7958
0.0034	149.0	6705	0.0503	0.8188	0.8519	0.7940
0.0032	150.0	6750	0.0506	0.8204	0.8537	0.7954
0.0032	151.0	6795	0.0517	0.8212	0.8537	0.7968
0.003	152.0	6840	0.0515	0.8172	0.85	0.7926
0.0031	153.0	6885	0.0522	0.8069	0.8389	0.7829
0.003	154.0	6930	0.0514	0.8063	0.8389	0.7819
0.003	155.0	6975	0.0513	0.8135	0.8463	0.7889
0.0029	156.0	7020	0.0520	0.8093	0.8426	0.7843
0.0029	157.0	7065	0.0518	0.8159	0.8481	0.7917
0.0029	158.0	7110	0.0527	0.8026	0.8352	0.7782
0.0029	159.0	7155	0.0523	0.8172	0.85	0.7926
0.0027	160.0	7200	0.0516	0.8082	0.8407	0.7838
0.0026	161.0	7245	0.0529	0.8188	0.8519	0.7940
0.0027	162.0	7290	0.0517	0.8169	0.85	0.7921
0.0026	163.0	7335	0.0514	0.8111	0.8444	0.7861
0.0026	164.0	7380	0.0527	0.8114	0.8444	0.7866
0.0025	165.0	7425	0.0529	0.8164	0.85	0.7912
0.0024	166.0	7470	0.0522	0.8146	0.8481	0.7894
0.0025	167.0	7515	0.0547	0.8048	0.8370	0.7806
0.0024	168.0	7560	0.0530	0.8148	0.8481	0.7898
0.0023	169.0	7605	0.0523	0.8169	0.85	0.7921
0.0022	170.0	7650	0.0532	0.8148	0.8481	0.7898
0.0022	171.0	7695	0.0525	0.8220	0.8556	0.7968
0.0022	172.0	7740	0.0532	0.8132	0.8463	0.7884
0.0022	173.0	7785	0.0538	0.8095	0.8426	0.7847
0.0022	174.0	7830	0.0541	0.8220	0.8556	0.7968
0.0022	175.0	7875	0.0548	0.8116	0.8444	0.7870
0.0021	176.0	7920	0.0554	0.8132	0.8463	0.7884
0.0021	177.0	7965	0.0542	0.8151	0.8481	0.7903
0.0034	178.0	8010	0.0558	0.8077	0.8407	0.7829
0.0085	179.0	8055	0.0632	0.7971	0.8296	0.7727
0.0093	180.0	8100	0.0638	0.7910	0.8222	0.7676
0.0055	181.0	8145	0.0598	0.7960	0.8278	0.7722
0.0045	182.0	8190	0.0578	0.7989	0.8315	0.7745
0.0036	183.0	8235	0.0573	0.7937	0.8259	0.7694
0.0032	184.0	8280	0.0563	0.8026	0.8352	0.7782
0.002	185.0	8325	0.0560	0.8050	0.8370	0.7810
0.0019	186.0	8370	0.0559	0.8138	0.8463	0.7894
0.0018	187.0	8415	0.0557	0.8156	0.8481	0.7912
0.0017	188.0	8460	0.0562	0.8103	0.8426	0.7861
0.0017	189.0	8505	0.0560	0.8156	0.8481	0.7912
0.0017	190.0	8550	0.0563	0.8156	0.8481	0.7912
0.0016	191.0	8595	0.0562	0.8124	0.8444	0.7884
0.0016	192.0	8640	0.0563	0.8122	0.8444	0.7880
0.0016	193.0	8685	0.0564	0.8159	0.8481	0.7917
0.0015	194.0	8730	0.0558	0.8175	0.85	0.7931
0.0015	195.0	8775	0.0567	0.8122	0.8444	0.7880
0.0014	196.0	8820	0.0567	0.8119	0.8444	0.7875
0.0015	197.0	8865	0.0565	0.8085	0.8407	0.7843
0.0014	198.0	8910	0.0564	0.8119	0.8444	0.7875
0.0014	199.0	8955	0.0570	0.8138	0.8463	0.7894
0.0013	200.0	9000	0.0567	0.8175	0.85	0.7931
0.0013	201.0	9045	0.0574	0.8138	0.8463	0.7894
0.0014	202.0	9090	0.0575	0.8101	0.8426	0.7856
0.0013	203.0	9135	0.0567	0.8172	0.85	0.7926
0.0014	204.0	9180	0.0597	0.8048	0.8370	0.7806
0.0014	205.0	9225	0.0598	0.8079	0.8407	0.7833
0.0013	206.0	9270	0.0596	0.8111	0.8444	0.7861
0.0013	207.0	9315	0.0593	0.8061	0.8389	0.7815
0.0015	208.0	9360	0.0580	0.8013	0.8333	0.7773
0.0013	209.0	9405	0.0586	0.8116	0.8444	0.7870
0.0012	210.0	9450	0.0590	0.8085	0.8407	0.7843
0.0012	211.0	9495	0.0591	0.8066	0.8389	0.7824
0.0011	212.0	9540	0.0587	0.8085	0.8407	0.7843
0.0011	213.0	9585	0.0593	0.8050	0.8370	0.7810
0.0011	214.0	9630	0.0591	0.8087	0.8407	0.7847
0.0011	215.0	9675	0.0593	0.8069	0.8389	0.7829
0.0011	216.0	9720	0.0599	0.8101	0.8426	0.7856
0.001	217.0	9765	0.0594	0.8085	0.8407	0.7843
0.0011	218.0	9810	0.0590	0.8085	0.8407	0.7843
0.001	219.0	9855	0.0595	0.8069	0.8389	0.7829
0.001	220.0	9900	0.0598	0.8116	0.8444	0.7870
0.001	221.0	9945	0.0594	0.8085	0.8407	0.7843
0.0009	222.0	9990	0.0595	0.8101	0.8426	0.7856
0.0009	223.0	10035	0.0594	0.8085	0.8407	0.7843
0.001	224.0	10080	0.0598	0.8103	0.8426	0.7861
0.001	225.0	10125	0.0591	0.8087	0.8407	0.7847
0.0009	226.0	10170	0.0598	0.8101	0.8426	0.7856
0.0009	227.0	10215	0.0599	0.8071	0.8389	0.7833
0.0009	228.0	10260	0.0606	0.8087	0.8407	0.7847
0.0009	229.0	10305	0.0607	0.8085	0.8407	0.7843
0.0009	230.0	10350	0.0613	0.8103	0.8426	0.7861
0.0013	231.0	10395	0.0609	0.8069	0.8389	0.7829
0.001	232.0	10440	0.0627	0.8032	0.8352	0.7792
0.0023	233.0	10485	0.0644	0.8029	0.8352	0.7787
0.0052	234.0	10530	0.0662	0.7873	0.8185	0.7639
0.0035	235.0	10575	0.0667	0.7992	0.8315	0.775
0.0038	236.0	10620	0.0646	0.8087	0.8407	0.7847
0.0025	237.0	10665	0.0635	0.7992	0.8315	0.775
0.0012	238.0	10710	0.0663	0.7966	0.8296	0.7718
0.0011	239.0	10755	0.0653	0.7955	0.8278	0.7713
0.001	240.0	10800	0.0658	0.7974	0.8296	0.7731
0.0009	241.0	10845	0.0653	0.8008	0.8333	0.7764
0.0009	242.0	10890	0.0653	0.7992	0.8315	0.775
0.0008	243.0	10935	0.0652	0.8042	0.8370	0.7796
0.0008	244.0	10980	0.0644	0.8026	0.8352	0.7782
0.0008	245.0	11025	0.0646	0.8058	0.8389	0.7810
0.0007	246.0	11070	0.0646	0.8026	0.8352	0.7782
0.0007	247.0	11115	0.0647	0.8008	0.8333	0.7764
0.0007	248.0	11160	0.0647	0.8008	0.8333	0.7764
0.0007	249.0	11205	0.0647	0.8024	0.8352	0.7778
0.0007	250.0	11250	0.0647	0.8077	0.8407	0.7829
0.0006	251.0	11295	0.0646	0.8090	0.8426	0.7838
0.0007	252.0	11340	0.0644	0.8058	0.8389	0.7810
0.0007	253.0	11385	0.0645	0.8056	0.8389	0.7806
0.0006	254.0	11430	0.0646	0.8058	0.8389	0.7810
0.0006	255.0	11475	0.0646	0.8061	0.8389	0.7815
0.0006	256.0	11520	0.0642	0.8040	0.8370	0.7792
0.0006	257.0	11565	0.0650	0.8040	0.8370	0.7792
0.0006	258.0	11610	0.0648	0.8040	0.8370	0.7792
0.0006	259.0	11655	0.0652	0.8058	0.8389	0.7810
0.0006	260.0	11700	0.0653	0.8077	0.8407	0.7829
0.0006	261.0	11745	0.0651	0.8042	0.8370	0.7796
0.0006	262.0	11790	0.0654	0.8093	0.8426	0.7843
0.0006	263.0	11835	0.0655	0.8061	0.8389	0.7815
0.0006	264.0	11880	0.0656	0.8040	0.8370	0.7792
0.0005	265.0	11925	0.0659	0.8042	0.8370	0.7796
0.0005	266.0	11970	0.0659	0.8095	0.8426	0.7847
0.0006	267.0	12015	0.0664	0.8074	0.8407	0.7824
0.0005	268.0	12060	0.0660	0.8071	0.8407	0.7819
0.0006	269.0	12105	0.0665	0.8026	0.8352	0.7782
0.0005	270.0	12150	0.0661	0.8056	0.8389	0.7806
0.0005	271.0	12195	0.0666	0.8061	0.8389	0.7815
0.0009	272.0	12240	0.0687	0.7989	0.8315	0.7745
0.0007	273.0	12285	0.0666	0.8111	0.8444	0.7861
0.0008	274.0	12330	0.0652	0.8148	0.8481	0.7898
0.0006	275.0	12375	0.0663	0.8077	0.8407	0.7829
0.0005	276.0	12420	0.0666	0.8093	0.8426	0.7843
0.0005	277.0	12465	0.0662	0.8074	0.8407	0.7824
0.0005	278.0	12510	0.0671	0.8058	0.8389	0.7810
0.0005	279.0	12555	0.0667	0.8074	0.8407	0.7824
0.0005	280.0	12600	0.0673	0.8058	0.8389	0.7810
0.0005	281.0	12645	0.0674	0.8077	0.8407	0.7829
0.0004	282.0	12690	0.0672	0.8077	0.8407	0.7829
0.0005	283.0	12735	0.0671	0.8061	0.8389	0.7815
0.0004	284.0	12780	0.0674	0.8077	0.8407	0.7829
0.0004	285.0	12825	0.0671	0.8061	0.8389	0.7815
0.0004	286.0	12870	0.0675	0.8061	0.8389	0.7815
0.0004	287.0	12915	0.0675	0.8077	0.8407	0.7829
0.0004	288.0	12960	0.0676	0.8093	0.8426	0.7843
0.0004	289.0	13005	0.0674	0.8093	0.8426	0.7843
0.0004	290.0	13050	0.0673	0.8061	0.8389	0.7815
0.0004	291.0	13095	0.0683	0.8077	0.8407	0.7829
0.0004	292.0	13140	0.0678	0.8077	0.8407	0.7829
0.0004	293.0	13185	0.0678	0.8061	0.8389	0.7815
0.0004	294.0	13230	0.0687	0.8108	0.8444	0.7856
0.0004	295.0	13275	0.0676	0.8093	0.8426	0.7843
0.0004	296.0	13320	0.0675	0.8077	0.8407	0.7829
0.0004	297.0	13365	0.0680	0.8077	0.8407	0.7829
0.0004	298.0	13410	0.0680	0.8093	0.8426	0.7843
0.0004	299.0	13455	0.0683	0.8077	0.8407	0.7829
0.0004	300.0	13500	0.0686	0.8093	0.8426	0.7843
0.0004	301.0	13545	0.0694	0.8077	0.8407	0.7829
0.0014	302.0	13590	0.0756	0.7884	0.8204	0.7644
0.006	303.0	13635	0.0773	0.7701	0.8019	0.7463
0.0064	304.0	13680	0.0677	0.7981	0.8315	0.7731
0.0038	305.0	13725	0.0713	0.8032	0.8352	0.7792
0.0015	306.0	13770	0.0685	0.8032	0.8352	0.7792
0.0008	307.0	13815	0.0691	0.8029	0.8352	0.7787
0.0007	308.0	13860	0.0675	0.8063	0.8389	0.7819
0.0005	309.0	13905	0.0683	0.8061	0.8389	0.7815
0.0005	310.0	13950	0.0684	0.8079	0.8407	0.7833
0.0005	311.0	13995	0.0682	0.8061	0.8389	0.7815
0.0004	312.0	14040	0.0684	0.8061	0.8389	0.7815
0.0004	313.0	14085	0.0688	0.8098	0.8426	0.7852
0.0005	314.0	14130	0.0688	0.8061	0.8389	0.7815
0.0006	315.0	14175	0.0727	0.8026	0.8352	0.7782
0.0004	316.0	14220	0.0693	0.8063	0.8389	0.7819
0.0004	317.0	14265	0.0688	0.8098	0.8426	0.7852
0.0004	318.0	14310	0.0687	0.8079	0.8407	0.7833
0.0004	319.0	14355	0.0687	0.8114	0.8444	0.7866
0.0004	320.0	14400	0.0688	0.8148	0.8481	0.7898
0.0004	321.0	14445	0.0687	0.8130	0.8463	0.7880
0.0004	322.0	14490	0.0689	0.8114	0.8444	0.7866
0.0003	323.0	14535	0.0689	0.8114	0.8444	0.7866
0.0004	324.0	14580	0.0709	0.8029	0.8352	0.7787
0.0004	325.0	14625	0.0704	0.8029	0.8352	0.7787
0.0004	326.0	14670	0.0709	0.8048	0.8370	0.7806
0.0003	327.0	14715	0.0710	0.8063	0.8389	0.7819
0.0003	328.0	14760	0.0714	0.8063	0.8389	0.7819
0.0003	329.0	14805	0.0709	0.8063	0.8389	0.7819
0.0003	330.0	14850	0.0713	0.8063	0.8389	0.7819
0.0003	331.0	14895	0.0710	0.8063	0.8389	0.7819
0.0003	332.0	14940	0.0712	0.8063	0.8389	0.7819
0.0003	333.0	14985	0.0712	0.8095	0.8426	0.7847
0.0003	334.0	15030	0.0716	0.8095	0.8426	0.7847
0.0003	335.0	15075	0.0716	0.8114	0.8444	0.7866
0.0003	336.0	15120	0.0711	0.8114	0.8444	0.7866
0.0003	337.0	15165	0.0709	0.8095	0.8426	0.7847
0.0003	338.0	15210	0.0705	0.8114	0.8444	0.7866
0.0003	339.0	15255	0.0710	0.8098	0.8426	0.7852
0.0003	340.0	15300	0.0714	0.8114	0.8444	0.7866
0.0003	341.0	15345	0.0711	0.8132	0.8463	0.7884
0.0003	342.0	15390	0.0716	0.8132	0.8463	0.7884
0.0003	343.0	15435	0.0714	0.8132	0.8463	0.7884
0.0003	344.0	15480	0.0726	0.8116	0.8444	0.7870
0.0003	345.0	15525	0.0731	0.8132	0.8463	0.7884
0.0002	346.0	15570	0.0726	0.8114	0.8444	0.7866
0.0003	347.0	15615	0.0733	0.8116	0.8444	0.7870
0.0002	348.0	15660	0.0731	0.8098	0.8426	0.7852
0.0002	349.0	15705	0.0733	0.8098	0.8426	0.7852
0.0002	350.0	15750	0.0732	0.8116	0.8444	0.7870
0.0002	351.0	15795	0.0727	0.8098	0.8426	0.7852
0.0003	352.0	15840	0.0723	0.8116	0.8444	0.7870
0.0003	353.0	15885	0.0743	0.8048	0.8370	0.7806
0.0003	354.0	15930	0.0734	0.8085	0.8407	0.7843
0.0003	355.0	15975	0.0729	0.8116	0.8444	0.7870
0.0003	356.0	16020	0.0734	0.8132	0.8463	0.7884
0.0002	357.0	16065	0.0732	0.8132	0.8463	0.7884
0.0002	358.0	16110	0.0737	0.8132	0.8463	0.7884
0.0002	359.0	16155	0.0736	0.8132	0.8463	0.7884
0.0002	360.0	16200	0.0734	0.8116	0.8444	0.7870
0.0002	361.0	16245	0.0737	0.8119	0.8444	0.7875
0.0002	362.0	16290	0.0738	0.8119	0.8444	0.7875
0.0002	363.0	16335	0.0736	0.8116	0.8444	0.7870
0.0002	364.0	16380	0.0741	0.8101	0.8426	0.7856
0.0002	365.0	16425	0.0737	0.8132	0.8463	0.7884
0.0002	366.0	16470	0.0742	0.8132	0.8463	0.7884
0.0002	367.0	16515	0.0740	0.8116	0.8444	0.7870
0.0002	368.0	16560	0.0741	0.8151	0.8481	0.7903
0.0002	369.0	16605	0.0746	0.8116	0.8444	0.7870
0.0002	370.0	16650	0.0751	0.8101	0.8426	0.7856
0.0002	371.0	16695	0.0746	0.8116	0.8444	0.7870
0.0002	372.0	16740	0.0745	0.8116	0.8444	0.7870
0.0002	373.0	16785	0.0747	0.8132	0.8463	0.7884
0.0002	374.0	16830	0.0749	0.8132	0.8463	0.7884
0.0002	375.0	16875	0.0754	0.8132	0.8463	0.7884
0.0002	376.0	16920	0.0749	0.8132	0.8463	0.7884
0.0002	377.0	16965	0.0749	0.8132	0.8463	0.7884
0.0002	378.0	17010	0.0738	0.8082	0.8407	0.7838
0.0002	379.0	17055	0.0735	0.8098	0.8426	0.7852
0.0002	380.0	17100	0.0741	0.8132	0.8463	0.7884
0.0002	381.0	17145	0.0744	0.8116	0.8444	0.7870
0.0002	382.0	17190	0.0748	0.8132	0.8463	0.7884
0.0002	383.0	17235	0.0747	0.8132	0.8463	0.7884
0.0002	384.0	17280	0.0753	0.8132	0.8463	0.7884
0.0002	385.0	17325	0.0757	0.8095	0.8426	0.7847
0.0016	386.0	17370	0.0794	0.8048	0.8370	0.7806
0.0034	387.0	17415	0.0756	0.7971	0.8315	0.7713
0.0018	388.0	17460	0.0799	0.7987	0.8315	0.7741
0.0013	389.0	17505	0.0766	0.8058	0.8389	0.7810
0.0045	390.0	17550	0.0837	0.7656	0.7963	0.7426
0.0028	391.0	17595	0.0772	0.7923	0.8241	0.7685
0.0029	392.0	17640	0.0767	0.7995	0.8315	0.7755
0.0005	393.0	17685	0.0777	0.7974	0.8296	0.7731
0.0005	394.0	17730	0.0772	0.7992	0.8315	0.775
0.0003	395.0	17775	0.0748	0.8079	0.8407	0.7833
0.0003	396.0	17820	0.0753	0.8082	0.8407	0.7838
0.0003	397.0	17865	0.0761	0.8066	0.8389	0.7824
0.0002	398.0	17910	0.0762	0.8079	0.8407	0.7833
0.0002	399.0	17955	0.0763	0.8048	0.8370	0.7806
0.0003	400.0	18000	0.0762	0.8032	0.8352	0.7792
0.0002	401.0	18045	0.0762	0.8032	0.8352	0.7792
0.0002	402.0	18090	0.0765	0.8048	0.8370	0.7806
0.0002	403.0	18135	0.0762	0.8048	0.8370	0.7806
0.0002	404.0	18180	0.0763	0.8029	0.8352	0.7787
0.0002	405.0	18225	0.0767	0.8029	0.8352	0.7787
0.0002	406.0	18270	0.0765	0.8029	0.8352	0.7787
0.0002	407.0	18315	0.0768	0.8013	0.8333	0.7773
0.0002	408.0	18360	0.0771	0.8029	0.8352	0.7787
0.0017	409.0	18405	0.0776	0.7934	0.8259	0.7690
0.0006	410.0	18450	0.0787	0.7902	0.8222	0.7662
0.0003	411.0	18495	0.0768	0.8037	0.8370	0.7787
0.0003	412.0	18540	0.0781	0.8024	0.8352	0.7778
0.0002	413.0	18585	0.0792	0.8042	0.8370	0.7796
0.0002	414.0	18630	0.0797	0.8008	0.8333	0.7764
0.0002	415.0	18675	0.0791	0.7937	0.8259	0.7694
0.0002	416.0	18720	0.0794	0.7974	0.8296	0.7731
0.0002	417.0	18765	0.0789	0.8005	0.8333	0.7759
0.0002	418.0	18810	0.0791	0.8008	0.8333	0.7764
0.0002	419.0	18855	0.0791	0.7974	0.8296	0.7731
0.0002	420.0	18900	0.0792	0.8008	0.8333	0.7764
0.0002	421.0	18945	0.0796	0.8008	0.8333	0.7764
0.0002	422.0	18990	0.0792	0.7971	0.8296	0.7727
0.0003	423.0	19035	0.0802	0.7974	0.8296	0.7731
0.0011	424.0	19080	0.0803	0.7873	0.8204	0.7625
0.0005	425.0	19125	0.0803	0.7987	0.8315	0.7741
0.0012	426.0	19170	0.0800	0.7937	0.8259	0.7694
0.0003	427.0	19215	0.0765	0.8024	0.8352	0.7778
0.0014	428.0	19260	0.0790	0.7974	0.8296	0.7731
0.0003	429.0	19305	0.0795	0.8042	0.8370	0.7796
0.0002	430.0	19350	0.0784	0.8093	0.8426	0.7843
0.0002	431.0	19395	0.0797	0.8040	0.8370	0.7792
0.0002	432.0	19440	0.0796	0.8040	0.8370	0.7792
0.0002	433.0	19485	0.0799	0.8005	0.8333	0.7759
0.0002	434.0	19530	0.0800	0.8024	0.8352	0.7778
0.0002	435.0	19575	0.0803	0.8026	0.8352	0.7782
0.0002	436.0	19620	0.0802	0.8008	0.8333	0.7764
0.0002	437.0	19665	0.0801	0.8042	0.8370	0.7796
0.0002	438.0	19710	0.0804	0.8079	0.8407	0.7833
0.0002	439.0	19755	0.0806	0.8008	0.8333	0.7764
0.0002	440.0	19800	0.0805	0.8024	0.8352	0.7778
0.0001	441.0	19845	0.0803	0.7989	0.8315	0.7745
0.0002	442.0	19890	0.0799	0.8008	0.8333	0.7764
0.0001	443.0	19935	0.0801	0.8008	0.8333	0.7764
0.0002	444.0	19980	0.0806	0.8026	0.8352	0.7782
0.0001	445.0	20025	0.0806	0.8008	0.8333	0.7764
0.0001	446.0	20070	0.0809	0.8008	0.8333	0.7764
0.0001	447.0	20115	0.0806	0.8026	0.8352	0.7782
0.0001	448.0	20160	0.0805	0.8008	0.8333	0.7764
0.0001	449.0	20205	0.0805	0.8008	0.8333	0.7764
0.0001	450.0	20250	0.0805	0.8045	0.8370	0.7801
0.0001	451.0	20295	0.0807	0.8026	0.8352	0.7782
0.0001	452.0	20340	0.0803	0.8026	0.8352	0.7782
0.0001	453.0	20385	0.0803	0.8045	0.8370	0.7801
0.0001	454.0	20430	0.0806	0.8045	0.8370	0.7801
0.0001	455.0	20475	0.0806	0.8045	0.8370	0.7801
0.0001	456.0	20520	0.0803	0.8061	0.8389	0.7815
0.0001	457.0	20565	0.0805	0.8061	0.8389	0.7815
0.0001	458.0	20610	0.0807	0.8026	0.8352	0.7782
0.0001	459.0	20655	0.0811	0.8026	0.8352	0.7782
0.0001	460.0	20700	0.0810	0.8042	0.8370	0.7796
0.0001	461.0	20745	0.0810	0.8042	0.8370	0.7796
0.0001	462.0	20790	0.0808	0.8042	0.8370	0.7796
0.0001	463.0	20835	0.0808	0.8042	0.8370	0.7796
0.0001	464.0	20880	0.0808	0.8042	0.8370	0.7796
0.0001	465.0	20925	0.0801	0.8045	0.8370	0.7801
0.0001	466.0	20970	0.0804	0.8026	0.8352	0.7782
0.0001	467.0	21015	0.0805	0.8026	0.8352	0.7782
0.0001	468.0	21060	0.0806	0.8045	0.8370	0.7801
0.0001	469.0	21105	0.0810	0.8045	0.8370	0.7801
0.0001	470.0	21150	0.0811	0.8026	0.8352	0.7782
0.0001	471.0	21195	0.0812	0.8026	0.8352	0.7782
0.0001	472.0	21240	0.0810	0.8061	0.8389	0.7815
0.0001	473.0	21285	0.0813	0.8045	0.8370	0.7801
0.0001	474.0	21330	0.0812	0.8029	0.8352	0.7787
0.0001	475.0	21375	0.0813	0.8029	0.8352	0.7787
0.0001	476.0	21420	0.0811	0.7992	0.8315	0.775
0.0001	477.0	21465	0.0814	0.8061	0.8389	0.7815
0.0001	478.0	21510	0.0821	0.8026	0.8352	0.7782
0.0001	479.0	21555	0.0823	0.8008	0.8333	0.7764
0.0001	480.0	21600	0.0816	0.8026	0.8352	0.7782
0.0001	481.0	21645	0.0816	0.8026	0.8352	0.7782
0.0001	482.0	21690	0.0821	0.8026	0.8352	0.7782
0.0001	483.0	21735	0.0821	0.8045	0.8370	0.7801
0.0001	484.0	21780	0.0820	0.8061	0.8389	0.7815
0.0001	485.0	21825	0.0815	0.8061	0.8389	0.7815
0.0001	486.0	21870	0.0815	0.8079	0.8407	0.7833
0.0001	487.0	21915	0.0820	0.8079	0.8407	0.7833
0.0001	488.0	21960	0.0824	0.8079	0.8407	0.7833
0.0001	489.0	22005	0.0819	0.8079	0.8407	0.7833
0.0001	490.0	22050	0.0818	0.8079	0.8407	0.7833
0.0001	491.0	22095	0.0822	0.8079	0.8407	0.7833
0.0001	492.0	22140	0.0816	0.8079	0.8407	0.7833
0.0001	493.0	22185	0.0822	0.8063	0.8389	0.7819
0.0001	494.0	22230	0.0821	0.8077	0.8407	0.7829
0.0001	495.0	22275	0.0822	0.8079	0.8407	0.7833
0.0001	496.0	22320	0.0816	0.8095	0.8426	0.7847
0.0001	497.0	22365	0.0821	0.8077	0.8407	0.7829
0.0001	498.0	22410	0.0822	0.8130	0.8463	0.7880
0.0001	499.0	22455	0.0825	0.8130	0.8463	0.7880
0.0001	500.0	22500	0.0828	0.8063	0.8389	0.7819
0.0001	501.0	22545	0.0825	0.8082	0.8407	0.7838
0.0001	502.0	22590	0.0826	0.8063	0.8389	0.7819
0.0001	503.0	22635	0.0827	0.8098	0.8426	0.7852
0.0001	504.0	22680	0.0833	0.8079	0.8407	0.7833
0.0001	505.0	22725	0.0834	0.8079	0.8407	0.7833
0.0001	506.0	22770	0.0833	0.8079	0.8407	0.7833
0.0001	507.0	22815	0.0830	0.8079	0.8407	0.7833
0.0001	508.0	22860	0.0834	0.8079	0.8407	0.7833
0.0001	509.0	22905	0.0836	0.8095	0.8426	0.7847
0.0001	510.0	22950	0.0841	0.8045	0.8370	0.7801
0.0001	511.0	22995	0.0836	0.8045	0.8370	0.7801
0.0001	512.0	23040	0.0838	0.8101	0.8426	0.7856
0.0001	513.0	23085	0.0837	0.8079	0.8407	0.7833
0.0001	514.0	23130	0.0836	0.8095	0.8426	0.7847
0.0001	515.0	23175	0.0837	0.8061	0.8389	0.7815
0.0001	516.0	23220	0.0836	0.8061	0.8389	0.7815
0.0001	517.0	23265	0.0835	0.8048	0.8370	0.7806
0.0001	518.0	23310	0.0842	0.8042	0.8370	0.7796
0.0001	519.0	23355	0.0835	0.8077	0.8407	0.7829
0.0001	520.0	23400	0.0840	0.8098	0.8426	0.7852
0.0001	521.0	23445	0.0830	0.8114	0.8444	0.7866
0.0001	522.0	23490	0.0833	0.8111	0.8444	0.7861
0.0001	523.0	23535	0.0840	0.8093	0.8426	0.7843
0.0001	524.0	23580	0.0842	0.8061	0.8389	0.7815
0.0001	525.0	23625	0.0846	0.8082	0.8407	0.7838
0.0001	526.0	23670	0.0837	0.8095	0.8426	0.7847
0.0011	527.0	23715	0.0843	0.7971	0.8296	0.7727
0.0027	528.0	23760	0.0808	0.8058	0.8389	0.7810
0.0017	529.0	23805	0.0800	0.8111	0.8444	0.7861
0.0027	530.0	23850	0.0799	0.8071	0.8407	0.7819
0.0006	531.0	23895	0.0807	0.8071	0.8407	0.7819
0.0002	532.0	23940	0.0803	0.8180	0.8519	0.7926
0.0001	533.0	23985	0.0795	0.8148	0.8481	0.7898
0.0001	534.0	24030	0.0794	0.8146	0.8481	0.7894
0.0001	535.0	24075	0.0795	0.8180	0.8519	0.7926
0.0001	536.0	24120	0.0799	0.8180	0.8519	0.7926
0.0001	537.0	24165	0.0798	0.8146	0.8481	0.7894
0.0001	538.0	24210	0.0800	0.8127	0.8463	0.7875
0.0001	539.0	24255	0.0803	0.8143	0.8481	0.7889
0.0001	540.0	24300	0.0806	0.8217	0.8556	0.7963
0.0001	541.0	24345	0.0804	0.8183	0.8519	0.7931
0.0001	542.0	24390	0.0803	0.8167	0.85	0.7917
0.0001	543.0	24435	0.0804	0.8183	0.8519	0.7931
0.0001	544.0	24480	0.0805	0.8183	0.8519	0.7931
0.0001	545.0	24525	0.0803	0.8201	0.8537	0.7949
0.0001	546.0	24570	0.0804	0.8220	0.8556	0.7968
0.0001	547.0	24615	0.0807	0.8220	0.8556	0.7968
0.0001	548.0	24660	0.0809	0.8204	0.8537	0.7954
0.0001	549.0	24705	0.0809	0.8204	0.8537	0.7954
0.0001	550.0	24750	0.0808	0.8204	0.8537	0.7954
0.0001	551.0	24795	0.0809	0.8167	0.85	0.7917
0.0001	552.0	24840	0.0804	0.8183	0.8519	0.7931
0.0001	553.0	24885	0.0808	0.8220	0.8556	0.7968
0.0001	554.0	24930	0.0812	0.8185	0.8519	0.7935
0.0001	555.0	24975	0.0811	0.8167	0.85	0.7917
0.0002	556.0	25020	0.0804	0.8220	0.8556	0.7968
0.0002	557.0	25065	0.0827	0.8183	0.8519	0.7931
0.0001	558.0	25110	0.0836	0.8146	0.8481	0.7894
0.0001	559.0	25155	0.0830	0.8127	0.8463	0.7875
0.0001	560.0	25200	0.0830	0.8146	0.8481	0.7894
0.0001	561.0	25245	0.0828	0.8146	0.8481	0.7894
0.0001	562.0	25290	0.0831	0.8132	0.8463	0.7884
0.0001	563.0	25335	0.0831	0.8148	0.8481	0.7898
0.0001	564.0	25380	0.0841	0.8093	0.8426	0.7843
0.0017	565.0	25425	0.0847	0.8053	0.8389	0.7801
0.0003	566.0	25470	0.0840	0.8021	0.8352	0.7773
0.0003	567.0	25515	0.0844	0.8005	0.8333	0.7759
0.0001	568.0	25560	0.0848	0.8021	0.8352	0.7773
0.0001	569.0	25605	0.0847	0.8071	0.8407	0.7819
0.0001	570.0	25650	0.0848	0.8037	0.8370	0.7787
0.0001	571.0	25695	0.0842	0.8056	0.8389	0.7806
0.0001	572.0	25740	0.0846	0.8056	0.8389	0.7806
0.0001	573.0	25785	0.0844	0.8074	0.8407	0.7824
0.0001	574.0	25830	0.0849	0.8074	0.8407	0.7824
0.0001	575.0	25875	0.0853	0.8074	0.8407	0.7824
0.0001	576.0	25920	0.0853	0.8090	0.8426	0.7838
0.0001	577.0	25965	0.0852	0.8090	0.8426	0.7838
0.0001	578.0	26010	0.0855	0.8087	0.8426	0.7833
0.0001	579.0	26055	0.0854	0.8106	0.8444	0.7852
0.0001	580.0	26100	0.0852	0.8143	0.8481	0.7889
0.0001	581.0	26145	0.0852	0.8143	0.8481	0.7889
0.0001	582.0	26190	0.0853	0.8161	0.85	0.7907
0.0001	583.0	26235	0.0851	0.8143	0.8481	0.7889
0.0001	584.0	26280	0.0853	0.8180	0.8519	0.7926
0.0001	585.0	26325	0.0854	0.8161	0.85	0.7907
0.0001	586.0	26370	0.0852	0.8143	0.8481	0.7889
0.0001	587.0	26415	0.0851	0.8161	0.85	0.7907
0.0001	588.0	26460	0.0852	0.8127	0.8463	0.7875
0.0001	589.0	26505	0.0851	0.8161	0.85	0.7907
0.0001	590.0	26550	0.0854	0.8161	0.85	0.7907
0.0001	591.0	26595	0.0854	0.8130	0.8463	0.7880
0.0001	592.0	26640	0.0857	0.8130	0.8463	0.7880
0.0001	593.0	26685	0.0857	0.8130	0.8463	0.7880
0.0001	594.0	26730	0.0856	0.8130	0.8463	0.7880
0.0001	595.0	26775	0.0856	0.8130	0.8463	0.7880
0.0001	596.0	26820	0.0854	0.8146	0.8481	0.7894
0.0001	597.0	26865	0.0855	0.8146	0.8481	0.7894
0.0001	598.0	26910	0.0858	0.8130	0.8463	0.7880
0.0001	599.0	26955	0.0857	0.8111	0.8444	0.7861
0.0001	600.0	27000	0.0877	0.8098	0.8426	0.7852
0.0001	601.0	27045	0.0826	0.8098	0.8426	0.7852
0.0004	602.0	27090	0.0831	0.8029	0.8352	0.7787
0.0004	603.0	27135	0.0868	0.8003	0.8333	0.7755
0.0006	604.0	27180	0.0869	0.8026	0.8352	0.7782
0.0013	605.0	27225	0.0812	0.8079	0.8407	0.7833
0.0003	606.0	27270	0.0818	0.8056	0.8389	0.7806
0.0013	607.0	27315	0.0785	0.8071	0.8407	0.7819
0.0001	608.0	27360	0.0807	0.8053	0.8389	0.7801
0.0001	609.0	27405	0.0825	0.8071	0.8407	0.7819
0.0001	610.0	27450	0.0823	0.8071	0.8407	0.7819
0.0001	611.0	27495	0.0823	0.8122	0.8463	0.7866
0.0001	612.0	27540	0.0824	0.8122	0.8463	0.7866
0.0001	613.0	27585	0.0824	0.8122	0.8463	0.7866
0.0001	614.0	27630	0.0824	0.8122	0.8463	0.7866
0.0001	615.0	27675	0.0825	0.8087	0.8426	0.7833
0.0001	616.0	27720	0.0826	0.8087	0.8426	0.7833
0.0001	617.0	27765	0.0823	0.8106	0.8444	0.7852
0.0003	618.0	27810	0.0855	0.8056	0.8389	0.7806
0.0003	619.0	27855	0.0830	0.8167	0.85	0.7917
0.0001	620.0	27900	0.0861	0.8061	0.8389	0.7815
0.0001	621.0	27945	0.0856	0.8095	0.8426	0.7847
0.0003	622.0	27990	0.0848	0.8116	0.8444	0.7870
0.0001	623.0	28035	0.0861	0.8116	0.8444	0.7870
0.0001	624.0	28080	0.0852	0.8116	0.8444	0.7870
0.0001	625.0	28125	0.0852	0.8116	0.8444	0.7870
0.0001	626.0	28170	0.0853	0.8116	0.8444	0.7870
0.0001	627.0	28215	0.0851	0.8116	0.8444	0.7870
0.0001	628.0	28260	0.0849	0.8132	0.8463	0.7884
0.0001	629.0	28305	0.0847	0.8132	0.8463	0.7884
0.0001	630.0	28350	0.0847	0.8148	0.8481	0.7898
0.0001	631.0	28395	0.0847	0.8148	0.8481	0.7898
0.0001	632.0	28440	0.0849	0.8148	0.8481	0.7898
0.0001	633.0	28485	0.0851	0.8132	0.8463	0.7884
0.0001	634.0	28530	0.0851	0.8132	0.8463	0.7884
0.0001	635.0	28575	0.0846	0.8148	0.8481	0.7898
0.0001	636.0	28620	0.0848	0.8151	0.8481	0.7903
0.0001	637.0	28665	0.0849	0.8169	0.85	0.7921
0.0001	638.0	28710	0.0851	0.8169	0.85	0.7921
0.0007	639.0	28755	0.0857	0.8148	0.8481	0.7898
0.0001	640.0	28800	0.0859	0.8132	0.8463	0.7884
0.0001	641.0	28845	0.0852	0.8151	0.8481	0.7903
0.0001	642.0	28890	0.0851	0.8151	0.8481	0.7903
0.0001	643.0	28935	0.0851	0.8151	0.8481	0.7903
0.0001	644.0	28980	0.0852	0.8151	0.8481	0.7903
0.0001	645.0	29025	0.0850	0.8151	0.8481	0.7903
0.0001	646.0	29070	0.0853	0.8151	0.8481	0.7903
0.0001	647.0	29115	0.0861	0.8116	0.8444	0.7870
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0.0001	649.0	29205	0.0862	0.8116	0.8444	0.7870
0.0001	650.0	29250	0.0863	0.8151	0.8481	0.7903
0.0001	651.0	29295	0.0864	0.8151	0.8481	0.7903
0.0001	652.0	29340	0.0864	0.8151	0.8481	0.7903
0.0001	653.0	29385	0.0864	0.8151	0.8481	0.7903
0.0001	654.0	29430	0.0865	0.8169	0.85	0.7921
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0.0001	656.0	29520	0.0863	0.8098	0.8426	0.7852
0.0001	657.0	29565	0.0861	0.8098	0.8426	0.7852
0.0001	658.0	29610	0.0862	0.8098	0.8426	0.7852
0.0001	659.0	29655	0.0859	0.8098	0.8426	0.7852
0.0001	660.0	29700	0.0859	0.8098	0.8426	0.7852
0.0001	661.0	29745	0.0852	0.8079	0.8407	0.7833
0.0001	662.0	29790	0.0845	0.8167	0.85	0.7917
0.0001	663.0	29835	0.0848	0.8130	0.8463	0.7880
0.0001	664.0	29880	0.0851	0.8148	0.8481	0.7898
0.0001	665.0	29925	0.0850	0.8132	0.8463	0.7884
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0.0001	672.0	30240	0.0854	0.8132	0.8463	0.7884
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0.0001	676.0	30420	0.0857	0.8132	0.8463	0.7884
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0.0001	686.0	30870	0.0861	0.8132	0.8463	0.7884
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0.0	750.0	33750	0.0871	0.8222	0.8556	0.7972
0.0	751.0	33795	0.0875	0.8185	0.8519	0.7935
0.0	752.0	33840	0.0874	0.8169	0.8500	0.7921
0.0	753.0	33885	0.0874	0.8151	0.8481	0.7903
0.0	754.0	33930	0.0878	0.8169	0.85	0.7921
0.0	755.0	33975	0.0875	0.8135	0.8463	0.7889
0.0	756.0	34020	0.0878	0.8135	0.8463	0.7889
0.0	757.0	34065	0.0876	0.8116	0.8444	0.7870
0.0	758.0	34110	0.0879	0.8153	0.8481	0.7907
0.0	759.0	34155	0.0879	0.8169	0.85	0.7921
0.0	760.0	34200	0.0877	0.8169	0.85	0.7921
0.0	761.0	34245	0.0881	0.8169	0.85	0.7921
0.0	762.0	34290	0.0881	0.8169	0.85	0.7921
0.0	763.0	34335	0.0879	0.8135	0.8463	0.7889
0.0	764.0	34380	0.0879	0.8204	0.8537	0.7954
0.0	765.0	34425	0.0880	0.8185	0.8519	0.7935
0.0	766.0	34470	0.0875	0.8148	0.8481	0.7898
0.0	767.0	34515	0.0883	0.8167	0.85	0.7917
0.0	768.0	34560	0.0888	0.8151	0.8481	0.7903
0.0	769.0	34605	0.0882	0.8185	0.8519	0.7935
0.0	770.0	34650	0.0881	0.8222	0.8556	0.7972
0.0	771.0	34695	0.0888	0.8225	0.8556	0.7977
0.0	772.0	34740	0.0884	0.8185	0.8519	0.7935
0.0	773.0	34785	0.0878	0.8206	0.8537	0.7958
0.0	774.0	34830	0.0881	0.8220	0.8556	0.7968
0.0	775.0	34875	0.0870	0.8204	0.8537	0.7954
0.0	776.0	34920	0.0889	0.8217	0.8556	0.7963
0.0	777.0	34965	0.0883	0.8214	0.8556	0.7958
0.0001	778.0	35010	0.0805	0.8198	0.8537	0.7944
0.0005	779.0	35055	0.0889	0.8138	0.8463	0.7894
0.0002	780.0	35100	0.0905	0.8146	0.8481	0.7894
0.0001	781.0	35145	0.0889	0.8220	0.8556	0.7968
0.0	782.0	35190	0.0891	0.8198	0.8537	0.7944
0.0	783.0	35235	0.0894	0.8198	0.8537	0.7944
0.0	784.0	35280	0.0898	0.8185	0.8519	0.7935
0.0	785.0	35325	0.0899	0.8201	0.8537	0.7949
0.0	786.0	35370	0.0900	0.8169	0.8500	0.7921
0.0	787.0	35415	0.0901	0.8153	0.8481	0.7907
0.0	788.0	35460	0.0901	0.8172	0.85	0.7926
0.0	789.0	35505	0.0898	0.8172	0.85	0.7926
0.0	790.0	35550	0.0898	0.8172	0.85	0.7926
0.0	791.0	35595	0.0899	0.8172	0.85	0.7926
0.0	792.0	35640	0.0897	0.8169	0.85	0.7921
0.0	793.0	35685	0.0898	0.8169	0.85	0.7921
0.0	794.0	35730	0.0900	0.8169	0.85	0.7921
0.0	795.0	35775	0.0900	0.8169	0.85	0.7921
0.0	796.0	35820	0.0897	0.8188	0.8519	0.7940
0.0	797.0	35865	0.0898	0.8204	0.8537	0.7954
0.0	798.0	35910	0.0898	0.8220	0.8556	0.7968
0.0	799.0	35955	0.0899	0.8220	0.8556	0.7968
0.0	800.0	36000	0.0901	0.8220	0.8556	0.7968
0.0	801.0	36045	0.0901	0.8220	0.8556	0.7968
0.0	802.0	36090	0.0902	0.8220	0.8556	0.7968
0.0	803.0	36135	0.0901	0.8220	0.8556	0.7968
0.0	804.0	36180	0.0901	0.8220	0.8556	0.7968
0.0	805.0	36225	0.0902	0.8220	0.8556	0.7968
0.0	806.0	36270	0.0905	0.8220	0.8556	0.7968
0.0	807.0	36315	0.0904	0.8220	0.8556	0.7968
0.0	808.0	36360	0.0905	0.8220	0.8556	0.7968
0.0	809.0	36405	0.0903	0.8220	0.8556	0.7968
0.0	810.0	36450	0.0903	0.8220	0.8556	0.7968
0.0	811.0	36495	0.0902	0.8220	0.8556	0.7968
0.0	812.0	36540	0.0902	0.8220	0.8556	0.7968
0.0	813.0	36585	0.0903	0.8220	0.8556	0.7968
0.0	814.0	36630	0.0902	0.8201	0.8537	0.7949
0.0	815.0	36675	0.0903	0.8201	0.8537	0.7949
0.0	816.0	36720	0.0901	0.8185	0.8519	0.7935
0.0	817.0	36765	0.0900	0.8220	0.8556	0.7968
0.0	818.0	36810	0.0901	0.8204	0.8537	0.7954
0.0	819.0	36855	0.0902	0.8204	0.8537	0.7954
0.0	820.0	36900	0.0902	0.8201	0.8537	0.7949
0.0	821.0	36945	0.0902	0.8201	0.8537	0.7949
0.0	822.0	36990	0.0902	0.8220	0.8556	0.7968
0.0	823.0	37035	0.0901	0.8220	0.8556	0.7968
0.0	824.0	37080	0.0904	0.8201	0.8537	0.7949
0.0	825.0	37125	0.0903	0.8220	0.8556	0.7968
0.0	826.0	37170	0.0903	0.8185	0.8519	0.7935
0.0	827.0	37215	0.0905	0.8185	0.8519	0.7935
0.0	828.0	37260	0.0904	0.8185	0.8519	0.7935
0.0	829.0	37305	0.0904	0.8185	0.8519	0.7935
0.0013	830.0	37350	0.0889	0.8185	0.8519	0.7935
0.0	831.0	37395	0.0867	0.8225	0.8556	0.7977
0.0	832.0	37440	0.0881	0.8209	0.8537	0.7963
0.0	833.0	37485	0.0884	0.8209	0.8537	0.7963
0.0	834.0	37530	0.0885	0.8209	0.8537	0.7963
0.0	835.0	37575	0.0885	0.8209	0.8537	0.7963
0.0	836.0	37620	0.0885	0.8228	0.8556	0.7981
0.0	837.0	37665	0.0883	0.8243	0.8574	0.7995
0.0	838.0	37710	0.0883	0.8259	0.8593	0.8009
0.0	839.0	37755	0.0883	0.8259	0.8593	0.8009
0.0	840.0	37800	0.0883	0.8259	0.8593	0.8009
0.0	841.0	37845	0.0883	0.8259	0.8593	0.8009
0.0	842.0	37890	0.0882	0.8259	0.8593	0.8009
0.0	843.0	37935	0.0883	0.8228	0.8556	0.7981
0.0	844.0	37980	0.0884	0.8228	0.8556	0.7981
0.0	845.0	38025	0.0885	0.8228	0.8556	0.7981
0.0	846.0	38070	0.0887	0.8228	0.8556	0.7981
0.0	847.0	38115	0.0887	0.8228	0.8556	0.7981
0.0	848.0	38160	0.0887	0.8228	0.8556	0.7981
0.0	849.0	38205	0.0888	0.8228	0.8556	0.7981
0.0	850.0	38250	0.0889	0.8228	0.8556	0.7981
0.0	851.0	38295	0.0889	0.8228	0.8556	0.7981
0.0	852.0	38340	0.0889	0.8228	0.8556	0.7981
0.0	853.0	38385	0.0889	0.8228	0.8556	0.7981
0.0	854.0	38430	0.0889	0.8228	0.8556	0.7981
0.0	855.0	38475	0.0890	0.8246	0.8574	0.8
0.0	856.0	38520	0.0891	0.8228	0.8556	0.7981
0.0	857.0	38565	0.0892	0.8262	0.8593	0.8014
0.0	858.0	38610	0.0893	0.8262	0.8593	0.8014
0.0	859.0	38655	0.0894	0.8243	0.8574	0.7995
0.0	860.0	38700	0.0894	0.8262	0.8593	0.8014
0.0	861.0	38745	0.0893	0.8262	0.8593	0.8014
0.0	862.0	38790	0.0895	0.8262	0.8593	0.8014
0.0	863.0	38835	0.0897	0.8228	0.8556	0.7981
0.0	864.0	38880	0.0896	0.8228	0.8556	0.7981
0.0	865.0	38925	0.0896	0.8228	0.8556	0.7981
0.0	866.0	38970	0.0897	0.8228	0.8556	0.7981
0.0	867.0	39015	0.0897	0.8228	0.8556	0.7981
0.0	868.0	39060	0.0897	0.8228	0.8556	0.7981
0.0	869.0	39105	0.0897	0.8243	0.8574	0.7995
0.0	870.0	39150	0.0898	0.8243	0.8574	0.7995
0.0	871.0	39195	0.0898	0.8243	0.8574	0.7995
0.0	872.0	39240	0.0899	0.8243	0.8574	0.7995
0.0	873.0	39285	0.0899	0.8228	0.8556	0.7981
0.0	874.0	39330	0.0899	0.8225	0.8556	0.7977
0.0	875.0	39375	0.0899	0.8257	0.8593	0.8005
0.0	876.0	39420	0.0901	0.8241	0.8574	0.7991
0.0	877.0	39465	0.0901	0.8225	0.8556	0.7977
0.0	878.0	39510	0.0900	0.8257	0.8593	0.8005
0.0	879.0	39555	0.0899	0.8257	0.8593	0.8005
0.0	880.0	39600	0.0899	0.8257	0.8593	0.8005
0.0	881.0	39645	0.0898	0.8257	0.8593	0.8005
0.0	882.0	39690	0.0897	0.8238	0.8574	0.7986
0.0	883.0	39735	0.0897	0.8241	0.8574	0.7991
0.0	884.0	39780	0.0898	0.8241	0.8574	0.7991
0.0	885.0	39825	0.0900	0.8257	0.8593	0.8005
0.0	886.0	39870	0.0900	0.8222	0.8556	0.7972
0.0	887.0	39915	0.0900	0.8222	0.8556	0.7972
0.0	888.0	39960	0.0903	0.8238	0.8574	0.7986
0.0	889.0	40005	0.0902	0.8254	0.8593	0.8
0.0	890.0	40050	0.0901	0.8254	0.8593	0.8
0.0	891.0	40095	0.0900	0.8254	0.8593	0.8
0.0	892.0	40140	0.0900	0.8254	0.8593	0.8
0.0	893.0	40185	0.0901	0.8254	0.8593	0.8
0.0	894.0	40230	0.0903	0.8238	0.8574	0.7986
0.0	895.0	40275	0.0904	0.8254	0.8593	0.8
0.0	896.0	40320	0.0903	0.8238	0.8574	0.7986
0.0	897.0	40365	0.0906	0.8257	0.8593	0.8005
0.0	898.0	40410	0.0906	0.8272	0.8611	0.8019
0.0	899.0	40455	0.0907	0.8272	0.8611	0.8019
0.0	900.0	40500	0.0906	0.8257	0.8593	0.8005
0.0	901.0	40545	0.0907	0.8275	0.8611	0.8023
0.0	902.0	40590	0.0907	0.8291	0.8630	0.8037
0.0002	903.0	40635	0.0919	0.8222	0.8556	0.7972
0.0001	904.0	40680	0.0912	0.8222	0.8556	0.7972
0.0	905.0	40725	0.0912	0.8222	0.8556	0.7972
0.0	906.0	40770	0.0913	0.8222	0.8556	0.7972
0.0	907.0	40815	0.0914	0.8238	0.8574	0.7986
0.0	908.0	40860	0.0914	0.8238	0.8574	0.7986
0.0	909.0	40905	0.0916	0.8257	0.8593	0.8005
0.0	910.0	40950	0.0918	0.8241	0.8574	0.7991
0.0	911.0	40995	0.0917	0.8241	0.8574	0.7991
0.0	912.0	41040	0.0916	0.8222	0.8556	0.7972
0.0	913.0	41085	0.0917	0.8222	0.8556	0.7972
0.0	914.0	41130	0.0918	0.8222	0.8556	0.7972
0.0	915.0	41175	0.0918	0.8206	0.8537	0.7958
0.0	916.0	41220	0.0918	0.8222	0.8556	0.7972
0.0	917.0	41265	0.0919	0.8222	0.8556	0.7972
0.0	918.0	41310	0.0920	0.8222	0.8556	0.7972
0.0	919.0	41355	0.0920	0.8222	0.8556	0.7972
0.0	920.0	41400	0.0919	0.8206	0.8537	0.7958
0.0	921.0	41445	0.0919	0.8206	0.8537	0.7958
0.0	922.0	41490	0.0918	0.8206	0.8537	0.7958
0.0	923.0	41535	0.0919	0.8206	0.8537	0.7958
0.0	924.0	41580	0.0918	0.8206	0.8537	0.7958
0.0	925.0	41625	0.0919	0.8206	0.8537	0.7958
0.0	926.0	41670	0.0920	0.8206	0.8537	0.7958
0.0	927.0	41715	0.0921	0.8206	0.8537	0.7958
0.0	928.0	41760	0.0919	0.8225	0.8556	0.7977
0.0	929.0	41805	0.0920	0.8222	0.8556	0.7972
0.0	930.0	41850	0.0920	0.8222	0.8556	0.7972
0.0	931.0	41895	0.0919	0.8222	0.8556	0.7972
0.0	932.0	41940	0.0919	0.8222	0.8556	0.7972
0.0	933.0	41985	0.0920	0.8222	0.8556	0.7972
0.0	934.0	42030	0.0921	0.8222	0.8556	0.7972
0.0	935.0	42075	0.0921	0.8206	0.8537	0.7958
0.0001	936.0	42120	0.0912	0.8243	0.8574	0.7995
0.0	937.0	42165	0.0911	0.8259	0.8593	0.8009
0.0	938.0	42210	0.0912	0.8259	0.8593	0.8009
0.0	939.0	42255	0.0913	0.8259	0.8593	0.8009
0.0	940.0	42300	0.0914	0.8259	0.8593	0.8009
0.0	941.0	42345	0.0914	0.8243	0.8574	0.7995
0.0	942.0	42390	0.0915	0.8243	0.8574	0.7995
0.0	943.0	42435	0.0915	0.8262	0.8593	0.8014
0.0	944.0	42480	0.0915	0.8262	0.8593	0.8014
0.0	945.0	42525	0.0916	0.8262	0.8593	0.8014
0.0	946.0	42570	0.0916	0.8262	0.8593	0.8014
0.0	947.0	42615	0.0916	0.8262	0.8593	0.8014
0.0	948.0	42660	0.0916	0.8262	0.8593	0.8014
0.0	949.0	42705	0.0916	0.8262	0.8593	0.8014
0.0	950.0	42750	0.0917	0.8262	0.8593	0.8014
0.0	951.0	42795	0.0918	0.8262	0.8593	0.8014
0.0	952.0	42840	0.0917	0.8262	0.8593	0.8014
0.0	953.0	42885	0.0917	0.8262	0.8593	0.8014
0.0	954.0	42930	0.0917	0.8243	0.8574	0.7995
0.0	955.0	42975	0.0918	0.8206	0.8537	0.7958
0.0	956.0	43020	0.0918	0.8206	0.8537	0.7958
0.0	957.0	43065	0.0918	0.8243	0.8574	0.7995
0.0	958.0	43110	0.0918	0.8225	0.8556	0.7977
0.0	959.0	43155	0.0919	0.8225	0.8556	0.7977
0.0	960.0	43200	0.0919	0.8225	0.8556	0.7977
0.0	961.0	43245	0.0919	0.8206	0.8537	0.7958
0.0	962.0	43290	0.0919	0.8206	0.8537	0.7958
0.0	963.0	43335	0.0919	0.8206	0.8537	0.7958
0.0	964.0	43380	0.0919	0.8206	0.8537	0.7958
0.0	965.0	43425	0.0919	0.8206	0.8537	0.7958
0.0	966.0	43470	0.0920	0.8206	0.8537	0.7958
0.0	967.0	43515	0.0920	0.8206	0.8537	0.7958
0.0	968.0	43560	0.0920	0.8206	0.8537	0.7958
0.0	969.0	43605	0.0920	0.8209	0.8537	0.7963
0.0	970.0	43650	0.0920	0.8209	0.8537	0.7963
0.0	971.0	43695	0.0920	0.8190	0.8519	0.7944
0.0	972.0	43740	0.0920	0.8225	0.8556	0.7977
0.0	973.0	43785	0.0920	0.8225	0.8556	0.7977
0.0	974.0	43830	0.0920	0.8241	0.8574	0.7991
0.0	975.0	43875	0.0920	0.8225	0.8556	0.7977
0.0	976.0	43920	0.0920	0.8209	0.8537	0.7963
0.0	977.0	43965	0.0920	0.8225	0.8556	0.7977
0.0	978.0	44010	0.0920	0.8225	0.8556	0.7977
0.0	979.0	44055	0.0920	0.8225	0.8556	0.7977
0.0	980.0	44100	0.0921	0.8225	0.8556	0.7977
0.0	981.0	44145	0.0920	0.8225	0.8556	0.7977
0.0	982.0	44190	0.0921	0.8225	0.8556	0.7977
0.0	983.0	44235	0.0921	0.8225	0.8556	0.7977
0.0	984.0	44280	0.0920	0.8225	0.8556	0.7977
0.0	985.0	44325	0.0920	0.8225	0.8556	0.7977
0.0	986.0	44370	0.0920	0.8225	0.8556	0.7977
0.0	987.0	44415	0.0920	0.8225	0.8556	0.7977
0.0	988.0	44460	0.0920	0.8225	0.8556	0.7977
0.0	989.0	44505	0.0921	0.8225	0.8556	0.7977
0.0	990.0	44550	0.0921	0.8225	0.8556	0.7977
0.0	991.0	44595	0.0921	0.8225	0.8556	0.7977
0.0	992.0	44640	0.0921	0.8225	0.8556	0.7977
0.0	993.0	44685	0.0921	0.8225	0.8556	0.7977
0.0	994.0	44730	0.0921	0.8225	0.8556	0.7977
0.0	995.0	44775	0.0921	0.8225	0.8556	0.7977
0.0	996.0	44820	0.0921	0.8225	0.8556	0.7977
0.0	997.0	44865	0.0921	0.8225	0.8556	0.7977
0.0	998.0	44910	0.0921	0.8225	0.8556	0.7977
0.0	999.0	44955	0.0921	0.8225	0.8556	0.7977
0.0	1000.0	45000	0.0921	0.8225	0.8556	0.7977

Framework versions

• Transformers 4.51.0.dev0
• Pytorch 2.5.1+cu121
• Datasets 3.4.1
• Tokenizers 0.21.0