Arabic_FineTuningAraBERT_AugV4_k4_task1_organization_fold0

This model is a fine-tuned version of aubmindlab/bert-base-arabertv02 on the None dataset. It achieves the following results on the evaluation set:

• Loss: 0.8497
• Qwk: 0.7517
• Mse: 0.8497
• Rmse: 0.9218

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: 2e-05
• train_batch_size: 8
• eval_batch_size: 8
• seed: 42
• optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
• lr_scheduler_type: linear
• num_epochs: 10

Training results

Training Loss	Epoch	Step	Validation Loss	Qwk	Mse	Rmse
No log	0.0109	2	4.7613	-0.0064	4.7613	2.1820
No log	0.0217	4	2.6428	0.0546	2.6428	1.6257
No log	0.0326	6	1.9696	0.0856	1.9696	1.4034
No log	0.0435	8	1.5065	0.0486	1.5065	1.2274
No log	0.0543	10	1.3205	0.2491	1.3205	1.1491
No log	0.0652	12	1.3215	0.2404	1.3215	1.1496
No log	0.0761	14	1.3089	0.0735	1.3089	1.1441
No log	0.0870	16	1.3988	0.2741	1.3988	1.1827
No log	0.0978	18	2.1861	0.1075	2.1861	1.4786
No log	0.1087	20	2.5895	0.1075	2.5895	1.6092
No log	0.1196	22	2.4234	0.1075	2.4234	1.5567
No log	0.1304	24	2.1761	0.1075	2.1761	1.4752
No log	0.1413	26	1.9878	0.1075	1.9878	1.4099
No log	0.1522	28	1.8516	0.0075	1.8516	1.3607
No log	0.1630	30	1.6622	-0.0074	1.6622	1.2893
No log	0.1739	32	1.6091	0.0210	1.6091	1.2685
No log	0.1848	34	1.7484	0.1683	1.7484	1.3223
No log	0.1957	36	2.1515	0.1075	2.1515	1.4668
No log	0.2065	38	2.4421	0.0	2.4421	1.5627
No log	0.2174	40	2.6891	0.0	2.6891	1.6398
No log	0.2283	42	2.7255	0.0	2.7255	1.6509
No log	0.2391	44	2.5548	0.0	2.5548	1.5984
No log	0.25	46	2.2871	0.0	2.2871	1.5123
No log	0.2609	48	2.1254	0.1075	2.1254	1.4579
No log	0.2717	50	1.9539	0.1075	1.9539	1.3978
No log	0.2826	52	1.9058	0.1075	1.9058	1.3805
No log	0.2935	54	1.9709	0.1075	1.9709	1.4039
No log	0.3043	56	2.0555	0.1075	2.0555	1.4337
No log	0.3152	58	2.0394	0.1075	2.0394	1.4281
No log	0.3261	60	2.1110	0.0	2.1110	1.4529
No log	0.3370	62	2.2335	0.1886	2.2335	1.4945
No log	0.3478	64	2.4989	0.3451	2.4989	1.5808
No log	0.3587	66	2.4965	0.3563	2.4965	1.5800
No log	0.3696	68	1.9732	0.3368	1.9732	1.4047
No log	0.3804	70	1.4464	0.6103	1.4464	1.2027
No log	0.3913	72	1.3251	0.5026	1.3251	1.1511
No log	0.4022	74	1.5028	0.6008	1.5028	1.2259
No log	0.4130	76	1.9457	0.5548	1.9457	1.3949
No log	0.4239	78	2.0372	0.5358	2.0372	1.4273
No log	0.4348	80	1.7697	0.5581	1.7697	1.3303
No log	0.4457	82	1.4181	0.5679	1.4181	1.1908
No log	0.4565	84	1.4248	0.6111	1.4248	1.1937
No log	0.4674	86	1.6672	0.5769	1.6672	1.2912
No log	0.4783	88	1.7207	0.5965	1.7207	1.3118
No log	0.4891	90	1.5282	0.6610	1.5282	1.2362
No log	0.5	92	1.5285	0.6610	1.5285	1.2363
No log	0.5109	94	1.3957	0.6610	1.3957	1.1814
No log	0.5217	96	1.4528	0.6610	1.4528	1.2053
No log	0.5326	98	1.5091	0.6610	1.5091	1.2284
No log	0.5435	100	1.3120	0.6610	1.3120	1.1454
No log	0.5543	102	1.3323	0.6610	1.3323	1.1542
No log	0.5652	104	1.3666	0.6610	1.3666	1.1690
No log	0.5761	106	1.6056	0.6545	1.6056	1.2671
No log	0.5870	108	1.9145	0.6429	1.9145	1.3837
No log	0.5978	110	2.1206	0.5349	2.1206	1.4562
No log	0.6087	112	1.8060	0.6485	1.8060	1.3439
No log	0.6196	114	1.3826	0.7211	1.3826	1.1758
No log	0.6304	116	1.0672	0.6420	1.0672	1.0330
No log	0.6413	118	1.1793	0.7014	1.1793	1.0860
No log	0.6522	120	1.4703	0.6610	1.4703	1.2126
No log	0.6630	122	1.9326	0.5349	1.9326	1.3902
No log	0.6739	124	1.9449	0.4790	1.9449	1.3946
No log	0.6848	126	1.7474	0.5	1.7474	1.3219
No log	0.6957	128	1.6102	0.5638	1.6102	1.2689
No log	0.7065	130	1.4872	0.6008	1.4872	1.2195
No log	0.7174	132	1.4921	0.6610	1.4921	1.2215
No log	0.7283	134	1.6919	0.5556	1.6919	1.3007
No log	0.7391	136	1.8366	0.5707	1.8366	1.3552
No log	0.75	138	1.7354	0.5366	1.7354	1.3173
No log	0.7609	140	1.3970	0.6407	1.3970	1.1820
No log	0.7717	142	1.1363	0.7095	1.1363	1.0660
No log	0.7826	144	0.9018	0.7519	0.9018	0.9496
No log	0.7935	146	0.9880	0.7720	0.9880	0.9940
No log	0.8043	148	1.2902	0.6545	1.2902	1.1359
No log	0.8152	150	1.4868	0.6115	1.4868	1.2194
No log	0.8261	152	1.4554	0.6545	1.4554	1.2064
No log	0.8370	154	1.2147	0.6545	1.2147	1.1021
No log	0.8478	156	1.1069	0.7014	1.1069	1.0521
No log	0.8587	158	1.0206	0.7322	1.0206	1.0102
No log	0.8696	160	1.1752	0.7123	1.1752	1.0841
No log	0.8804	162	1.6397	0.5556	1.6397	1.2805
No log	0.8913	164	1.9010	0.5556	1.9010	1.3788
No log	0.9022	166	1.7025	0.4991	1.7025	1.3048
No log	0.9130	168	1.3333	0.6115	1.3333	1.1547
No log	0.9239	170	1.1030	0.7417	1.1030	1.0502
No log	0.9348	172	1.3175	0.6610	1.3175	1.1478
No log	0.9457	174	1.7841	0.4808	1.7841	1.3357
No log	0.9565	176	1.8306	0.4808	1.8306	1.3530
No log	0.9674	178	1.5469	0.6115	1.5469	1.2437
No log	0.9783	180	1.4022	0.6740	1.4022	1.1841
No log	0.9891	182	1.5618	0.6071	1.5618	1.2497
No log	1.0	184	1.8215	0.5532	1.8215	1.3496
No log	1.0109	186	2.0384	0.4441	2.0384	1.4277
No log	1.0217	188	1.8179	0.4991	1.8179	1.3483
No log	1.0326	190	1.2624	0.7123	1.2624	1.1236
No log	1.0435	192	0.7330	0.7823	0.7330	0.8561
No log	1.0543	194	0.6170	0.7154	0.6170	0.7855
No log	1.0652	196	0.6116	0.7805	0.6116	0.7821
No log	1.0761	198	0.7510	0.8138	0.7510	0.8666
No log	1.0870	200	0.9834	0.7614	0.9834	0.9917
No log	1.0978	202	1.1161	0.7211	1.1161	1.0565
No log	1.1087	204	1.4164	0.6485	1.4164	1.1901
No log	1.1196	206	1.5590	0.6485	1.5590	1.2486
No log	1.1304	208	1.4378	0.6545	1.4378	1.1991
No log	1.1413	210	1.2251	0.6545	1.2251	1.1068
No log	1.1522	212	1.1556	0.6545	1.1556	1.0750
No log	1.1630	214	1.2139	0.6860	1.2139	1.1018
No log	1.1739	216	1.2417	0.6860	1.2417	1.1143
No log	1.1848	218	1.2999	0.6860	1.2999	1.1401
No log	1.1957	220	1.2010	0.6860	1.2010	1.0959
No log	1.2065	222	1.0389	0.7513	1.0389	1.0193
No log	1.2174	224	1.0595	0.7513	1.0595	1.0293
No log	1.2283	226	1.1798	0.7153	1.1798	1.0862
No log	1.2391	228	1.4396	0.6672	1.4396	1.1998
No log	1.25	230	1.3855	0.6672	1.3855	1.1771
No log	1.2609	232	1.2401	0.7234	1.2401	1.1136
No log	1.2717	234	1.1028	0.7789	1.1028	1.0501
No log	1.2826	236	0.9500	0.7607	0.9500	0.9747
No log	1.2935	238	0.9672	0.7607	0.9672	0.9835
No log	1.3043	240	1.0724	0.7607	1.0724	1.0356
No log	1.3152	242	1.2807	0.6732	1.2807	1.1317
No log	1.3261	244	1.3984	0.6672	1.3984	1.1825
No log	1.3370	246	1.4607	0.6672	1.4607	1.2086
No log	1.3478	248	1.2530	0.7009	1.2530	1.1194
No log	1.3587	250	1.0032	0.7433	1.0032	1.0016
No log	1.3696	252	0.9482	0.7354	0.9482	0.9738
No log	1.3804	254	1.0416	0.7350	1.0416	1.0206
No log	1.3913	256	1.3476	0.7033	1.3476	1.1609
No log	1.4022	258	1.5111	0.7033	1.5111	1.2293
No log	1.4130	260	1.3175	0.6672	1.3175	1.1478
No log	1.4239	262	1.0353	0.7433	1.0353	1.0175
No log	1.4348	264	0.8215	0.7879	0.8215	0.9064
No log	1.4457	266	0.8424	0.7879	0.8424	0.9178
No log	1.4565	268	1.0326	0.7433	1.0326	1.0162
No log	1.4674	270	1.3710	0.6672	1.3710	1.1709
No log	1.4783	272	1.5393	0.6672	1.5393	1.2407
No log	1.4891	274	1.4519	0.6382	1.4519	1.2049
No log	1.5	276	1.2663	0.6435	1.2663	1.1253
No log	1.5109	278	1.0902	0.7607	1.0902	1.0441
No log	1.5217	280	1.0127	0.7517	1.0127	1.0063
No log	1.5326	282	1.0330	0.7517	1.0330	1.0164
No log	1.5435	284	1.1953	0.7328	1.1953	1.0933
No log	1.5543	286	1.4158	0.6774	1.4158	1.1899
No log	1.5652	288	1.2835	0.7169	1.2835	1.1329
No log	1.5761	290	1.1294	0.7417	1.1294	1.0627
No log	1.5870	292	1.0982	0.7894	1.0982	1.0480
No log	1.5978	294	0.9917	0.8011	0.9917	0.9958
No log	1.6087	296	0.8833	0.7815	0.8833	0.9398
No log	1.6196	298	0.8943	0.7815	0.8943	0.9457
No log	1.6304	300	1.0656	0.8011	1.0656	1.0323
No log	1.6413	302	1.2118	0.6860	1.2118	1.1008
No log	1.6522	304	1.4096	0.6545	1.4096	1.1873
No log	1.6630	306	1.2975	0.6545	1.2975	1.1391
No log	1.6739	308	1.1578	0.7720	1.1578	1.0760
No log	1.6848	310	1.1683	0.6839	1.1683	1.0809
No log	1.6957	312	1.3439	0.7095	1.3439	1.1593
No log	1.7065	314	1.4484	0.7095	1.4484	1.2035
No log	1.7174	316	1.5495	0.6545	1.5495	1.2448
No log	1.7283	318	1.5085	0.6545	1.5085	1.2282
No log	1.7391	320	1.2314	0.7095	1.2314	1.1097
No log	1.75	322	0.8795	0.7631	0.8795	0.9378
No log	1.7609	324	0.7600	0.7717	0.7600	0.8718
No log	1.7717	326	0.8215	0.7983	0.8215	0.9064
No log	1.7826	328	1.1033	0.7420	1.1033	1.0504
No log	1.7935	330	1.5993	0.6965	1.5993	1.2646
No log	1.8043	332	1.8031	0.6905	1.8031	1.3428
No log	1.8152	334	1.6485	0.6905	1.6485	1.2839
No log	1.8261	336	1.4882	0.6610	1.4882	1.2199
No log	1.8370	338	1.2866	0.7417	1.2866	1.1343
No log	1.8478	340	1.2166	0.7417	1.2166	1.1030
No log	1.8587	342	1.3995	0.6545	1.3995	1.1830
No log	1.8696	344	1.4615	0.6115	1.4615	1.2089
No log	1.8804	346	1.2953	0.7123	1.2953	1.1381
No log	1.8913	348	1.1147	0.7614	1.1147	1.0558
No log	1.9022	350	1.1004	0.7614	1.1004	1.0490
No log	1.9130	352	1.0004	0.7614	1.0004	1.0002
No log	1.9239	354	0.8822	0.7614	0.8822	0.9393
No log	1.9348	356	0.9689	0.7511	0.9689	0.9843
No log	1.9457	358	1.2721	0.7328	1.2721	1.1279
No log	1.9565	360	1.6260	0.6382	1.6260	1.2751
No log	1.9674	362	1.6492	0.6382	1.6492	1.2842
No log	1.9783	364	1.3641	0.6791	1.3641	1.1680
No log	1.9891	366	1.2046	0.7511	1.2046	1.0975
No log	2.0	368	0.9153	0.7421	0.9153	0.9567
No log	2.0109	370	0.7624	0.7879	0.7624	0.8732
No log	2.0217	372	0.7665	0.7879	0.7665	0.8755
No log	2.0326	374	0.9437	0.7602	0.9437	0.9715
No log	2.0435	376	1.2623	0.7250	1.2623	1.1235
No log	2.0543	378	1.4596	0.6382	1.4596	1.2081
No log	2.0652	380	1.3570	0.6672	1.3570	1.1649
No log	2.0761	382	1.1112	0.7514	1.1112	1.0541
No log	2.0870	384	0.9930	0.7514	0.9930	0.9965
No log	2.0978	386	0.9842	0.7514	0.9842	0.9921
No log	2.1087	388	0.9679	0.7514	0.9679	0.9838
No log	2.1196	390	1.0065	0.7514	1.0065	1.0033
No log	2.1304	392	0.9975	0.7435	0.9975	0.9987
No log	2.1413	394	0.9322	0.7361	0.9322	0.9655
No log	2.1522	396	0.8943	0.7361	0.8943	0.9457
No log	2.1630	398	0.9130	0.7361	0.9130	0.9555
No log	2.1739	400	0.8617	0.7371	0.8617	0.9283
No log	2.1848	402	0.8230	0.7227	0.8230	0.9072
No log	2.1957	404	0.8446	0.7371	0.8446	0.9190
No log	2.2065	406	0.9144	0.7371	0.9144	0.9563
No log	2.2174	408	1.0074	0.7441	1.0074	1.0037
No log	2.2283	410	1.0484	0.6987	1.0484	1.0239
No log	2.2391	412	1.0937	0.7110	1.0937	1.0458
No log	2.25	414	1.0276	0.7692	1.0276	1.0137
No log	2.2609	416	0.9102	0.7983	0.9102	0.9540
No log	2.2717	418	0.8698	0.7801	0.8698	0.9326
No log	2.2826	420	0.8076	0.7704	0.8076	0.8986
No log	2.2935	422	0.8188	0.7704	0.8188	0.9049
No log	2.3043	424	0.9043	0.7433	0.9043	0.9510
No log	2.3152	426	1.0236	0.7514	1.0236	1.0117
No log	2.3261	428	1.0538	0.7514	1.0538	1.0265
No log	2.3370	430	1.0375	0.7514	1.0375	1.0186
No log	2.3478	432	0.9193	0.7433	0.9193	0.9588
No log	2.3587	434	0.9034	0.7433	0.9034	0.9505
No log	2.3696	436	0.9063	0.7517	0.9063	0.9520
No log	2.3804	438	1.0247	0.7429	1.0247	1.0123
No log	2.3913	440	1.2797	0.6339	1.2797	1.1312
No log	2.4022	442	1.4153	0.6409	1.4153	1.1897
No log	2.4130	444	1.3964	0.6339	1.3964	1.1817
No log	2.4239	446	1.2756	0.6621	1.2756	1.1294
No log	2.4348	448	1.1438	0.6677	1.1438	1.0695
No log	2.4457	450	1.0135	0.7692	1.0135	1.0067
No log	2.4565	452	0.9377	0.7692	0.9377	0.9684
No log	2.4674	454	0.9895	0.7178	0.9895	0.9948
No log	2.4783	456	1.0368	0.7110	1.0368	1.0182
No log	2.4891	458	1.2202	0.6621	1.2202	1.1046
No log	2.5	460	1.3325	0.6621	1.3325	1.1543
No log	2.5109	462	1.2505	0.6621	1.2505	1.1183
No log	2.5217	464	1.0830	0.6621	1.0830	1.0407
No log	2.5326	466	0.9711	0.7157	0.9711	0.9854
No log	2.5435	468	0.9161	0.8161	0.9161	0.9571
No log	2.5543	470	0.9365	0.7602	0.9365	0.9677
No log	2.5652	472	1.0496	0.7598	1.0496	1.0245
No log	2.5761	474	1.0842	0.7598	1.0842	1.0412
No log	2.5870	476	1.2343	0.6672	1.2343	1.1110
No log	2.5978	478	1.4498	0.7033	1.4498	1.2041
No log	2.6087	480	1.4298	0.6672	1.4298	1.1957
No log	2.6196	482	1.2175	0.7153	1.2175	1.1034
No log	2.6304	484	1.0431	0.7153	1.0431	1.0213
No log	2.6413	486	0.9689	0.7692	0.9689	0.9843
No log	2.6522	488	0.9921	0.7692	0.9921	0.9960
No log	2.6630	490	1.1148	0.7153	1.1148	1.0558
No log	2.6739	492	1.1275	0.7153	1.1275	1.0618
No log	2.6848	494	1.0277	0.7598	1.0277	1.0138
No log	2.6957	496	1.0447	0.7688	1.0447	1.0221
No log	2.7065	498	1.0006	0.7607	1.0006	1.0003
0.5026	2.7174	500	0.9675	0.7607	0.9675	0.9836
0.5026	2.7283	502	0.9251	0.7607	0.9251	0.9618
0.5026	2.7391	504	0.9449	0.7513	0.9449	0.9721
0.5026	2.75	506	0.8908	0.7513	0.8908	0.9438
0.5026	2.7609	508	0.9270	0.7513	0.9270	0.9628
0.5026	2.7717	510	0.9921	0.7513	0.9921	0.9961
0.5026	2.7826	512	1.0396	0.7513	1.0396	1.0196
0.5026	2.7935	514	0.9587	0.7607	0.9587	0.9792
0.5026	2.8043	516	0.9635	0.7607	0.9635	0.9816
0.5026	2.8152	518	1.0800	0.7513	1.0800	1.0392
0.5026	2.8261	520	1.4341	0.6452	1.4341	1.1975
0.5026	2.8370	522	1.6393	0.6287	1.6393	1.2804
0.5026	2.8478	524	1.5437	0.6382	1.5437	1.2424
0.5026	2.8587	526	1.2680	0.6860	1.2680	1.1260
0.5026	2.8696	528	0.9332	0.8161	0.9332	0.9660
0.5026	2.8804	530	0.7063	0.6962	0.7063	0.8404
0.5026	2.8913	532	0.6437	0.7258	0.6437	0.8023
0.5026	2.9022	534	0.6626	0.6962	0.6626	0.8140
0.5026	2.9130	536	0.7771	0.7717	0.7771	0.8815
0.5026	2.9239	538	0.8717	0.8164	0.8717	0.9337
0.5026	2.9348	540	0.9185	0.7793	0.9185	0.9584
0.5026	2.9457	542	0.8971	0.7793	0.8971	0.9471
0.5026	2.9565	544	0.8957	0.7793	0.8957	0.9464
0.5026	2.9674	546	0.8692	0.7612	0.8692	0.9323
0.5026	2.9783	548	0.9730	0.7598	0.9730	0.9864
0.5026	2.9891	550	1.1455	0.7417	1.1455	1.0703
0.5026	3.0	552	1.1282	0.7417	1.1282	1.0622
0.5026	3.0109	554	1.1410	0.7417	1.1410	1.0682
0.5026	3.0217	556	1.0676	0.7511	1.0676	1.0332
0.5026	3.0326	558	1.0450	0.7511	1.0450	1.0223
0.5026	3.0435	560	1.0753	0.7789	1.0753	1.0370
0.5026	3.0543	562	1.1802	0.7417	1.1802	1.0863
0.5026	3.0652	564	1.2951	0.6972	1.2951	1.1380
0.5026	3.0761	566	1.2015	0.7178	1.2015	1.0961
0.5026	3.0870	568	0.9869	0.7875	0.9869	0.9934
0.5026	3.0978	570	0.7468	0.7882	0.7468	0.8642
0.5026	3.1087	572	0.6714	0.7786	0.6714	0.8194
0.5026	3.1196	574	0.7133	0.7786	0.7133	0.8446
0.5026	3.1304	576	0.8874	0.7875	0.8874	0.9420
0.5026	3.1413	578	1.1378	0.7110	1.1378	1.0667
0.5026	3.1522	580	1.2331	0.7250	1.2331	1.1105
0.5026	3.1630	582	1.2734	0.7250	1.2734	1.1284
0.5026	3.1739	584	1.2518	0.6972	1.2518	1.1189
0.5026	3.1848	586	1.0903	0.7417	1.0903	1.0442
0.5026	3.1957	588	0.8801	0.7823	0.8801	0.9381
0.5026	3.2065	590	0.7817	0.7620	0.7817	0.8841
0.5026	3.2174	592	0.7571	0.7620	0.7571	0.8701
0.5026	3.2283	594	0.7799	0.7620	0.7799	0.8831
0.5026	3.2391	596	0.8507	0.7518	0.8507	0.9223
0.5026	3.25	598	0.9008	0.7514	0.9008	0.9491
0.5026	3.2609	600	0.9720	0.7598	0.9720	0.9859
0.5026	3.2717	602	0.9850	0.7598	0.9850	0.9925
0.5026	3.2826	604	0.9113	0.7598	0.9113	0.9546
0.5026	3.2935	606	0.8795	0.7514	0.8795	0.9378
0.5026	3.3043	608	0.8737	0.7350	0.8737	0.9347
0.5026	3.3152	610	0.8355	0.7277	0.8355	0.9141
0.5026	3.3261	612	0.7440	0.7601	0.7440	0.8625
0.5026	3.3370	614	0.7258	0.7601	0.7258	0.8519
0.5026	3.3478	616	0.7430	0.7689	0.7430	0.8620
0.5026	3.3587	618	0.7340	0.7879	0.7340	0.8567
0.5026	3.3696	620	0.8054	0.7779	0.8054	0.8975
0.5026	3.3804	622	0.9267	0.7514	0.9267	0.9627
0.5026	3.3913	624	0.9748	0.7822	0.9748	0.9873
0.5026	3.4022	626	0.9149	0.7668	0.9149	0.9565
0.5026	3.4130	628	0.8237	0.7779	0.8237	0.9076
0.5026	3.4239	630	0.7475	0.7879	0.7475	0.8646
0.5026	3.4348	632	0.7957	0.7779	0.7957	0.8920
0.5026	3.4457	634	0.9247	0.7514	0.9247	0.9616
0.5026	3.4565	636	0.9998	0.7598	0.9998	0.9999
0.5026	3.4674	638	0.9241	0.7517	0.9241	0.9613
0.5026	3.4783	640	0.9284	0.7517	0.9284	0.9635
0.5026	3.4891	642	1.0495	0.7333	1.0495	1.0244
0.5026	3.5	644	1.1350	0.7333	1.1350	1.0654
0.5026	3.5109	646	1.2649	0.6673	1.2649	1.1247
0.5026	3.5217	648	1.3201	0.6673	1.3201	1.1490
0.5026	3.5326	650	1.2585	0.6616	1.2585	1.1218
0.5026	3.5435	652	1.0814	0.7421	1.0814	1.0399
0.5026	3.5543	654	0.8833	0.7823	0.8833	0.9398
0.5026	3.5652	656	0.7774	0.7717	0.7774	0.8817
0.5026	3.5761	658	0.7623	0.7717	0.7623	0.8731
0.5026	3.5870	660	0.8351	0.7521	0.8351	0.9138
0.5026	3.5978	662	1.0194	0.7692	1.0194	1.0097
0.5026	3.6087	664	1.3406	0.6457	1.3406	1.1578
0.5026	3.6196	666	1.5202	0.7160	1.5202	1.2330
0.5026	3.6304	668	1.4938	0.7160	1.4938	1.2222
0.5026	3.6413	670	1.2914	0.6457	1.2914	1.1364
0.5026	3.6522	672	1.0755	0.7014	1.0755	1.0371
0.5026	3.6630	674	0.9706	0.7514	0.9706	0.9852
0.5026	3.6739	676	0.9923	0.7081	0.9923	0.9961
0.5026	3.6848	678	0.9682	0.7239	0.9682	0.9840
0.5026	3.6957	680	0.9596	0.7239	0.9596	0.9796
0.5026	3.7065	682	0.9651	0.7162	0.9651	0.9824
0.5026	3.7174	684	0.9395	0.7014	0.9395	0.9693
0.5026	3.7283	686	0.8996	0.7439	0.8996	0.9485
0.5026	3.7391	688	0.8381	0.7605	0.8381	0.9155
0.5026	3.75	690	0.8394	0.7522	0.8394	0.9162
0.5026	3.7609	692	0.9120	0.7439	0.9120	0.9550
0.5026	3.7717	694	1.0996	0.7354	1.0996	1.0486
0.5026	3.7826	696	1.2472	0.7427	1.2472	1.1168
0.5026	3.7935	698	1.2625	0.7153	1.2625	1.1236
0.5026	3.8043	700	1.1482	0.7153	1.1482	1.0715
0.5026	3.8152	702	1.0340	0.7815	1.0340	1.0169
0.5026	3.8261	704	0.9654	0.7422	0.9654	0.9826
0.5026	3.8370	706	0.9039	0.7422	0.9039	0.9507
0.5026	3.8478	708	0.9049	0.7332	0.9049	0.9512
0.5026	3.8587	710	1.0011	0.7014	1.0011	1.0005
0.5026	3.8696	712	1.1817	0.7081	1.1817	1.0871
0.5026	3.8804	714	1.2013	0.7654	1.2013	1.0960
0.5026	3.8913	716	1.1223	0.7654	1.1223	1.0594
0.5026	3.9022	718	1.0895	0.7514	1.0895	1.0438
0.5026	3.9130	720	1.1024	0.7014	1.1024	1.0499
0.5026	3.9239	722	1.1024	0.7014	1.1024	1.0500
0.5026	3.9348	724	1.0386	0.7014	1.0386	1.0191
0.5026	3.9457	726	0.9127	0.7696	0.9127	0.9553
0.5026	3.9565	728	0.8553	0.7521	0.8553	0.9248
0.5026	3.9674	730	0.8921	0.7696	0.8921	0.9445
0.5026	3.9783	732	1.0061	0.7598	1.0061	1.0030
0.5026	3.9891	734	1.0706	0.7598	1.0706	1.0347
0.5026	4.0	736	1.1029	0.7081	1.1029	1.0502
0.5026	4.0109	738	1.0579	0.7081	1.0579	1.0285
0.5026	4.0217	740	0.9054	0.7602	0.9054	0.9515
0.5026	4.0326	742	0.7924	0.7875	0.7924	0.8902
0.5026	4.0435	744	0.7507	0.7620	0.7507	0.8664
0.5026	4.0543	746	0.7507	0.7620	0.7507	0.8664
0.5026	4.0652	748	0.8342	0.7354	0.8342	0.9134
0.5026	4.0761	750	0.9360	0.7433	0.9360	0.9675
0.5026	4.0870	752	1.0056	0.6912	1.0056	1.0028
0.5026	4.0978	754	1.0040	0.6912	1.0040	1.0020
0.5026	4.1087	756	0.9957	0.6912	0.9957	0.9979
0.5026	4.1196	758	1.0894	0.7081	1.0894	1.0438
0.5026	4.1304	760	1.1256	0.7081	1.1256	1.0609
0.5026	4.1413	762	1.0713	0.7014	1.0713	1.0350
0.5026	4.1522	764	0.9960	0.7350	0.9960	0.9980
0.5026	4.1630	766	0.9500	0.7277	0.9500	0.9747
0.5026	4.1739	768	0.9338	0.7350	0.9338	0.9663
0.5026	4.1848	770	0.9250	0.7167	0.9250	0.9618
0.5026	4.1957	772	0.8642	0.7249	0.8642	0.9296
0.5026	4.2065	774	0.8946	0.7167	0.8946	0.9458
0.5026	4.2174	776	1.0312	0.7081	1.0312	1.0155
0.5026	4.2283	778	1.0898	0.7081	1.0898	1.0439
0.5026	4.2391	780	1.1160	0.7081	1.1160	1.0564
0.5026	4.25	782	1.0952	0.7081	1.0952	1.0465
0.5026	4.2609	784	1.0487	0.7157	1.0487	1.0240
0.5026	4.2717	786	1.0745	0.7157	1.0745	1.0366
0.5026	4.2826	788	1.1244	0.7157	1.1244	1.0604
0.5026	4.2935	790	1.1173	0.7157	1.1173	1.0570
0.5026	4.3043	792	1.0693	0.7157	1.0693	1.0341
0.5026	4.3152	794	1.0963	0.7157	1.0964	1.0471
0.5026	4.3261	796	1.0844	0.7157	1.0844	1.0414
0.5026	4.3370	798	1.0049	0.7157	1.0049	1.0024
0.5026	4.3478	800	0.9957	0.7157	0.9957	0.9978
0.5026	4.3587	802	0.9279	0.7086	0.9279	0.9633
0.5026	4.3696	804	0.9026	0.7433	0.9026	0.9501
0.5026	4.3804	806	0.8993	0.7281	0.8993	0.9483
0.5026	4.3913	808	0.9435	0.7281	0.9435	0.9713
0.5026	4.4022	810	0.9529	0.7281	0.9529	0.9762
0.5026	4.4130	812	0.9785	0.7208	0.9785	0.9892
0.5026	4.4239	814	0.9711	0.7208	0.9711	0.9854
0.5026	4.4348	816	0.8999	0.7281	0.8999	0.9486
0.5026	4.4457	818	0.9179	0.7281	0.9179	0.9581
0.5026	4.4565	820	0.9180	0.7281	0.9180	0.9581
0.5026	4.4674	822	1.0062	0.7086	1.0062	1.0031
0.5026	4.4783	824	1.0118	0.7086	1.0118	1.0059
0.5026	4.4891	826	0.9331	0.7086	0.9331	0.9659
0.5026	4.5	828	0.8379	0.7358	0.8379	0.9154
0.5026	4.5109	830	0.7984	0.7358	0.7984	0.8935
0.5026	4.5217	832	0.8153	0.7358	0.8153	0.9030
0.5026	4.5326	834	0.8849	0.6856	0.8849	0.9407
0.5026	4.5435	836	0.9041	0.7019	0.9041	0.9509
0.5026	4.5543	838	0.8887	0.6957	0.8887	0.9427
0.5026	4.5652	840	0.8691	0.6799	0.8691	0.9322
0.5026	4.5761	842	0.8972	0.7204	0.8972	0.9472
0.5026	4.5870	844	0.8164	0.7443	0.8164	0.9035
0.5026	4.5978	846	0.6825	0.8022	0.6825	0.8261
0.5026	4.6087	848	0.6402	0.7786	0.6402	0.8001
0.5026	4.6196	850	0.6100	0.7786	0.6100	0.7810
0.5026	4.6304	852	0.6264	0.7786	0.6264	0.7915
0.5026	4.6413	854	0.7223	0.7605	0.7223	0.8499
0.5026	4.6522	856	0.8356	0.7586	0.8356	0.9141
0.5026	4.6630	858	0.9752	0.7924	0.9752	0.9875
0.5026	4.6739	860	0.9791	0.7735	0.9791	0.9895
0.5026	4.6848	862	0.8762	0.7612	0.8762	0.9361
0.5026	4.6957	864	0.8037	0.7612	0.8037	0.8965
0.5026	4.7065	866	0.7373	0.7717	0.7373	0.8586
0.5026	4.7174	868	0.7693	0.7823	0.7693	0.8771
0.5026	4.7283	870	0.8707	0.7612	0.8707	0.9331
0.5026	4.7391	872	1.0576	0.6940	1.0576	1.0284
0.5026	4.75	874	1.3098	0.6435	1.3098	1.1445
0.5026	4.7609	876	1.4390	0.6253	1.4390	1.1996
0.5026	4.7717	878	1.4181	0.6253	1.4181	1.1908
0.5026	4.7826	880	1.2926	0.6740	1.2926	1.1369
0.5026	4.7935	882	1.1502	0.6866	1.1502	1.0725
0.5026	4.8043	884	1.0160	0.7516	1.0160	1.0080
0.5026	4.8152	886	0.8921	0.7793	0.8921	0.9445
0.5026	4.8261	888	0.8883	0.7696	0.8883	0.9425
0.5026	4.8370	890	0.9505	0.7602	0.9505	0.9749
0.5026	4.8478	892	0.9942	0.7602	0.9942	0.9971
0.5026	4.8587	894	1.0836	0.7598	1.0836	1.0410
0.5026	4.8696	896	1.0959	0.7598	1.0959	1.0469
0.5026	4.8804	898	1.0017	0.7602	1.0017	1.0008
0.5026	4.8913	900	0.9161	0.7696	0.9161	0.9572
0.5026	4.9022	902	0.9073	0.7696	0.9073	0.9525
0.5026	4.9130	904	0.9802	0.7696	0.9802	0.9901
0.5026	4.9239	906	1.0311	0.7514	1.0311	1.0154
0.5026	4.9348	908	1.0849	0.7014	1.0849	1.0416
0.5026	4.9457	910	1.0674	0.7081	1.0674	1.0331
0.5026	4.9565	912	1.0602	0.7157	1.0602	1.0297
0.5026	4.9674	914	0.9504	0.7793	0.9504	0.9749
0.5026	4.9783	916	0.8460	0.7906	0.8460	0.9198
0.5026	4.9891	918	0.7971	0.7717	0.7971	0.8928
0.5026	5.0	920	0.8207	0.7249	0.8207	0.9059
0.5026	5.0109	922	0.9246	0.7793	0.9246	0.9616
0.5026	5.0217	924	1.0237	0.7598	1.0237	1.0118
0.5026	5.0326	926	1.1681	0.7598	1.1681	1.0808
0.5026	5.0435	928	1.2765	0.7192	1.2765	1.1298
0.5026	5.0543	930	1.2263	0.6907	1.2263	1.1074
0.5026	5.0652	932	1.0865	0.7598	1.0865	1.0424
0.5026	5.0761	934	0.9806	0.7692	0.9806	0.9903
0.5026	5.0870	936	0.8712	0.7696	0.8712	0.9334
0.5026	5.0978	938	0.8414	0.7249	0.8414	0.9173
0.5026	5.1087	940	0.8850	0.7520	0.8850	0.9407
0.5026	5.1196	942	0.9970	0.7516	0.9970	0.9985
0.5026	5.1304	944	1.1517	0.7333	1.1517	1.0732
0.5026	5.1413	946	1.2850	0.6732	1.2850	1.1336
0.5026	5.1522	948	1.2822	0.6732	1.2822	1.1324
0.5026	5.1630	950	1.1686	0.7333	1.1686	1.0810
0.5026	5.1739	952	0.9651	0.7598	0.9651	0.9824
0.5026	5.1848	954	0.8281	0.7521	0.8281	0.9100
0.5026	5.1957	956	0.7605	0.7521	0.7605	0.8721
0.5026	5.2065	958	0.7771	0.7521	0.7771	0.8815
0.5026	5.2174	960	0.8466	0.7612	0.8466	0.9201
0.5026	5.2283	962	0.9752	0.7692	0.9752	0.9875
0.5026	5.2391	964	1.0782	0.7234	1.0782	1.0384
0.5026	5.25	966	1.0682	0.7234	1.0682	1.0335
0.5026	5.2609	968	0.9724	0.7421	0.9724	0.9861
0.5026	5.2717	970	0.8303	0.8019	0.8303	0.9112
0.5026	5.2826	972	0.7489	0.7620	0.7489	0.8654
0.5026	5.2935	974	0.7186	0.7620	0.7186	0.8477
0.5026	5.3043	976	0.7247	0.7620	0.7247	0.8513
0.5026	5.3152	978	0.7717	0.7801	0.7717	0.8785
0.5026	5.3261	980	0.8951	0.7518	0.8951	0.9461
0.5026	5.3370	982	1.0202	0.7514	1.0202	1.0100
0.5026	5.3478	984	1.0408	0.7435	1.0408	1.0202
0.5026	5.3587	986	0.9447	0.7435	0.9447	0.9720
0.5026	5.3696	988	0.8184	0.7435	0.8184	0.9047
0.5026	5.3804	990	0.7028	0.7689	0.7028	0.8383
0.5026	5.3913	992	0.6623	0.7441	0.6623	0.8138
0.5026	5.4022	994	0.6894	0.7172	0.6894	0.8303
0.5026	5.4130	996	0.7613	0.7606	0.7613	0.8725
0.5026	5.4239	998	0.8188	0.7606	0.8188	0.9049
0.1566	5.4348	1000	0.8252	0.7518	0.8252	0.9084
0.1566	5.4457	1002	0.8894	0.7435	0.8894	0.9431
0.1566	5.4565	1004	1.0000	0.7514	1.0000	1.0000
0.1566	5.4674	1006	1.0265	0.7514	1.0265	1.0132
0.1566	5.4783	1008	0.9568	0.7514	0.9568	0.9781
0.1566	5.4891	1010	0.8629	0.7435	0.8629	0.9290
0.1566	5.5	1012	0.7302	0.7346	0.7302	0.8545
0.1566	5.5109	1014	0.6328	0.8057	0.6328	0.7955
0.1566	5.5217	1016	0.5849	0.7882	0.5849	0.7648
0.1566	5.5326	1018	0.5879	0.7882	0.5879	0.7667
0.1566	5.5435	1020	0.6415	0.8057	0.6415	0.8010
0.1566	5.5543	1022	0.7254	0.7906	0.7254	0.8517
0.1566	5.5652	1024	0.8519	0.7430	0.8519	0.9230
0.1566	5.5761	1026	0.9808	0.7598	0.9808	0.9903
0.1566	5.5870	1028	1.0456	0.7598	1.0456	1.0226
0.1566	5.5978	1030	1.0142	0.7514	1.0142	1.0071
0.1566	5.6087	1032	0.9200	0.7514	0.9200	0.9592
0.1566	5.6196	1034	0.8182	0.7696	0.8182	0.9046
0.1566	5.6304	1036	0.7699	0.7696	0.7699	0.8775
0.1566	5.6413	1038	0.7485	0.7696	0.7485	0.8651
0.1566	5.6522	1040	0.7326	0.7717	0.7326	0.8559
0.1566	5.6630	1042	0.7802	0.7906	0.7802	0.8833
0.1566	5.6739	1044	0.8782	0.7516	0.8782	0.9371
0.1566	5.6848	1046	1.0058	0.7516	1.0058	1.0029
0.1566	5.6957	1048	1.0931	0.7234	1.0931	1.0455
0.1566	5.7065	1050	1.0980	0.7234	1.0980	1.0478
0.1566	5.7174	1052	1.0384	0.7421	1.0384	1.0190
0.1566	5.7283	1054	1.0018	0.7421	1.0018	1.0009
0.1566	5.7391	1056	1.0090	0.7421	1.0090	1.0045
0.1566	5.75	1058	0.9936	0.7421	0.9936	0.9968
0.1566	5.7609	1060	0.9146	0.7239	0.9146	0.9564
0.1566	5.7717	1062	0.8188	0.7983	0.8188	0.9049
0.1566	5.7826	1064	0.7669	0.7879	0.7669	0.8757
0.1566	5.7935	1066	0.7912	0.7354	0.7912	0.8895
0.1566	5.8043	1068	0.8449	0.7354	0.8449	0.9192
0.1566	5.8152	1070	0.8927	0.7354	0.8927	0.9448
0.1566	5.8261	1072	0.9157	0.7692	0.9157	0.9569
0.1566	5.8370	1074	0.9424	0.7692	0.9424	0.9708
0.1566	5.8478	1076	0.9568	0.7421	0.9568	0.9782
0.1566	5.8587	1078	0.9734	0.7421	0.9734	0.9866
0.1566	5.8696	1080	0.9683	0.7421	0.9683	0.9840
0.1566	5.8804	1082	0.9094	0.7327	0.9094	0.9536
0.1566	5.8913	1084	0.8454	0.7612	0.8454	0.9195
0.1566	5.9022	1086	0.8172	0.7612	0.8172	0.9040
0.1566	5.9130	1088	0.8179	0.7521	0.8179	0.9044
0.1566	5.9239	1090	0.8552	0.7521	0.8552	0.9248
0.1566	5.9348	1092	0.8876	0.7521	0.8876	0.9421
0.1566	5.9457	1094	0.9799	0.7157	0.9799	0.9899
0.1566	5.9565	1096	1.0468	0.7333	1.0468	1.0231
0.1566	5.9674	1098	1.0502	0.7255	1.0502	1.0248
0.1566	5.9783	1100	1.0290	0.7350	1.0290	1.0144
0.1566	5.9891	1102	0.9798	0.7350	0.9798	0.9898
0.1566	6.0	1104	0.8769	0.7354	0.8769	0.9364
0.1566	6.0109	1106	0.8180	0.7601	0.8180	0.9044
0.1566	6.0217	1108	0.8425	0.7601	0.8425	0.9179
0.1566	6.0326	1110	0.9288	0.7162	0.9288	0.9637
0.1566	6.0435	1112	1.0536	0.7333	1.0536	1.0265
0.1566	6.0543	1114	1.1474	0.7153	1.1474	1.0712
0.1566	6.0652	1116	1.1586	0.7153	1.1586	1.0764
0.1566	6.0761	1118	1.0799	0.7153	1.0799	1.0392
0.1566	6.0870	1120	1.0318	0.7153	1.0318	1.0158
0.1566	6.0978	1122	0.9622	0.7327	0.9622	0.9809
0.1566	6.1087	1124	0.8961	0.7327	0.8961	0.9466
0.1566	6.1196	1126	0.8461	0.7521	0.8461	0.9198
0.1566	6.1304	1128	0.8088	0.7521	0.8088	0.8994
0.1566	6.1413	1130	0.8166	0.7437	0.8166	0.9036
0.1566	6.1522	1132	0.8492	0.7437	0.8492	0.9215
0.1566	6.1630	1134	0.8759	0.7517	0.8759	0.9359
0.1566	6.1739	1136	0.9112	0.7239	0.9112	0.9546
0.1566	6.1848	1138	0.9667	0.7333	0.9667	0.9832
0.1566	6.1957	1140	0.9677	0.7333	0.9677	0.9837
0.1566	6.2065	1142	0.9421	0.7239	0.9421	0.9706
0.1566	6.2174	1144	0.9455	0.7157	0.9455	0.9724
0.1566	6.2283	1146	0.9853	0.7333	0.9853	0.9926
0.1566	6.2391	1148	1.0248	0.7333	1.0248	1.0123
0.1566	6.25	1150	1.0423	0.7333	1.0423	1.0209
0.1566	6.2609	1152	0.9864	0.7598	0.9864	0.9932
0.1566	6.2717	1154	0.9033	0.7429	0.9033	0.9504
0.1566	6.2826	1156	0.8542	0.7350	0.8542	0.9242
0.1566	6.2935	1158	0.8407	0.7277	0.8407	0.9169
0.1566	6.3043	1160	0.8501	0.7277	0.8501	0.9220
0.1566	6.3152	1162	0.8513	0.7277	0.8513	0.9227
0.1566	6.3261	1164	0.8669	0.7517	0.8669	0.9311
0.1566	6.3370	1166	0.8811	0.7517	0.8811	0.9386
0.1566	6.3478	1168	0.9109	0.7421	0.9109	0.9544
0.1566	6.3587	1170	0.9567	0.7898	0.9567	0.9781
0.1566	6.3696	1172	1.0228	0.7421	1.0228	1.0113
0.1566	6.3804	1174	1.0565	0.7234	1.0565	1.0279
0.1566	6.3913	1176	1.0602	0.7421	1.0602	1.0296
0.1566	6.4022	1178	1.0136	0.7421	1.0136	1.0068
0.1566	6.4130	1180	0.9386	0.7421	0.9386	0.9688
0.1566	6.4239	1182	0.8602	0.7692	0.8602	0.9275
0.1566	6.4348	1184	0.8086	0.7521	0.8086	0.8992
0.1566	6.4457	1186	0.8201	0.7433	0.8201	0.9056
0.1566	6.4565	1188	0.8134	0.7521	0.8134	0.9019
0.1566	6.4674	1190	0.7893	0.7521	0.7893	0.8884
0.1566	6.4783	1192	0.7986	0.7521	0.7986	0.8936
0.1566	6.4891	1194	0.8550	0.7433	0.8550	0.9247
0.1566	6.5	1196	0.9522	0.7157	0.9522	0.9758
0.1566	6.5109	1198	1.0575	0.7333	1.0575	1.0284
0.1566	6.5217	1200	1.1757	0.7333	1.1757	1.0843
0.1566	6.5326	1202	1.1941	0.7153	1.1941	1.0928
0.1566	6.5435	1204	1.1314	0.7333	1.1314	1.0637
0.1566	6.5543	1206	1.0585	0.7157	1.0585	1.0288
0.1566	6.5652	1208	0.9853	0.7239	0.9853	0.9926
0.1566	6.5761	1210	0.9546	0.7327	0.9546	0.9770
0.1566	6.5870	1212	0.9277	0.7327	0.9277	0.9632
0.1566	6.5978	1214	0.9000	0.7327	0.9000	0.9487
0.1566	6.6087	1216	0.8957	0.7327	0.8957	0.9464
0.1566	6.6196	1218	0.8615	0.7327	0.8615	0.9282
0.1566	6.6304	1220	0.8115	0.7244	0.8115	0.9008
0.1566	6.6413	1222	0.7811	0.7521	0.7811	0.8838
0.1566	6.6522	1224	0.7963	0.7521	0.7963	0.8924
0.1566	6.6630	1226	0.8059	0.7521	0.8059	0.8977
0.1566	6.6739	1228	0.8153	0.7433	0.8153	0.9030
0.1566	6.6848	1230	0.8759	0.7350	0.8759	0.9359
0.1566	6.6957	1232	0.9453	0.7086	0.9453	0.9723
0.1566	6.7065	1234	0.9590	0.7157	0.9590	0.9793
0.1566	6.7174	1236	0.9384	0.7157	0.9384	0.9687
0.1566	6.7283	1238	0.8673	0.7433	0.8673	0.9313
0.1566	6.7391	1240	0.7840	0.7521	0.7840	0.8855
0.1566	6.75	1242	0.7165	0.7437	0.7165	0.8465
0.1566	6.7609	1244	0.7011	0.7437	0.7011	0.8373
0.1566	6.7717	1246	0.7194	0.7437	0.7194	0.8482
0.1566	6.7826	1248	0.7629	0.7437	0.7629	0.8734
0.1566	6.7935	1250	0.8163	0.7437	0.8163	0.9035
0.1566	6.8043	1252	0.8769	0.7429	0.8769	0.9364
0.1566	6.8152	1254	0.9124	0.7429	0.9124	0.9552
0.1566	6.8261	1256	0.9049	0.7429	0.9049	0.9513
0.1566	6.8370	1258	0.8571	0.7521	0.8571	0.9258
0.1566	6.8478	1260	0.8454	0.7521	0.8454	0.9195
0.1566	6.8587	1262	0.8341	0.7521	0.8341	0.9133
0.1566	6.8696	1264	0.8277	0.7437	0.8277	0.9098
0.1566	6.8804	1266	0.8260	0.7437	0.8260	0.9088
0.1566	6.8913	1268	0.8470	0.7433	0.8470	0.9203
0.1566	6.9022	1270	0.8893	0.7350	0.8893	0.9430
0.1566	6.9130	1272	0.9703	0.7350	0.9703	0.9850
0.1566	6.9239	1274	1.0323	0.7598	1.0323	1.0160
0.1566	6.9348	1276	1.0367	0.7598	1.0367	1.0182
0.1566	6.9457	1278	0.9726	0.7514	0.9726	0.9862
0.1566	6.9565	1280	0.8570	0.7277	0.8570	0.9257
0.1566	6.9674	1282	0.7543	0.7689	0.7543	0.8685
0.1566	6.9783	1284	0.7020	0.7689	0.7020	0.8378
0.1566	6.9891	1286	0.6960	0.8123	0.6960	0.8342
0.1566	7.0	1288	0.7280	0.7689	0.7280	0.8532
0.1566	7.0109	1290	0.8040	0.7689	0.8040	0.8966
0.1566	7.0217	1292	0.8792	0.7602	0.8792	0.9376
0.1566	7.0326	1294	0.9532	0.7514	0.9532	0.9763
0.1566	7.0435	1296	0.9621	0.7598	0.9621	0.9808
0.1566	7.0543	1298	0.9488	0.7598	0.9488	0.9741
0.1566	7.0652	1300	0.8808	0.7602	0.8808	0.9385
0.1566	7.0761	1302	0.8251	0.7437	0.8251	0.9083
0.1566	7.0870	1304	0.7925	0.7437	0.7925	0.8902
0.1566	7.0978	1306	0.7734	0.7437	0.7734	0.8794
0.1566	7.1087	1308	0.7681	0.7437	0.7681	0.8764
0.1566	7.1196	1310	0.7967	0.7437	0.7967	0.8926
0.1566	7.1304	1312	0.8463	0.7437	0.8463	0.9200
0.1566	7.1413	1314	0.9196	0.7429	0.9196	0.9590
0.1566	7.1522	1316	0.9875	0.7157	0.9875	0.9937
0.1566	7.1630	1318	0.9855	0.7157	0.9855	0.9927
0.1566	7.1739	1320	0.9396	0.7429	0.9396	0.9693
0.1566	7.1848	1322	0.9212	0.7350	0.9212	0.9598
0.1566	7.1957	1324	0.8619	0.7350	0.8619	0.9284
0.1566	7.2065	1326	0.8183	0.7433	0.8183	0.9046
0.1566	7.2174	1328	0.7795	0.7521	0.7795	0.8829
0.1566	7.2283	1330	0.7874	0.7521	0.7874	0.8873
0.1566	7.2391	1332	0.8256	0.7433	0.8256	0.9086
0.1566	7.25	1334	0.8663	0.7517	0.8663	0.9308
0.1566	7.2609	1336	0.9107	0.7421	0.9107	0.9543
0.1566	7.2717	1338	0.9090	0.7421	0.9090	0.9534
0.1566	7.2826	1340	0.8624	0.7793	0.8624	0.9286
0.1566	7.2935	1342	0.8426	0.8094	0.8426	0.9179
0.1566	7.3043	1344	0.8084	0.7823	0.8084	0.8991
0.1566	7.3152	1346	0.7737	0.7823	0.7737	0.8796
0.1566	7.3261	1348	0.7515	0.7823	0.7515	0.8669
0.1566	7.3370	1350	0.7274	0.7620	0.7274	0.8529
0.1566	7.3478	1352	0.7266	0.7882	0.7266	0.8524
0.1566	7.3587	1354	0.7570	0.8123	0.7570	0.8701
0.1566	7.3696	1356	0.8173	0.7521	0.8173	0.9040
0.1566	7.3804	1358	0.8862	0.7517	0.8862	0.9414
0.1566	7.3913	1360	0.9402	0.7598	0.9402	0.9696
0.1566	7.4022	1362	0.9605	0.7598	0.9605	0.9801
0.1566	7.4130	1364	0.9374	0.7598	0.9374	0.9682
0.1566	7.4239	1366	0.8736	0.7350	0.8736	0.9347
0.1566	7.4348	1368	0.8256	0.7354	0.8256	0.9086
0.1566	7.4457	1370	0.7633	0.7437	0.7633	0.8736
0.1566	7.4565	1372	0.7282	0.7437	0.7282	0.8534
0.1566	7.4674	1374	0.7259	0.7437	0.7259	0.8520
0.1566	7.4783	1376	0.7505	0.7437	0.7505	0.8663
0.1566	7.4891	1378	0.7876	0.7521	0.7876	0.8875
0.1566	7.5	1380	0.8213	0.7521	0.8213	0.9062
0.1566	7.5109	1382	0.8639	0.7612	0.8639	0.9294
0.1566	7.5217	1384	0.8951	0.7429	0.8951	0.9461
0.1566	7.5326	1386	0.8962	0.7429	0.8962	0.9467
0.1566	7.5435	1388	0.9215	0.7429	0.9215	0.9600
0.1566	7.5543	1390	0.9235	0.7429	0.9235	0.9610
0.1566	7.5652	1392	0.9114	0.7429	0.9114	0.9547
0.1566	7.5761	1394	0.8698	0.7277	0.8698	0.9326
0.1566	7.5870	1396	0.8261	0.7277	0.8261	0.9089
0.1566	7.5978	1398	0.7901	0.7601	0.7901	0.8889
0.1566	7.6087	1400	0.7745	0.7689	0.7745	0.8800
0.1566	7.6196	1402	0.7801	0.7437	0.7801	0.8832
0.1566	7.6304	1404	0.7811	0.7437	0.7811	0.8838
0.1566	7.6413	1406	0.8088	0.7521	0.8088	0.8994
0.1566	7.6522	1408	0.8375	0.7517	0.8375	0.9151
0.1566	7.6630	1410	0.8264	0.7612	0.8264	0.9090
0.1566	7.6739	1412	0.7948	0.7437	0.7948	0.8915
0.1566	7.6848	1414	0.7728	0.7437	0.7728	0.8791
0.1566	7.6957	1416	0.7516	0.7689	0.7516	0.8670
0.1566	7.7065	1418	0.7400	0.8123	0.7400	0.8603
0.1566	7.7174	1420	0.7510	0.8232	0.7510	0.8666
0.1566	7.7283	1422	0.7628	0.7779	0.7628	0.8734
0.1566	7.7391	1424	0.8003	0.7779	0.8003	0.8946
0.1566	7.75	1426	0.8354	0.7779	0.8354	0.9140
0.1566	7.7609	1428	0.8753	0.7521	0.8753	0.9356
0.1566	7.7717	1430	0.8824	0.7433	0.8824	0.9393
0.1566	7.7826	1432	0.8554	0.7779	0.8554	0.9249
0.1566	7.7935	1434	0.8183	0.7779	0.8183	0.9046
0.1566	7.8043	1436	0.7635	0.7779	0.7635	0.8738
0.1566	7.8152	1438	0.7279	0.7779	0.7279	0.8531
0.1566	7.8261	1440	0.7236	0.7689	0.7236	0.8507
0.1566	7.8370	1442	0.7318	0.7689	0.7318	0.8554
0.1566	7.8478	1444	0.7656	0.7689	0.7656	0.8750
0.1566	7.8587	1446	0.7984	0.7689	0.7984	0.8935
0.1566	7.8696	1448	0.8360	0.7597	0.8360	0.9143
0.1566	7.8804	1450	0.8552	0.7350	0.8552	0.9247
0.1566	7.8913	1452	0.8584	0.7429	0.8584	0.9265
0.1566	7.9022	1454	0.8454	0.7350	0.8454	0.9194
0.1566	7.9130	1456	0.8356	0.7350	0.8356	0.9141
0.1566	7.9239	1458	0.8377	0.7433	0.8377	0.9153
0.1566	7.9348	1460	0.8231	0.7521	0.8231	0.9072
0.1566	7.9457	1462	0.7838	0.7437	0.7838	0.8853
0.1566	7.9565	1464	0.7705	0.7437	0.7705	0.8778
0.1566	7.9674	1466	0.7702	0.7437	0.7702	0.8776
0.1566	7.9783	1468	0.7916	0.8094	0.7916	0.8897
0.1566	7.9891	1470	0.8344	0.8094	0.8344	0.9135
0.1566	8.0	1472	0.8970	0.7692	0.8970	0.9471
0.1566	8.0109	1474	0.9421	0.7692	0.9421	0.9706
0.1566	8.0217	1476	0.9746	0.7692	0.9746	0.9872
0.1566	8.0326	1478	0.9934	0.7692	0.9934	0.9967
0.1566	8.0435	1480	0.9776	0.7692	0.9776	0.9887
0.1566	8.0543	1482	0.9359	0.7692	0.9360	0.9674
0.1566	8.0652	1484	0.8912	0.7793	0.8912	0.9440
0.1566	8.0761	1486	0.8563	0.7612	0.8563	0.9254
0.1566	8.0870	1488	0.8192	0.7612	0.8192	0.9051
0.1566	8.0978	1490	0.8123	0.7612	0.8123	0.9013
0.1566	8.1087	1492	0.8117	0.7612	0.8117	0.9009
0.1566	8.1196	1494	0.8319	0.7612	0.8319	0.9121
0.1566	8.1304	1496	0.8716	0.7612	0.8716	0.9336
0.1566	8.1413	1498	0.9256	0.7429	0.9256	0.9621
0.0891	8.1522	1500	0.9825	0.7598	0.9825	0.9912
0.0891	8.1630	1502	1.0089	0.7598	1.0089	1.0044
0.0891	8.1739	1504	1.0308	0.7598	1.0308	1.0153
0.0891	8.1848	1506	1.0164	0.7598	1.0164	1.0082
0.0891	8.1957	1508	1.0054	0.7598	1.0054	1.0027
0.0891	8.2065	1510	0.9912	0.7598	0.9912	0.9956
0.0891	8.2174	1512	0.9900	0.7598	0.9900	0.9950
0.0891	8.2283	1514	0.9676	0.7692	0.9676	0.9837
0.0891	8.2391	1516	0.9314	0.7793	0.9314	0.9651
0.0891	8.25	1518	0.8920	0.7612	0.8920	0.9445
0.0891	8.2609	1520	0.8787	0.7612	0.8787	0.9374
0.0891	8.2717	1522	0.8746	0.7612	0.8746	0.9352
0.0891	8.2826	1524	0.8751	0.7612	0.8751	0.9354
0.0891	8.2935	1526	0.8844	0.7793	0.8844	0.9404
0.0891	8.3043	1528	0.9094	0.7692	0.9094	0.9536
0.0891	8.3152	1530	0.9117	0.7692	0.9117	0.9548
0.0891	8.3261	1532	0.9068	0.7692	0.9068	0.9523
0.0891	8.3370	1534	0.8890	0.7692	0.8890	0.9429
0.0891	8.3478	1536	0.8839	0.7692	0.8839	0.9401
0.0891	8.3587	1538	0.8880	0.7692	0.8880	0.9423
0.0891	8.3696	1540	0.8827	0.7692	0.8827	0.9395
0.0891	8.3804	1542	0.8708	0.7517	0.8708	0.9332
0.0891	8.3913	1544	0.8690	0.7517	0.8690	0.9322
0.0891	8.4022	1546	0.8540	0.7517	0.8540	0.9241
0.0891	8.4130	1548	0.8462	0.7517	0.8462	0.9199
0.0891	8.4239	1550	0.8448	0.7517	0.8448	0.9191
0.0891	8.4348	1552	0.8252	0.7433	0.8252	0.9084
0.0891	8.4457	1554	0.8094	0.7433	0.8094	0.8997
0.0891	8.4565	1556	0.8063	0.7521	0.8063	0.8979
0.0891	8.4674	1558	0.8183	0.7521	0.8183	0.9046
0.0891	8.4783	1560	0.8374	0.7517	0.8374	0.9151
0.0891	8.4891	1562	0.8592	0.7517	0.8592	0.9269
0.0891	8.5	1564	0.8854	0.7598	0.8854	0.9409
0.0891	8.5109	1566	0.9016	0.7598	0.9016	0.9495
0.0891	8.5217	1568	0.9218	0.7598	0.9218	0.9601
0.0891	8.5326	1570	0.9276	0.7598	0.9276	0.9631
0.0891	8.5435	1572	0.9286	0.7692	0.9286	0.9636
0.0891	8.5543	1574	0.9453	0.7692	0.9453	0.9723
0.0891	8.5652	1576	0.9572	0.7692	0.9572	0.9783
0.0891	8.5761	1578	0.9561	0.7692	0.9561	0.9778
0.0891	8.5870	1580	0.9372	0.7692	0.9372	0.9681
0.0891	8.5978	1582	0.9118	0.7692	0.9118	0.9549
0.0891	8.6087	1584	0.9048	0.7692	0.9048	0.9512
0.0891	8.6196	1586	0.9155	0.7421	0.9155	0.9568
0.0891	8.6304	1588	0.9350	0.7421	0.9350	0.9670
0.0891	8.6413	1590	0.9528	0.7421	0.9528	0.9761
0.0891	8.6522	1592	0.9584	0.7421	0.9584	0.9790
0.0891	8.6630	1594	0.9667	0.7421	0.9667	0.9832
0.0891	8.6739	1596	0.9812	0.7421	0.9812	0.9905
0.0891	8.6848	1598	0.9985	0.7421	0.9985	0.9993
0.0891	8.6957	1600	0.9980	0.7421	0.9980	0.9990
0.0891	8.7065	1602	0.9723	0.7421	0.9723	0.9860
0.0891	8.7174	1604	0.9286	0.7421	0.9286	0.9636
0.0891	8.7283	1606	0.9062	0.7421	0.9062	0.9519
0.0891	8.7391	1608	0.8998	0.7421	0.8998	0.9486
0.0891	8.75	1610	0.8919	0.7516	0.8919	0.9444
0.0891	8.7609	1612	0.8869	0.7327	0.8869	0.9417
0.0891	8.7717	1614	0.9033	0.7516	0.9033	0.9504
0.0891	8.7826	1616	0.9075	0.7516	0.9075	0.9526
0.0891	8.7935	1618	0.9061	0.7327	0.9061	0.9519
0.0891	8.8043	1620	0.9227	0.7421	0.9227	0.9606
0.0891	8.8152	1622	0.9453	0.7421	0.9453	0.9723
0.0891	8.8261	1624	0.9658	0.7421	0.9658	0.9827
0.0891	8.8370	1626	0.9902	0.7421	0.9902	0.9951
0.0891	8.8478	1628	1.0170	0.7333	1.0170	1.0085
0.0891	8.8587	1630	1.0600	0.7333	1.0600	1.0296
0.0891	8.8696	1632	1.1009	0.7333	1.1009	1.0492
0.0891	8.8804	1634	1.1119	0.7333	1.1119	1.0545
0.0891	8.8913	1636	1.0972	0.7333	1.0972	1.0475
0.0891	8.9022	1638	1.0612	0.7333	1.0612	1.0302
0.0891	8.9130	1640	1.0239	0.7333	1.0239	1.0119
0.0891	8.9239	1642	0.9938	0.7333	0.9938	0.9969
0.0891	8.9348	1644	0.9651	0.7421	0.9651	0.9824
0.0891	8.9457	1646	0.9314	0.7327	0.9314	0.9651
0.0891	8.9565	1648	0.9048	0.7327	0.9048	0.9512
0.0891	8.9674	1650	0.8855	0.7612	0.8855	0.9410
0.0891	8.9783	1652	0.8723	0.7612	0.8723	0.9340
0.0891	8.9891	1654	0.8593	0.7612	0.8593	0.9270
0.0891	9.0	1656	0.8472	0.7612	0.8472	0.9204
0.0891	9.0109	1658	0.8448	0.7612	0.8448	0.9191
0.0891	9.0217	1660	0.8517	0.7612	0.8517	0.9229
0.0891	9.0326	1662	0.8739	0.7612	0.8739	0.9348
0.0891	9.0435	1664	0.8990	0.7612	0.8990	0.9482
0.0891	9.0543	1666	0.9216	0.7517	0.9216	0.9600
0.0891	9.0652	1668	0.9378	0.7333	0.9378	0.9684
0.0891	9.0761	1670	0.9472	0.7333	0.9472	0.9732
0.0891	9.0870	1672	0.9519	0.7598	0.9519	0.9756
0.0891	9.0978	1674	0.9507	0.7598	0.9507	0.9750
0.0891	9.1087	1676	0.9460	0.7598	0.9460	0.9726
0.0891	9.1196	1678	0.9440	0.7598	0.9440	0.9716
0.0891	9.1304	1680	0.9542	0.7598	0.9542	0.9769
0.0891	9.1413	1682	0.9602	0.7598	0.9602	0.9799
0.0891	9.1522	1684	0.9487	0.7598	0.9487	0.9740
0.0891	9.1630	1686	0.9270	0.7429	0.9270	0.9628
0.0891	9.1739	1688	0.9097	0.7429	0.9097	0.9538
0.0891	9.1848	1690	0.8947	0.7429	0.8947	0.9459
0.0891	9.1957	1692	0.8818	0.7517	0.8818	0.9390
0.0891	9.2065	1694	0.8839	0.7517	0.8839	0.9402
0.0891	9.2174	1696	0.8985	0.7517	0.8985	0.9479
0.0891	9.2283	1698	0.9034	0.7517	0.9034	0.9505
0.0891	9.2391	1700	0.9027	0.7517	0.9027	0.9501
0.0891	9.25	1702	0.9059	0.7517	0.9059	0.9518
0.0891	9.2609	1704	0.9005	0.7517	0.9005	0.9489
0.0891	9.2717	1706	0.8918	0.7517	0.8918	0.9444
0.0891	9.2826	1708	0.8754	0.7517	0.8754	0.9356
0.0891	9.2935	1710	0.8621	0.7517	0.8621	0.9285
0.0891	9.3043	1712	0.8427	0.7612	0.8427	0.9180
0.0891	9.3152	1714	0.8296	0.7612	0.8296	0.9108
0.0891	9.3261	1716	0.8275	0.7612	0.8275	0.9097
0.0891	9.3370	1718	0.8313	0.7612	0.8313	0.9118
0.0891	9.3478	1720	0.8346	0.7612	0.8346	0.9136
0.0891	9.3587	1722	0.8459	0.7612	0.8459	0.9197
0.0891	9.3696	1724	0.8617	0.7517	0.8617	0.9283
0.0891	9.3804	1726	0.8771	0.7517	0.8771	0.9365
0.0891	9.3913	1728	0.8901	0.7517	0.8901	0.9435
0.0891	9.4022	1730	0.9010	0.7692	0.9010	0.9492
0.0891	9.4130	1732	0.9008	0.7692	0.9008	0.9491
0.0891	9.4239	1734	0.9045	0.7692	0.9045	0.9510
0.0891	9.4348	1736	0.9025	0.7692	0.9025	0.9500
0.0891	9.4457	1738	0.9003	0.7692	0.9003	0.9488
0.0891	9.4565	1740	0.9025	0.7692	0.9025	0.9500
0.0891	9.4674	1742	0.9001	0.7692	0.9001	0.9487
0.0891	9.4783	1744	0.8996	0.7692	0.8996	0.9485
0.0891	9.4891	1746	0.8980	0.7692	0.8980	0.9476
0.0891	9.5	1748	0.8921	0.7692	0.8921	0.9445
0.0891	9.5109	1750	0.8861	0.7793	0.8861	0.9413
0.0891	9.5217	1752	0.8826	0.7612	0.8826	0.9395
0.0891	9.5326	1754	0.8833	0.7793	0.8833	0.9398
0.0891	9.5435	1756	0.8847	0.7793	0.8847	0.9406
0.0891	9.5543	1758	0.8861	0.7692	0.8861	0.9413
0.0891	9.5652	1760	0.8846	0.7692	0.8846	0.9405
0.0891	9.5761	1762	0.8865	0.7692	0.8865	0.9415
0.0891	9.5870	1764	0.8841	0.7692	0.8841	0.9403
0.0891	9.5978	1766	0.8790	0.7612	0.8790	0.9375
0.0891	9.6087	1768	0.8745	0.7612	0.8745	0.9351
0.0891	9.6196	1770	0.8715	0.7612	0.8715	0.9335
0.0891	9.6304	1772	0.8662	0.7612	0.8662	0.9307
0.0891	9.6413	1774	0.8629	0.7612	0.8629	0.9289
0.0891	9.6522	1776	0.8563	0.7612	0.8563	0.9253
0.0891	9.6630	1778	0.8480	0.7612	0.8480	0.9208
0.0891	9.6739	1780	0.8440	0.7612	0.8440	0.9187
0.0891	9.6848	1782	0.8407	0.7612	0.8407	0.9169
0.0891	9.6957	1784	0.8410	0.7612	0.8410	0.9171
0.0891	9.7065	1786	0.8403	0.7612	0.8403	0.9167
0.0891	9.7174	1788	0.8383	0.7612	0.8383	0.9156
0.0891	9.7283	1790	0.8347	0.7612	0.8347	0.9136
0.0891	9.7391	1792	0.8299	0.7612	0.8299	0.9110
0.0891	9.75	1794	0.8270	0.7612	0.8270	0.9094
0.0891	9.7609	1796	0.8237	0.7612	0.8237	0.9076
0.0891	9.7717	1798	0.8220	0.7612	0.8220	0.9067
0.0891	9.7826	1800	0.8203	0.7612	0.8203	0.9057
0.0891	9.7935	1802	0.8206	0.7612	0.8206	0.9059
0.0891	9.8043	1804	0.8207	0.7612	0.8207	0.9059
0.0891	9.8152	1806	0.8223	0.7612	0.8223	0.9068
0.0891	9.8261	1808	0.8266	0.7612	0.8266	0.9092
0.0891	9.8370	1810	0.8308	0.7612	0.8308	0.9115
0.0891	9.8478	1812	0.8354	0.7612	0.8354	0.9140
0.0891	9.8587	1814	0.8378	0.7612	0.8378	0.9153
0.0891	9.8696	1816	0.8409	0.7612	0.8409	0.9170
0.0891	9.8804	1818	0.8433	0.7612	0.8433	0.9183
0.0891	9.8913	1820	0.8452	0.7612	0.8452	0.9193
0.0891	9.9022	1822	0.8458	0.7612	0.8458	0.9197
0.0891	9.9130	1824	0.8477	0.7517	0.8477	0.9207
0.0891	9.9239	1826	0.8498	0.7517	0.8498	0.9219
0.0891	9.9348	1828	0.8508	0.7517	0.8508	0.9224
0.0891	9.9457	1830	0.8511	0.7517	0.8511	0.9226
0.0891	9.9565	1832	0.8507	0.7517	0.8507	0.9223
0.0891	9.9674	1834	0.8504	0.7517	0.8504	0.9221
0.0891	9.9783	1836	0.8500	0.7517	0.8500	0.9220
0.0891	9.9891	1838	0.8498	0.7517	0.8498	0.9219
0.0891	10.0	1840	0.8497	0.7517	0.8497	0.9218

Framework versions

• Transformers 4.44.2
• Pytorch 2.4.0+cu118
• Datasets 2.21.0
• Tokenizers 0.19.1