flan-t5-rouge-squad-qg-testf

This model is a fine-tuned version of google/flan-t5-small on an unknown dataset. It achieves the following results on the evaluation set:

• Loss: 0.4039
• Rouge1: 0.3592
• Rouge2: 0.1167
• Rougel: 0.3352
• Rougelsum: 0.3408

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: 7e-05
• train_batch_size: 100
• eval_batch_size: 100
• seed: 42
• gradient_accumulation_steps: 4
• total_train_batch_size: 400
• 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
• num_epochs: 640

Training results

Training Loss	Epoch	Step	Validation Loss	Rouge1	Rouge2	Rougel	Rougelsum
136.4029	1.0	2	34.1688	0.0565	0.0135	0.0516	0.0525
122.737	2.0	4	30.2467	0.0923	0.0383	0.0849	0.0858
111.6616	3.0	6	27.1107	0.0847	0.0277	0.0771	0.0773
101.6812	4.0	8	24.2881	0.0922	0.0310	0.0841	0.0843
92.6727	5.0	10	21.5655	0.0645	0.0207	0.0599	0.0597
84.1706	6.0	12	18.7452	0.0799	0.0285	0.0759	0.0759
75.335	7.0	14	15.6624	0.0855	0.0382	0.0834	0.0838
66.4953	8.0	16	12.4440	0.0877	0.0386	0.0868	0.0874
57.1587	9.0	18	9.6261	0.0764	0.0364	0.0758	0.0758
49.3085	10.0	20	8.1586	0.0614	0.0319	0.0610	0.0610
43.4442	11.0	22	7.7777	0.0676	0.0342	0.0671	0.0672
39.1112	12.0	24	7.5494	0.0712	0.0342	0.0710	0.0714
35.7134	13.0	26	7.3096	0.0765	0.0355	0.0733	0.0750
32.7763	14.0	28	6.9785	0.0821	0.0339	0.0787	0.0804
30.3789	15.0	30	6.4000	0.0953	0.0431	0.0898	0.0925
28.2923	16.0	32	5.6163	0.0928	0.0436	0.0872	0.0901
26.226	17.0	34	5.0450	0.0801	0.0374	0.0733	0.0771
24.6307	18.0	36	4.8226	0.0801	0.0357	0.0709	0.0756
23.2999	19.0	38	4.7173	0.0866	0.0374	0.0772	0.0820
22.0348	20.0	40	4.6226	0.0959	0.0359	0.0885	0.0914
21.0957	21.0	42	4.5175	0.0920	0.0355	0.0857	0.0888
20.5043	22.0	44	4.4110	0.1032	0.0428	0.0927	0.0970
19.7318	23.0	46	4.3110	0.1100	0.0536	0.1034	0.1065
19.1478	24.0	48	4.2194	0.1282	0.0593	0.1140	0.1194
18.5923	25.0	50	4.1343	0.1285	0.0520	0.1123	0.1175
18.1752	26.0	52	4.0515	0.1218	0.0514	0.1077	0.1125
17.707	27.0	54	3.9666	0.1218	0.0514	0.1077	0.1125
17.3232	28.0	56	3.8757	0.1283	0.0543	0.1118	0.1173
16.9095	29.0	58	3.7754	0.1283	0.0543	0.1118	0.1173
16.4606	30.0	60	3.6667	0.1334	0.0484	0.1131	0.1196
16.1376	31.0	62	3.5559	0.1287	0.0459	0.1087	0.1152
15.768	32.0	64	3.4546	0.1230	0.0473	0.1028	0.1094
15.3982	33.0	66	3.3683	0.1154	0.0433	0.0960	0.1031
15.0397	34.0	68	3.2958	0.1104	0.0405	0.0907	0.0983
14.6899	35.0	70	3.2332	0.1194	0.0427	0.0960	0.1035
14.4125	36.0	72	3.1766	0.1264	0.0437	0.1024	0.1101
14.075	37.0	74	3.1223	0.1237	0.0423	0.0997	0.1074
13.7579	38.0	76	3.0669	0.1131	0.0386	0.0926	0.0976
13.457	39.0	78	3.0074	0.1237	0.0401	0.1016	0.1075
13.1637	40.0	80	2.9420	0.1428	0.0455	0.1146	0.1252
12.9631	41.0	82	2.8707	0.1400	0.0445	0.1155	0.1260
12.676	42.0	84	2.7950	0.1432	0.0451	0.1171	0.1276
12.393	43.0	86	2.7170	0.1266	0.0407	0.1023	0.1105
12.1927	44.0	88	2.6385	0.1124	0.0390	0.0941	0.1002
11.9014	45.0	90	2.5622	0.0972	0.0336	0.0814	0.0861
11.7375	46.0	92	2.4894	0.1137	0.0366	0.0966	0.1017
11.4157	47.0	94	2.4209	0.1266	0.0408	0.1088	0.1138
11.167	48.0	96	2.3562	0.1278	0.0413	0.1094	0.1158
10.9906	49.0	98	2.2958	0.1201	0.0425	0.1012	0.1078
10.7213	50.0	100	2.2389	0.1286	0.0443	0.1066	0.1134
10.4748	51.0	102	2.1833	0.1740	0.0589	0.1457	0.1603
10.2603	52.0	104	2.1275	0.1525	0.0502	0.1274	0.1398
10.0582	53.0	106	2.0699	0.1774	0.0623	0.1525	0.1647
9.9137	54.0	108	2.0099	0.2596	0.0883	0.2287	0.2433
9.6495	55.0	110	1.9481	0.2737	0.0891	0.2426	0.2573
9.4251	56.0	112	1.8866	0.2996	0.0960	0.2666	0.2841
9.1763	57.0	114	1.8260	0.2967	0.0951	0.2662	0.2830
8.9287	58.0	116	1.7681	0.3226	0.0999	0.2883	0.3047
8.7871	59.0	118	1.7131	0.3244	0.0983	0.2934	0.3093
8.6282	60.0	120	1.6617	0.3241	0.0993	0.2937	0.3103
8.3453	61.0	122	1.6117	0.3298	0.1043	0.2952	0.3165
8.1907	62.0	124	1.5632	0.3289	0.1042	0.2957	0.3167
7.9605	63.0	126	1.5146	0.3431	0.1108	0.3085	0.3303
7.8295	64.0	128	1.4663	0.3441	0.1118	0.3092	0.3310
7.6171	65.0	130	1.4179	0.3488	0.1139	0.3133	0.3345
7.378	66.0	132	1.3694	0.3500	0.1131	0.3137	0.3355
7.2818	67.0	134	1.3220	0.3491	0.1153	0.3171	0.3344
7.095	68.0	136	1.2754	0.3491	0.1153	0.3171	0.3344
6.906	69.0	138	1.2314	0.3514	0.1182	0.3239	0.3376
6.7672	70.0	140	1.1901	0.3524	0.1192	0.3269	0.3389
6.5463	71.0	142	1.1514	0.3524	0.1192	0.3269	0.3389
6.4001	72.0	144	1.1132	0.3505	0.1191	0.3251	0.3370
6.2196	73.0	146	1.0753	0.3506	0.1193	0.3256	0.3371
6.0741	74.0	148	1.0390	0.3521	0.1180	0.3258	0.3373
5.9094	75.0	150	1.0029	0.3518	0.1180	0.3256	0.3372
5.7465	76.0	152	0.9679	0.3553	0.1176	0.3281	0.3414
5.6152	77.0	154	0.9324	0.3553	0.1176	0.3281	0.3414
5.4515	78.0	156	0.8988	0.3517	0.1147	0.3211	0.3383
5.291	79.0	158	0.8671	0.3517	0.1147	0.3211	0.3383
5.1868	80.0	160	0.8365	0.3517	0.1147	0.3211	0.3383
5.0697	81.0	162	0.8075	0.3512	0.1124	0.3181	0.3372
4.9323	82.0	164	0.7797	0.3512	0.1124	0.3181	0.3372
4.7686	83.0	166	0.7535	0.3512	0.1124	0.3181	0.3372
4.6311	84.0	168	0.7279	0.3512	0.1124	0.3181	0.3372
4.4982	85.0	170	0.7035	0.3510	0.1129	0.3187	0.3377
4.4245	86.0	172	0.6803	0.3505	0.1130	0.3182	0.3372
4.3332	87.0	174	0.6583	0.3505	0.1130	0.3182	0.3372
4.1466	88.0	176	0.6374	0.3505	0.1130	0.3182	0.3372
4.0521	89.0	178	0.6174	0.3529	0.1125	0.3188	0.3380
3.9345	90.0	180	0.5980	0.3675	0.1166	0.3286	0.3521
3.8918	91.0	182	0.5796	0.3680	0.1166	0.3292	0.3527
3.7647	92.0	184	0.5620	0.3679	0.1168	0.3297	0.3526
3.6223	93.0	186	0.5451	0.3679	0.1168	0.3297	0.3526
3.5554	94.0	188	0.5289	0.3676	0.1167	0.3299	0.3522
3.4539	95.0	190	0.5131	0.3674	0.1161	0.3295	0.3528
3.3809	96.0	192	0.4984	0.3692	0.1189	0.3309	0.3542
3.2907	97.0	194	0.4846	0.3692	0.1189	0.3309	0.3542
3.2269	98.0	196	0.4720	0.3709	0.1209	0.3331	0.3559
3.1249	99.0	198	0.4600	0.3709	0.1209	0.3331	0.3559
3.0257	100.0	200	0.4489	0.3716	0.1220	0.3360	0.3572
2.9625	101.0	202	0.4385	0.3716	0.1221	0.3360	0.3572
2.9575	102.0	204	0.4280	0.3716	0.1221	0.3360	0.3572
2.8511	103.0	206	0.4178	0.3716	0.1221	0.3360	0.3572
2.74	104.0	208	0.4084	0.3716	0.1220	0.3360	0.3572
2.7344	105.0	210	0.3999	0.3752	0.1253	0.3385	0.3604
2.6782	106.0	212	0.3924	0.3752	0.1253	0.3385	0.3604
2.5931	107.0	214	0.3855	0.3752	0.1253	0.3385	0.3604
2.5307	108.0	216	0.3789	0.3737	0.1252	0.3375	0.3582
2.5146	109.0	218	0.3725	0.3737	0.1252	0.3375	0.3582
2.4071	110.0	220	0.3663	0.3737	0.1252	0.3375	0.3582
2.3678	111.0	222	0.3603	0.3737	0.1252	0.3375	0.3582
2.3121	112.0	224	0.3545	0.3737	0.1252	0.3375	0.3582
2.2763	113.0	226	0.3491	0.3743	0.1257	0.3381	0.3587
2.2515	114.0	228	0.3442	0.3758	0.1254	0.3387	0.3600
2.2036	115.0	230	0.3396	0.3571	0.1159	0.3242	0.3418
2.1443	116.0	232	0.3353	0.3539	0.1154	0.3222	0.3396
2.1477	117.0	234	0.3313	0.3577	0.1186	0.3258	0.3435
2.0954	118.0	236	0.3273	0.3577	0.1186	0.3258	0.3435
2.0537	119.0	238	0.3236	0.3537	0.1139	0.3232	0.3390
2.0144	120.0	240	0.3203	0.3547	0.1155	0.3280	0.3405
1.9788	121.0	242	0.3172	0.3547	0.1155	0.3280	0.3405
1.9797	122.0	244	0.3144	0.3547	0.1155	0.3280	0.3405
1.9248	123.0	246	0.3117	0.3551	0.1143	0.3277	0.3409
1.9163	124.0	248	0.3091	0.3551	0.1143	0.3277	0.3409
1.8245	125.0	250	0.3065	0.3551	0.1143	0.3277	0.3409
1.8428	126.0	252	0.3040	0.3487	0.1117	0.3199	0.3343
1.7776	127.0	254	0.3016	0.3550	0.1172	0.3264	0.3409
1.7802	128.0	256	0.2997	0.3561	0.1174	0.3257	0.3414
1.7235	129.0	258	0.2979	0.3593	0.1154	0.3267	0.3417
1.8004	130.0	260	0.2963	0.3663	0.1159	0.3319	0.3467
1.677	131.0	262	0.2948	0.3837	0.1243	0.3457	0.3644
1.7164	132.0	264	0.2933	0.3848	0.1262	0.3470	0.3655
1.6319	133.0	266	0.2917	0.3839	0.1254	0.3449	0.3647
1.6235	134.0	268	0.2902	0.3884	0.1324	0.3514	0.3710
1.5592	135.0	270	0.2888	0.3884	0.1324	0.3514	0.3710
1.5576	136.0	272	0.2875	0.3943	0.1355	0.3572	0.3789
1.5399	137.0	274	0.2863	0.3965	0.1362	0.3595	0.3814
1.5381	138.0	276	0.2853	0.3965	0.1362	0.3595	0.3814
1.5246	139.0	278	0.2842	0.3982	0.1373	0.3604	0.3839
1.4824	140.0	280	0.2832	0.3987	0.1364	0.3569	0.3843
1.4788	141.0	282	0.2823	0.3978	0.1362	0.3560	0.3834
1.4189	142.0	284	0.2814	0.4004	0.1374	0.3585	0.3859
1.4113	143.0	286	0.2806	0.4034	0.1381	0.3605	0.3877
1.3881	144.0	288	0.2799	0.4050	0.1376	0.3615	0.3886
1.4106	145.0	290	0.2792	0.4043	0.1382	0.3623	0.3877
1.397	146.0	292	0.2787	0.4043	0.1382	0.3623	0.3877
1.4072	147.0	294	0.2781	0.4043	0.1382	0.3623	0.3877
1.342	148.0	296	0.2776	0.4043	0.1382	0.3623	0.3877
1.3609	149.0	298	0.2771	0.4061	0.1393	0.3672	0.3882
1.3043	150.0	300	0.2765	0.4083	0.1409	0.3672	0.3904
1.3103	151.0	302	0.2761	0.4045	0.1398	0.3642	0.3878
1.2754	152.0	304	0.2757	0.4040	0.1411	0.3644	0.3887
1.2986	153.0	306	0.2753	0.4076	0.1456	0.3667	0.3914
1.2944	154.0	308	0.2750	0.4031	0.1427	0.3646	0.3876
1.263	155.0	310	0.2748	0.4037	0.1428	0.3652	0.3885
1.2709	156.0	312	0.2745	0.4013	0.1419	0.3624	0.3857
1.2583	157.0	314	0.2742	0.4013	0.1409	0.3629	0.3863
1.2338	158.0	316	0.2739	0.4024	0.1423	0.3655	0.3863
1.2398	159.0	318	0.2737	0.4024	0.1423	0.3655	0.3863
1.1999	160.0	320	0.2736	0.4024	0.1423	0.3655	0.3863
1.1782	161.0	322	0.2736	0.4024	0.1423	0.3655	0.3863
1.1671	162.0	324	0.2736	0.4023	0.1422	0.3652	0.3861
1.1456	163.0	326	0.2736	0.4029	0.1401	0.3653	0.3867
1.1471	164.0	328	0.2737	0.4015	0.1425	0.3649	0.3862
1.1116	165.0	330	0.2737	0.4015	0.1425	0.3649	0.3862
1.1246	166.0	332	0.2737	0.4041	0.1442	0.3662	0.3884
1.1057	167.0	334	0.2737	0.4041	0.1442	0.3662	0.3884
1.1065	168.0	336	0.2737	0.4044	0.1444	0.3664	0.3886
1.0793	169.0	338	0.2738	0.4032	0.1400	0.3642	0.3884
1.0379	170.0	340	0.2740	0.4001	0.1371	0.3621	0.3858
1.0812	171.0	342	0.2741	0.4031	0.1394	0.3634	0.3869
1.0567	172.0	344	0.2744	0.4025	0.1425	0.3644	0.3863
1.0283	173.0	346	0.2748	0.3935	0.1403	0.3585	0.3774
1.0197	174.0	348	0.2753	0.3946	0.1406	0.3590	0.3793
1.0367	175.0	350	0.2757	0.3933	0.1394	0.3572	0.3778
1.0186	176.0	352	0.2760	0.3980	0.1398	0.3619	0.3824
1.0224	177.0	354	0.2762	0.3966	0.1390	0.3600	0.3808
1.02	178.0	356	0.2764	0.3923	0.1387	0.3567	0.3776
0.965	179.0	358	0.2768	0.3942	0.1390	0.3568	0.3781
0.9609	180.0	360	0.2774	0.3923	0.1347	0.3548	0.3762
0.9919	181.0	362	0.2778	0.3923	0.1347	0.3548	0.3762
0.913	182.0	364	0.2782	0.3947	0.1333	0.3554	0.3779
0.9086	183.0	366	0.2787	0.3918	0.1340	0.3542	0.3756
0.9133	184.0	368	0.2794	0.3829	0.1297	0.3511	0.3682
0.925	185.0	370	0.2800	0.3849	0.1308	0.3523	0.3712
0.9531	186.0	372	0.2806	0.3871	0.1312	0.3552	0.3735
0.9372	187.0	374	0.2810	0.3882	0.1330	0.3574	0.3747
0.8865	188.0	376	0.2813	0.3734	0.1194	0.3415	0.3580
0.8866	189.0	378	0.2820	0.3684	0.1141	0.3362	0.3528
0.846	190.0	380	0.2827	0.3684	0.1141	0.3362	0.3528
0.8797	191.0	382	0.2836	0.3680	0.1161	0.3372	0.3528
0.8353	192.0	384	0.2838	0.3740	0.1163	0.3423	0.3588
0.8542	193.0	386	0.2842	0.3756	0.1187	0.3467	0.3617
0.8363	194.0	388	0.2847	0.3741	0.1188	0.3466	0.3586
0.8405	195.0	390	0.2854	0.3764	0.1189	0.3468	0.3589
0.8403	196.0	392	0.2863	0.3728	0.1191	0.3433	0.3552
0.8305	197.0	394	0.2870	0.3797	0.1233	0.3463	0.3621
0.8097	198.0	396	0.2874	0.3797	0.1233	0.3463	0.3621
0.8177	199.0	398	0.2878	0.3780	0.1228	0.3449	0.3604
0.7938	200.0	400	0.2886	0.3684	0.1158	0.3380	0.3499
0.8106	201.0	402	0.2895	0.3780	0.1207	0.3433	0.3596
0.8055	202.0	404	0.2903	0.3679	0.1161	0.3370	0.3500
0.7599	203.0	406	0.2910	0.3670	0.1154	0.3350	0.3483
0.7623	204.0	408	0.2918	0.3680	0.1161	0.3369	0.3499
0.7675	205.0	410	0.2925	0.3680	0.1161	0.3369	0.3499
0.7536	206.0	412	0.2932	0.3813	0.1266	0.3483	0.3612
0.7486	207.0	414	0.2937	0.3716	0.1167	0.3409	0.3530
0.7499	208.0	416	0.2943	0.3832	0.1268	0.3508	0.3633
0.7434	209.0	418	0.2948	0.3831	0.1270	0.3508	0.3632
0.7537	210.0	420	0.2956	0.3768	0.1209	0.3413	0.3582
0.7475	211.0	422	0.2963	0.3760	0.1209	0.3414	0.3591
0.7343	212.0	424	0.2968	0.3754	0.1205	0.3412	0.3587
0.7183	213.0	426	0.2974	0.3661	0.1159	0.3362	0.3494
0.7009	214.0	428	0.2980	0.3681	0.1170	0.3364	0.3502
0.7087	215.0	430	0.2990	0.3638	0.1144	0.3330	0.3457
0.6863	216.0	432	0.2998	0.3606	0.1137	0.3323	0.3439
0.6969	217.0	434	0.3007	0.3583	0.1148	0.3310	0.3426
0.6897	218.0	436	0.3016	0.3651	0.1185	0.3339	0.3491
0.666	219.0	438	0.3023	0.3692	0.1186	0.3367	0.3523
0.6743	220.0	440	0.3028	0.3692	0.1186	0.3367	0.3523
0.6633	221.0	442	0.3033	0.3717	0.1185	0.3369	0.3532
0.6787	222.0	444	0.3037	0.3740	0.1197	0.3387	0.3553
0.671	223.0	446	0.3042	0.3735	0.1195	0.3383	0.3551
0.6733	224.0	448	0.3048	0.3739	0.1207	0.3384	0.3555
0.6728	225.0	450	0.3053	0.3739	0.1207	0.3384	0.3555
0.6606	226.0	452	0.3060	0.3757	0.1217	0.3400	0.3572
0.652	227.0	454	0.3067	0.3742	0.1206	0.3352	0.3562
0.642	228.0	456	0.3076	0.3739	0.1205	0.3350	0.3559
0.6405	229.0	458	0.3084	0.3723	0.1173	0.3334	0.3551
0.6586	230.0	460	0.3090	0.3718	0.1175	0.3374	0.3543
0.6344	231.0	462	0.3095	0.3724	0.1193	0.3414	0.3543
0.6393	232.0	464	0.3101	0.3710	0.1184	0.3399	0.3527
0.6337	233.0	466	0.3108	0.3678	0.1186	0.3378	0.3497
0.6379	234.0	468	0.3113	0.3673	0.1184	0.3373	0.3496
0.6515	235.0	470	0.3116	0.3729	0.1208	0.3404	0.3535
0.6367	236.0	472	0.3117	0.3729	0.1208	0.3404	0.3535
0.6283	237.0	474	0.3119	0.3741	0.1217	0.3414	0.3542
0.6204	238.0	476	0.3122	0.3741	0.1217	0.3414	0.3542
0.5947	239.0	478	0.3124	0.3735	0.1216	0.3411	0.3540
0.6312	240.0	480	0.3130	0.3735	0.1216	0.3411	0.3540
0.5857	241.0	482	0.3138	0.3735	0.1216	0.3411	0.3540
0.6333	242.0	484	0.3146	0.3741	0.1212	0.3408	0.3542
0.5933	243.0	486	0.3153	0.3733	0.1209	0.3402	0.3531
0.5944	244.0	488	0.3159	0.3755	0.1219	0.3419	0.3549
0.5928	245.0	490	0.3164	0.3755	0.1219	0.3419	0.3549
0.5856	246.0	492	0.3173	0.3751	0.1219	0.3415	0.3546
0.5937	247.0	494	0.3182	0.3736	0.1251	0.3423	0.3552
0.5931	248.0	496	0.3191	0.3736	0.1251	0.3423	0.3552
0.5958	249.0	498	0.3195	0.3776	0.1251	0.3450	0.3584
0.5847	250.0	500	0.3198	0.3776	0.1251	0.3450	0.3584
0.5874	251.0	502	0.3201	0.3776	0.1251	0.3450	0.3584
0.5984	252.0	504	0.3201	0.3788	0.1241	0.3446	0.3589
0.589	253.0	506	0.3201	0.3733	0.1229	0.3402	0.3547
0.5748	254.0	508	0.3206	0.3700	0.1206	0.3373	0.3517
0.5725	255.0	510	0.3213	0.3740	0.1229	0.3453	0.3561
0.5566	256.0	512	0.3221	0.3750	0.1203	0.3466	0.3578
0.5593	257.0	514	0.3230	0.3754	0.1203	0.3469	0.3581
0.5582	258.0	516	0.3235	0.3792	0.1221	0.3510	0.3619
0.5565	259.0	518	0.3237	0.3796	0.1226	0.3513	0.3624
0.5531	260.0	520	0.3239	0.3796	0.1226	0.3513	0.3624
0.5645	261.0	522	0.3242	0.3758	0.1208	0.3474	0.3584
0.5636	262.0	524	0.3247	0.3758	0.1208	0.3474	0.3584
0.5409	263.0	526	0.3251	0.3763	0.1208	0.3479	0.3590
0.5707	264.0	528	0.3255	0.3792	0.1233	0.3504	0.3621
0.5379	265.0	530	0.3258	0.3847	0.1270	0.3556	0.3675
0.5531	266.0	532	0.3262	0.3847	0.1270	0.3556	0.3675
0.5395	267.0	534	0.3268	0.3847	0.1270	0.3556	0.3675
0.5477	268.0	536	0.3275	0.3847	0.1270	0.3556	0.3675
0.533	269.0	538	0.3282	0.3847	0.1270	0.3556	0.3675
0.5386	270.0	540	0.3291	0.3832	0.1261	0.3545	0.3662
0.5302	271.0	542	0.3300	0.3836	0.1271	0.3537	0.3655
0.5368	272.0	544	0.3307	0.3827	0.1279	0.3552	0.3659
0.5308	273.0	546	0.3315	0.3771	0.1270	0.3500	0.3606
0.5364	274.0	548	0.3323	0.3749	0.1249	0.3471	0.3582
0.5312	275.0	550	0.3328	0.3749	0.1249	0.3471	0.3582
0.538	276.0	552	0.3331	0.3749	0.1249	0.3471	0.3582
0.525	277.0	554	0.3330	0.3749	0.1249	0.3471	0.3582
0.5324	278.0	556	0.3328	0.3764	0.1257	0.3483	0.3595
0.5202	279.0	558	0.3327	0.3764	0.1257	0.3483	0.3595
0.5203	280.0	560	0.3328	0.3759	0.1257	0.3478	0.3590
0.5074	281.0	562	0.3332	0.3783	0.1277	0.3509	0.3614
0.489	282.0	564	0.3339	0.3799	0.1319	0.3510	0.3607
0.5028	283.0	566	0.3345	0.3799	0.1319	0.3510	0.3607
0.4894	284.0	568	0.3351	0.3809	0.1329	0.3521	0.3619
0.5155	285.0	570	0.3357	0.3809	0.1329	0.3521	0.3619
0.5077	286.0	572	0.3364	0.3787	0.1325	0.3515	0.3613
0.5113	287.0	574	0.3370	0.3775	0.1317	0.3503	0.3599
0.5046	288.0	576	0.3374	0.3775	0.1317	0.3503	0.3599
0.4974	289.0	578	0.3380	0.3780	0.1319	0.3508	0.3602
0.4976	290.0	580	0.3388	0.3755	0.1296	0.3475	0.3576
0.4892	291.0	582	0.3396	0.3783	0.1278	0.3511	0.3617
0.4826	292.0	584	0.3403	0.3720	0.1248	0.3451	0.3555
0.5049	293.0	586	0.3407	0.3731	0.1254	0.3462	0.3566
0.5004	294.0	588	0.3409	0.3728	0.1254	0.3457	0.3563
0.497	295.0	590	0.3408	0.3734	0.1256	0.3460	0.3567
0.4818	296.0	592	0.3408	0.3734	0.1256	0.3460	0.3567
0.4855	297.0	594	0.3408	0.3739	0.1260	0.3464	0.3570
0.4766	298.0	596	0.3408	0.3741	0.1260	0.3468	0.3573
0.4708	299.0	598	0.3408	0.3741	0.1260	0.3468	0.3573
0.4583	300.0	600	0.3412	0.3780	0.1268	0.3495	0.3609
0.4905	301.0	602	0.3418	0.3756	0.1269	0.3467	0.3584
0.4702	302.0	604	0.3425	0.3738	0.1260	0.3454	0.3569
0.4863	303.0	606	0.3433	0.3717	0.1261	0.3439	0.3546
0.468	304.0	608	0.3442	0.3717	0.1261	0.3439	0.3546
0.4631	305.0	610	0.3450	0.3714	0.1256	0.3435	0.3542
0.4903	306.0	612	0.3455	0.3702	0.1251	0.3424	0.3532
0.4732	307.0	614	0.3459	0.3702	0.1251	0.3424	0.3532
0.4744	308.0	616	0.3464	0.3718	0.1260	0.3437	0.3543
0.474	309.0	618	0.3466	0.3718	0.1260	0.3437	0.3543
0.4524	310.0	620	0.3467	0.3718	0.1260	0.3437	0.3543
0.4629	311.0	622	0.3470	0.3710	0.1298	0.3429	0.3526
0.4577	312.0	624	0.3473	0.3718	0.1260	0.3437	0.3543
0.4569	313.0	626	0.3474	0.3718	0.1260	0.3437	0.3543
0.4535	314.0	628	0.3476	0.3763	0.1280	0.3482	0.3590
0.4586	315.0	630	0.3476	0.3746	0.1271	0.3469	0.3578
0.4559	316.0	632	0.3479	0.3746	0.1271	0.3469	0.3578
0.4558	317.0	634	0.3485	0.3721	0.1260	0.3447	0.3555
0.4487	318.0	636	0.3491	0.3721	0.1260	0.3447	0.3555
0.4481	319.0	638	0.3498	0.3706	0.1230	0.3447	0.3555
0.4637	320.0	640	0.3501	0.3723	0.1238	0.3460	0.3567
0.4545	321.0	642	0.3503	0.3723	0.1238	0.3460	0.3567
0.4516	322.0	644	0.3505	0.3713	0.1277	0.3451	0.3548
0.4568	323.0	646	0.3512	0.3657	0.1254	0.3402	0.3502
0.4485	324.0	648	0.3519	0.3657	0.1254	0.3402	0.3502
0.4408	325.0	650	0.3525	0.3667	0.1255	0.3401	0.3497
0.4366	326.0	652	0.3532	0.3651	0.1249	0.3387	0.3485
0.4546	327.0	654	0.3536	0.3654	0.1252	0.3390	0.3488
0.4386	328.0	656	0.3539	0.3654	0.1252	0.3390	0.3488
0.438	329.0	658	0.3542	0.3638	0.1247	0.3386	0.3486
0.441	330.0	660	0.3546	0.3638	0.1247	0.3386	0.3486
0.4519	331.0	662	0.3552	0.3638	0.1247	0.3386	0.3486
0.4258	332.0	664	0.3556	0.3664	0.1260	0.3410	0.3509
0.4361	333.0	666	0.3558	0.3670	0.1262	0.3400	0.3512
0.4407	334.0	668	0.3560	0.3675	0.1266	0.3405	0.3516
0.4252	335.0	670	0.3561	0.3675	0.1266	0.3405	0.3516
0.4335	336.0	672	0.3565	0.3675	0.1266	0.3405	0.3516
0.4282	337.0	674	0.3571	0.3675	0.1266	0.3405	0.3516
0.4419	338.0	676	0.3571	0.3629	0.1221	0.3370	0.3477
0.4191	339.0	678	0.3572	0.3629	0.1221	0.3370	0.3477
0.4361	340.0	680	0.3575	0.3629	0.1221	0.3370	0.3477
0.4299	341.0	682	0.3573	0.3629	0.1221	0.3370	0.3477
0.4239	342.0	684	0.3571	0.3629	0.1221	0.3370	0.3477
0.4151	343.0	686	0.3571	0.3629	0.1221	0.3370	0.3477
0.4261	344.0	688	0.3573	0.3625	0.1217	0.3366	0.3472
0.4116	345.0	690	0.3578	0.3625	0.1217	0.3366	0.3472
0.4281	346.0	692	0.3585	0.3642	0.1222	0.3369	0.3476
0.4146	347.0	694	0.3595	0.3625	0.1217	0.3366	0.3472
0.4113	348.0	696	0.3605	0.3580	0.1160	0.3307	0.3415
0.4314	349.0	698	0.3614	0.3580	0.1160	0.3307	0.3415
0.426	350.0	700	0.3621	0.3580	0.1160	0.3307	0.3415
0.401	351.0	702	0.3624	0.3523	0.1135	0.3269	0.3354
0.4073	352.0	704	0.3627	0.3523	0.1135	0.3269	0.3354
0.4055	353.0	706	0.3630	0.3558	0.1150	0.3287	0.3383
0.3987	354.0	708	0.3633	0.3626	0.1205	0.3344	0.3445
0.4167	355.0	710	0.3637	0.3626	0.1205	0.3344	0.3445
0.4047	356.0	712	0.3639	0.3610	0.1220	0.3331	0.3432
0.4192	357.0	714	0.3642	0.3610	0.1220	0.3331	0.3432
0.4144	358.0	716	0.3644	0.3610	0.1220	0.3331	0.3432
0.4163	359.0	718	0.3647	0.3610	0.1220	0.3331	0.3432
0.4103	360.0	720	0.3650	0.3610	0.1220	0.3331	0.3432
0.3984	361.0	722	0.3656	0.3610	0.1220	0.3331	0.3432
0.3993	362.0	724	0.3664	0.3610	0.1220	0.3331	0.3432
0.4033	363.0	726	0.3668	0.3554	0.1188	0.3288	0.3375
0.4093	364.0	728	0.3672	0.3554	0.1188	0.3288	0.3375
0.3886	365.0	730	0.3675	0.3554	0.1188	0.3288	0.3375
0.4051	366.0	732	0.3675	0.3570	0.1173	0.3301	0.3392
0.3978	367.0	734	0.3675	0.3570	0.1173	0.3301	0.3392
0.3999	368.0	736	0.3675	0.3570	0.1173	0.3301	0.3392
0.4047	369.0	738	0.3673	0.3570	0.1173	0.3301	0.3392
0.4014	370.0	740	0.3672	0.3582	0.1178	0.3311	0.3402
0.3901	371.0	742	0.3672	0.3582	0.1178	0.3311	0.3402
0.388	372.0	744	0.3674	0.3582	0.1178	0.3311	0.3402
0.3935	373.0	746	0.3680	0.3582	0.1178	0.3311	0.3402
0.3957	374.0	748	0.3687	0.3582	0.1178	0.3311	0.3402
0.4055	375.0	750	0.3692	0.3588	0.1182	0.3314	0.3407
0.3977	376.0	752	0.3696	0.3588	0.1182	0.3314	0.3407
0.3962	377.0	754	0.3701	0.3588	0.1182	0.3314	0.3407
0.3968	378.0	756	0.3703	0.3588	0.1182	0.3314	0.3407
0.4049	379.0	758	0.3707	0.3565	0.1179	0.3297	0.3390
0.3925	380.0	760	0.3707	0.3567	0.1179	0.3304	0.3395
0.3983	381.0	762	0.3708	0.3561	0.1176	0.3301	0.3391
0.376	382.0	764	0.3709	0.3584	0.1179	0.3318	0.3409
0.3973	383.0	766	0.3712	0.3584	0.1179	0.3318	0.3409
0.3922	384.0	768	0.3716	0.3584	0.1179	0.3318	0.3409
0.375	385.0	770	0.3722	0.3584	0.1179	0.3318	0.3409
0.3832	386.0	772	0.3729	0.3614	0.1199	0.3333	0.3434
0.3889	387.0	774	0.3734	0.3584	0.1179	0.3318	0.3409
0.3821	388.0	776	0.3738	0.3584	0.1179	0.3318	0.3409
0.3955	389.0	778	0.3740	0.3599	0.1179	0.3326	0.3416
0.373	390.0	780	0.3741	0.3599	0.1179	0.3326	0.3416
0.3813	391.0	782	0.3743	0.3599	0.1179	0.3326	0.3416
0.3733	392.0	784	0.3743	0.3599	0.1179	0.3326	0.3416
0.3912	393.0	786	0.3745	0.3599	0.1179	0.3326	0.3416
0.3788	394.0	788	0.3748	0.3588	0.1174	0.3316	0.3405
0.3861	395.0	790	0.3750	0.3588	0.1174	0.3316	0.3405
0.3828	396.0	792	0.3754	0.3588	0.1174	0.3316	0.3405
0.3774	397.0	794	0.3760	0.3588	0.1174	0.3316	0.3405
0.3777	398.0	796	0.3759	0.3585	0.1173	0.3310	0.3399
0.3821	399.0	798	0.3761	0.3609	0.1185	0.3333	0.3421
0.3822	400.0	800	0.3762	0.3609	0.1185	0.3333	0.3421
0.3719	401.0	802	0.3761	0.3609	0.1185	0.3333	0.3421
0.3602	402.0	804	0.3760	0.3609	0.1185	0.3333	0.3421
0.3578	403.0	806	0.3759	0.3609	0.1185	0.3333	0.3421
0.3654	404.0	808	0.3761	0.3609	0.1185	0.3333	0.3421
0.3564	405.0	810	0.3765	0.3585	0.1173	0.3310	0.3399
0.3761	406.0	812	0.3767	0.3585	0.1173	0.3310	0.3399
0.373	407.0	814	0.3772	0.3585	0.1173	0.3310	0.3399
0.3695	408.0	816	0.3776	0.3585	0.1173	0.3310	0.3399
0.3661	409.0	818	0.3780	0.3585	0.1173	0.3310	0.3399
0.3771	410.0	820	0.3783	0.3585	0.1173	0.3310	0.3399
0.3788	411.0	822	0.3786	0.3585	0.1173	0.3310	0.3399
0.3603	412.0	824	0.3786	0.3585	0.1173	0.3310	0.3399
0.3698	413.0	826	0.3784	0.3585	0.1173	0.3310	0.3399
0.3715	414.0	828	0.3782	0.3585	0.1173	0.3310	0.3399
0.3634	415.0	830	0.3781	0.3588	0.1174	0.3316	0.3405
0.3711	416.0	832	0.3781	0.3585	0.1173	0.3310	0.3399
0.3463	417.0	834	0.3784	0.3585	0.1173	0.3310	0.3399
0.3633	418.0	836	0.3789	0.3585	0.1173	0.3310	0.3399
0.3695	419.0	838	0.3799	0.3585	0.1173	0.3310	0.3399
0.3624	420.0	840	0.3807	0.3552	0.1172	0.3280	0.3366
0.3621	421.0	842	0.3811	0.3552	0.1172	0.3280	0.3366
0.3588	422.0	844	0.3816	0.3552	0.1172	0.3280	0.3366
0.3511	423.0	846	0.3819	0.3552	0.1172	0.3280	0.3366
0.3548	424.0	848	0.3822	0.3555	0.1172	0.3287	0.3372
0.3695	425.0	850	0.3827	0.3555	0.1172	0.3287	0.3372
0.3724	426.0	852	0.3824	0.3555	0.1172	0.3287	0.3372
0.361	427.0	854	0.3825	0.3555	0.1172	0.3287	0.3372
0.3635	428.0	856	0.3829	0.3555	0.1172	0.3287	0.3372
0.3583	429.0	858	0.3832	0.3555	0.1172	0.3287	0.3372
0.3592	430.0	860	0.3835	0.3562	0.1164	0.3283	0.3368
0.3473	431.0	862	0.3840	0.3562	0.1185	0.3309	0.3379
0.3514	432.0	864	0.3845	0.3548	0.1185	0.3299	0.3370
0.3494	433.0	866	0.3849	0.3548	0.1185	0.3299	0.3370
0.347	434.0	868	0.3853	0.3538	0.1191	0.3295	0.3368
0.3347	435.0	870	0.3857	0.3596	0.1220	0.3344	0.3421
0.3529	436.0	872	0.3861	0.3596	0.1220	0.3344	0.3421
0.3535	437.0	874	0.3864	0.3596	0.1220	0.3344	0.3421
0.3606	438.0	876	0.3867	0.3630	0.1222	0.3375	0.3453
0.3501	439.0	878	0.3862	0.3630	0.1222	0.3375	0.3453
0.3414	440.0	880	0.3860	0.3630	0.1222	0.3375	0.3453
0.3523	441.0	882	0.3858	0.3630	0.1222	0.3375	0.3453
0.3451	442.0	884	0.3856	0.3630	0.1222	0.3375	0.3453
0.3596	443.0	886	0.3858	0.3630	0.1222	0.3375	0.3453
0.3538	444.0	888	0.3858	0.3630	0.1222	0.3375	0.3453
0.3472	445.0	890	0.3858	0.3634	0.1222	0.3382	0.3459
0.3425	446.0	892	0.3859	0.3634	0.1222	0.3382	0.3459
0.3345	447.0	894	0.3862	0.3618	0.1214	0.3369	0.3447
0.3513	448.0	896	0.3866	0.3618	0.1214	0.3369	0.3447
0.3591	449.0	898	0.3867	0.3618	0.1214	0.3369	0.3447
0.3473	450.0	900	0.3869	0.3618	0.1214	0.3369	0.3447
0.3326	451.0	902	0.3870	0.3618	0.1214	0.3369	0.3447
0.3425	452.0	904	0.3871	0.3634	0.1222	0.3382	0.3459
0.3482	453.0	906	0.3874	0.3634	0.1222	0.3382	0.3459
0.3503	454.0	908	0.3876	0.3634	0.1222	0.3382	0.3459
0.3591	455.0	910	0.3879	0.3634	0.1222	0.3382	0.3459
0.3555	456.0	912	0.3882	0.3634	0.1222	0.3382	0.3459
0.3509	457.0	914	0.3884	0.3634	0.1222	0.3382	0.3459
0.3428	458.0	916	0.3886	0.3633	0.1212	0.3379	0.3454
0.3555	459.0	918	0.3882	0.3633	0.1212	0.3379	0.3454
0.3529	460.0	920	0.3882	0.3633	0.1212	0.3379	0.3454
0.336	461.0	922	0.3882	0.3633	0.1212	0.3379	0.3454
0.3391	462.0	924	0.3883	0.3633	0.1212	0.3379	0.3454
0.3478	463.0	926	0.3886	0.3605	0.1191	0.3351	0.3423
0.3377	464.0	928	0.3889	0.3633	0.1212	0.3379	0.3454
0.3263	465.0	930	0.3893	0.3570	0.1180	0.3330	0.3387
0.3305	466.0	932	0.3897	0.3570	0.1180	0.3330	0.3387
0.3368	467.0	934	0.3902	0.3569	0.1191	0.3332	0.3393
0.3474	468.0	936	0.3908	0.3569	0.1191	0.3332	0.3393
0.3371	469.0	938	0.3914	0.3569	0.1191	0.3332	0.3393
0.35	470.0	940	0.3919	0.3569	0.1191	0.3332	0.3393
0.3314	471.0	942	0.3926	0.3569	0.1191	0.3332	0.3393
0.3425	472.0	944	0.3929	0.3569	0.1191	0.3332	0.3393
0.335	473.0	946	0.3931	0.3569	0.1191	0.3332	0.3393
0.3449	474.0	948	0.3930	0.3569	0.1191	0.3332	0.3393
0.328	475.0	950	0.3930	0.3569	0.1191	0.3332	0.3393
0.3391	476.0	952	0.3930	0.3569	0.1191	0.3332	0.3393
0.3321	477.0	954	0.3931	0.3569	0.1191	0.3332	0.3393
0.3297	478.0	956	0.3932	0.3569	0.1191	0.3332	0.3393
0.3317	479.0	958	0.3935	0.3544	0.1182	0.3304	0.3361
0.3338	480.0	960	0.3938	0.3544	0.1170	0.3301	0.3355
0.3256	481.0	962	0.3938	0.3544	0.1170	0.3301	0.3355
0.3384	482.0	964	0.3939	0.3544	0.1170	0.3301	0.3355
0.3252	483.0	966	0.3939	0.3544	0.1170	0.3301	0.3355
0.3297	484.0	968	0.3940	0.3544	0.1170	0.3301	0.3355
0.33	485.0	970	0.3940	0.3549	0.1153	0.3310	0.3368
0.3302	486.0	972	0.3938	0.3534	0.1145	0.3299	0.3356
0.3298	487.0	974	0.3936	0.3534	0.1145	0.3299	0.3356
0.325	488.0	976	0.3936	0.3558	0.1154	0.3327	0.3385
0.324	489.0	978	0.3936	0.3558	0.1154	0.3327	0.3385
0.3308	490.0	980	0.3936	0.3558	0.1154	0.3327	0.3385
0.331	491.0	982	0.3936	0.3558	0.1154	0.3327	0.3385
0.3339	492.0	984	0.3934	0.3575	0.1162	0.3339	0.3398
0.3308	493.0	986	0.3932	0.3571	0.1152	0.3336	0.3394
0.3272	494.0	988	0.3931	0.3543	0.1137	0.3303	0.3360
0.3143	495.0	990	0.3931	0.3543	0.1137	0.3303	0.3360
0.3268	496.0	992	0.3932	0.3543	0.1137	0.3303	0.3360
0.3289	497.0	994	0.3933	0.3543	0.1137	0.3303	0.3360
0.3345	498.0	996	0.3936	0.3543	0.1137	0.3303	0.3360
0.325	499.0	998	0.3939	0.3543	0.1137	0.3303	0.3360
0.325	500.0	1000	0.3942	0.3543	0.1137	0.3303	0.3360
0.3227	501.0	1002	0.3946	0.3543	0.1137	0.3303	0.3360
0.3181	502.0	1004	0.3950	0.3545	0.1142	0.3307	0.3364
0.3228	503.0	1006	0.3952	0.3545	0.1142	0.3307	0.3364
0.3298	504.0	1008	0.3955	0.3545	0.1142	0.3307	0.3364
0.3275	505.0	1010	0.3958	0.3545	0.1131	0.3304	0.3359
0.3193	506.0	1012	0.3960	0.3540	0.1158	0.3297	0.3352
0.3309	507.0	1014	0.3964	0.3546	0.1183	0.3304	0.3357
0.3184	508.0	1016	0.3967	0.3546	0.1183	0.3304	0.3357
0.3291	509.0	1018	0.3970	0.3546	0.1183	0.3304	0.3357
0.3121	510.0	1020	0.3972	0.3546	0.1194	0.3306	0.3361
0.327	511.0	1022	0.3972	0.3546	0.1194	0.3306	0.3361
0.316	512.0	1024	0.3971	0.3546	0.1194	0.3306	0.3361
0.3231	513.0	1026	0.3971	0.3546	0.1194	0.3306	0.3361
0.3266	514.0	1028	0.3971	0.3546	0.1194	0.3306	0.3361
0.3237	515.0	1030	0.3970	0.3546	0.1194	0.3306	0.3361
0.3372	516.0	1032	0.3970	0.3546	0.1194	0.3306	0.3361
0.3274	517.0	1034	0.3971	0.3546	0.1194	0.3306	0.3361
0.3234	518.0	1036	0.3972	0.3546	0.1194	0.3306	0.3361
0.33	519.0	1038	0.3972	0.3546	0.1194	0.3306	0.3361
0.3148	520.0	1040	0.3972	0.3546	0.1194	0.3306	0.3361
0.3206	521.0	1042	0.3972	0.3546	0.1194	0.3306	0.3361
0.3089	522.0	1044	0.3974	0.3546	0.1194	0.3306	0.3361
0.3231	523.0	1046	0.3977	0.3552	0.1165	0.3311	0.3368
0.3215	524.0	1048	0.3981	0.3552	0.1165	0.3311	0.3368
0.3159	525.0	1050	0.3983	0.3556	0.1177	0.3315	0.3372
0.3148	526.0	1052	0.3985	0.3597	0.1179	0.3355	0.3412
0.3201	527.0	1054	0.3986	0.3597	0.1179	0.3355	0.3412
0.3152	528.0	1056	0.3988	0.3556	0.1177	0.3315	0.3372
0.3198	529.0	1058	0.3989	0.3556	0.1177	0.3315	0.3372
0.3139	530.0	1060	0.3991	0.3550	0.1206	0.3310	0.3366
0.3141	531.0	1062	0.3993	0.3550	0.1206	0.3310	0.3366
0.3129	532.0	1064	0.3994	0.3550	0.1206	0.3310	0.3366
0.3235	533.0	1066	0.3995	0.3550	0.1206	0.3310	0.3366
0.3184	534.0	1068	0.3996	0.3550	0.1206	0.3310	0.3366
0.3205	535.0	1070	0.3996	0.3550	0.1206	0.3310	0.3366
0.3261	536.0	1072	0.3996	0.3550	0.1206	0.3310	0.3366
0.3169	537.0	1074	0.3997	0.3556	0.1177	0.3315	0.3372
0.3159	538.0	1076	0.3999	0.3556	0.1177	0.3315	0.3372
0.3112	539.0	1078	0.3999	0.3597	0.1179	0.3355	0.3412
0.3213	540.0	1080	0.4000	0.3596	0.1168	0.3353	0.3409
0.3147	541.0	1082	0.4001	0.3596	0.1168	0.3353	0.3409
0.3055	542.0	1084	0.4003	0.3596	0.1168	0.3353	0.3409
0.3234	543.0	1086	0.4005	0.3596	0.1168	0.3353	0.3409
0.3111	544.0	1088	0.4006	0.3596	0.1168	0.3353	0.3409
0.3195	545.0	1090	0.4006	0.3593	0.1156	0.3349	0.3405
0.316	546.0	1092	0.4005	0.3593	0.1156	0.3349	0.3405
0.3099	547.0	1094	0.4005	0.3593	0.1156	0.3349	0.3405
0.317	548.0	1096	0.4005	0.3585	0.1195	0.3345	0.3404
0.3223	549.0	1098	0.4004	0.3585	0.1195	0.3345	0.3404
0.3123	550.0	1100	0.4004	0.3585	0.1195	0.3345	0.3404
0.3126	551.0	1102	0.4004	0.3585	0.1195	0.3345	0.3404
0.3193	552.0	1104	0.4004	0.3585	0.1195	0.3345	0.3404
0.3135	553.0	1106	0.4005	0.3585	0.1195	0.3345	0.3404
0.3096	554.0	1108	0.4005	0.3592	0.1167	0.3352	0.3408
0.3113	555.0	1110	0.4006	0.3592	0.1167	0.3352	0.3408
0.306	556.0	1112	0.4007	0.3592	0.1167	0.3352	0.3408
0.3181	557.0	1114	0.4008	0.3592	0.1167	0.3352	0.3408
0.3195	558.0	1116	0.4009	0.3592	0.1167	0.3352	0.3408
0.3122	559.0	1118	0.4011	0.3592	0.1167	0.3352	0.3408
0.3053	560.0	1120	0.4012	0.3592	0.1167	0.3352	0.3408
0.3122	561.0	1122	0.4013	0.3592	0.1167	0.3352	0.3408
0.3192	562.0	1124	0.4014	0.3592	0.1167	0.3352	0.3408
0.3097	563.0	1126	0.4014	0.3592	0.1167	0.3352	0.3408
0.3037	564.0	1128	0.4015	0.3592	0.1167	0.3352	0.3408
0.3024	565.0	1130	0.4016	0.3592	0.1167	0.3352	0.3408
0.3138	566.0	1132	0.4016	0.3592	0.1167	0.3352	0.3408
0.3075	567.0	1134	0.4016	0.3592	0.1167	0.3352	0.3408
0.3091	568.0	1136	0.4015	0.3592	0.1167	0.3352	0.3408
0.3127	569.0	1138	0.4015	0.3592	0.1167	0.3352	0.3408
0.3079	570.0	1140	0.4016	0.3592	0.1167	0.3352	0.3408
0.3237	571.0	1142	0.4017	0.3592	0.1167	0.3352	0.3408
0.3064	572.0	1144	0.4018	0.3592	0.1167	0.3352	0.3408
0.3133	573.0	1146	0.4019	0.3592	0.1167	0.3352	0.3408
0.307	574.0	1148	0.4020	0.3592	0.1167	0.3352	0.3408
0.3002	575.0	1150	0.4021	0.3592	0.1167	0.3352	0.3408
0.3075	576.0	1152	0.4022	0.3592	0.1167	0.3352	0.3408
0.3184	577.0	1154	0.4023	0.3592	0.1167	0.3352	0.3408
0.317	578.0	1156	0.4024	0.3592	0.1167	0.3352	0.3408
0.3186	579.0	1158	0.4025	0.3592	0.1167	0.3352	0.3408
0.3153	580.0	1160	0.4025	0.3592	0.1167	0.3352	0.3408
0.3097	581.0	1162	0.4025	0.3592	0.1167	0.3352	0.3408
0.3041	582.0	1164	0.4025	0.3592	0.1167	0.3352	0.3408
0.3113	583.0	1166	0.4025	0.3592	0.1167	0.3352	0.3408
0.3113	584.0	1168	0.4025	0.3592	0.1167	0.3352	0.3408
0.3053	585.0	1170	0.4024	0.3616	0.1178	0.3375	0.3431
0.3032	586.0	1172	0.4023	0.3616	0.1178	0.3375	0.3431
0.3041	587.0	1174	0.4023	0.3616	0.1178	0.3375	0.3431
0.3102	588.0	1176	0.4023	0.3616	0.1178	0.3375	0.3431
0.3056	589.0	1178	0.4024	0.3616	0.1178	0.3375	0.3431
0.3076	590.0	1180	0.4025	0.3616	0.1178	0.3375	0.3431
0.3077	591.0	1182	0.4026	0.3616	0.1178	0.3375	0.3431
0.3049	592.0	1184	0.4027	0.3616	0.1178	0.3375	0.3431
0.3074	593.0	1186	0.4028	0.3592	0.1167	0.3352	0.3408
0.3032	594.0	1188	0.4029	0.3592	0.1167	0.3352	0.3408
0.3013	595.0	1190	0.4029	0.3592	0.1167	0.3352	0.3408
0.3128	596.0	1192	0.4030	0.3592	0.1167	0.3352	0.3408
0.2986	597.0	1194	0.4031	0.3592	0.1167	0.3352	0.3408
0.3053	598.0	1196	0.4032	0.3592	0.1167	0.3352	0.3408
0.3092	599.0	1198	0.4033	0.3592	0.1167	0.3352	0.3408
0.306	600.0	1200	0.4033	0.3592	0.1167	0.3352	0.3408
0.3143	601.0	1202	0.4034	0.3593	0.1156	0.3349	0.3405
0.3205	602.0	1204	0.4035	0.3593	0.1156	0.3349	0.3405
0.3049	603.0	1206	0.4036	0.3593	0.1156	0.3349	0.3405
0.3165	604.0	1208	0.4036	0.3593	0.1156	0.3349	0.3405
0.3018	605.0	1210	0.4037	0.3593	0.1156	0.3349	0.3405
0.3127	606.0	1212	0.4037	0.3592	0.1167	0.3352	0.3408
0.3067	607.0	1214	0.4037	0.3592	0.1167	0.3352	0.3408
0.3102	608.0	1216	0.4037	0.3592	0.1167	0.3352	0.3408
0.3143	609.0	1218	0.4037	0.3592	0.1167	0.3352	0.3408
0.295	610.0	1220	0.4037	0.3592	0.1167	0.3352	0.3408
0.3101	611.0	1222	0.4037	0.3592	0.1167	0.3352	0.3408
0.3063	612.0	1224	0.4037	0.3592	0.1167	0.3352	0.3408
0.3144	613.0	1226	0.4037	0.3592	0.1167	0.3352	0.3408
0.2985	614.0	1228	0.4037	0.3592	0.1167	0.3352	0.3408
0.31	615.0	1230	0.4037	0.3592	0.1167	0.3352	0.3408
0.3101	616.0	1232	0.4038	0.3592	0.1167	0.3352	0.3408
0.303	617.0	1234	0.4038	0.3592	0.1167	0.3352	0.3408
0.3029	618.0	1236	0.4038	0.3592	0.1167	0.3352	0.3408
0.31	619.0	1238	0.4038	0.3592	0.1167	0.3352	0.3408
0.3072	620.0	1240	0.4038	0.3592	0.1167	0.3352	0.3408
0.3045	621.0	1242	0.4038	0.3592	0.1167	0.3352	0.3408
0.3093	622.0	1244	0.4038	0.3592	0.1167	0.3352	0.3408
0.3028	623.0	1246	0.4038	0.3592	0.1167	0.3352	0.3408
0.3033	624.0	1248	0.4038	0.3592	0.1167	0.3352	0.3408
0.3017	625.0	1250	0.4039	0.3592	0.1167	0.3352	0.3408
0.3118	626.0	1252	0.4039	0.3592	0.1167	0.3352	0.3408
0.3149	627.0	1254	0.4039	0.3592	0.1167	0.3352	0.3408
0.3172	628.0	1256	0.4039	0.3592	0.1167	0.3352	0.3408
0.3077	629.0	1258	0.4039	0.3592	0.1167	0.3352	0.3408
0.3085	630.0	1260	0.4039	0.3592	0.1167	0.3352	0.3408
0.3148	631.0	1262	0.4039	0.3592	0.1167	0.3352	0.3408
0.2977	632.0	1264	0.4039	0.3592	0.1167	0.3352	0.3408
0.3088	633.0	1266	0.4039	0.3592	0.1167	0.3352	0.3408
0.2998	634.0	1268	0.4039	0.3592	0.1167	0.3352	0.3408
0.2945	635.0	1270	0.4039	0.3592	0.1167	0.3352	0.3408
0.3059	636.0	1272	0.4039	0.3592	0.1167	0.3352	0.3408
0.3095	637.0	1274	0.4039	0.3592	0.1167	0.3352	0.3408
0.3013	638.0	1276	0.4039	0.3592	0.1167	0.3352	0.3408
0.2998	639.0	1278	0.4039	0.3592	0.1167	0.3352	0.3408
0.3057	640.0	1280	0.4039	0.3592	0.1167	0.3352	0.3408

Framework versions

• Transformers 4.47.1
• Pytorch 2.5.1+cu121
• Datasets 3.2.0
• Tokenizers 0.21.0