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MayBashendy/Arabic_FineTuningAraBERT_AugV0_k30_task1_organization_fold0

sourceHugging Faceupdated 2y agoView on Hugging Face

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ArabicFineTuningAraBERTAugV0k30task1organizationfold0

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: 0.7212
—Qwk: 0.7042
—Mse: 0.7212
—Rmse: 0.8493

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
—trainbatchsize: 8
—evalbatchsize: 8
—seed: 42
—optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
—lrschedulertype: linear
—num_epochs: 10

Training results

Training Loss	Epoch	Step	Validation Loss	Qwk	Mse	Rmse
No log	0.0111	2	4.9866	0.0512	4.9866	2.2331
No log	0.0222	4	2.8657	0.1393	2.8657	1.6928
No log	0.0333	6	1.8421	0.1582	1.8421	1.3572
No log	0.0444	8	1.9890	0.0735	1.9890	1.4103
No log	0.0556	10	1.5407	0.0075	1.5407	1.2413
No log	0.0667	12	1.2182	0.1873	1.2182	1.1037
No log	0.0778	14	1.1929	0.2974	1.1929	1.0922
No log	0.0889	16	1.2512	0.3778	1.2512	1.1186
No log	0.1	18	1.2933	0.1391	1.2933	1.1372
No log	0.1111	20	1.3613	0.1075	1.3613	1.1668
No log	0.1222	22	1.3488	0.0801	1.3488	1.1614
No log	0.1333	24	1.3338	0.0801	1.3338	1.1549
No log	0.1444	26	1.4293	0.2000	1.4293	1.1955
No log	0.1556	28	1.7270	0.3240	1.7270	1.3142
No log	0.1667	30	1.6282	0.3240	1.6282	1.2760
No log	0.1778	32	1.2131	0.1348	1.2131	1.1014
No log	0.1889	34	1.0930	0.3778	1.0930	1.0454
No log	0.2	36	1.1310	0.3778	1.1310	1.0635
No log	0.2111	38	1.1067	0.3762	1.1067	1.0520
No log	0.2222	40	1.2583	0.1075	1.2583	1.1218
No log	0.2333	42	1.6105	0.0801	1.6105	1.2690
No log	0.2444	44	2.0743	-0.0500	2.0743	1.4402
No log	0.2556	46	2.2744	-0.1273	2.2744	1.5081
No log	0.2667	48	1.9924	-0.0500	1.9924	1.4115
No log	0.2778	50	1.3273	0.2259	1.3273	1.1521
No log	0.2889	52	0.9834	0.3494	0.9834	0.9917
No log	0.3	54	0.9317	0.3494	0.9317	0.9652
No log	0.3111	56	0.9927	0.2705	0.9927	0.9963
No log	0.3222	58	1.1308	0.1873	1.1308	1.0634
No log	0.3333	60	1.2635	0.0801	1.2635	1.1241
No log	0.3444	62	1.3327	0.0801	1.3327	1.1544
No log	0.3556	64	1.2813	0.0801	1.2813	1.1319
No log	0.3667	66	1.2394	0.1075	1.2394	1.1133
No log	0.3778	68	1.2881	0.1075	1.2881	1.1349
No log	0.3889	70	1.3960	0.1240	1.3960	1.1815
No log	0.4	72	1.4621	0.1409	1.4621	1.2092
No log	0.4111	74	1.3982	0.3087	1.3982	1.1825
No log	0.4222	76	1.2902	0.1075	1.2902	1.1359
No log	0.4333	78	1.2341	0.1075	1.2341	1.1109
No log	0.4444	80	1.1922	0.1348	1.1922	1.0919
No log	0.4556	82	1.1937	0.2518	1.1937	1.0926
No log	0.4667	84	1.3357	0.3402	1.3357	1.1557
No log	0.4778	86	1.4898	0.4172	1.4898	1.2206
No log	0.4889	88	1.3212	0.4358	1.3212	1.1495
No log	0.5	90	1.1636	0.4068	1.1636	1.0787
No log	0.5111	92	1.1632	0.3824	1.1632	1.0785
No log	0.5222	94	1.1708	0.4091	1.1708	1.0820
No log	0.5333	96	1.2365	0.4379	1.2365	1.1120
No log	0.5444	98	1.1694	0.3636	1.1694	1.0814
No log	0.5556	100	1.0800	0.2518	1.0800	1.0392
No log	0.5667	102	1.0304	0.3033	1.0304	1.0151
No log	0.5778	104	0.9881	0.2776	0.9881	0.9940
No log	0.5889	106	1.0368	0.4348	1.0368	1.0183
No log	0.6	108	1.0808	0.4786	1.0808	1.0396
No log	0.6111	110	1.1716	0.4585	1.1716	1.0824
No log	0.6222	112	1.1792	0.4585	1.1792	1.0859
No log	0.6333	114	1.0633	0.4786	1.0633	1.0312
No log	0.6444	116	0.9586	0.4284	0.9586	0.9791
No log	0.6556	118	0.9588	0.4284	0.9588	0.9792
No log	0.6667	120	0.9868	0.3531	0.9868	0.9934
No log	0.6778	122	1.0480	0.3531	1.0480	1.0237
No log	0.6889	124	1.1340	0.3103	1.1340	1.0649
No log	0.7	126	1.1406	0.4560	1.1406	1.0680
No log	0.7111	128	1.0304	0.3531	1.0304	1.0151
No log	0.7222	130	0.8978	0.4567	0.8978	0.9475
No log	0.7333	132	0.8290	0.4567	0.8290	0.9105
No log	0.7444	134	0.8197	0.5484	0.8197	0.9054
No log	0.7556	136	0.8612	0.5842	0.8612	0.9280
No log	0.7667	138	0.8955	0.5804	0.8955	0.9463
No log	0.7778	140	0.9969	0.5191	0.9969	0.9985
No log	0.7889	142	1.0056	0.5191	1.0056	1.0028
No log	0.8	144	0.9691	0.5396	0.9691	0.9845
No log	0.8111	146	0.9087	0.5804	0.9087	0.9533
No log	0.8222	148	0.8637	0.5474	0.8637	0.9294
No log	0.8333	150	0.8826	0.5804	0.8826	0.9395
No log	0.8444	152	0.8757	0.5804	0.8757	0.9358
No log	0.8556	154	0.9222	0.5600	0.9222	0.9603
No log	0.8667	156	0.9598	0.5188	0.9598	0.9797
No log	0.8778	158	0.9707	0.5188	0.9707	0.9853
No log	0.8889	160	0.8460	0.5842	0.8460	0.9198
No log	0.9	162	0.7765	0.6469	0.7765	0.8812
No log	0.9111	164	0.7833	0.5842	0.7833	0.8851
No log	0.9222	166	0.8864	0.5188	0.8864	0.9415
No log	0.9333	168	0.9815	0.4793	0.9815	0.9907
No log	0.9444	170	0.9687	0.5204	0.9687	0.9842
No log	0.9556	172	0.9356	0.4299	0.9356	0.9673
No log	0.9667	174	0.9444	0.5260	0.9444	0.9718
No log	0.9778	176	0.9913	0.4028	0.9913	0.9956
No log	0.9889	178	0.9704	0.5260	0.9704	0.9851
No log	1.0	180	0.9178	0.5260	0.9178	0.9580
No log	1.0111	182	0.9008	0.5696	0.9008	0.9491
No log	1.0222	184	0.8994	0.6046	0.8994	0.9484
No log	1.0333	186	0.9267	0.5769	0.9267	0.9626
No log	1.0444	188	0.9838	0.5737	0.9838	0.9919
No log	1.0556	190	1.0106	0.5926	1.0106	1.0053
No log	1.0667	192	1.1369	0.3600	1.1369	1.0663
No log	1.0778	194	1.2015	0.2793	1.2015	1.0961
No log	1.0889	196	1.0068	0.5047	1.0068	1.0034
No log	1.1	198	0.9033	0.5484	0.9033	0.9504
No log	1.1111	200	0.9367	0.5842	0.9367	0.9678
No log	1.1222	202	1.0520	0.4987	1.0520	1.0257
No log	1.1333	204	1.0396	0.5417	1.0396	1.0196
No log	1.1444	206	0.8905	0.6469	0.8905	0.9437
No log	1.1556	208	0.7660	0.6617	0.7660	0.8752
No log	1.1667	210	0.7625	0.6839	0.7625	0.8732
No log	1.1778	212	0.8484	0.5842	0.8484	0.9211
No log	1.1889	214	1.0481	0.5204	1.0481	1.0238
No log	1.2	216	1.0524	0.5204	1.0524	1.0259
No log	1.2111	218	0.9285	0.4995	0.9285	0.9636
No log	1.2222	220	0.7892	0.6610	0.7892	0.8884
No log	1.2333	222	0.7996	0.5965	0.7996	0.8942
No log	1.2444	224	0.9340	0.5366	0.9340	0.9665
No log	1.2556	226	1.1841	0.4796	1.1841	1.0882
No log	1.2667	228	1.2268	0.4606	1.2268	1.1076
No log	1.2778	230	1.1042	0.4796	1.1042	1.0508
No log	1.2889	232	0.8698	0.5385	0.8698	0.9326
No log	1.3	234	0.7518	0.6624	0.7518	0.8670
No log	1.3111	236	0.7417	0.6624	0.7417	0.8612
No log	1.3222	238	0.7871	0.6323	0.7871	0.8872
No log	1.3333	240	0.9416	0.5177	0.9416	0.9704
No log	1.3444	242	1.0107	0.4987	1.0107	1.0053
No log	1.3556	244	0.9390	0.5177	0.9390	0.9690
No log	1.3667	246	0.7948	0.6545	0.7948	0.8915
No log	1.3778	248	0.7044	0.7123	0.7044	0.8393
No log	1.3889	250	0.7149	0.7123	0.7149	0.8455
No log	1.4	252	0.8539	0.5366	0.8539	0.9241
No log	1.4111	254	1.2583	0.4987	1.2583	1.1218
No log	1.4222	256	1.5488	0.4072	1.5488	1.2445
No log	1.4333	258	1.4980	0.4072	1.4980	1.2239
No log	1.4444	260	1.2550	0.4796	1.2550	1.1203
No log	1.4556	262	1.0219	0.5177	1.0219	1.0109
No log	1.4667	264	0.8611	0.4793	0.8611	0.9280
No log	1.4778	266	0.8277	0.4793	0.8277	0.9098
No log	1.4889	268	0.8709	0.3747	0.8709	0.9332
No log	1.5	270	0.9771	0.3478	0.9771	0.9885
No log	1.5111	272	1.1084	0.3531	1.1084	1.0528
No log	1.5222	274	1.1602	0.3103	1.1602	1.0771
No log	1.5333	276	1.1540	0.4560	1.1540	1.0742
No log	1.5444	278	1.1028	0.5204	1.1028	1.0502
No log	1.5556	280	1.0711	0.4783	1.0711	1.0349
No log	1.5667	282	0.9957	0.5661	0.9957	0.9979
No log	1.5778	284	0.9227	0.5927	0.9227	0.9606
No log	1.5889	286	0.9399	0.5927	0.9399	0.9695
No log	1.6	288	0.9967	0.5927	0.9967	0.9983
No log	1.6111	290	1.0413	0.4783	1.0413	1.0204
No log	1.6222	292	1.0249	0.5396	1.0249	1.0124
No log	1.6333	294	0.9154	0.5882	0.9154	0.9568
No log	1.6444	296	0.8503	0.6157	0.8503	0.9221
No log	1.6556	298	0.7930	0.6157	0.7930	0.8905
No log	1.6667	300	0.7929	0.5935	0.7929	0.8905
No log	1.6778	302	0.8354	0.5927	0.8354	0.9140
No log	1.6889	304	0.9710	0.6000	0.9710	0.9854
No log	1.7	306	1.1178	0.5191	1.1178	1.0573
No log	1.7111	308	1.1204	0.4986	1.1204	1.0585
No log	1.7222	310	1.0527	0.4545	1.0527	1.0260
No log	1.7333	312	0.9938	0.3787	0.9938	0.9969
No log	1.7444	314	0.9819	0.4539	0.9819	0.9909
No log	1.7556	316	0.9508	0.5542	0.9508	0.9751
No log	1.7667	318	0.9197	0.5542	0.9197	0.9590
No log	1.7778	320	0.9399	0.5243	0.9399	0.9695
No log	1.7889	322	0.9882	0.4778	0.9882	0.9941
No log	1.8	324	1.0904	0.4776	1.0904	1.0442
No log	1.8111	326	1.1149	0.4780	1.1149	1.0559
No log	1.8222	328	1.0302	0.4990	1.0302	1.0150
No log	1.8333	330	0.9987	0.5204	0.9987	0.9993
No log	1.8444	332	0.9529	0.5417	0.9529	0.9762
No log	1.8556	334	0.9100	0.5927	0.9100	0.9539
No log	1.8667	336	0.8793	0.5927	0.8793	0.9377
No log	1.8778	338	0.8658	0.5927	0.8658	0.9305
No log	1.8889	340	0.8352	0.6257	0.8352	0.9139
No log	1.9	342	0.8758	0.6204	0.8758	0.9359
No log	1.9111	344	0.9234	0.5769	0.9234	0.9609
No log	1.9222	346	0.9109	0.6204	0.9109	0.9544
No log	1.9333	348	0.8605	0.6204	0.8605	0.9276
No log	1.9444	350	0.8235	0.6257	0.8235	0.9075
No log	1.9556	352	0.7194	0.6469	0.7194	0.8481
No log	1.9667	354	0.6827	0.6469	0.6827	0.8262
No log	1.9778	356	0.7169	0.6469	0.7169	0.8467
No log	1.9889	358	0.8406	0.6257	0.8406	0.9168
No log	2.0	360	1.0310	0.4991	1.0310	1.0154
No log	2.0111	362	1.1228	0.4990	1.1228	1.0596
No log	2.0222	364	1.0916	0.4990	1.0916	1.0448
No log	2.0333	366	1.0020	0.6046	1.0020	1.0010
No log	2.0444	368	0.9008	0.5661	0.9008	0.9491
No log	2.0556	370	0.8656	0.4793	0.8656	0.9304
No log	2.0667	372	0.8364	0.4793	0.8364	0.9146
No log	2.0778	374	0.8173	0.4793	0.8173	0.9040
No log	2.0889	376	0.7940	0.4793	0.7940	0.8911
No log	2.1	378	0.7961	0.6103	0.7961	0.8923
No log	2.1111	380	0.8459	0.6469	0.8459	0.9197
No log	2.1222	382	0.9079	0.6257	0.9079	0.9529
No log	2.1333	384	0.9471	0.5600	0.9471	0.9732
No log	2.1444	386	0.9395	0.5600	0.9395	0.9693
No log	2.1556	388	0.9254	0.6046	0.9254	0.9620
No log	2.1667	390	0.9332	0.5833	0.9332	0.9660
No log	2.1778	392	0.8707	0.6469	0.8707	0.9331
No log	2.1889	394	0.7897	0.6157	0.7897	0.8887
No log	2.2	396	0.7906	0.5984	0.7906	0.8892
No log	2.2111	398	0.7899	0.6157	0.7899	0.8888
No log	2.2222	400	0.7782	0.6469	0.7782	0.8822
No log	2.2333	402	0.7841	0.6610	0.7841	0.8855
No log	2.2444	404	0.8490	0.6115	0.8490	0.9214
No log	2.2556	406	0.8111	0.6115	0.8111	0.9006
No log	2.2667	408	0.7153	0.6812	0.7153	0.8458
No log	2.2778	410	0.7028	0.7412	0.7028	0.8383
No log	2.2889	412	0.6941	0.7412	0.6941	0.8331
No log	2.3	414	0.6701	0.7412	0.6701	0.8186
No log	2.3111	416	0.7023	0.7412	0.7023	0.8380
No log	2.3222	418	0.7336	0.7412	0.7336	0.8565
No log	2.3333	420	0.8050	0.6610	0.8050	0.8972
No log	2.3444	422	0.9049	0.5769	0.9049	0.9513
No log	2.3556	424	0.8836	0.5769	0.8836	0.9400
No log	2.3667	426	0.7907	0.6469	0.7907	0.8892
No log	2.3778	428	0.7086	0.6756	0.7086	0.8418
No log	2.3889	430	0.6984	0.6756	0.6984	0.8357
No log	2.4	432	0.7136	0.6756	0.7136	0.8447
No log	2.4111	434	0.7884	0.6469	0.7884	0.8879
No log	2.4222	436	0.9191	0.5769	0.9191	0.9587
No log	2.4333	438	1.0516	0.4991	1.0516	1.0255
No log	2.4444	440	1.0099	0.4991	1.0099	1.0049
No log	2.4556	442	0.8627	0.6204	0.8627	0.9288
No log	2.4667	444	0.7337	0.6257	0.7337	0.8566
No log	2.4778	446	0.6413	0.6839	0.6413	0.8008
No log	2.4889	448	0.6213	0.7194	0.6213	0.7882
No log	2.5	450	0.6235	0.7194	0.6235	0.7896
No log	2.5111	452	0.6766	0.6756	0.6766	0.8225
No log	2.5222	454	0.8146	0.6257	0.8146	0.9025
No log	2.5333	456	0.9332	0.5396	0.9332	0.9660
No log	2.5444	458	0.9435	0.5396	0.9435	0.9714
No log	2.5556	460	0.8829	0.6000	0.8829	0.9396
No log	2.5667	462	0.8273	0.6257	0.8273	0.9096
No log	2.5778	464	0.7968	0.6257	0.7968	0.8927
No log	2.5889	466	0.8120	0.6257	0.8120	0.9011
No log	2.6	468	0.7928	0.6469	0.7928	0.8904
No log	2.6111	470	0.7481	0.6536	0.7481	0.8649
No log	2.6222	472	0.7294	0.6536	0.7294	0.8541
No log	2.6333	474	0.8179	0.6000	0.8179	0.9044
No log	2.6444	476	0.9375	0.5573	0.9375	0.9682
No log	2.6556	478	1.0938	0.4991	1.0938	1.0458
No log	2.6667	480	1.0633	0.4991	1.0633	1.0311
No log	2.6778	482	0.9311	0.6303	0.9311	0.9649
No log	2.6889	484	0.7756	0.6303	0.7756	0.8807
No log	2.7	486	0.7290	0.6740	0.7290	0.8538
No log	2.7111	488	0.7401	0.6469	0.7401	0.8603
No log	2.7222	490	0.7817	0.6407	0.7817	0.8841
No log	2.7333	492	0.7826	0.5965	0.7826	0.8846
No log	2.7444	494	0.7460	0.6303	0.7460	0.8637
No log	2.7556	496	0.7262	0.6303	0.7262	0.8522
No log	2.7667	498	0.6561	0.6860	0.6561	0.8100
0.3123	2.7778	500	0.6590	0.6860	0.6590	0.8118
0.3123	2.7889	502	0.6840	0.6303	0.6840	0.8271
0.3123	2.8	504	0.7499	0.6303	0.7499	0.8659
0.3123	2.8111	506	0.7313	0.6303	0.7313	0.8552
0.3123	2.8222	508	0.6700	0.6303	0.6700	0.8185
0.3123	2.8333	510	0.6514	0.6303	0.6514	0.8071
0.3123	2.8444	512	0.6537	0.6812	0.6537	0.8085
0.3123	2.8556	514	0.6415	0.6812	0.6415	0.8009
0.3123	2.8667	516	0.6711	0.6812	0.6711	0.8192
0.3123	2.8778	518	0.7058	0.6356	0.7058	0.8401
0.3123	2.8889	520	0.7932	0.6303	0.7932	0.8906
0.3123	2.9	522	0.8454	0.6303	0.8454	0.9195
0.3123	2.9111	524	0.8030	0.6303	0.8030	0.8961
0.3123	2.9222	526	0.6782	0.7688	0.6782	0.8235
0.3123	2.9333	528	0.6147	0.8280	0.6147	0.7840
0.3123	2.9444	530	0.5629	0.8280	0.5629	0.7503
0.3123	2.9556	532	0.5579	0.8280	0.5579	0.7469
0.3123	2.9667	534	0.5862	0.8011	0.5862	0.7657
0.3123	2.9778	536	0.6335	0.7412	0.6335	0.7959
0.3123	2.9889	538	0.6705	0.7101	0.6705	0.8188
0.3123	3.0	540	0.6899	0.6756	0.6899	0.8306
0.3123	3.0111	542	0.6787	0.7407	0.6787	0.8238
0.3123	3.0222	544	0.6771	0.7310	0.6771	0.8229
0.3123	3.0333	546	0.6971	0.7618	0.6971	0.8349
0.3123	3.0444	548	0.7067	0.7422	0.7067	0.8407
0.3123	3.0556	550	0.7100	0.7422	0.7100	0.8426
0.3123	3.0667	552	0.7014	0.7112	0.7014	0.8375
0.3123	3.0778	554	0.7050	0.7327	0.7050	0.8397
0.3123	3.0889	556	0.7180	0.6797	0.7180	0.8474
0.3123	3.1	558	0.7278	0.6797	0.7278	0.8531
0.3123	3.1111	560	0.7643	0.6797	0.7643	0.8743
0.3123	3.1222	562	0.7495	0.6797	0.7495	0.8657
0.3123	3.1333	564	0.7011	0.6797	0.7011	0.8373
0.3123	3.1444	566	0.6824	0.6860	0.6824	0.8261
0.3123	3.1556	568	0.6784	0.6545	0.6784	0.8236
0.3123	3.1667	570	0.7105	0.6545	0.7105	0.8429
0.3123	3.1778	572	0.7509	0.6545	0.7509	0.8666
0.3123	3.1889	574	0.8167	0.5965	0.8167	0.9037
0.3123	3.2	576	0.7912	0.5965	0.7912	0.8895
0.3123	3.2111	578	0.7908	0.5965	0.7908	0.8893
0.3123	3.2222	580	0.7666	0.5965	0.7666	0.8756
0.3123	3.2333	582	0.7656	0.5965	0.7656	0.8750
0.3123	3.2444	584	0.7290	0.6545	0.7290	0.8538
0.3123	3.2556	586	0.7426	0.6545	0.7426	0.8617
0.3123	3.2667	588	0.8006	0.5965	0.8006	0.8948
0.3123	3.2778	590	0.8822	0.5965	0.8822	0.9393
0.3123	3.2889	592	0.9027	0.5965	0.9027	0.9501
0.3123	3.3	594	0.8749	0.5965	0.8749	0.9354
0.3123	3.3111	596	0.7237	0.6545	0.7237	0.8507
0.3123	3.3222	598	0.6003	0.7412	0.6003	0.7748
0.3123	3.3333	600	0.5956	0.7844	0.5956	0.7717
0.3123	3.3444	602	0.6213	0.7194	0.6213	0.7882
0.3123	3.3556	604	0.6663	0.7101	0.6663	0.8163
0.3123	3.3667	606	0.7799	0.6469	0.7799	0.8831
0.3123	3.3778	608	0.9647	0.5573	0.9647	0.9822
0.3123	3.3889	610	1.0534	0.5376	1.0534	1.0264
0.3123	3.4	612	1.0207	0.5573	1.0207	1.0103
0.3123	3.4111	614	0.8846	0.5769	0.8846	0.9405
0.3123	3.4222	616	0.7196	0.6860	0.7196	0.8483
0.3123	3.4333	618	0.6108	0.7412	0.6108	0.7815
0.3123	3.4444	620	0.5783	0.7724	0.5783	0.7605
0.3123	3.4556	622	0.5827	0.7844	0.5827	0.7633
0.3123	3.4667	624	0.6059	0.7844	0.6059	0.7784
0.3123	3.4778	626	0.6823	0.7095	0.6823	0.8260
0.3123	3.4889	628	0.8328	0.5769	0.8328	0.9126
0.3123	3.5	630	0.9202	0.5573	0.9202	0.9593
0.3123	3.5111	632	0.9355	0.5573	0.9355	0.9672
0.3123	3.5222	634	0.9440	0.5573	0.9440	0.9716
0.3123	3.5333	636	0.8931	0.5573	0.8931	0.9450
0.3123	3.5444	638	0.8739	0.5573	0.8739	0.9348
0.3123	3.5556	640	0.8465	0.6257	0.8465	0.9200
0.3123	3.5667	642	0.8715	0.6046	0.8715	0.9336
0.3123	3.5778	644	0.8402	0.6257	0.8402	0.9166
0.3123	3.5889	646	0.9036	0.6046	0.9036	0.9506
0.3123	3.6	648	0.9426	0.5573	0.9426	0.9709
0.3123	3.6111	650	0.8674	0.5769	0.8674	0.9313
0.3123	3.6222	652	0.8208	0.5769	0.8208	0.9060
0.3123	3.6333	654	0.8108	0.5804	0.8108	0.9004
0.3123	3.6444	656	0.7221	0.7095	0.7221	0.8498
0.3123	3.6556	658	0.6516	0.7095	0.6516	0.8072
0.3123	3.6667	660	0.6530	0.7095	0.6530	0.8081
0.3123	3.6778	662	0.6896	0.7095	0.6896	0.8304
0.3123	3.6889	664	0.8090	0.6154	0.8090	0.8994
0.3123	3.7	666	0.9661	0.5376	0.9661	0.9829
0.3123	3.7111	668	1.0980	0.4596	1.0980	1.0478
0.3123	3.7222	670	1.0869	0.4596	1.0869	1.0426
0.3123	3.7333	672	0.9708	0.5376	0.9708	0.9853
0.3123	3.7444	674	0.7805	0.6154	0.7805	0.8835
0.3123	3.7556	676	0.6568	0.7123	0.6568	0.8104
0.3123	3.7667	678	0.6105	0.7123	0.6105	0.7814
0.3123	3.7778	680	0.5972	0.7123	0.5972	0.7728
0.3123	3.7889	682	0.5940	0.7417	0.5940	0.7707
0.3123	3.8	684	0.6200	0.7417	0.6200	0.7874
0.3123	3.8111	686	0.6864	0.7417	0.6864	0.8285
0.3123	3.8222	688	0.7878	0.6545	0.7878	0.8876
0.3123	3.8333	690	0.8492	0.6545	0.8492	0.9215
0.3123	3.8444	692	0.8226	0.6545	0.8226	0.9070
0.3123	3.8556	694	0.7348	0.6860	0.7348	0.8572
0.3123	3.8667	696	0.6524	0.7318	0.6524	0.8077
0.3123	3.8778	698	0.6455	0.7412	0.6455	0.8034
0.3123	3.8889	700	0.6602	0.7095	0.6602	0.8125
0.3123	3.9	702	0.7135	0.7095	0.7135	0.8447
0.3123	3.9111	704	0.8026	0.6204	0.8026	0.8959
0.3123	3.9222	706	0.8654	0.5573	0.8654	0.9303
0.3123	3.9333	708	0.8690	0.5573	0.8690	0.9322
0.3123	3.9444	710	0.8084	0.5769	0.8084	0.8991
0.3123	3.9556	712	0.7115	0.6545	0.7115	0.8435
0.3123	3.9667	714	0.6193	0.7412	0.6193	0.7870
0.3123	3.9778	716	0.6005	0.8011	0.6005	0.7749
0.3123	3.9889	718	0.6299	0.7412	0.6299	0.7937
0.3123	4.0	720	0.6531	0.7412	0.6531	0.8082
0.3123	4.0111	722	0.6960	0.6812	0.6960	0.8343
0.3123	4.0222	724	0.7999	0.6469	0.7999	0.8944
0.3123	4.0333	726	0.8729	0.5965	0.8729	0.9343
0.3123	4.0444	728	0.9349	0.5769	0.9349	0.9669
0.3123	4.0556	730	0.8962	0.5965	0.8962	0.9467
0.3123	4.0667	732	0.8607	0.5965	0.8607	0.9277
0.3123	4.0778	734	0.7795	0.5965	0.7795	0.8829
0.3123	4.0889	736	0.6569	0.7318	0.6569	0.8105
0.3123	4.1	738	0.5843	0.7412	0.5843	0.7644
0.3123	4.1111	740	0.5436	0.8011	0.5436	0.7373
0.3123	4.1222	742	0.5240	0.8011	0.5240	0.7239
0.3123	4.1333	744	0.5329	0.7894	0.5329	0.7300
0.3123	4.1444	746	0.5605	0.7318	0.5605	0.7487
0.3123	4.1556	748	0.5812	0.6860	0.5812	0.7624
0.3123	4.1667	750	0.6626	0.6860	0.6626	0.8140
0.3123	4.1778	752	0.7826	0.5965	0.7826	0.8846
0.3123	4.1889	754	0.9455	0.5769	0.9455	0.9724
0.3123	4.2	756	1.0341	0.5376	1.0341	1.0169
0.3123	4.2111	758	1.0003	0.5573	1.0003	1.0002
0.3123	4.2222	760	0.8957	0.5769	0.8957	0.9464
0.3123	4.2333	762	0.7425	0.6545	0.7425	0.8617
0.3123	4.2444	764	0.6413	0.6545	0.6413	0.8008
0.3123	4.2556	766	0.6194	0.7009	0.6194	0.7870
0.3123	4.2667	768	0.6414	0.7009	0.6414	0.8009
0.3123	4.2778	770	0.6968	0.7009	0.6968	0.8347
0.3123	4.2889	772	0.8091	0.6204	0.8091	0.8995
0.3123	4.3	774	0.8601	0.6204	0.8601	0.9274
0.3123	4.3111	776	0.8848	0.6000	0.8848	0.9406
0.3123	4.3222	778	0.8287	0.6204	0.8287	0.9103
0.3123	4.3333	780	0.7370	0.6204	0.7370	0.8585
0.3123	4.3444	782	0.6873	0.6407	0.6873	0.8291
0.3123	4.3556	784	0.6294	0.6469	0.6294	0.7934
0.3123	4.3667	786	0.5707	0.7720	0.5707	0.7554
0.3123	4.3778	788	0.5676	0.7720	0.5676	0.7534
0.3123	4.3889	790	0.6187	0.7009	0.6187	0.7866
0.3123	4.4	792	0.6872	0.6407	0.6872	0.8290
0.3123	4.4111	794	0.7013	0.6407	0.7013	0.8374
0.3123	4.4222	796	0.6739	0.6407	0.6739	0.8209
0.3123	4.4333	798	0.6396	0.6469	0.6396	0.7997
0.3123	4.4444	800	0.6387	0.6103	0.6387	0.7992
0.3123	4.4556	802	0.6519	0.6157	0.6519	0.8074
0.3123	4.4667	804	0.6420	0.6157	0.6420	0.8013
0.3123	4.4778	806	0.6391	0.7519	0.6391	0.7994
0.3123	4.4889	808	0.6515	0.7519	0.6515	0.8071
0.3123	4.5	810	0.6589	0.6839	0.6589	0.8117
0.3123	4.5111	812	0.6965	0.5927	0.6965	0.8345
0.3123	4.5222	814	0.8145	0.6046	0.8145	0.9025
0.3123	4.5333	816	0.9205	0.5573	0.9205	0.9594
0.3123	4.5444	818	0.9514	0.5573	0.9514	0.9754
0.3123	4.5556	820	0.8780	0.5769	0.8780	0.9370
0.3123	4.5667	822	0.7596	0.6545	0.7596	0.8716
0.3123	4.5778	824	0.6134	0.6545	0.6134	0.7832
0.3123	4.5889	826	0.5498	0.7123	0.5498	0.7415
0.3123	4.6	828	0.5563	0.7123	0.5563	0.7458
0.3123	4.6111	830	0.5990	0.7123	0.5990	0.7740
0.3123	4.6222	832	0.7057	0.6545	0.7057	0.8401
0.3123	4.6333	834	0.7849	0.6545	0.7849	0.8860
0.3123	4.6444	836	0.9022	0.5965	0.9022	0.9498
0.3123	4.6556	838	0.8621	0.5965	0.8621	0.9285
0.3123	4.6667	840	0.8555	0.5965	0.8555	0.9250
0.3123	4.6778	842	0.7839	0.5965	0.7839	0.8854
0.3123	4.6889	844	0.6943	0.6610	0.6943	0.8333
0.3123	4.7	846	0.5848	0.7720	0.5848	0.7647
0.3123	4.7111	848	0.5414	0.7519	0.5414	0.7358
0.3123	4.7222	850	0.5362	0.7519	0.5362	0.7322
0.3123	4.7333	852	0.5466	0.7519	0.5466	0.7393
0.3123	4.7444	854	0.6061	0.7720	0.6061	0.7785
0.3123	4.7556	856	0.6723	0.7009	0.6723	0.8199
0.3123	4.7667	858	0.7462	0.5804	0.7462	0.8638
0.3123	4.7778	860	0.7738	0.5769	0.7738	0.8797
0.3123	4.7889	862	0.7779	0.5769	0.7779	0.8820
0.3123	4.8	864	0.7554	0.5769	0.7554	0.8691
0.3123	4.8111	866	0.7026	0.7009	0.7026	0.8382
0.3123	4.8222	868	0.6723	0.7009	0.6723	0.8200
0.3123	4.8333	870	0.6523	0.7009	0.6523	0.8076
0.3123	4.8444	872	0.6554	0.7009	0.6554	0.8095
0.3123	4.8556	874	0.6916	0.6407	0.6916	0.8316
0.3123	4.8667	876	0.6787	0.6407	0.6787	0.8239
0.3123	4.8778	878	0.7005	0.6349	0.7005	0.8370
0.3123	4.8889	880	0.8060	0.6154	0.8060	0.8978
0.3123	4.9	882	0.9258	0.5376	0.9258	0.9622
0.3123	4.9111	884	0.9316	0.5376	0.9316	0.9652
0.3123	4.9222	886	0.8621	0.5573	0.8621	0.9285
0.3123	4.9333	888	0.8399	0.5396	0.8399	0.9165
0.3123	4.9444	890	0.8136	0.5833	0.8136	0.9020
0.3123	4.9556	892	0.7066	0.6673	0.7066	0.8406
0.3123	4.9667	894	0.6478	0.6316	0.6478	0.8048
0.3123	4.9778	896	0.6561	0.6680	0.6561	0.8100
0.3123	4.9889	898	0.6875	0.7009	0.6875	0.8291
0.3123	5.0	900	0.7211	0.7009	0.7211	0.8492
0.3123	5.0111	902	0.7178	0.7009	0.7178	0.8472
0.3123	5.0222	904	0.7429	0.6545	0.7429	0.8619
0.3123	5.0333	906	0.7605	0.6545	0.7605	0.8720
0.3123	5.0444	908	0.7385	0.6545	0.7385	0.8593
0.3123	5.0556	910	0.7323	0.6545	0.7323	0.8557
0.3123	5.0667	912	0.6994	0.6740	0.6994	0.8363
0.3123	5.0778	914	0.6231	0.7810	0.6231	0.7894
0.3123	5.0889	916	0.5512	0.8011	0.5512	0.7424
0.3123	5.1	918	0.5498	0.7511	0.5498	0.7415
0.3123	5.1111	920	0.6191	0.7417	0.6191	0.7869
0.3123	5.1222	922	0.7049	0.7417	0.7049	0.8396
0.3123	5.1333	924	0.7705	0.6485	0.7705	0.8778
0.3123	5.1444	926	0.7825	0.6485	0.7825	0.8846
0.3123	5.1556	928	0.7241	0.6860	0.7241	0.8509
0.3123	5.1667	930	0.6652	0.7417	0.6652	0.8156
0.3123	5.1778	932	0.6501	0.7417	0.6501	0.8063
0.3123	5.1889	934	0.6192	0.7417	0.6192	0.7869
0.3123	5.2	936	0.6263	0.7417	0.6263	0.7914
0.3123	5.2111	938	0.6641	0.6860	0.6641	0.8150
0.3123	5.2222	940	0.6814	0.6673	0.6814	0.8255
0.3123	5.2333	942	0.7484	0.6485	0.7484	0.8651
0.3123	5.2444	944	0.7955	0.6485	0.7955	0.8919
0.3123	5.2556	946	0.7743	0.6485	0.7743	0.8800
0.3123	5.2667	948	0.7347	0.6673	0.7347	0.8572
0.3123	5.2778	950	0.6757	0.6860	0.6757	0.8220
0.3123	5.2889	952	0.6322	0.7417	0.6322	0.7951
0.3123	5.3	954	0.6499	0.7417	0.6499	0.8062
0.3123	5.3111	956	0.6886	0.6860	0.6886	0.8298
0.3123	5.3222	958	0.7158	0.6860	0.7158	0.8460
0.3123	5.3333	960	0.7464	0.6673	0.7464	0.8639
0.3123	5.3444	962	0.8011	0.6349	0.8011	0.8950
0.3123	5.3556	964	0.8784	0.6154	0.8784	0.9372
0.3123	5.3667	966	0.9990	0.5573	0.9990	0.9995
0.3123	5.3778	968	1.1083	0.4987	1.1083	1.0527
0.3123	5.3889	970	1.1066	0.4987	1.1066	1.0520
0.3123	5.4	972	1.0212	0.5573	1.0212	1.0105
0.3123	5.4111	974	0.9080	0.5573	0.9080	0.9529
0.3123	5.4222	976	0.7973	0.6349	0.7973	0.8929
0.3123	5.4333	978	0.7198	0.6929	0.7198	0.8484
0.3123	5.4444	980	0.6364	0.7417	0.6364	0.7977
0.3123	5.4556	982	0.5839	0.8011	0.5839	0.7641
0.3123	5.4667	984	0.5822	0.8011	0.5822	0.7630
0.3123	5.4778	986	0.6338	0.7510	0.6338	0.7961
0.3123	5.4889	988	0.7473	0.6046	0.7473	0.8645
0.3123	5.5	990	0.9144	0.4793	0.9144	0.9563
0.3123	5.5111	992	1.0473	0.4596	1.0473	1.0234
0.3123	5.5222	994	1.0513	0.4596	1.0513	1.0253
0.3123	5.5333	996	0.9673	0.4585	0.9673	0.9835
0.3123	5.5444	998	0.8582	0.5204	0.8582	0.9264
0.1131	5.5556	1000	0.8138	0.5833	0.8138	0.9021
0.1131	5.5667	1002	0.7386	0.6673	0.7386	0.8594
0.1131	5.5778	1004	0.7133	0.6673	0.7133	0.8446
0.1131	5.5889	1006	0.7138	0.6673	0.7138	0.8449
0.1131	5.6	1008	0.7870	0.6046	0.7870	0.8871
0.1131	5.6111	1010	0.9209	0.4793	0.9209	0.9596
0.1131	5.6222	1012	0.9964	0.4596	0.9964	0.9982
0.1131	5.6333	1014	1.0242	0.4596	1.0242	1.0120
0.1131	5.6444	1016	0.9476	0.4596	0.9476	0.9735
0.1131	5.6556	1018	0.8929	0.4790	0.8929	0.9449
0.1131	5.6667	1020	0.8222	0.5417	0.8222	0.9068
0.1131	5.6778	1022	0.7957	0.6046	0.7957	0.8920
0.1131	5.6889	1024	0.7923	0.6046	0.7923	0.8901
0.1131	5.7	1026	0.7982	0.6046	0.7982	0.8934
0.1131	5.7111	1028	0.7572	0.6610	0.7572	0.8702
0.1131	5.7222	1030	0.6881	0.7211	0.6881	0.8295
0.1131	5.7333	1032	0.6418	0.7810	0.6418	0.8011
0.1131	5.7444	1034	0.5840	0.8011	0.5840	0.7642
0.1131	5.7556	1036	0.5480	0.8011	0.5480	0.7403
0.1131	5.7667	1038	0.5106	0.8011	0.5106	0.7146
0.1131	5.7778	1040	0.5106	0.8011	0.5106	0.7146
0.1131	5.7889	1042	0.5234	0.8011	0.5234	0.7235
0.1131	5.8	1044	0.5446	0.7417	0.5446	0.7380
0.1131	5.8111	1046	0.5807	0.7417	0.5807	0.7620
0.1131	5.8222	1048	0.5828	0.7417	0.5828	0.7634
0.1131	5.8333	1050	0.5906	0.7417	0.5906	0.7685
0.1131	5.8444	1052	0.5879	0.7417	0.5879	0.7667
0.1131	5.8556	1054	0.5665	0.7417	0.5665	0.7527
0.1131	5.8667	1056	0.5679	0.7417	0.5679	0.7536
0.1131	5.8778	1058	0.5500	0.7511	0.5500	0.7416
0.1131	5.8889	1060	0.5648	0.7417	0.5648	0.7515
0.1131	5.9	1062	0.5965	0.7417	0.5965	0.7723
0.1131	5.9111	1064	0.6172	0.6860	0.6172	0.7856
0.1131	5.9222	1066	0.6234	0.6860	0.6234	0.7896
0.1131	5.9333	1068	0.5710	0.8011	0.5710	0.7556
0.1131	5.9444	1070	0.5298	0.8011	0.5298	0.7279
0.1131	5.9556	1072	0.5271	0.8011	0.5271	0.7260
0.1131	5.9667	1074	0.5446	0.8011	0.5446	0.7380
0.1131	5.9778	1076	0.5768	0.7417	0.5768	0.7594
0.1131	5.9889	1078	0.6542	0.7417	0.6542	0.8088
0.1131	6.0	1080	0.6906	0.7417	0.6906	0.8310
0.1131	6.0111	1082	0.7106	0.7417	0.7106	0.8430
0.1131	6.0222	1084	0.7838	0.6860	0.7838	0.8853
0.1131	6.0333	1086	0.8298	0.6860	0.8298	0.9109
0.1131	6.0444	1088	0.7786	0.6860	0.7786	0.8824
0.1131	6.0556	1090	0.6889	0.7417	0.6889	0.8300
0.1131	6.0667	1092	0.6514	0.7417	0.6514	0.8071
0.1131	6.0778	1094	0.6316	0.7417	0.6316	0.7947
0.1131	6.0889	1096	0.6495	0.7417	0.6495	0.8059
0.1131	6.1	1098	0.7386	0.6860	0.7386	0.8594
0.1131	6.1111	1100	0.8167	0.6115	0.8167	0.9037
0.1131	6.1222	1102	0.8037	0.6115	0.8037	0.8965
0.1131	6.1333	1104	0.7266	0.6303	0.7266	0.8524
0.1131	6.1444	1106	0.6447	0.8011	0.6447	0.8029
0.1131	6.1556	1108	0.5858	0.8011	0.5858	0.7654
0.1131	6.1667	1110	0.5581	0.8011	0.5581	0.7471
0.1131	6.1778	1112	0.5589	0.8011	0.5589	0.7476
0.1131	6.1889	1114	0.5664	0.8011	0.5664	0.7526
0.1131	6.2	1116	0.5494	0.8011	0.5494	0.7412
0.1131	6.2111	1118	0.5526	0.8011	0.5526	0.7434
0.1131	6.2222	1120	0.5952	0.8011	0.5952	0.7715
0.1131	6.2333	1122	0.6393	0.7417	0.6393	0.7996
0.1131	6.2444	1124	0.6402	0.7417	0.6402	0.8001
0.1131	6.2556	1126	0.6287	0.7417	0.6287	0.7929
0.1131	6.2667	1128	0.6497	0.7417	0.6497	0.8060
0.1131	6.2778	1130	0.6666	0.7417	0.6666	0.8165
0.1131	6.2889	1132	0.6341	0.7417	0.6341	0.7963
0.1131	6.3	1134	0.6117	0.7417	0.6117	0.7821
0.1131	6.3111	1136	0.5936	0.7417	0.5936	0.7704
0.1131	6.3222	1138	0.5760	0.7417	0.5760	0.7589
0.1131	6.3333	1140	0.5840	0.7417	0.5840	0.7642
0.1131	6.3444	1142	0.6034	0.7417	0.6034	0.7768
0.1131	6.3556	1144	0.6137	0.7417	0.6137	0.7834
0.1131	6.3667	1146	0.6257	0.7417	0.6257	0.7910
0.1131	6.3778	1148	0.6237	0.7417	0.6237	0.7897
0.1131	6.3889	1150	0.6362	0.7417	0.6362	0.7976
0.1131	6.4	1152	0.6521	0.7417	0.6521	0.8075
0.1131	6.4111	1154	0.6884	0.7417	0.6884	0.8297
0.1131	6.4222	1156	0.7407	0.6860	0.7407	0.8606
0.1131	6.4333	1158	0.7883	0.5926	0.7883	0.8879
0.1131	6.4444	1160	0.8284	0.5926	0.8284	0.9101
0.1131	6.4556	1162	0.7854	0.5926	0.7854	0.8863
0.1131	6.4667	1164	0.7240	0.6673	0.7240	0.8509
0.1131	6.4778	1166	0.7146	0.6673	0.7146	0.8453
0.1131	6.4889	1168	0.7015	0.6673	0.7015	0.8375
0.1131	6.5	1170	0.6686	0.6860	0.6686	0.8177
0.1131	6.5111	1172	0.6389	0.6860	0.6389	0.7993
0.1131	6.5222	1174	0.6353	0.6860	0.6353	0.7970
0.1131	6.5333	1176	0.6672	0.6860	0.6672	0.8168
0.1131	6.5444	1178	0.7130	0.6673	0.7130	0.8444
0.1131	6.5556	1180	0.7020	0.6860	0.7020	0.8378
0.1131	6.5667	1182	0.6946	0.6860	0.6946	0.8334
0.1131	6.5778	1184	0.7155	0.6673	0.7155	0.8459
0.1131	6.5889	1186	0.7480	0.6673	0.7480	0.8649
0.1131	6.6	1188	0.7520	0.6673	0.7520	0.8672
0.1131	6.6111	1190	0.7385	0.6673	0.7385	0.8594
0.1131	6.6222	1192	0.6793	0.6860	0.6793	0.8242
0.1131	6.6333	1194	0.6224	0.7417	0.6224	0.7889
0.1131	6.6444	1196	0.6246	0.7417	0.6246	0.7903
0.1131	6.6556	1198	0.6579	0.6673	0.6579	0.8111
0.1131	6.6667	1200	0.6904	0.6673	0.6904	0.8309
0.1131	6.6778	1202	0.7539	0.6485	0.7539	0.8682
0.1131	6.6889	1204	0.8254	0.5926	0.8254	0.9085
0.1131	6.7	1206	0.8919	0.5926	0.8919	0.9444
0.1131	6.7111	1208	0.9051	0.5366	0.9051	0.9513
0.1131	6.7222	1210	0.8990	0.5366	0.8990	0.9482
0.1131	6.7333	1212	0.8663	0.5926	0.8663	0.9307
0.1131	6.7444	1214	0.8167	0.5926	0.8167	0.9037
0.1131	6.7556	1216	0.7784	0.6485	0.7784	0.8823
0.1131	6.7667	1218	0.7376	0.6485	0.7376	0.8588
0.1131	6.7778	1220	0.6943	0.7042	0.6943	0.8333
0.1131	6.7889	1222	0.6371	0.7318	0.6371	0.7982
0.1131	6.8	1224	0.5816	0.8011	0.5816	0.7626
0.1131	6.8111	1226	0.5516	0.8011	0.5516	0.7427
0.1131	6.8222	1228	0.5396	0.8011	0.5396	0.7346
0.1131	6.8333	1230	0.5539	0.8011	0.5539	0.7442
0.1131	6.8444	1232	0.5956	0.7511	0.5956	0.7717
0.1131	6.8556	1234	0.6966	0.7042	0.6966	0.8347
0.1131	6.8667	1236	0.8129	0.6485	0.8129	0.9016
0.1131	6.8778	1238	0.9528	0.5926	0.9528	0.9761
0.1131	6.8889	1240	0.9979	0.5366	0.9979	0.9990
0.1131	6.9	1242	0.9927	0.5926	0.9927	0.9964
0.1131	6.9111	1244	0.9624	0.5926	0.9624	0.9810
0.1131	6.9222	1246	0.8710	0.6485	0.8710	0.9333
0.1131	6.9333	1248	0.7909	0.6485	0.7909	0.8894
0.1131	6.9444	1250	0.7149	0.6673	0.7149	0.8455
0.1131	6.9556	1252	0.6498	0.7230	0.6498	0.8061
0.1131	6.9667	1254	0.6337	0.7230	0.6337	0.7960
0.1131	6.9778	1256	0.6544	0.7230	0.6544	0.8089
0.1131	6.9889	1258	0.6861	0.7230	0.6861	0.8283
0.1131	7.0	1260	0.7329	0.7230	0.7329	0.8561
0.1131	7.0111	1262	0.8011	0.6485	0.8011	0.8950
0.1131	7.0222	1264	0.8423	0.6485	0.8423	0.9177
0.1131	7.0333	1266	0.8411	0.6485	0.8411	0.9171
0.1131	7.0444	1268	0.8516	0.5926	0.8516	0.9228
0.1131	7.0556	1270	0.8428	0.6485	0.8428	0.9181
0.1131	7.0667	1272	0.8356	0.6485	0.8356	0.9141
0.1131	7.0778	1274	0.8560	0.5926	0.8560	0.9252
0.1131	7.0889	1276	0.9159	0.5926	0.9159	0.9570
0.1131	7.1	1278	0.9510	0.5926	0.9510	0.9752
0.1131	7.1111	1280	0.9190	0.5926	0.9190	0.9587
0.1131	7.1222	1282	0.8714	0.5926	0.8714	0.9335
0.1131	7.1333	1284	0.8409	0.5926	0.8409	0.9170
0.1131	7.1444	1286	0.8204	0.5926	0.8204	0.9058
0.1131	7.1556	1288	0.7905	0.5926	0.7905	0.8891
0.1131	7.1667	1290	0.7940	0.5926	0.7940	0.8910
0.1131	7.1778	1292	0.7450	0.6485	0.7450	0.8631
0.1131	7.1889	1294	0.7058	0.7042	0.7058	0.8401
0.1131	7.2	1296	0.6809	0.7123	0.6809	0.8252
0.1131	7.2111	1298	0.6519	0.7123	0.6519	0.8074
0.1131	7.2222	1300	0.6579	0.7123	0.6579	0.8111
0.1131	7.2333	1302	0.6872	0.7123	0.6872	0.8290
0.1131	7.2444	1304	0.7342	0.6545	0.7342	0.8568
0.1131	7.2556	1306	0.7845	0.5926	0.7845	0.8857
0.1131	7.2667	1308	0.8014	0.5926	0.8014	0.8952
0.1131	7.2778	1310	0.8383	0.5926	0.8383	0.9156
0.1131	7.2889	1312	0.8452	0.5926	0.8452	0.9193
0.1131	7.3	1314	0.7976	0.6485	0.7976	0.8931
0.1131	7.3111	1316	0.7247	0.7230	0.7247	0.8513
0.1131	7.3222	1318	0.7142	0.7230	0.7142	0.8451
0.1131	7.3333	1320	0.7173	0.7230	0.7173	0.8469
0.1131	7.3444	1322	0.7340	0.7230	0.7340	0.8567
0.1131	7.3556	1324	0.7668	0.7230	0.7668	0.8757
0.1131	7.3667	1326	0.7953	0.7042	0.7953	0.8918
0.1131	7.3778	1328	0.7773	0.7230	0.7773	0.8816
0.1131	7.3889	1330	0.7300	0.7230	0.7300	0.8544
0.1131	7.4	1332	0.6878	0.7230	0.6878	0.8293
0.1131	7.4111	1334	0.6536	0.7230	0.6536	0.8084
0.1131	7.4222	1336	0.6267	0.7230	0.6267	0.7916
0.1131	7.4333	1338	0.6133	0.7230	0.6133	0.7832
0.1131	7.4444	1340	0.6163	0.7230	0.6163	0.7851
0.1131	7.4556	1342	0.6400	0.7230	0.6400	0.8000
0.1131	7.4667	1344	0.7014	0.7230	0.7014	0.8375
0.1131	7.4778	1346	0.7789	0.7230	0.7789	0.8826
0.1131	7.4889	1348	0.8356	0.6485	0.8356	0.9141
0.1131	7.5	1350	0.8507	0.5926	0.8507	0.9223
0.1131	7.5111	1352	0.8563	0.5926	0.8563	0.9253
0.1131	7.5222	1354	0.8648	0.5926	0.8648	0.9299
0.1131	7.5333	1356	0.8896	0.5926	0.8896	0.9432
0.1131	7.5444	1358	0.8879	0.5926	0.8879	0.9423
0.1131	7.5556	1360	0.8568	0.5926	0.8568	0.9256
0.1131	7.5667	1362	0.8006	0.6485	0.8006	0.8948
0.1131	7.5778	1364	0.7502	0.6485	0.7502	0.8661
0.1131	7.5889	1366	0.7263	0.6485	0.7263	0.8523
0.1131	7.6	1368	0.7016	0.7042	0.7016	0.8376
0.1131	7.6111	1370	0.6886	0.7042	0.6886	0.8298
0.1131	7.6222	1372	0.6705	0.7042	0.6705	0.8188
0.1131	7.6333	1374	0.6643	0.7230	0.6643	0.8150
0.1131	7.6444	1376	0.6746	0.7042	0.6746	0.8213
0.1131	7.6556	1378	0.7057	0.7042	0.7057	0.8400
0.1131	7.6667	1380	0.7780	0.6485	0.7780	0.8821
0.1131	7.6778	1382	0.8663	0.5573	0.8663	0.9308
0.1131	7.6889	1384	0.9705	0.5573	0.9705	0.9851
0.1131	7.7	1386	1.0200	0.5376	1.0200	1.0100
0.1131	7.7111	1388	1.0193	0.5376	1.0193	1.0096
0.1131	7.7222	1390	0.9992	0.5376	0.9992	0.9996
0.1131	7.7333	1392	0.9757	0.5376	0.9757	0.9878
0.1131	7.7444	1394	0.9185	0.5573	0.9185	0.9584
0.1131	7.7556	1396	0.8707	0.6154	0.8707	0.9331
0.1131	7.7667	1398	0.7801	0.6154	0.7801	0.8832
0.1131	7.7778	1400	0.7344	0.6485	0.7344	0.8569
0.1131	7.7889	1402	0.7213	0.6485	0.7213	0.8493
0.1131	7.8	1404	0.7032	0.7042	0.7032	0.8385
0.1131	7.8111	1406	0.7063	0.6485	0.7063	0.8404
0.1131	7.8222	1408	0.7170	0.6485	0.7170	0.8467
0.1131	7.8333	1410	0.7301	0.6485	0.7301	0.8545
0.1131	7.8444	1412	0.7308	0.6673	0.7308	0.8548
0.1131	7.8556	1414	0.7283	0.6673	0.7283	0.8534
0.1131	7.8667	1416	0.7616	0.6673	0.7616	0.8727
0.1131	7.8778	1418	0.8082	0.6485	0.8082	0.8990
0.1131	7.8889	1420	0.8330	0.6485	0.8330	0.9127
0.1131	7.9	1422	0.8332	0.6673	0.8332	0.9128
0.1131	7.9111	1424	0.7985	0.6673	0.7985	0.8936
0.1131	7.9222	1426	0.7213	0.6673	0.7213	0.8493
0.1131	7.9333	1428	0.6515	0.7230	0.6515	0.8072
0.1131	7.9444	1430	0.6142	0.7230	0.6142	0.7837
0.1131	7.9556	1432	0.6036	0.7417	0.6036	0.7769
0.1131	7.9667	1434	0.6055	0.7417	0.6055	0.7781
0.1131	7.9778	1436	0.6253	0.7230	0.6253	0.7908
0.1131	7.9889	1438	0.6584	0.7230	0.6584	0.8114
0.1131	8.0	1440	0.6968	0.7230	0.6968	0.8348
0.1131	8.0111	1442	0.7274	0.6673	0.7274	0.8529
0.1131	8.0222	1444	0.7504	0.6673	0.7504	0.8663
0.1131	8.0333	1446	0.7498	0.6673	0.7498	0.8659
0.1131	8.0444	1448	0.7320	0.6673	0.7320	0.8556
0.1131	8.0556	1450	0.6922	0.7230	0.6922	0.8320
0.1131	8.0667	1452	0.6312	0.7230	0.6312	0.7945
0.1131	8.0778	1454	0.5947	0.7230	0.5947	0.7712
0.1131	8.0889	1456	0.5661	0.7318	0.5661	0.7524
0.1131	8.1	1458	0.5657	0.7318	0.5657	0.7521
0.1131	8.1111	1460	0.5739	0.7318	0.5739	0.7575
0.1131	8.1222	1462	0.6046	0.7318	0.6046	0.7776
0.1131	8.1333	1464	0.6209	0.7318	0.6209	0.7880
0.1131	8.1444	1466	0.6543	0.6673	0.6543	0.8089
0.1131	8.1556	1468	0.7159	0.6673	0.7159	0.8461
0.1131	8.1667	1470	0.7785	0.6485	0.7785	0.8823
0.1131	8.1778	1472	0.8090	0.6485	0.8090	0.8995
0.1131	8.1889	1474	0.8161	0.6485	0.8161	0.9034
0.1131	8.2	1476	0.8031	0.6485	0.8031	0.8962
0.1131	8.2111	1478	0.7686	0.6485	0.7686	0.8767
0.1131	8.2222	1480	0.7185	0.6673	0.7185	0.8477
0.1131	8.2333	1482	0.6823	0.6673	0.6823	0.8260
0.1131	8.2444	1484	0.6556	0.6673	0.6556	0.8097
0.1131	8.2556	1486	0.6442	0.6673	0.6442	0.8026
0.1131	8.2667	1488	0.6662	0.6673	0.6662	0.8162
0.1131	8.2778	1490	0.6959	0.6673	0.6959	0.8342
0.1131	8.2889	1492	0.7218	0.6485	0.7218	0.8496
0.1131	8.3	1494	0.7314	0.6485	0.7314	0.8552
0.1131	8.3111	1496	0.7468	0.6485	0.7468	0.8642
0.1131	8.3222	1498	0.7840	0.6485	0.7840	0.8854
0.0686	8.3333	1500	0.8302	0.6485	0.8302	0.9112
0.0686	8.3444	1502	0.8611	0.6485	0.8611	0.9279
0.0686	8.3556	1504	0.8760	0.6485	0.8760	0.9360
0.0686	8.3667	1506	0.8963	0.6485	0.8963	0.9467
0.0686	8.3778	1508	0.9096	0.6485	0.9096	0.9537
0.0686	8.3889	1510	0.8825	0.6485	0.8825	0.9394
0.0686	8.4	1512	0.8503	0.6485	0.8503	0.9221
0.0686	8.4111	1514	0.8136	0.6485	0.8136	0.9020
0.0686	8.4222	1516	0.7788	0.6485	0.7788	0.8825
0.0686	8.4333	1518	0.7410	0.6485	0.7410	0.8608
0.0686	8.4444	1520	0.7095	0.7042	0.7095	0.8423
0.0686	8.4556	1522	0.6983	0.7042	0.6983	0.8356
0.0686	8.4667	1524	0.6809	0.7042	0.6809	0.8252
0.0686	8.4778	1526	0.6625	0.7042	0.6625	0.8139
0.0686	8.4889	1528	0.6674	0.7042	0.6674	0.8170
0.0686	8.5	1530	0.6690	0.7042	0.6690	0.8179
0.0686	8.5111	1532	0.6823	0.7042	0.6823	0.8260
0.0686	8.5222	1534	0.7040	0.7042	0.7040	0.8390
0.0686	8.5333	1536	0.7059	0.7042	0.7059	0.8402
0.0686	8.5444	1538	0.7234	0.6485	0.7234	0.8505
0.0686	8.5556	1540	0.7451	0.6485	0.7451	0.8632
0.0686	8.5667	1542	0.7848	0.6485	0.7848	0.8859
0.0686	8.5778	1544	0.8451	0.6485	0.8451	0.9193
0.0686	8.5889	1546	0.9140	0.6485	0.9140	0.9560
0.0686	8.6	1548	0.9505	0.6485	0.9505	0.9749
0.0686	8.6111	1550	0.9517	0.6485	0.9517	0.9755
0.0686	8.6222	1552	0.9307	0.6485	0.9307	0.9648
0.0686	8.6333	1554	0.9169	0.6485	0.9169	0.9575
0.0686	8.6444	1556	0.9294	0.6485	0.9294	0.9640
0.0686	8.6556	1558	0.9234	0.6485	0.9234	0.9610
0.0686	8.6667	1560	0.9264	0.5926	0.9264	0.9625
0.0686	8.6778	1562	0.9089	0.6485	0.9089	0.9534
0.0686	8.6889	1564	0.8836	0.6485	0.8836	0.9400
0.0686	8.7	1566	0.8386	0.6485	0.8385	0.9157
0.0686	8.7111	1568	0.7948	0.6485	0.7948	0.8915
0.0686	8.7222	1570	0.7605	0.7042	0.7605	0.8721
0.0686	8.7333	1572	0.7327	0.7042	0.7327	0.8560
0.0686	8.7444	1574	0.7069	0.7230	0.7069	0.8407
0.0686	8.7556	1576	0.6786	0.7230	0.6786	0.8238
0.0686	8.7667	1578	0.6607	0.7230	0.6607	0.8128
0.0686	8.7778	1580	0.6490	0.7230	0.6490	0.8056
0.0686	8.7889	1582	0.6334	0.7230	0.6334	0.7959
0.0686	8.8	1584	0.6289	0.7230	0.6289	0.7930
0.0686	8.8111	1586	0.6346	0.7230	0.6346	0.7966
0.0686	8.8222	1588	0.6432	0.7230	0.6432	0.8020
0.0686	8.8333	1590	0.6563	0.7230	0.6563	0.8101
0.0686	8.8444	1592	0.6697	0.7230	0.6697	0.8184
0.0686	8.8556	1594	0.6784	0.7042	0.6784	0.8236
0.0686	8.8667	1596	0.6856	0.7042	0.6856	0.8280
0.0686	8.8778	1598	0.6848	0.7042	0.6848	0.8276
0.0686	8.8889	1600	0.6843	0.7042	0.6843	0.8272
0.0686	8.9	1602	0.6746	0.7042	0.6746	0.8214
0.0686	8.9111	1604	0.6748	0.7042	0.6748	0.8215
0.0686	8.9222	1606	0.6831	0.7042	0.6831	0.8265
0.0686	8.9333	1608	0.6873	0.7042	0.6873	0.8290
0.0686	8.9444	1610	0.6990	0.7042	0.6990	0.8361
0.0686	8.9556	1612	0.7193	0.7042	0.7193	0.8481
0.0686	8.9667	1614	0.7417	0.7042	0.7417	0.8612
0.0686	8.9778	1616	0.7652	0.7042	0.7652	0.8748
0.0686	8.9889	1618	0.7886	0.7042	0.7886	0.8880
0.0686	9.0	1620	0.8052	0.7042	0.8052	0.8973
0.0686	9.0111	1622	0.8276	0.7042	0.8276	0.9097
0.0686	9.0222	1624	0.8393	0.7042	0.8393	0.9161
0.0686	9.0333	1626	0.8399	0.7042	0.8399	0.9164
0.0686	9.0444	1628	0.8350	0.7042	0.8350	0.9138
0.0686	9.0556	1630	0.8182	0.7042	0.8182	0.9045
0.0686	9.0667	1632	0.8031	0.7042	0.8031	0.8962
0.0686	9.0778	1634	0.7750	0.7042	0.7750	0.8804
0.0686	9.0889	1636	0.7444	0.7042	0.7444	0.8628
0.0686	9.1	1638	0.7179	0.7042	0.7179	0.8473
0.0686	9.1111	1640	0.6975	0.7230	0.6975	0.8351
0.0686	9.1222	1642	0.6783	0.7230	0.6783	0.8236
0.0686	9.1333	1644	0.6639	0.7230	0.6639	0.8148
0.0686	9.1444	1646	0.6566	0.7230	0.6566	0.8103
0.0686	9.1556	1648	0.6458	0.7230	0.6458	0.8036
0.0686	9.1667	1650	0.6417	0.7230	0.6417	0.8011
0.0686	9.1778	1652	0.6378	0.7230	0.6378	0.7987
0.0686	9.1889	1654	0.6388	0.7230	0.6388	0.7992
0.0686	9.2	1656	0.6514	0.7230	0.6514	0.8071
0.0686	9.2111	1658	0.6775	0.7230	0.6775	0.8231
0.0686	9.2222	1660	0.7046	0.7042	0.7046	0.8394
0.0686	9.2333	1662	0.7370	0.7042	0.7370	0.8585
0.0686	9.2444	1664	0.7629	0.7042	0.7629	0.8734
0.0686	9.2556	1666	0.7804	0.7042	0.7804	0.8834
0.0686	9.2667	1668	0.7913	0.7042	0.7913	0.8896
0.0686	9.2778	1670	0.7975	0.7042	0.7975	0.8930
0.0686	9.2889	1672	0.7936	0.7042	0.7936	0.8908
0.0686	9.3	1674	0.7959	0.7042	0.7959	0.8921
0.0686	9.3111	1676	0.7864	0.7042	0.7864	0.8868
0.0686	9.3222	1678	0.7744	0.7042	0.7744	0.8800
0.0686	9.3333	1680	0.7630	0.7042	0.7630	0.8735
0.0686	9.3444	1682	0.7568	0.7042	0.7568	0.8700
0.0686	9.3556	1684	0.7542	0.7042	0.7542	0.8684
0.0686	9.3667	1686	0.7468	0.7042	0.7468	0.8642
0.0686	9.3778	1688	0.7353	0.7042	0.7353	0.8575
0.0686	9.3889	1690	0.7255	0.7042	0.7255	0.8517
0.0686	9.4	1692	0.7214	0.7042	0.7214	0.8494
0.0686	9.4111	1694	0.7243	0.7042	0.7243	0.8510
0.0686	9.4222	1696	0.7221	0.7042	0.7221	0.8498
0.0686	9.4333	1698	0.7194	0.7042	0.7194	0.8482
0.0686	9.4444	1700	0.7190	0.7042	0.7190	0.8480
0.0686	9.4556	1702	0.7192	0.7042	0.7192	0.8480
0.0686	9.4667	1704	0.7260	0.7042	0.7260	0.8521
0.0686	9.4778	1706	0.7262	0.7042	0.7262	0.8522
0.0686	9.4889	1708	0.7251	0.7042	0.7251	0.8516
0.0686	9.5	1710	0.7253	0.7042	0.7253	0.8517
0.0686	9.5111	1712	0.7294	0.7042	0.7294	0.8541
0.0686	9.5222	1714	0.7290	0.7042	0.7290	0.8538
0.0686	9.5333	1716	0.7272	0.7042	0.7272	0.8527
0.0686	9.5444	1718	0.7205	0.7042	0.7205	0.8488
0.0686	9.5556	1720	0.7135	0.7042	0.7135	0.8447
0.0686	9.5667	1722	0.7086	0.7042	0.7086	0.8418
0.0686	9.5778	1724	0.7045	0.7042	0.7045	0.8393
0.0686	9.5889	1726	0.7052	0.7042	0.7052	0.8397
0.0686	9.6	1728	0.7087	0.7042	0.7087	0.8418
0.0686	9.6111	1730	0.7101	0.7042	0.7101	0.8427
0.0686	9.6222	1732	0.7103	0.7042	0.7103	0.8428
0.0686	9.6333	1734	0.7146	0.7042	0.7146	0.8453
0.0686	9.6444	1736	0.7221	0.7042	0.7221	0.8498
0.0686	9.6556	1738	0.7237	0.7042	0.7237	0.8507
0.0686	9.6667	1740	0.7253	0.7042	0.7253	0.8517
0.0686	9.6778	1742	0.7282	0.7042	0.7282	0.8533
0.0686	9.6889	1744	0.7309	0.7042	0.7309	0.8549
0.0686	9.7	1746	0.7296	0.7042	0.7296	0.8542
0.0686	9.7111	1748	0.7289	0.7042	0.7289	0.8537
0.0686	9.7222	1750	0.7277	0.7042	0.7277	0.8530
0.0686	9.7333	1752	0.7275	0.7042	0.7275	0.8529
0.0686	9.7444	1754	0.7295	0.7042	0.7295	0.8541
0.0686	9.7556	1756	0.7269	0.7042	0.7269	0.8526
0.0686	9.7667	1758	0.7229	0.7042	0.7229	0.8502
0.0686	9.7778	1760	0.7188	0.7042	0.7188	0.8478
0.0686	9.7889	1762	0.7167	0.7042	0.7167	0.8466
0.0686	9.8	1764	0.7144	0.7042	0.7144	0.8452
0.0686	9.8111	1766	0.7142	0.7042	0.7142	0.8451
0.0686	9.8222	1768	0.7138	0.7042	0.7138	0.8449
0.0686	9.8333	1770	0.7137	0.7042	0.7137	0.8448
0.0686	9.8444	1772	0.7139	0.7042	0.7139	0.8449
0.0686	9.8556	1774	0.7164	0.7042	0.7164	0.8464
0.0686	9.8667	1776	0.7172	0.7042	0.7172	0.8469
0.0686	9.8778	1778	0.7187	0.7042	0.7187	0.8478
0.0686	9.8889	1780	0.7199	0.7042	0.7199	0.8484
0.0686	9.9	1782	0.7212	0.7042	0.7212	0.8492
0.0686	9.9111	1784	0.7220	0.7042	0.7220	0.8497
0.0686	9.9222	1786	0.7223	0.7042	0.7223	0.8499
0.0686	9.9333	1788	0.7222	0.7042	0.7222	0.8498
0.0686	9.9444	1790	0.7220	0.7042	0.7220	0.8497
0.0686	9.9556	1792	0.7214	0.7042	0.7214	0.8493
0.0686	9.9667	1794	0.7212	0.7042	0.7212	0.8492
0.0686	9.9778	1796	0.7212	0.7042	0.7212	0.8493
0.0686	9.9889	1798	0.7213	0.7042	0.7213	0.8493
0.0686	10.0	1800	0.7212	0.7042	0.7212	0.8493

Framework versions

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