ArabicNewSplits7_B_usingALLEssays_FineTuningAraBERT_run3_AugV5_k10_task1_organization

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: 0.7816
• Qwk: 0.6667
• Mse: 0.7816
• Rmse: 0.8841

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: 100

Training results

Training Loss	Epoch	Step	Validation Loss	Qwk	Mse	Rmse
No log	0.0417	2	6.9679	0.0179	6.9679	2.6397
No log	0.0833	4	4.7445	0.0684	4.7445	2.1782
No log	0.125	6	3.8434	0.0101	3.8434	1.9604
No log	0.1667	8	2.7610	0.0260	2.7610	1.6616
No log	0.2083	10	2.1653	0.1129	2.1653	1.4715
No log	0.25	12	1.8023	0.2202	1.8023	1.3425
No log	0.2917	14	1.7542	0.1869	1.7542	1.3245
No log	0.3333	16	1.7544	0.1481	1.7544	1.3245
No log	0.375	18	2.0245	0.1905	2.0245	1.4228
No log	0.4167	20	3.7349	0.0744	3.7349	1.9326
No log	0.4583	22	4.3802	0.0917	4.3802	2.0929
No log	0.5	24	3.3539	0.125	3.3539	1.8314
No log	0.5417	26	2.3153	0.2238	2.3153	1.5216
No log	0.5833	28	2.0102	0.2222	2.0102	1.4178
No log	0.625	30	1.9112	0.3259	1.9112	1.3825
No log	0.6667	32	1.9073	0.3597	1.9073	1.3810
No log	0.7083	34	1.7918	0.3521	1.7918	1.3386
No log	0.75	36	1.8515	0.4161	1.8515	1.3607
No log	0.7917	38	2.4589	0.2811	2.4589	1.5681
No log	0.8333	40	4.0745	0.1983	4.0745	2.0186
No log	0.875	42	4.6524	0.1407	4.6524	2.1569
No log	0.9167	44	3.8116	0.1810	3.8116	1.9523
No log	0.9583	46	2.8682	0.2437	2.8682	1.6936
No log	1.0	48	2.2207	0.1931	2.2207	1.4902
No log	1.0417	50	1.6227	0.4308	1.6227	1.2739
No log	1.0833	52	1.5104	0.4065	1.5104	1.2290
No log	1.125	54	1.5591	0.4194	1.5591	1.2486
No log	1.1667	56	1.8327	0.3008	1.8327	1.3538
No log	1.2083	58	2.0116	0.2113	2.0116	1.4183
No log	1.25	60	1.8903	0.2667	1.8903	1.3749
No log	1.2917	62	1.9416	0.2353	1.9416	1.3934
No log	1.3333	64	1.7121	0.3008	1.7121	1.3085
No log	1.375	66	1.3347	0.4480	1.3347	1.1553
No log	1.4167	68	1.2213	0.4098	1.2213	1.1051
No log	1.4583	70	1.2124	0.5156	1.2124	1.1011
No log	1.5	72	1.4931	0.4615	1.4931	1.2219
No log	1.5417	74	2.2404	0.3441	2.2404	1.4968
No log	1.5833	76	2.2134	0.3665	2.2134	1.4878
No log	1.625	78	1.7203	0.4167	1.7203	1.3116
No log	1.6667	80	1.8312	0.4457	1.8312	1.3532
No log	1.7083	82	2.3202	0.4040	2.3202	1.5232
No log	1.75	84	2.0055	0.4149	2.0055	1.4161
No log	1.7917	86	1.7912	0.4432	1.7912	1.3384
No log	1.8333	88	2.0851	0.4149	2.0851	1.4440
No log	1.875	90	2.1058	0.4062	2.1058	1.4511
No log	1.9167	92	1.8850	0.4309	1.8850	1.3730
No log	1.9583	94	1.4848	0.5029	1.4848	1.2185
No log	2.0	96	1.5470	0.5	1.5470	1.2438
No log	2.0417	98	1.5504	0.5	1.5504	1.2452
No log	2.0833	100	1.3302	0.575	1.3302	1.1534
No log	2.125	102	1.0765	0.6533	1.0765	1.0375
No log	2.1667	104	1.0291	0.6577	1.0291	1.0144
No log	2.2083	106	1.0257	0.6579	1.0257	1.0127
No log	2.25	108	1.0652	0.6667	1.0652	1.0321
No log	2.2917	110	0.9038	0.6755	0.9038	0.9507
No log	2.3333	112	0.9279	0.6879	0.9279	0.9633
No log	2.375	114	1.1660	0.6667	1.1660	1.0798
No log	2.4167	116	1.0070	0.7303	1.0070	1.0035
No log	2.4583	118	0.7884	0.7545	0.7884	0.8879
No log	2.5	120	0.7774	0.7545	0.7774	0.8817
No log	2.5417	122	0.8114	0.7412	0.8114	0.9008
No log	2.5833	124	0.7816	0.7239	0.7816	0.8841
No log	2.625	126	0.8009	0.7081	0.8009	0.8949
No log	2.6667	128	0.9502	0.6932	0.9502	0.9748
No log	2.7083	130	1.0461	0.6851	1.0461	1.0228
No log	2.75	132	1.2289	0.6595	1.2289	1.1086
No log	2.7917	134	1.1032	0.6957	1.1032	1.0503
No log	2.8333	136	1.0166	0.7253	1.0166	1.0083
No log	2.875	138	1.1458	0.6842	1.1458	1.0704
No log	2.9167	140	1.0598	0.7253	1.0598	1.0294
No log	2.9583	142	0.9820	0.7191	0.9820	0.9909
No log	3.0	144	0.9537	0.6941	0.9537	0.9766
No log	3.0417	146	1.0259	0.6746	1.0259	1.0129
No log	3.0833	148	1.0860	0.6667	1.0860	1.0421
No log	3.125	150	0.9944	0.6824	0.9944	0.9972
No log	3.1667	152	0.9632	0.6824	0.9632	0.9814
No log	3.2083	154	0.9958	0.6509	0.9958	0.9979
No log	3.25	156	0.8798	0.6994	0.8798	0.9380
No log	3.2917	158	0.8263	0.7006	0.8263	0.9090
No log	3.3333	160	0.7601	0.7703	0.7601	0.8718
No log	3.375	162	0.8054	0.7347	0.8054	0.8975
No log	3.4167	164	0.8072	0.7237	0.8072	0.8984
No log	3.4583	166	1.0564	0.6509	1.0564	1.0278
No log	3.5	168	1.1532	0.6433	1.1532	1.0739
No log	3.5417	170	0.9582	0.6784	0.9582	0.9789
No log	3.5833	172	0.8228	0.6792	0.8228	0.9071
No log	3.625	174	0.8172	0.7134	0.8172	0.9040
No log	3.6667	176	0.8144	0.7297	0.8144	0.9024
No log	3.7083	178	0.8706	0.6897	0.8706	0.9331
No log	3.75	180	1.0645	0.5714	1.0645	1.0317
No log	3.7917	182	1.0997	0.5839	1.0997	1.0487
No log	3.8333	184	0.9277	0.6043	0.9277	0.9632
No log	3.875	186	0.7981	0.75	0.7981	0.8934
No log	3.9167	188	0.8787	0.6950	0.8787	0.9374
No log	3.9583	190	0.8797	0.7662	0.8797	0.9379
No log	4.0	192	0.8267	0.7514	0.8267	0.9093
No log	4.0417	194	1.1632	0.6425	1.1632	1.0785
No log	4.0833	196	1.5299	0.5900	1.5299	1.2369
No log	4.125	198	1.2289	0.6105	1.2289	1.1085
No log	4.1667	200	0.7975	0.7514	0.7975	0.8930
No log	4.2083	202	0.7083	0.7342	0.7083	0.8416
No log	4.25	204	0.7574	0.7215	0.7574	0.8703
No log	4.2917	206	0.8957	0.6795	0.8957	0.9464
No log	4.3333	208	0.9588	0.6323	0.9588	0.9792
No log	4.375	210	0.8931	0.6494	0.8931	0.9451
No log	4.4167	212	0.8488	0.6962	0.8488	0.9213
No log	4.4583	214	0.9745	0.6707	0.9745	0.9872
No log	4.5	216	1.1212	0.6222	1.1212	1.0589
No log	4.5417	218	1.2138	0.6196	1.2138	1.1017
No log	4.5833	220	0.9022	0.7182	0.9022	0.9498
No log	4.625	222	0.8100	0.7394	0.8100	0.9000
No log	4.6667	224	0.8341	0.7394	0.8341	0.9133
No log	4.7083	226	0.8619	0.7229	0.8619	0.9284
No log	4.75	228	0.9211	0.7037	0.9211	0.9597
No log	4.7917	230	0.8987	0.6842	0.8987	0.9480
No log	4.8333	232	0.9719	0.6335	0.9719	0.9858
No log	4.875	234	1.1867	0.625	1.1867	1.0893
No log	4.9167	236	1.1612	0.6127	1.1612	1.0776
No log	4.9583	238	0.9521	0.6918	0.9521	0.9757
No log	5.0	240	0.8564	0.6974	0.8564	0.9254
No log	5.0417	242	0.8804	0.7020	0.8804	0.9383
No log	5.0833	244	0.8828	0.7484	0.8828	0.9396
No log	5.125	246	1.0510	0.6	1.0510	1.0252
No log	5.1667	248	1.1770	0.6279	1.1770	1.0849
No log	5.2083	250	1.0606	0.6154	1.0606	1.0298
No log	5.25	252	0.8721	0.7205	0.8721	0.9339
No log	5.2917	254	0.8627	0.7284	0.8627	0.9288
No log	5.3333	256	0.8352	0.7485	0.8352	0.9139
No log	5.375	258	0.8221	0.7485	0.8221	0.9067
No log	5.4167	260	0.8007	0.7625	0.8007	0.8948
No log	5.4583	262	0.8139	0.7284	0.8139	0.9022
No log	5.5	264	0.9404	0.6497	0.9404	0.9697
No log	5.5417	266	1.1819	0.5876	1.1819	1.0872
No log	5.5833	268	1.0624	0.6395	1.0624	1.0308
No log	5.625	270	0.8806	0.7284	0.8806	0.9384
No log	5.6667	272	0.8939	0.7066	0.8939	0.9455
No log	5.7083	274	0.9877	0.6704	0.9877	0.9938
No log	5.75	276	0.9089	0.6941	0.9089	0.9534
No log	5.7917	278	0.7983	0.7515	0.7983	0.8935
No log	5.8333	280	0.7973	0.7925	0.7973	0.8929
No log	5.875	282	0.7999	0.7636	0.7999	0.8944
No log	5.9167	284	0.8240	0.7317	0.8240	0.9078
No log	5.9583	286	0.8441	0.7037	0.8441	0.9188
No log	6.0	288	0.8878	0.7044	0.8878	0.9422
No log	6.0417	290	0.8837	0.7285	0.8837	0.9401
No log	6.0833	292	0.9903	0.6358	0.9903	0.9952
No log	6.125	294	1.0159	0.6267	1.0159	1.0079
No log	6.1667	296	0.9254	0.6757	0.9254	0.9620
No log	6.2083	298	0.8811	0.7368	0.8811	0.9387
No log	6.25	300	0.8808	0.7261	0.8808	0.9385
No log	6.2917	302	0.9249	0.6707	0.9249	0.9617
No log	6.3333	304	0.8853	0.6905	0.8853	0.9409
No log	6.375	306	0.8296	0.7436	0.8296	0.9108
No log	6.4167	308	0.8716	0.6711	0.8716	0.9336
No log	6.4583	310	0.8570	0.6842	0.8570	0.9257
No log	6.5	312	0.8149	0.7625	0.8149	0.9027
No log	6.5417	314	0.9346	0.6961	0.9346	0.9667
No log	6.5833	316	1.0683	0.6889	1.0683	1.0336
No log	6.625	318	0.9934	0.6667	0.9934	0.9967
No log	6.6667	320	0.9016	0.6803	0.9016	0.9495
No log	6.7083	322	0.9046	0.7083	0.9046	0.9511
No log	6.75	324	0.8898	0.6619	0.8898	0.9433
No log	6.7917	326	0.8236	0.7260	0.8236	0.9075
No log	6.8333	328	0.7850	0.7467	0.7850	0.8860
No log	6.875	330	0.8207	0.6939	0.8207	0.9059
No log	6.9167	332	0.8838	0.6621	0.8838	0.9401
No log	6.9583	334	0.8602	0.6939	0.8602	0.9275
No log	7.0	336	0.8128	0.7162	0.8128	0.9015
No log	7.0417	338	0.8364	0.7261	0.8364	0.9145
No log	7.0833	340	0.9088	0.7037	0.9088	0.9533
No log	7.125	342	1.0312	0.6333	1.0312	1.0155
No log	7.1667	344	0.9768	0.6667	0.9768	0.9883
No log	7.2083	346	0.7934	0.7547	0.7934	0.8907
No log	7.25	348	0.7421	0.7403	0.7421	0.8614
No log	7.2917	350	0.7443	0.7162	0.7443	0.8627
No log	7.3333	352	0.7547	0.72	0.7547	0.8687
No log	7.375	354	0.8917	0.6923	0.8917	0.9443
No log	7.4167	356	0.9643	0.6415	0.9643	0.9820
No log	7.4583	358	1.0322	0.6329	1.0322	1.0160
No log	7.5	360	0.9112	0.7020	0.9112	0.9546
No log	7.5417	362	0.7910	0.7260	0.7910	0.8894
No log	7.5833	364	0.7513	0.7297	0.7513	0.8668
No log	7.625	366	0.7492	0.7297	0.7492	0.8655
No log	7.6667	368	0.7937	0.6944	0.7937	0.8909
No log	7.7083	370	0.9836	0.6625	0.9836	0.9918
No log	7.75	372	1.2344	0.6145	1.2344	1.1110
No log	7.7917	374	1.1574	0.6136	1.1574	1.0758
No log	7.8333	376	0.9448	0.6626	0.9448	0.9720
No log	7.875	378	0.8359	0.6797	0.8359	0.9143
No log	7.9167	380	0.8039	0.7517	0.8039	0.8966
No log	7.9583	382	0.8228	0.7389	0.8228	0.9071
No log	8.0	384	0.9806	0.6786	0.9806	0.9903
No log	8.0417	386	1.1099	0.625	1.1099	1.0535
No log	8.0833	388	1.2105	0.6264	1.2105	1.1002
No log	8.125	390	1.1565	0.6215	1.1565	1.0754
No log	8.1667	392	1.1106	0.6127	1.1106	1.0539
No log	8.2083	394	1.0239	0.6353	1.0239	1.0119
No log	8.25	396	0.8755	0.7152	0.8755	0.9357
No log	8.2917	398	0.8240	0.7349	0.8240	0.9077
No log	8.3333	400	0.7981	0.7516	0.7981	0.8934
No log	8.375	402	0.8046	0.7485	0.8046	0.8970
No log	8.4167	404	0.8635	0.7399	0.8635	0.9292
No log	8.4583	406	0.8967	0.7273	0.8967	0.9469
No log	8.5	408	0.8603	0.7399	0.8603	0.9275
No log	8.5417	410	0.8434	0.7607	0.8434	0.9184
No log	8.5833	412	0.8217	0.7531	0.8217	0.9065
No log	8.625	414	0.8237	0.7582	0.8237	0.9076
No log	8.6667	416	0.8852	0.7030	0.8852	0.9408
No log	8.7083	418	0.8674	0.6914	0.8674	0.9313
No log	8.75	420	0.7854	0.7662	0.7854	0.8862
No log	8.7917	422	0.7549	0.7662	0.7549	0.8689
No log	8.8333	424	0.7791	0.7547	0.7791	0.8827
No log	8.875	426	0.8765	0.7059	0.8765	0.9362
No log	8.9167	428	1.0081	0.6471	1.0081	1.0041
No log	8.9583	430	0.9643	0.6667	0.9643	0.9820
No log	9.0	432	0.8730	0.7205	0.8730	0.9344
No log	9.0417	434	0.8301	0.7179	0.8301	0.9111
No log	9.0833	436	0.7873	0.75	0.7873	0.8873
No log	9.125	438	0.8288	0.7285	0.8288	0.9104
No log	9.1667	440	1.0408	0.675	1.0408	1.0202
No log	9.2083	442	1.1850	0.6	1.1850	1.0886
No log	9.25	444	1.0583	0.6490	1.0583	1.0287
No log	9.2917	446	0.8741	0.6324	0.8741	0.9349
No log	9.3333	448	0.7884	0.7	0.7884	0.8879
No log	9.375	450	0.7718	0.6857	0.7718	0.8785
No log	9.4167	452	0.7527	0.7092	0.7527	0.8676
No log	9.4583	454	0.8251	0.6897	0.8251	0.9083
No log	9.5	456	1.0556	0.6707	1.0556	1.0274
No log	9.5417	458	1.0467	0.6824	1.0467	1.0231
No log	9.5833	460	0.8129	0.7284	0.8129	0.9016
No log	9.625	462	0.7750	0.75	0.7750	0.8804
No log	9.6667	464	0.7766	0.7516	0.7766	0.8812
No log	9.7083	466	0.7934	0.7333	0.7934	0.8908
No log	9.75	468	0.8658	0.6667	0.8658	0.9305
No log	9.7917	470	0.9597	0.6711	0.9597	0.9796
No log	9.8333	472	1.0257	0.6490	1.0257	1.0128
No log	9.875	474	1.0879	0.64	1.0879	1.0430
No log	9.9167	476	1.0628	0.6405	1.0628	1.0309
No log	9.9583	478	0.9853	0.6577	0.9853	0.9926
No log	10.0	480	0.8852	0.6712	0.8852	0.9408
No log	10.0417	482	0.8560	0.6043	0.8560	0.9252
No log	10.0833	484	0.8625	0.6383	0.8625	0.9287
No log	10.125	486	0.8932	0.6573	0.8932	0.9451
No log	10.1667	488	0.9782	0.6575	0.9782	0.9891
No log	10.2083	490	1.0145	0.6710	1.0145	1.0072
No log	10.25	492	0.9738	0.6790	0.9738	0.9868
No log	10.2917	494	0.9020	0.6883	0.9020	0.9497
No log	10.3333	496	0.9093	0.7134	0.9093	0.9536
No log	10.375	498	0.9294	0.6928	0.9294	0.9641
0.4249	10.4167	500	1.0025	0.6452	1.0025	1.0013
0.4249	10.4583	502	1.0364	0.6447	1.0364	1.0181
0.4249	10.5	504	1.1732	0.5529	1.1732	1.0832
0.4249	10.5417	506	1.2321	0.5412	1.2321	1.1100
0.4249	10.5833	508	1.0902	0.6258	1.0902	1.0441
0.4249	10.625	510	0.8806	0.6842	0.8806	0.9384
0.4249	10.6667	512	0.8453	0.7143	0.8453	0.9194
0.4249	10.7083	514	0.8199	0.7152	0.8199	0.9055
0.4249	10.75	516	0.7801	0.7368	0.7801	0.8832
0.4249	10.7917	518	0.7393	0.7333	0.7393	0.8598
0.4249	10.8333	520	0.7406	0.75	0.7406	0.8606
0.4249	10.875	522	0.7526	0.7582	0.7526	0.8676
0.4249	10.9167	524	0.7470	0.7692	0.7470	0.8643
0.4249	10.9583	526	0.7261	0.7643	0.7261	0.8521
0.4249	11.0	528	0.7066	0.7643	0.7066	0.8406
0.4249	11.0417	530	0.7902	0.7578	0.7902	0.8889
0.4249	11.0833	532	0.9948	0.6667	0.9948	0.9974
0.4249	11.125	534	1.0749	0.6463	1.0749	1.0368
0.4249	11.1667	536	0.9434	0.6625	0.9434	0.9713
0.4249	11.2083	538	0.7684	0.7248	0.7684	0.8766
0.4249	11.25	540	0.7373	0.6993	0.7373	0.8587
0.4249	11.2917	542	0.7366	0.6901	0.7366	0.8583
0.4249	11.3333	544	0.7845	0.7347	0.7845	0.8857
0.4249	11.375	546	0.8411	0.6928	0.8411	0.9171
0.4249	11.4167	548	0.7792	0.7226	0.7792	0.8827
0.4249	11.4583	550	0.7218	0.7222	0.7218	0.8496
0.4249	11.5	552	0.7396	0.7222	0.7396	0.8600
0.4249	11.5417	554	0.7748	0.6993	0.7748	0.8802
0.4249	11.5833	556	0.8459	0.6571	0.8459	0.9197
0.4249	11.625	558	0.8415	0.6569	0.8415	0.9173
0.4249	11.6667	560	0.8204	0.6571	0.8204	0.9057
0.4249	11.7083	562	0.7714	0.7105	0.7714	0.8783
0.4249	11.75	564	0.7701	0.7215	0.7701	0.8776
0.4249	11.7917	566	0.7355	0.7578	0.7355	0.8576
0.4249	11.8333	568	0.7486	0.7607	0.7486	0.8652
0.4249	11.875	570	0.7373	0.7826	0.7373	0.8587
0.4249	11.9167	572	0.7529	0.7673	0.7529	0.8677
0.4249	11.9583	574	0.8261	0.7134	0.8261	0.9089
0.4249	12.0	576	0.7964	0.6892	0.7964	0.8924
0.4249	12.0417	578	0.8042	0.6892	0.8042	0.8968
0.4249	12.0833	580	0.7691	0.7067	0.7691	0.8770
0.4249	12.125	582	0.7362	0.7273	0.7362	0.8580
0.4249	12.1667	584	0.7439	0.7042	0.7439	0.8625
0.4249	12.2083	586	0.7522	0.7152	0.7522	0.8673
0.4249	12.25	588	0.7874	0.7190	0.7874	0.8873
0.4249	12.2917	590	0.7726	0.7190	0.7726	0.8790
0.4249	12.3333	592	0.7444	0.7595	0.7444	0.8628
0.4249	12.375	594	0.7539	0.7403	0.7539	0.8683
0.4249	12.4167	596	0.7736	0.7179	0.7736	0.8795
0.4249	12.4583	598	0.7769	0.7261	0.7769	0.8814
0.4249	12.5	600	0.8088	0.7044	0.8088	0.8993
0.4249	12.5417	602	0.7468	0.7296	0.7468	0.8641
0.4249	12.5833	604	0.6989	0.7673	0.6989	0.8360
0.4249	12.625	606	0.6878	0.7643	0.6878	0.8294
0.4249	12.6667	608	0.6989	0.7643	0.6989	0.8360
0.4249	12.7083	610	0.7426	0.7595	0.7426	0.8618
0.4249	12.75	612	0.7718	0.7143	0.7718	0.8785
0.4249	12.7917	614	0.7913	0.7020	0.7913	0.8896
0.4249	12.8333	616	0.8358	0.6933	0.8358	0.9142
0.4249	12.875	618	0.8024	0.7143	0.8024	0.8958
0.4249	12.9167	620	0.7699	0.7595	0.7699	0.8774
0.4249	12.9583	622	0.7981	0.7375	0.7981	0.8934
0.4249	13.0	624	0.8213	0.7296	0.8213	0.9063
0.4249	13.0417	626	0.8359	0.7296	0.8359	0.9143
0.4249	13.0833	628	0.8542	0.6923	0.8542	0.9242
0.4249	13.125	630	0.8029	0.7143	0.8029	0.8960
0.4249	13.1667	632	0.7695	0.7613	0.7695	0.8772
0.4249	13.2083	634	0.7609	0.7582	0.7609	0.8723
0.4249	13.25	636	0.7795	0.7403	0.7795	0.8829
0.4249	13.2917	638	0.8227	0.7143	0.8227	0.9070
0.4249	13.3333	640	0.9021	0.6711	0.9021	0.9498
0.4249	13.375	642	1.0135	0.6579	1.0135	1.0067
0.4249	13.4167	644	1.0301	0.6711	1.0301	1.0149
0.4249	13.4583	646	0.9634	0.6434	0.9634	0.9815
0.4249	13.5	648	0.8895	0.625	0.8895	0.9431
0.4249	13.5417	650	0.9014	0.6434	0.9014	0.9494
0.4249	13.5833	652	0.8625	0.6667	0.8625	0.9287
0.4249	13.625	654	0.8158	0.6986	0.8158	0.9032
0.4249	13.6667	656	0.8102	0.7333	0.8102	0.9001
0.4249	13.7083	658	0.8147	0.7285	0.8147	0.9026
0.4249	13.75	660	0.8510	0.7059	0.8510	0.9225
0.4249	13.7917	662	0.9703	0.6797	0.9703	0.9850
0.4249	13.8333	664	1.0616	0.6456	1.0616	1.0303
0.4249	13.875	666	1.0109	0.6541	1.0109	1.0055
0.4249	13.9167	668	0.9609	0.675	0.9609	0.9803
0.4249	13.9583	670	0.9445	0.675	0.9445	0.9719
0.4249	14.0	672	0.8778	0.6710	0.8778	0.9369
0.4249	14.0417	674	0.8060	0.7308	0.8060	0.8978
0.4249	14.0833	676	0.7860	0.7389	0.7860	0.8866
0.4249	14.125	678	0.8166	0.7226	0.8166	0.9037
0.4249	14.1667	680	0.8916	0.6968	0.8916	0.9443
0.4249	14.2083	682	0.9004	0.6962	0.9004	0.9489
0.4249	14.25	684	0.8436	0.7013	0.8436	0.9185
0.4249	14.2917	686	0.8398	0.6974	0.8398	0.9164
0.4249	14.3333	688	0.8453	0.7089	0.8453	0.9194
0.4249	14.375	690	0.8589	0.6875	0.8589	0.9268
0.4249	14.4167	692	0.8440	0.7134	0.8440	0.9187
0.4249	14.4583	694	0.8472	0.7089	0.8472	0.9204
0.4249	14.5	696	0.8576	0.6875	0.8576	0.9261
0.4249	14.5417	698	0.8918	0.6951	0.8918	0.9444
0.4249	14.5833	700	0.8589	0.6875	0.8589	0.9268
0.4249	14.625	702	0.8158	0.7317	0.8158	0.9032
0.4249	14.6667	704	0.7908	0.7975	0.7908	0.8893
0.4249	14.7083	706	0.7752	0.75	0.7752	0.8805
0.4249	14.75	708	0.7769	0.7211	0.7769	0.8814
0.4249	14.7917	710	0.7795	0.7712	0.7795	0.8829
0.4249	14.8333	712	0.7998	0.7067	0.7998	0.8943
0.4249	14.875	714	0.8185	0.7067	0.8185	0.9047
0.4249	14.9167	716	0.7717	0.7123	0.7717	0.8785
0.4249	14.9583	718	0.7459	0.7517	0.7459	0.8637
0.4249	15.0	720	0.7358	0.7724	0.7358	0.8578
0.4249	15.0417	722	0.7316	0.75	0.7316	0.8553
0.4249	15.0833	724	0.7514	0.7413	0.7514	0.8668
0.4249	15.125	726	0.8156	0.6571	0.8156	0.9031
0.4249	15.1667	728	0.8992	0.6528	0.8992	0.9482
0.4249	15.2083	730	0.9731	0.6528	0.9731	0.9865
0.4249	15.25	732	1.0448	0.5833	1.0448	1.0222
0.4249	15.2917	734	0.9863	0.6434	0.9863	0.9931
0.4249	15.3333	736	0.9049	0.6187	0.9049	0.9513
0.4249	15.375	738	0.8412	0.6522	0.8412	0.9172
0.4249	15.4167	740	0.8254	0.6812	0.8254	0.9085
0.4249	15.4583	742	0.8165	0.6812	0.8165	0.9036
0.4249	15.5	744	0.7901	0.7042	0.7901	0.8889
0.4249	15.5417	746	0.7901	0.6809	0.7901	0.8889
0.4249	15.5833	748	0.8063	0.6575	0.8063	0.8979
0.4249	15.625	750	0.8550	0.6759	0.8550	0.9246
0.4249	15.6667	752	0.8844	0.6528	0.8844	0.9404
0.4249	15.7083	754	0.8620	0.6294	0.8620	0.9284
0.4249	15.75	756	0.8436	0.6475	0.8436	0.9185
0.4249	15.7917	758	0.8796	0.6713	0.8796	0.9378
0.4249	15.8333	760	0.9415	0.6531	0.9415	0.9703
0.4249	15.875	762	1.0475	0.6579	1.0475	1.0235
0.4249	15.9167	764	1.0937	0.6275	1.0937	1.0458
0.4249	15.9583	766	1.0986	0.6242	1.0986	1.0482
0.4249	16.0	768	1.0374	0.6581	1.0374	1.0185
0.4249	16.0417	770	0.9169	0.6438	0.9169	0.9576
0.4249	16.0833	772	0.8192	0.6475	0.8192	0.9051
0.4249	16.125	774	0.7807	0.6667	0.7807	0.8836
0.4249	16.1667	776	0.7771	0.6522	0.7771	0.8815
0.4249	16.2083	778	0.7653	0.6857	0.7653	0.8748
0.4249	16.25	780	0.7558	0.6763	0.7558	0.8694
0.4249	16.2917	782	0.7330	0.6901	0.7330	0.8562
0.4249	16.3333	784	0.7023	0.7083	0.7023	0.8380
0.4249	16.375	786	0.6815	0.72	0.6815	0.8256
0.4249	16.4167	788	0.7001	0.7682	0.7001	0.8367
0.4249	16.4583	790	0.7201	0.7532	0.7201	0.8486
0.4249	16.5	792	0.7769	0.7394	0.7769	0.8814
0.4249	16.5417	794	0.7811	0.7394	0.7811	0.8838
0.4249	16.5833	796	0.7153	0.7453	0.7153	0.8457
0.4249	16.625	798	0.6759	0.7742	0.6759	0.8221
0.4249	16.6667	800	0.6764	0.7662	0.6764	0.8224
0.4249	16.7083	802	0.6845	0.7619	0.6845	0.8273
0.4249	16.75	804	0.6965	0.7792	0.6965	0.8346
0.4249	16.7917	806	0.6927	0.7712	0.6927	0.8323
0.4249	16.8333	808	0.6627	0.7792	0.6627	0.8141
0.4249	16.875	810	0.6466	0.7871	0.6466	0.8041
0.4249	16.9167	812	0.6313	0.7763	0.6313	0.7945
0.4249	16.9583	814	0.6268	0.7763	0.6268	0.7917
0.4249	17.0	816	0.6525	0.7871	0.6525	0.8078
0.4249	17.0417	818	0.6533	0.7871	0.6533	0.8082
0.4249	17.0833	820	0.6445	0.7552	0.6445	0.8028
0.4249	17.125	822	0.6653	0.7324	0.6653	0.8156
0.4249	17.1667	824	0.6974	0.7376	0.6974	0.8351
0.4249	17.2083	826	0.7296	0.6906	0.7296	0.8542
0.4249	17.25	828	0.7233	0.6906	0.7233	0.8505
0.4249	17.2917	830	0.6958	0.7465	0.6958	0.8341
0.4249	17.3333	832	0.6738	0.7376	0.6738	0.8209
0.4249	17.375	834	0.6555	0.7733	0.6555	0.8096
0.4249	17.4167	836	0.6676	0.7771	0.6676	0.8171
0.4249	17.4583	838	0.7017	0.7784	0.7017	0.8377
0.4249	17.5	840	0.6840	0.7702	0.6840	0.8270
0.4249	17.5417	842	0.6788	0.7692	0.6788	0.8239
0.4249	17.5833	844	0.7082	0.7516	0.7082	0.8416
0.4249	17.625	846	0.7657	0.7355	0.7657	0.8750
0.4249	17.6667	848	0.8103	0.6923	0.8103	0.9002
0.4249	17.7083	850	0.7828	0.7215	0.7828	0.8848
0.4249	17.75	852	0.7717	0.7355	0.7717	0.8785
0.4249	17.7917	854	0.7310	0.7355	0.7310	0.8550
0.4249	17.8333	856	0.7354	0.7355	0.7354	0.8576
0.4249	17.875	858	0.7878	0.7059	0.7878	0.8876
0.4249	17.9167	860	0.8707	0.6623	0.8707	0.9331
0.4249	17.9583	862	0.8826	0.6621	0.8826	0.9395
0.4249	18.0	864	0.7950	0.6853	0.7950	0.8917
0.4249	18.0417	866	0.7188	0.7143	0.7188	0.8478
0.4249	18.0833	868	0.7044	0.75	0.7044	0.8393
0.4249	18.125	870	0.7028	0.7397	0.7028	0.8383
0.4249	18.1667	872	0.7084	0.7383	0.7084	0.8417
0.4249	18.2083	874	0.7055	0.7432	0.7055	0.8399
0.4249	18.25	876	0.6990	0.7361	0.6990	0.8361
0.4249	18.2917	878	0.7107	0.7172	0.7107	0.8430
0.4249	18.3333	880	0.7356	0.7310	0.7356	0.8577
0.4249	18.375	882	0.8026	0.6383	0.8026	0.8959
0.4249	18.4167	884	0.8415	0.6528	0.8415	0.9174
0.4249	18.4583	886	0.8003	0.6389	0.8003	0.8946
0.4249	18.5	888	0.7478	0.7361	0.7478	0.8647
0.4249	18.5417	890	0.7204	0.7534	0.7204	0.8488
0.4249	18.5833	892	0.7062	0.7534	0.7062	0.8403
0.4249	18.625	894	0.6992	0.75	0.6992	0.8362
0.4249	18.6667	896	0.7197	0.7550	0.7197	0.8483
0.4249	18.7083	898	0.7723	0.7692	0.7723	0.8788
0.4249	18.75	900	0.8190	0.6968	0.8190	0.9050
0.4249	18.7917	902	0.8335	0.6968	0.8335	0.9130
0.4249	18.8333	904	0.8014	0.7179	0.8014	0.8952
0.4249	18.875	906	0.7459	0.7771	0.7459	0.8636
0.4249	18.9167	908	0.7190	0.7848	0.7190	0.8480
0.4249	18.9583	910	0.7223	0.7771	0.7223	0.8499
0.4249	19.0	912	0.7223	0.7662	0.7223	0.8499
0.4249	19.0417	914	0.7254	0.7871	0.7254	0.8517
0.4249	19.0833	916	0.7502	0.7692	0.7502	0.8661
0.4249	19.125	918	0.7710	0.7020	0.7710	0.8780
0.4249	19.1667	920	0.7494	0.7368	0.7494	0.8657
0.4249	19.2083	922	0.7030	0.7532	0.7030	0.8385
0.4249	19.25	924	0.6833	0.7662	0.6833	0.8266
0.4249	19.2917	926	0.6936	0.7722	0.6936	0.8328
0.4249	19.3333	928	0.7034	0.7722	0.7034	0.8387
0.4249	19.375	930	0.6941	0.7771	0.6941	0.8331
0.4249	19.4167	932	0.6979	0.7582	0.6979	0.8354
0.4249	19.4583	934	0.7119	0.7771	0.7119	0.8437
0.4249	19.5	936	0.7395	0.7692	0.7395	0.8599
0.4249	19.5417	938	0.7891	0.7613	0.7891	0.8883
0.4249	19.5833	940	0.8501	0.6711	0.8501	0.9220
0.4249	19.625	942	0.8646	0.6531	0.8646	0.9298
0.4249	19.6667	944	0.8406	0.6757	0.8406	0.9168
0.4249	19.7083	946	0.7863	0.6667	0.7863	0.8867
0.4249	19.75	948	0.7640	0.6715	0.7640	0.8741
0.4249	19.7917	950	0.7682	0.6370	0.7682	0.8765
0.4249	19.8333	952	0.7911	0.6575	0.7911	0.8894
0.4249	19.875	954	0.8720	0.6579	0.8720	0.9338
0.4249	19.9167	956	0.9134	0.6710	0.9134	0.9557
0.4249	19.9583	958	0.8279	0.6667	0.8279	0.9099
0.4249	20.0	960	0.7207	0.7285	0.7207	0.8489
0.4249	20.0417	962	0.7012	0.7417	0.7012	0.8374
0.4249	20.0833	964	0.7116	0.7417	0.7116	0.8436
0.4249	20.125	966	0.7502	0.72	0.7502	0.8662
0.4249	20.1667	968	0.7555	0.7248	0.7555	0.8692
0.4249	20.2083	970	0.7829	0.6980	0.7829	0.8848
0.4249	20.25	972	0.8232	0.6968	0.8232	0.9073
0.4249	20.2917	974	0.8205	0.6968	0.8205	0.9058
0.4249	20.3333	976	0.7987	0.7179	0.7987	0.8937
0.4249	20.375	978	0.8414	0.7381	0.8414	0.9173
0.4249	20.4167	980	0.8762	0.7294	0.8762	0.9360
0.4249	20.4583	982	0.7921	0.7701	0.7921	0.8900
0.4249	20.5	984	0.7049	0.7403	0.7049	0.8396
0.4249	20.5417	986	0.6825	0.7550	0.6825	0.8261
0.4249	20.5833	988	0.6915	0.7550	0.6915	0.8315
0.4249	20.625	990	0.7075	0.7368	0.7075	0.8411
0.4249	20.6667	992	0.7342	0.7432	0.7342	0.8568
0.4249	20.7083	994	0.7573	0.7297	0.7573	0.8702
0.4249	20.75	996	0.7737	0.7297	0.7737	0.8796
0.4249	20.7917	998	0.8144	0.6621	0.8144	0.9025
0.0744	20.8333	1000	0.8378	0.6712	0.8378	0.9153
0.0744	20.875	1002	0.7958	0.6621	0.7958	0.8921
0.0744	20.9167	1004	0.7399	0.7083	0.7399	0.8601
0.0744	20.9583	1006	0.7197	0.7483	0.7197	0.8483
0.0744	21.0	1008	0.7389	0.7083	0.7389	0.8596
0.0744	21.0417	1010	0.7785	0.6853	0.7785	0.8823
0.0744	21.0833	1012	0.7926	0.6853	0.7926	0.8903
0.0744	21.125	1014	0.8123	0.6620	0.8123	0.9013
0.0744	21.1667	1016	0.8417	0.6621	0.8417	0.9175
0.0744	21.2083	1018	0.8375	0.6621	0.8375	0.9151
0.0744	21.25	1020	0.8041	0.7248	0.8041	0.8967
0.0744	21.2917	1022	0.7850	0.7403	0.7850	0.8860
0.0744	21.3333	1024	0.8098	0.7329	0.8098	0.8999
0.0744	21.375	1026	0.8763	0.72	0.8763	0.9361
0.0744	21.4167	1028	0.8921	0.7011	0.8921	0.9445
0.0744	21.4583	1030	0.8994	0.6628	0.8994	0.9484
0.0744	21.5	1032	0.8981	0.6875	0.8981	0.9477
0.0744	21.5417	1034	0.8293	0.7417	0.8293	0.9107
0.0744	21.5833	1036	0.7683	0.7448	0.7683	0.8765
0.0744	21.625	1038	0.7672	0.6901	0.7672	0.8759
0.0744	21.6667	1040	0.7618	0.6901	0.7618	0.8728
0.0744	21.7083	1042	0.7443	0.7234	0.7443	0.8627
0.0744	21.75	1044	0.7323	0.7568	0.7323	0.8557
0.0744	21.7917	1046	0.7351	0.7347	0.7351	0.8574
0.0744	21.8333	1048	0.7397	0.7397	0.7397	0.8600
0.0744	21.875	1050	0.7440	0.7662	0.7440	0.8625
0.0744	21.9167	1052	0.7248	0.7383	0.7248	0.8514
0.0744	21.9583	1054	0.7069	0.7347	0.7069	0.8408
0.0744	22.0	1056	0.7019	0.7467	0.7019	0.8378
0.0744	22.0417	1058	0.7095	0.7260	0.7095	0.8423
0.0744	22.0833	1060	0.7202	0.7448	0.7202	0.8487
0.0744	22.125	1062	0.7313	0.7361	0.7313	0.8551
0.0744	22.1667	1064	0.7468	0.7397	0.7468	0.8642
0.0744	22.2083	1066	0.7488	0.7397	0.7488	0.8653
0.0744	22.25	1068	0.7792	0.7310	0.7792	0.8827
0.0744	22.2917	1070	0.8547	0.6806	0.8547	0.9245
0.0744	22.3333	1072	0.8782	0.6713	0.8782	0.9371
0.0744	22.375	1074	0.8370	0.6944	0.8370	0.9149
0.0744	22.4167	1076	0.7896	0.6950	0.7896	0.8886
0.0744	22.4583	1078	0.7606	0.7143	0.7606	0.8721
0.0744	22.5	1080	0.7585	0.7234	0.7585	0.8709
0.0744	22.5417	1082	0.7481	0.7143	0.7481	0.8649
0.0744	22.5833	1084	0.7445	0.7143	0.7445	0.8628
0.0744	22.625	1086	0.7776	0.7042	0.7776	0.8818
0.0744	22.6667	1088	0.8548	0.6620	0.8548	0.9246
0.0744	22.7083	1090	0.8860	0.6429	0.8860	0.9413
0.0744	22.75	1092	0.8832	0.6429	0.8832	0.9398
0.0744	22.7917	1094	0.8180	0.6944	0.8180	0.9045
0.0744	22.8333	1096	0.7511	0.7172	0.7511	0.8666
0.0744	22.875	1098	0.7065	0.7234	0.7065	0.8406
0.0744	22.9167	1100	0.6944	0.7273	0.6944	0.8333
0.0744	22.9583	1102	0.6897	0.7534	0.6897	0.8305
0.0744	23.0	1104	0.6968	0.7586	0.6968	0.8348
0.0744	23.0417	1106	0.7167	0.7183	0.7167	0.8466
0.0744	23.0833	1108	0.7383	0.7397	0.7383	0.8592
0.0744	23.125	1110	0.7628	0.7397	0.7628	0.8734
0.0744	23.1667	1112	0.7785	0.7273	0.7785	0.8823
0.0744	23.2083	1114	0.8012	0.7042	0.8012	0.8951
0.0744	23.25	1116	0.8044	0.6950	0.8044	0.8969
0.0744	23.2917	1118	0.8027	0.6906	0.8027	0.8959
0.0744	23.3333	1120	0.7986	0.6765	0.7986	0.8936
0.0744	23.375	1122	0.7980	0.6866	0.7980	0.8933
0.0744	23.4167	1124	0.8203	0.6364	0.8203	0.9057
0.0744	23.4583	1126	0.8305	0.6471	0.8305	0.9113
0.0744	23.5	1128	0.8410	0.6809	0.8410	0.9171
0.0744	23.5417	1130	0.8622	0.6620	0.8622	0.9285
0.0744	23.5833	1132	0.8399	0.6713	0.8399	0.9165
0.0744	23.625	1134	0.7830	0.7234	0.7830	0.8849
0.0744	23.6667	1136	0.7365	0.7042	0.7365	0.8582
0.0744	23.7083	1138	0.7278	0.7172	0.7278	0.8531
0.0744	23.75	1140	0.7179	0.7383	0.7179	0.8473
0.0744	23.7917	1142	0.7241	0.7534	0.7241	0.8510
0.0744	23.8333	1144	0.7726	0.75	0.7726	0.8790
0.0744	23.875	1146	0.8232	0.6887	0.8232	0.9073
0.0744	23.9167	1148	0.8183	0.6667	0.8183	0.9046
0.0744	23.9583	1150	0.7632	0.7361	0.7632	0.8736
0.0744	24.0	1152	0.7170	0.7092	0.7170	0.8467
0.0744	24.0417	1154	0.7078	0.7042	0.7078	0.8413
0.0744	24.0833	1156	0.6953	0.6763	0.6953	0.8338
0.0744	24.125	1158	0.6992	0.7183	0.6992	0.8362
0.0744	24.1667	1160	0.7157	0.75	0.7157	0.8460
0.0744	24.2083	1162	0.7254	0.7483	0.7254	0.8517
0.0744	24.25	1164	0.7304	0.7582	0.7304	0.8546
0.0744	24.2917	1166	0.7044	0.7733	0.7044	0.8393
0.0744	24.3333	1168	0.6908	0.7815	0.6908	0.8311
0.0744	24.375	1170	0.6883	0.7792	0.6883	0.8296
0.0744	24.4167	1172	0.6801	0.7815	0.6801	0.8247
0.0744	24.4583	1174	0.6832	0.7651	0.6832	0.8266
0.0744	24.5	1176	0.6809	0.7619	0.6809	0.8252
0.0744	24.5417	1178	0.6830	0.7639	0.6830	0.8265
0.0744	24.5833	1180	0.6849	0.7518	0.6849	0.8276
0.0744	24.625	1182	0.6754	0.7586	0.6754	0.8218
0.0744	24.6667	1184	0.6532	0.7639	0.6532	0.8082
0.0744	24.7083	1186	0.6352	0.7448	0.6352	0.7970
0.0744	24.75	1188	0.6299	0.7413	0.6299	0.7937
0.0744	24.7917	1190	0.6289	0.7639	0.6289	0.7930
0.0744	24.8333	1192	0.6355	0.7518	0.6355	0.7972
0.0744	24.875	1194	0.6444	0.7606	0.6444	0.8028
0.0744	24.9167	1196	0.6478	0.7755	0.6478	0.8049
0.0744	24.9583	1198	0.6514	0.7947	0.6514	0.8071
0.0744	25.0	1200	0.6563	0.7733	0.6563	0.8101
0.0744	25.0417	1202	0.6756	0.7925	0.6756	0.8219
0.0744	25.0833	1204	0.7377	0.7532	0.7377	0.8589
0.0744	25.125	1206	0.7782	0.6968	0.7782	0.8821
0.0744	25.1667	1208	0.7444	0.7320	0.7444	0.8628
0.0744	25.2083	1210	0.7496	0.7320	0.7496	0.8658
0.0744	25.25	1212	0.7030	0.7483	0.7030	0.8385
0.0744	25.2917	1214	0.7052	0.7483	0.7052	0.8397
0.0744	25.3333	1216	0.6985	0.7234	0.6985	0.8358
0.0744	25.375	1218	0.6831	0.7194	0.6831	0.8265
0.0744	25.4167	1220	0.6764	0.7552	0.6764	0.8224
0.0744	25.4583	1222	0.6653	0.7671	0.6653	0.8156
0.0744	25.5	1224	0.6712	0.7771	0.6712	0.8193
0.0744	25.5417	1226	0.7034	0.7848	0.7034	0.8387
0.0744	25.5833	1228	0.7099	0.7702	0.7099	0.8425
0.0744	25.625	1230	0.7196	0.7625	0.7196	0.8483
0.0744	25.6667	1232	0.7060	0.7625	0.7060	0.8402
0.0744	25.7083	1234	0.6638	0.7949	0.6638	0.8148
0.0744	25.75	1236	0.6425	0.7484	0.6425	0.8016
0.0744	25.7917	1238	0.6536	0.7260	0.6536	0.8085
0.0744	25.8333	1240	0.6815	0.6993	0.6815	0.8255
0.0744	25.875	1242	0.6989	0.7083	0.6989	0.8360
0.0744	25.9167	1244	0.6983	0.7211	0.6983	0.8356
0.0744	25.9583	1246	0.7127	0.7347	0.7127	0.8442
0.0744	26.0	1248	0.7037	0.7763	0.7037	0.8388
0.0744	26.0417	1250	0.7090	0.7467	0.7090	0.8420
0.0744	26.0833	1252	0.7045	0.7260	0.7045	0.8394
0.0744	26.125	1254	0.6973	0.7101	0.6973	0.8351
0.0744	26.1667	1256	0.7062	0.7234	0.7062	0.8403
0.0744	26.2083	1258	0.7396	0.6765	0.7396	0.8600
0.0744	26.25	1260	0.7782	0.6815	0.7782	0.8822
0.0744	26.2917	1262	0.7913	0.6815	0.7913	0.8896
0.0744	26.3333	1264	0.7767	0.6815	0.7767	0.8813
0.0744	26.375	1266	0.7610	0.6866	0.7610	0.8724
0.0744	26.4167	1268	0.7485	0.6912	0.7485	0.8651
0.0744	26.4583	1270	0.7565	0.6765	0.7565	0.8697
0.0744	26.5	1272	0.7949	0.6713	0.7949	0.8916
0.0744	26.5417	1274	0.8058	0.6939	0.8058	0.8977
0.0744	26.5833	1276	0.7666	0.7383	0.7666	0.8756
0.0744	26.625	1278	0.7254	0.7222	0.7254	0.8517
0.0744	26.6667	1280	0.6963	0.6901	0.6963	0.8344
0.0744	26.7083	1282	0.7138	0.6901	0.7138	0.8449
0.0744	26.75	1284	0.7374	0.6950	0.7374	0.8587
0.0744	26.7917	1286	0.7452	0.6763	0.7452	0.8632
0.0744	26.8333	1288	0.7533	0.7101	0.7533	0.8680
0.0744	26.875	1290	0.7742	0.6765	0.7742	0.8799
0.0744	26.9167	1292	0.7666	0.6950	0.7666	0.8756
0.0744	26.9583	1294	0.7175	0.7222	0.7175	0.8471
0.0744	27.0	1296	0.6683	0.7397	0.6683	0.8175
0.0744	27.0417	1298	0.6563	0.7383	0.6563	0.8101
0.0744	27.0833	1300	0.6614	0.7383	0.6614	0.8133
0.0744	27.125	1302	0.6731	0.75	0.6731	0.8204
0.0744	27.1667	1304	0.6973	0.7619	0.6973	0.8350
0.0744	27.2083	1306	0.7469	0.7172	0.7469	0.8642
0.0744	27.25	1308	0.8037	0.6944	0.8037	0.8965
0.0744	27.2917	1310	0.8584	0.6434	0.8584	0.9265
0.0744	27.3333	1312	0.8547	0.6475	0.8547	0.9245
0.0744	27.375	1314	0.8300	0.6569	0.8300	0.9111
0.0744	27.4167	1316	0.8181	0.6569	0.8181	0.9045
0.0744	27.4583	1318	0.7816	0.6667	0.7816	0.8841

Framework versions

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