ArabicNewSplits8_usingALLEssays_FineTuningAraBERT_run2_AugV5_k6_task2_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: 0.6189
• Qwk: 0.5042
• Mse: 0.6189
• Rmse: 0.7867

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	0.0625	2	4.2179	-0.0252	4.2179	2.0538
No log	0.125	4	2.3712	0.0383	2.3712	1.5399
No log	0.1875	6	1.3694	0.0205	1.3694	1.1702
No log	0.25	8	1.5217	-0.0757	1.5217	1.2336
No log	0.3125	10	1.3281	-0.1598	1.3281	1.1524
No log	0.375	12	0.8832	0.1070	0.8832	0.9398
No log	0.4375	14	0.8960	0.0530	0.8960	0.9465
No log	0.5	16	0.9571	-0.0567	0.9571	0.9783
No log	0.5625	18	1.0825	-0.0175	1.0825	1.0404
No log	0.625	20	1.2945	0.0258	1.2945	1.1378
No log	0.6875	22	1.0927	0.1160	1.0927	1.0453
No log	0.75	24	0.8551	0.1651	0.8551	0.9247
No log	0.8125	26	0.7574	0.2152	0.7574	0.8703
No log	0.875	28	0.7268	0.2382	0.7268	0.8525
No log	0.9375	30	0.8311	0.2567	0.8311	0.9116
No log	1.0	32	0.9615	0.2134	0.9615	0.9806
No log	1.0625	34	0.9990	0.1670	0.9990	0.9995
No log	1.125	36	1.2205	0.1842	1.2205	1.1047
No log	1.1875	38	1.2717	0.2070	1.2717	1.1277
No log	1.25	40	1.2680	0.2098	1.2680	1.1261
No log	1.3125	42	0.8525	0.2919	0.8525	0.9233
No log	1.375	44	0.6105	0.4262	0.6105	0.7813
No log	1.4375	46	0.6042	0.4658	0.6042	0.7773
No log	1.5	48	0.6568	0.4139	0.6568	0.8104
No log	1.5625	50	0.8126	0.2243	0.8126	0.9014
No log	1.625	52	1.0385	0.1743	1.0385	1.0190
No log	1.6875	54	1.1065	0.1915	1.1065	1.0519
No log	1.75	56	1.2734	0.2446	1.2734	1.1285
No log	1.8125	58	1.3607	0.1759	1.3607	1.1665
No log	1.875	60	1.2156	0.2286	1.2156	1.1026
No log	1.9375	62	1.0190	0.2582	1.0190	1.0095
No log	2.0	64	0.8021	0.2898	0.8021	0.8956
No log	2.0625	66	0.5946	0.4730	0.5946	0.7711
No log	2.125	68	0.5690	0.4666	0.5690	0.7544
No log	2.1875	70	0.6153	0.4363	0.6153	0.7844
No log	2.25	72	0.5944	0.4717	0.5944	0.7710
No log	2.3125	74	0.5425	0.4928	0.5425	0.7365
No log	2.375	76	0.5599	0.4791	0.5599	0.7483
No log	2.4375	78	0.7384	0.4181	0.7384	0.8593
No log	2.5	80	1.1278	0.3089	1.1278	1.0620
No log	2.5625	82	1.1992	0.3003	1.1992	1.0951
No log	2.625	84	1.0636	0.3676	1.0636	1.0313
No log	2.6875	86	0.9944	0.3949	0.9944	0.9972
No log	2.75	88	0.8485	0.4350	0.8485	0.9212
No log	2.8125	90	0.8104	0.4568	0.8104	0.9002
No log	2.875	92	0.6003	0.5553	0.6003	0.7748
No log	2.9375	94	0.5753	0.5748	0.5753	0.7585
No log	3.0	96	0.5669	0.6103	0.5669	0.7529
No log	3.0625	98	0.7029	0.5324	0.7029	0.8384
No log	3.125	100	0.9119	0.4656	0.9119	0.9549
No log	3.1875	102	0.9753	0.4648	0.9753	0.9876
No log	3.25	104	0.8057	0.5035	0.8057	0.8976
No log	3.3125	106	0.8651	0.4482	0.8651	0.9301
No log	3.375	108	1.0076	0.4282	1.0076	1.0038
No log	3.4375	110	0.8945	0.4714	0.8945	0.9458
No log	3.5	112	0.8808	0.4780	0.8808	0.9385
No log	3.5625	114	0.8748	0.4786	0.8748	0.9353
No log	3.625	116	0.7205	0.5301	0.7205	0.8488
No log	3.6875	118	0.5976	0.5787	0.5976	0.7730
No log	3.75	120	0.6052	0.5365	0.6052	0.7780
No log	3.8125	122	0.8502	0.4152	0.8502	0.9221
No log	3.875	124	1.0176	0.2999	1.0176	1.0088
No log	3.9375	126	0.8773	0.3843	0.8773	0.9366
No log	4.0	128	0.6925	0.5008	0.6925	0.8322
No log	4.0625	130	0.6600	0.5363	0.6600	0.8124
No log	4.125	132	0.8007	0.3948	0.8007	0.8948
No log	4.1875	134	0.9691	0.3325	0.9691	0.9844
No log	4.25	136	0.7907	0.3922	0.7907	0.8892
No log	4.3125	138	0.5839	0.5345	0.5839	0.7641
No log	4.375	140	0.5835	0.5256	0.5835	0.7639
No log	4.4375	142	0.5942	0.5467	0.5942	0.7708
No log	4.5	144	0.8044	0.4841	0.8044	0.8969
No log	4.5625	146	0.9178	0.3850	0.9178	0.9580
No log	4.625	148	1.0017	0.3830	1.0017	1.0008
No log	4.6875	150	0.7258	0.5253	0.7258	0.8519
No log	4.75	152	0.5949	0.4728	0.5949	0.7713
No log	4.8125	154	0.6555	0.4567	0.6555	0.8096
No log	4.875	156	0.6039	0.4218	0.6039	0.7771
No log	4.9375	158	0.5893	0.4805	0.5893	0.7676
No log	5.0	160	0.7581	0.4805	0.7581	0.8707
No log	5.0625	162	0.7685	0.4800	0.7685	0.8767
No log	5.125	164	0.6739	0.5470	0.6739	0.8209
No log	5.1875	166	0.6591	0.5457	0.6591	0.8119
No log	5.25	168	0.6864	0.5942	0.6864	0.8285
No log	5.3125	170	0.7641	0.5404	0.7641	0.8741
No log	5.375	172	0.7845	0.5096	0.7845	0.8857
No log	5.4375	174	0.9584	0.4758	0.9584	0.9790
No log	5.5	176	1.0631	0.3950	1.0631	1.0311
No log	5.5625	178	0.8988	0.4299	0.8988	0.9480
No log	5.625	180	0.6772	0.5184	0.6772	0.8229
No log	5.6875	182	0.6755	0.4652	0.6755	0.8219
No log	5.75	184	0.7209	0.4648	0.7209	0.8491
No log	5.8125	186	0.6696	0.5128	0.6696	0.8183
No log	5.875	188	0.7119	0.5051	0.7119	0.8437
No log	5.9375	190	0.8862	0.3959	0.8862	0.9414
No log	6.0	192	0.8752	0.4030	0.8752	0.9355
No log	6.0625	194	0.8694	0.4156	0.8694	0.9324
No log	6.125	196	0.7464	0.5343	0.7464	0.8639
No log	6.1875	198	0.7032	0.5945	0.7032	0.8386
No log	6.25	200	0.7144	0.5507	0.7144	0.8452
No log	6.3125	202	0.8074	0.4255	0.8074	0.8985
No log	6.375	204	0.8589	0.4009	0.8589	0.9268
No log	6.4375	206	0.7577	0.4135	0.7577	0.8705
No log	6.5	208	0.6334	0.5023	0.6334	0.7959
No log	6.5625	210	0.6182	0.5037	0.6182	0.7863
No log	6.625	212	0.6291	0.5060	0.6291	0.7932
No log	6.6875	214	0.6858	0.5912	0.6858	0.8281
No log	6.75	216	0.9489	0.4362	0.9489	0.9741
No log	6.8125	218	1.1424	0.3922	1.1424	1.0688
No log	6.875	220	1.1253	0.3999	1.1253	1.0608
No log	6.9375	222	1.1104	0.3978	1.1104	1.0538
No log	7.0	224	0.9598	0.4245	0.9598	0.9797
No log	7.0625	226	0.7323	0.4990	0.7323	0.8557
No log	7.125	228	0.6086	0.6127	0.6086	0.7802
No log	7.1875	230	0.5894	0.5374	0.5894	0.7677
No log	7.25	232	0.5876	0.5919	0.5876	0.7665
No log	7.3125	234	0.6511	0.4990	0.6511	0.8069
No log	7.375	236	0.7399	0.4816	0.7399	0.8602
No log	7.4375	238	0.7127	0.4860	0.7127	0.8442
No log	7.5	240	0.6626	0.4719	0.6626	0.8140
No log	7.5625	242	0.6176	0.5359	0.6176	0.7859
No log	7.625	244	0.6623	0.5545	0.6623	0.8138
No log	7.6875	246	0.6686	0.5498	0.6686	0.8177
No log	7.75	248	0.6916	0.5459	0.6916	0.8316
No log	7.8125	250	0.8498	0.4990	0.8498	0.9219
No log	7.875	252	0.9446	0.4366	0.9446	0.9719
No log	7.9375	254	0.9195	0.4441	0.9195	0.9589
No log	8.0	256	0.7049	0.5584	0.7049	0.8396
No log	8.0625	258	0.6455	0.5590	0.6455	0.8034
No log	8.125	260	0.6606	0.5668	0.6606	0.8128
No log	8.1875	262	0.6869	0.5049	0.6869	0.8288
No log	8.25	264	0.6384	0.4728	0.6384	0.7990
No log	8.3125	266	0.6363	0.4576	0.6363	0.7977
No log	8.375	268	0.5969	0.4746	0.5969	0.7726
No log	8.4375	270	0.5867	0.4521	0.5867	0.7659
No log	8.5	272	0.5832	0.4736	0.5832	0.7637
No log	8.5625	274	0.6121	0.4755	0.6121	0.7824
No log	8.625	276	0.7075	0.5089	0.7075	0.8411
No log	8.6875	278	0.7517	0.5298	0.7517	0.8670
No log	8.75	280	0.7506	0.5433	0.7506	0.8664
No log	8.8125	282	0.6987	0.5419	0.6987	0.8359
No log	8.875	284	0.6727	0.5229	0.6727	0.8202
No log	8.9375	286	0.7175	0.5129	0.7175	0.8471
No log	9.0	288	0.8047	0.4685	0.8047	0.8971
No log	9.0625	290	0.7114	0.4682	0.7114	0.8435
No log	9.125	292	0.6010	0.4151	0.6010	0.7753
No log	9.1875	294	0.5962	0.4424	0.5962	0.7722
No log	9.25	296	0.6029	0.4416	0.6029	0.7764
No log	9.3125	298	0.5942	0.4696	0.5942	0.7708
No log	9.375	300	0.6307	0.4475	0.6307	0.7942
No log	9.4375	302	0.6868	0.5135	0.6868	0.8287
No log	9.5	304	0.7165	0.5216	0.7165	0.8465
No log	9.5625	306	0.7135	0.5495	0.7135	0.8447
No log	9.625	308	0.7440	0.5111	0.7440	0.8626
No log	9.6875	310	0.7049	0.5071	0.7049	0.8396
No log	9.75	312	0.6522	0.5456	0.6522	0.8076
No log	9.8125	314	0.6409	0.5136	0.6409	0.8005
No log	9.875	316	0.6358	0.5352	0.6358	0.7974
No log	9.9375	318	0.6221	0.5738	0.6221	0.7888
No log	10.0	320	0.6125	0.5549	0.6125	0.7826
No log	10.0625	322	0.6070	0.5432	0.6070	0.7791
No log	10.125	324	0.6285	0.5035	0.6285	0.7928
No log	10.1875	326	0.6958	0.4921	0.6958	0.8341
No log	10.25	328	0.7528	0.5089	0.7528	0.8676
No log	10.3125	330	0.7978	0.5535	0.7978	0.8932
No log	10.375	332	0.7577	0.5581	0.7577	0.8704
No log	10.4375	334	0.7449	0.5292	0.7449	0.8631
No log	10.5	336	0.7257	0.5278	0.7257	0.8519
No log	10.5625	338	0.7079	0.5355	0.7079	0.8413
No log	10.625	340	0.7295	0.5043	0.7295	0.8541
No log	10.6875	342	0.7589	0.4592	0.7589	0.8712
No log	10.75	344	0.6884	0.4741	0.6884	0.8297
No log	10.8125	346	0.6128	0.5374	0.6128	0.7828
No log	10.875	348	0.6288	0.5133	0.6288	0.7930
No log	10.9375	350	0.6717	0.4574	0.6717	0.8196
No log	11.0	352	0.6725	0.4664	0.6725	0.8201
No log	11.0625	354	0.6380	0.5338	0.6380	0.7987
No log	11.125	356	0.6400	0.5767	0.6400	0.8000
No log	11.1875	358	0.6718	0.5127	0.6718	0.8197
No log	11.25	360	0.6653	0.5990	0.6653	0.8157
No log	11.3125	362	0.6678	0.5440	0.6678	0.8172
No log	11.375	364	0.7083	0.5120	0.7083	0.8416
No log	11.4375	366	0.7369	0.5	0.7369	0.8584
No log	11.5	368	0.7427	0.4977	0.7427	0.8618
No log	11.5625	370	0.6672	0.5124	0.6672	0.8168
No log	11.625	372	0.6175	0.5282	0.6175	0.7858
No log	11.6875	374	0.6689	0.5281	0.6689	0.8178
No log	11.75	376	0.7386	0.5025	0.7386	0.8594
No log	11.8125	378	0.7483	0.5014	0.7483	0.8651
No log	11.875	380	0.6844	0.5590	0.6844	0.8273
No log	11.9375	382	0.6508	0.5372	0.6508	0.8068
No log	12.0	384	0.6498	0.5718	0.6498	0.8061
No log	12.0625	386	0.6294	0.5496	0.6294	0.7933
No log	12.125	388	0.6406	0.5734	0.6406	0.8004
No log	12.1875	390	0.6580	0.4970	0.6580	0.8112
No log	12.25	392	0.6432	0.5109	0.6432	0.8020
No log	12.3125	394	0.6224	0.5492	0.6224	0.7889
No log	12.375	396	0.6520	0.5704	0.6520	0.8075
No log	12.4375	398	0.6659	0.5298	0.6659	0.8160
No log	12.5	400	0.6358	0.5899	0.6358	0.7974
No log	12.5625	402	0.6504	0.5203	0.6504	0.8065
No log	12.625	404	0.7504	0.4938	0.7504	0.8663
No log	12.6875	406	0.7471	0.4896	0.7471	0.8644
No log	12.75	408	0.6741	0.5312	0.6741	0.8210
No log	12.8125	410	0.6041	0.5484	0.6041	0.7772
No log	12.875	412	0.6087	0.5486	0.6087	0.7802
No log	12.9375	414	0.5955	0.5630	0.5955	0.7717
No log	13.0	416	0.5824	0.5757	0.5824	0.7632
No log	13.0625	418	0.5899	0.5293	0.5899	0.7680
No log	13.125	420	0.5923	0.5444	0.5923	0.7696
No log	13.1875	422	0.5961	0.5630	0.5961	0.7721
No log	13.25	424	0.5852	0.5071	0.5852	0.7650
No log	13.3125	426	0.5723	0.6090	0.5723	0.7565
No log	13.375	428	0.5738	0.5720	0.5738	0.7575
No log	13.4375	430	0.5825	0.6060	0.5825	0.7632
No log	13.5	432	0.6161	0.6194	0.6161	0.7849
No log	13.5625	434	0.7258	0.5134	0.7258	0.8519
No log	13.625	436	0.9313	0.4110	0.9313	0.9650
No log	13.6875	438	1.0039	0.3876	1.0039	1.0020
No log	13.75	440	0.8983	0.4163	0.8983	0.9478
No log	13.8125	442	0.6898	0.4705	0.6898	0.8306
No log	13.875	444	0.5759	0.4984	0.5759	0.7589
No log	13.9375	446	0.5654	0.5483	0.5654	0.7519
No log	14.0	448	0.5624	0.5183	0.5624	0.7499
No log	14.0625	450	0.5853	0.4558	0.5853	0.7650
No log	14.125	452	0.6678	0.4614	0.6678	0.8172
No log	14.1875	454	0.7242	0.4622	0.7242	0.8510
No log	14.25	456	0.7483	0.4580	0.7483	0.8650
No log	14.3125	458	0.6826	0.5084	0.6826	0.8262
No log	14.375	460	0.6573	0.5631	0.6573	0.8107
No log	14.4375	462	0.6578	0.5715	0.6578	0.8111
No log	14.5	464	0.6584	0.5715	0.6584	0.8114
No log	14.5625	466	0.6771	0.5649	0.6771	0.8228
No log	14.625	468	0.6488	0.5482	0.6488	0.8055
No log	14.6875	470	0.6016	0.6001	0.6016	0.7757
No log	14.75	472	0.5963	0.5664	0.5963	0.7722
No log	14.8125	474	0.6267	0.5278	0.6267	0.7916
No log	14.875	476	0.6046	0.5554	0.6046	0.7776
No log	14.9375	478	0.5580	0.5944	0.5580	0.7470
No log	15.0	480	0.5584	0.5107	0.5584	0.7473
No log	15.0625	482	0.5780	0.5036	0.5780	0.7603
No log	15.125	484	0.5799	0.5349	0.5799	0.7615
No log	15.1875	486	0.5805	0.5974	0.5805	0.7619
No log	15.25	488	0.6033	0.6160	0.6033	0.7767
No log	15.3125	490	0.6034	0.6184	0.6034	0.7768
No log	15.375	492	0.5968	0.6110	0.5968	0.7726
No log	15.4375	494	0.6475	0.5031	0.6475	0.8047
No log	15.5	496	0.7710	0.4751	0.7710	0.8780
No log	15.5625	498	0.7862	0.4751	0.7862	0.8867
0.3452	15.625	500	0.6914	0.4741	0.6914	0.8315
0.3452	15.6875	502	0.5975	0.4835	0.5975	0.7730
0.3452	15.75	504	0.5568	0.6079	0.5568	0.7462
0.3452	15.8125	506	0.5672	0.6376	0.5672	0.7532
0.3452	15.875	508	0.5794	0.6410	0.5794	0.7612
0.3452	15.9375	510	0.5998	0.6070	0.5998	0.7745
0.3452	16.0	512	0.6256	0.6207	0.6256	0.7910
0.3452	16.0625	514	0.6356	0.6207	0.6356	0.7973
0.3452	16.125	516	0.6341	0.6154	0.6341	0.7963
0.3452	16.1875	518	0.6098	0.5997	0.6098	0.7809
0.3452	16.25	520	0.5917	0.6097	0.5917	0.7692
0.3452	16.3125	522	0.5814	0.6027	0.5814	0.7625
0.3452	16.375	524	0.5861	0.5808	0.5861	0.7656
0.3452	16.4375	526	0.5871	0.5575	0.5871	0.7662
0.3452	16.5	528	0.5795	0.5730	0.5795	0.7612
0.3452	16.5625	530	0.5792	0.5689	0.5792	0.7611
0.3452	16.625	532	0.5804	0.6019	0.5804	0.7618
0.3452	16.6875	534	0.5922	0.6088	0.5922	0.7696
0.3452	16.75	536	0.6013	0.5985	0.6013	0.7754
0.3452	16.8125	538	0.6090	0.5743	0.6090	0.7804
0.3452	16.875	540	0.6543	0.5058	0.6543	0.8089
0.3452	16.9375	542	0.7254	0.4845	0.7254	0.8517
0.3452	17.0	544	0.7006	0.4996	0.7006	0.8370
0.3452	17.0625	546	0.6476	0.4645	0.6476	0.8047
0.3452	17.125	548	0.5978	0.5119	0.5978	0.7732
0.3452	17.1875	550	0.5855	0.4941	0.5855	0.7652
0.3452	17.25	552	0.5994	0.5084	0.5994	0.7742
0.3452	17.3125	554	0.5972	0.4996	0.5972	0.7728
0.3452	17.375	556	0.6029	0.4874	0.6029	0.7764
0.3452	17.4375	558	0.6022	0.5103	0.6022	0.7760
0.3452	17.5	560	0.6020	0.5393	0.6020	0.7759
0.3452	17.5625	562	0.6133	0.5339	0.6133	0.7832
0.3452	17.625	564	0.6518	0.5245	0.6518	0.8074
0.3452	17.6875	566	0.6700	0.5038	0.6700	0.8185
0.3452	17.75	568	0.6345	0.5197	0.6345	0.7966
0.3452	17.8125	570	0.5912	0.5611	0.5912	0.7689
0.3452	17.875	572	0.6085	0.5648	0.6085	0.7801
0.3452	17.9375	574	0.6121	0.4758	0.6121	0.7823
0.3452	18.0	576	0.5931	0.5287	0.5931	0.7701
0.3452	18.0625	578	0.5886	0.5541	0.5886	0.7672
0.3452	18.125	580	0.5871	0.5462	0.5871	0.7662
0.3452	18.1875	582	0.5899	0.5570	0.5899	0.7680
0.3452	18.25	584	0.5858	0.5221	0.5858	0.7654
0.3452	18.3125	586	0.5870	0.5216	0.5870	0.7662
0.3452	18.375	588	0.5866	0.5483	0.5866	0.7659
0.3452	18.4375	590	0.5912	0.5344	0.5912	0.7689
0.3452	18.5	592	0.5951	0.5481	0.5951	0.7715
0.3452	18.5625	594	0.6022	0.5023	0.6022	0.7760
0.3452	18.625	596	0.6211	0.4990	0.6211	0.7881
0.3452	18.6875	598	0.6312	0.5101	0.6312	0.7945
0.3452	18.75	600	0.6345	0.4945	0.6345	0.7966
0.3452	18.8125	602	0.6414	0.4808	0.6414	0.8009
0.3452	18.875	604	0.6528	0.4809	0.6528	0.8079
0.3452	18.9375	606	0.6459	0.4937	0.6459	0.8037
0.3452	19.0	608	0.6540	0.4846	0.6540	0.8087
0.3452	19.0625	610	0.6337	0.4765	0.6337	0.7961
0.3452	19.125	612	0.6227	0.4829	0.6227	0.7891
0.3452	19.1875	614	0.6036	0.4871	0.6036	0.7769
0.3452	19.25	616	0.6016	0.4816	0.6016	0.7756
0.3452	19.3125	618	0.6148	0.4497	0.6148	0.7841
0.3452	19.375	620	0.6520	0.4931	0.6520	0.8075
0.3452	19.4375	622	0.6842	0.4667	0.6842	0.8271
0.3452	19.5	624	0.7059	0.4701	0.7059	0.8402
0.3452	19.5625	626	0.6645	0.4923	0.6645	0.8152
0.3452	19.625	628	0.6473	0.4942	0.6473	0.8046
0.3452	19.6875	630	0.6324	0.4712	0.6324	0.7952
0.3452	19.75	632	0.6337	0.5350	0.6337	0.7961
0.3452	19.8125	634	0.6357	0.5231	0.6357	0.7973
0.3452	19.875	636	0.6600	0.5083	0.6600	0.8124
0.3452	19.9375	638	0.6688	0.5117	0.6688	0.8178
0.3452	20.0	640	0.6400	0.5088	0.6400	0.8000
0.3452	20.0625	642	0.6132	0.5195	0.6132	0.7831
0.3452	20.125	644	0.5977	0.5053	0.5977	0.7731
0.3452	20.1875	646	0.5957	0.5132	0.5957	0.7718
0.3452	20.25	648	0.5959	0.5464	0.5959	0.7719
0.3452	20.3125	650	0.6076	0.5031	0.6076	0.7795
0.3452	20.375	652	0.6138	0.5287	0.6138	0.7835
0.3452	20.4375	654	0.6163	0.5132	0.6163	0.7850
0.3452	20.5	656	0.6003	0.5409	0.6003	0.7748
0.3452	20.5625	658	0.6107	0.5126	0.6107	0.7814
0.3452	20.625	660	0.6094	0.5010	0.6094	0.7806
0.3452	20.6875	662	0.6013	0.4924	0.6013	0.7754
0.3452	20.75	664	0.5911	0.4874	0.5911	0.7688
0.3452	20.8125	666	0.5914	0.5188	0.5914	0.7690
0.3452	20.875	668	0.5962	0.5493	0.5962	0.7722
0.3452	20.9375	670	0.6010	0.5592	0.6010	0.7753
0.3452	21.0	672	0.6019	0.5432	0.6019	0.7758
0.3452	21.0625	674	0.5864	0.5725	0.5864	0.7658
0.3452	21.125	676	0.5831	0.5415	0.5831	0.7636
0.3452	21.1875	678	0.6139	0.5289	0.6139	0.7835
0.3452	21.25	680	0.6226	0.5208	0.6226	0.7891
0.3452	21.3125	682	0.5945	0.5141	0.5945	0.7710
0.3452	21.375	684	0.5925	0.5327	0.5925	0.7697
0.3452	21.4375	686	0.6561	0.4306	0.6561	0.8100
0.3452	21.5	688	0.6938	0.4643	0.6938	0.8330
0.3452	21.5625	690	0.7175	0.4727	0.7175	0.8471
0.3452	21.625	692	0.6947	0.4544	0.6947	0.8335
0.3452	21.6875	694	0.6373	0.5071	0.6373	0.7983
0.3452	21.75	696	0.6072	0.5471	0.6072	0.7792
0.3452	21.8125	698	0.6187	0.5207	0.6187	0.7866
0.3452	21.875	700	0.6386	0.5763	0.6386	0.7991
0.3452	21.9375	702	0.6472	0.5764	0.6472	0.8045
0.3452	22.0	704	0.6541	0.5529	0.6541	0.8087
0.3452	22.0625	706	0.6645	0.5772	0.6645	0.8151
0.3452	22.125	708	0.6556	0.5567	0.6556	0.8097
0.3452	22.1875	710	0.6361	0.5616	0.6361	0.7975
0.3452	22.25	712	0.6132	0.5693	0.6132	0.7830
0.3452	22.3125	714	0.6068	0.5404	0.6068	0.7789
0.3452	22.375	716	0.6055	0.5023	0.6055	0.7781
0.3452	22.4375	718	0.6235	0.4889	0.6235	0.7896
0.3452	22.5	720	0.6424	0.5087	0.6424	0.8015
0.3452	22.5625	722	0.6391	0.5073	0.6391	0.7994
0.3452	22.625	724	0.6192	0.5333	0.6192	0.7869
0.3452	22.6875	726	0.6030	0.5471	0.6030	0.7765
0.3452	22.75	728	0.6041	0.5620	0.6041	0.7773
0.3452	22.8125	730	0.6143	0.5295	0.6143	0.7838
0.3452	22.875	732	0.6442	0.5329	0.6442	0.8026
0.3452	22.9375	734	0.7092	0.4972	0.7092	0.8421
0.3452	23.0	736	0.7145	0.4972	0.7145	0.8453
0.3452	23.0625	738	0.6714	0.5033	0.6714	0.8194
0.3452	23.125	740	0.6078	0.4985	0.6078	0.7796
0.3452	23.1875	742	0.5920	0.5693	0.5920	0.7694
0.3452	23.25	744	0.6075	0.5686	0.6075	0.7794
0.3452	23.3125	746	0.6161	0.5468	0.6161	0.7849
0.3452	23.375	748	0.6089	0.5799	0.6089	0.7803
0.3452	23.4375	750	0.5911	0.6043	0.5911	0.7689
0.3452	23.5	752	0.6069	0.6249	0.6069	0.7790
0.3452	23.5625	754	0.6240	0.6031	0.6240	0.7899
0.3452	23.625	756	0.6453	0.6012	0.6453	0.8033
0.3452	23.6875	758	0.6602	0.5853	0.6602	0.8125
0.3452	23.75	760	0.6539	0.5403	0.6539	0.8086
0.3452	23.8125	762	0.6349	0.5543	0.6349	0.7968
0.3452	23.875	764	0.6096	0.5742	0.6096	0.7808
0.3452	23.9375	766	0.5910	0.5606	0.5910	0.7688
0.3452	24.0	768	0.5728	0.5582	0.5728	0.7568
0.3452	24.0625	770	0.5812	0.6388	0.5812	0.7624
0.3452	24.125	772	0.5946	0.6342	0.5946	0.7711
0.3452	24.1875	774	0.5916	0.6252	0.5916	0.7692
0.3452	24.25	776	0.6044	0.5705	0.6044	0.7775
0.3452	24.3125	778	0.6248	0.5673	0.6248	0.7904
0.3452	24.375	780	0.6360	0.5641	0.6360	0.7975
0.3452	24.4375	782	0.6320	0.6083	0.6320	0.7950
0.3452	24.5	784	0.6485	0.6008	0.6485	0.8053
0.3452	24.5625	786	0.6515	0.6061	0.6515	0.8072
0.3452	24.625	788	0.6465	0.5977	0.6465	0.8040
0.3452	24.6875	790	0.6462	0.5494	0.6462	0.8039
0.3452	24.75	792	0.6508	0.5372	0.6508	0.8067
0.3452	24.8125	794	0.6354	0.5580	0.6354	0.7971
0.3452	24.875	796	0.6126	0.6075	0.6126	0.7827
0.3452	24.9375	798	0.6072	0.5937	0.6072	0.7792
0.3452	25.0	800	0.6002	0.5793	0.6002	0.7747
0.3452	25.0625	802	0.6135	0.6051	0.6135	0.7833
0.3452	25.125	804	0.6330	0.5922	0.6330	0.7956
0.3452	25.1875	806	0.6594	0.6095	0.6594	0.8120
0.3452	25.25	808	0.6769	0.5974	0.6769	0.8227
0.3452	25.3125	810	0.6724	0.5907	0.6724	0.8200
0.3452	25.375	812	0.6501	0.6010	0.6501	0.8063
0.3452	25.4375	814	0.6292	0.6088	0.6292	0.7932
0.3452	25.5	816	0.6199	0.6129	0.6199	0.7873
0.3452	25.5625	818	0.6211	0.6017	0.6211	0.7881
0.3452	25.625	820	0.6320	0.6151	0.6320	0.7950
0.3452	25.6875	822	0.6698	0.5518	0.6698	0.8184
0.3452	25.75	824	0.6972	0.5486	0.6972	0.8350
0.3452	25.8125	826	0.7013	0.5383	0.7013	0.8374
0.3452	25.875	828	0.6847	0.5991	0.6847	0.8274
0.3452	25.9375	830	0.6577	0.6095	0.6577	0.8110
0.3452	26.0	832	0.6513	0.5970	0.6513	0.8070
0.3452	26.0625	834	0.6408	0.5905	0.6408	0.8005
0.3452	26.125	836	0.6401	0.5984	0.6401	0.8001
0.3452	26.1875	838	0.6247	0.5984	0.6247	0.7904
0.3452	26.25	840	0.5964	0.6006	0.5964	0.7723
0.3452	26.3125	842	0.5773	0.5864	0.5773	0.7598
0.3452	26.375	844	0.5755	0.5480	0.5755	0.7586
0.3452	26.4375	846	0.5752	0.5396	0.5752	0.7584
0.3452	26.5	848	0.5821	0.5415	0.5821	0.7629
0.3452	26.5625	850	0.5881	0.5362	0.5881	0.7669
0.3452	26.625	852	0.5927	0.5444	0.5927	0.7699
0.3452	26.6875	854	0.6036	0.5318	0.6036	0.7769
0.3452	26.75	856	0.6066	0.5318	0.6066	0.7788
0.3452	26.8125	858	0.5987	0.5303	0.5987	0.7737
0.3452	26.875	860	0.5902	0.5508	0.5902	0.7682
0.3452	26.9375	862	0.5876	0.5325	0.5876	0.7665
0.3452	27.0	864	0.5802	0.5250	0.5802	0.7617
0.3452	27.0625	866	0.5714	0.5414	0.5714	0.7559
0.3452	27.125	868	0.5661	0.5106	0.5661	0.7524
0.3452	27.1875	870	0.5821	0.5711	0.5821	0.7630
0.3452	27.25	872	0.6168	0.5647	0.6168	0.7854
0.3452	27.3125	874	0.6447	0.5610	0.6447	0.8029
0.3452	27.375	876	0.6293	0.5630	0.6293	0.7933
0.3452	27.4375	878	0.5974	0.5987	0.5974	0.7729
0.3452	27.5	880	0.5869	0.5375	0.5869	0.7661
0.3452	27.5625	882	0.6397	0.5452	0.6397	0.7998
0.3452	27.625	884	0.6936	0.5408	0.6936	0.8328
0.3452	27.6875	886	0.7099	0.5393	0.7099	0.8425
0.3452	27.75	888	0.7001	0.5483	0.7001	0.8367
0.3452	27.8125	890	0.6725	0.5834	0.6725	0.8201
0.3452	27.875	892	0.6422	0.6087	0.6422	0.8014
0.3452	27.9375	894	0.6279	0.6124	0.6279	0.7924
0.3452	28.0	896	0.6132	0.5858	0.6132	0.7830
0.3452	28.0625	898	0.5943	0.6132	0.5943	0.7709
0.3452	28.125	900	0.5714	0.5618	0.5714	0.7559
0.3452	28.1875	902	0.5568	0.5347	0.5568	0.7462
0.3452	28.25	904	0.5565	0.5224	0.5565	0.7460
0.3452	28.3125	906	0.5609	0.5092	0.5609	0.7489
0.3452	28.375	908	0.5714	0.5164	0.5714	0.7559
0.3452	28.4375	910	0.5877	0.5309	0.5877	0.7666
0.3452	28.5	912	0.5970	0.5647	0.5970	0.7727
0.3452	28.5625	914	0.6032	0.6000	0.6032	0.7767
0.3452	28.625	916	0.6200	0.5851	0.6200	0.7874
0.3452	28.6875	918	0.6454	0.6005	0.6454	0.8034
0.3452	28.75	920	0.6710	0.5949	0.6710	0.8192
0.3452	28.8125	922	0.6521	0.5840	0.6521	0.8075
0.3452	28.875	924	0.6244	0.5950	0.6244	0.7902
0.3452	28.9375	926	0.6003	0.5628	0.6003	0.7748
0.3452	29.0	928	0.6020	0.5728	0.6020	0.7759
0.3452	29.0625	930	0.6057	0.5768	0.6057	0.7783
0.3452	29.125	932	0.6118	0.5726	0.6118	0.7822
0.3452	29.1875	934	0.6323	0.5861	0.6323	0.7952
0.3452	29.25	936	0.6502	0.5162	0.6502	0.8063
0.3452	29.3125	938	0.6534	0.5162	0.6534	0.8084
0.3452	29.375	940	0.6518	0.5414	0.6518	0.8073
0.3452	29.4375	942	0.6379	0.5806	0.6379	0.7987
0.3452	29.5	944	0.6322	0.5603	0.6322	0.7951
0.3452	29.5625	946	0.6236	0.5540	0.6236	0.7897
0.3452	29.625	948	0.6197	0.5523	0.6197	0.7872
0.3452	29.6875	950	0.6294	0.5712	0.6294	0.7934
0.3452	29.75	952	0.6441	0.5171	0.6441	0.8025
0.3452	29.8125	954	0.6449	0.5623	0.6449	0.8031
0.3452	29.875	956	0.6250	0.5526	0.6250	0.7906
0.3452	29.9375	958	0.6150	0.5668	0.6150	0.7842
0.3452	30.0	960	0.6226	0.6043	0.6226	0.7890
0.3452	30.0625	962	0.6272	0.5704	0.6272	0.7919
0.3452	30.125	964	0.6349	0.5634	0.6349	0.7968
0.3452	30.1875	966	0.6553	0.5498	0.6553	0.8095
0.3452	30.25	968	0.6445	0.5657	0.6445	0.8028
0.3452	30.3125	970	0.6271	0.5777	0.6271	0.7919
0.3452	30.375	972	0.6183	0.5944	0.6183	0.7863
0.3452	30.4375	974	0.6151	0.6052	0.6151	0.7843
0.3452	30.5	976	0.6066	0.6244	0.6066	0.7789
0.3452	30.5625	978	0.5924	0.5720	0.5924	0.7697
0.3452	30.625	980	0.5827	0.5586	0.5827	0.7634
0.3452	30.6875	982	0.5719	0.5071	0.5719	0.7563
0.3452	30.75	984	0.5724	0.5420	0.5724	0.7566
0.3452	30.8125	986	0.5758	0.5438	0.5758	0.7588
0.3452	30.875	988	0.5634	0.5326	0.5634	0.7506
0.3452	30.9375	990	0.5603	0.5684	0.5603	0.7485
0.3452	31.0	992	0.5707	0.5883	0.5707	0.7555
0.3452	31.0625	994	0.5897	0.5883	0.5897	0.7679
0.3452	31.125	996	0.6114	0.5639	0.6114	0.7819
0.3452	31.1875	998	0.6395	0.5375	0.6395	0.7997
0.0594	31.25	1000	0.6709	0.5064	0.6709	0.8191
0.0594	31.3125	1002	0.6787	0.5199	0.6787	0.8238
0.0594	31.375	1004	0.6558	0.5623	0.6558	0.8098
0.0594	31.4375	1006	0.6386	0.5583	0.6386	0.7991
0.0594	31.5	1008	0.6448	0.5754	0.6448	0.8030
0.0594	31.5625	1010	0.6479	0.5571	0.6479	0.8050
0.0594	31.625	1012	0.6411	0.5787	0.6411	0.8007
0.0594	31.6875	1014	0.6401	0.6003	0.6401	0.8001
0.0594	31.75	1016	0.6455	0.5739	0.6455	0.8034
0.0594	31.8125	1018	0.6577	0.5744	0.6577	0.8110
0.0594	31.875	1020	0.6754	0.5748	0.6754	0.8218
0.0594	31.9375	1022	0.7185	0.5716	0.7185	0.8476
0.0594	32.0	1024	0.7279	0.5631	0.7279	0.8532
0.0594	32.0625	1026	0.6923	0.5612	0.6923	0.8321
0.0594	32.125	1028	0.6571	0.5791	0.6571	0.8106
0.0594	32.1875	1030	0.6374	0.5749	0.6374	0.7984
0.0594	32.25	1032	0.6281	0.5693	0.6281	0.7925
0.0594	32.3125	1034	0.6097	0.5712	0.6097	0.7808
0.0594	32.375	1036	0.5888	0.5658	0.5888	0.7673
0.0594	32.4375	1038	0.5819	0.4949	0.5819	0.7628
0.0594	32.5	1040	0.5823	0.4916	0.5823	0.7631
0.0594	32.5625	1042	0.5829	0.4916	0.5829	0.7635
0.0594	32.625	1044	0.5857	0.5183	0.5857	0.7653
0.0594	32.6875	1046	0.5939	0.5640	0.5939	0.7706
0.0594	32.75	1048	0.6084	0.5848	0.6084	0.7800
0.0594	32.8125	1050	0.6129	0.5848	0.6129	0.7829
0.0594	32.875	1052	0.6138	0.5848	0.6138	0.7834
0.0594	32.9375	1054	0.6067	0.5753	0.6067	0.7789
0.0594	33.0	1056	0.6010	0.5692	0.6010	0.7752
0.0594	33.0625	1058	0.5834	0.5752	0.5834	0.7638
0.0594	33.125	1060	0.5678	0.5045	0.5678	0.7535
0.0594	33.1875	1062	0.5625	0.5100	0.5625	0.7500
0.0594	33.25	1064	0.5640	0.5011	0.5640	0.7510
0.0594	33.3125	1066	0.5666	0.4752	0.5666	0.7527
0.0594	33.375	1068	0.5708	0.5218	0.5708	0.7555
0.0594	33.4375	1070	0.5784	0.5403	0.5784	0.7605
0.0594	33.5	1072	0.5876	0.5466	0.5876	0.7665
0.0594	33.5625	1074	0.5962	0.5512	0.5962	0.7722
0.0594	33.625	1076	0.6133	0.5258	0.6133	0.7831
0.0594	33.6875	1078	0.5974	0.5347	0.5974	0.7729
0.0594	33.75	1080	0.5805	0.5253	0.5805	0.7619
0.0594	33.8125	1082	0.5769	0.5296	0.5769	0.7596
0.0594	33.875	1084	0.5756	0.5183	0.5756	0.7587
0.0594	33.9375	1086	0.5787	0.5183	0.5787	0.7607
0.0594	34.0	1088	0.5857	0.5420	0.5857	0.7653
0.0594	34.0625	1090	0.5898	0.5544	0.5898	0.7680
0.0594	34.125	1092	0.5980	0.5778	0.5980	0.7733
0.0594	34.1875	1094	0.6042	0.5815	0.6042	0.7773
0.0594	34.25	1096	0.6037	0.5397	0.6037	0.7770
0.0594	34.3125	1098	0.6008	0.5228	0.6008	0.7751
0.0594	34.375	1100	0.6008	0.5285	0.6008	0.7751
0.0594	34.4375	1102	0.6021	0.5293	0.6021	0.7759
0.0594	34.5	1104	0.6033	0.5533	0.6033	0.7767
0.0594	34.5625	1106	0.6040	0.5620	0.6040	0.7772
0.0594	34.625	1108	0.6025	0.6089	0.6025	0.7762
0.0594	34.6875	1110	0.5988	0.5768	0.5988	0.7738
0.0594	34.75	1112	0.6039	0.5613	0.6039	0.7771
0.0594	34.8125	1114	0.5963	0.5976	0.5963	0.7722
0.0594	34.875	1116	0.5820	0.5872	0.5820	0.7629
0.0594	34.9375	1118	0.5743	0.5372	0.5743	0.7578
0.0594	35.0	1120	0.5741	0.5372	0.5741	0.7577
0.0594	35.0625	1122	0.5761	0.5372	0.5761	0.7590
0.0594	35.125	1124	0.5780	0.5372	0.5780	0.7602
0.0594	35.1875	1126	0.5822	0.5641	0.5822	0.7630
0.0594	35.25	1128	0.5896	0.5638	0.5896	0.7678
0.0594	35.3125	1130	0.5905	0.5539	0.5905	0.7684
0.0594	35.375	1132	0.5948	0.5329	0.5948	0.7712
0.0594	35.4375	1134	0.6032	0.5184	0.6032	0.7766
0.0594	35.5	1136	0.6138	0.5241	0.6138	0.7834
0.0594	35.5625	1138	0.6213	0.5047	0.6213	0.7882
0.0594	35.625	1140	0.6288	0.4906	0.6288	0.7930
0.0594	35.6875	1142	0.6247	0.5046	0.6247	0.7904
0.0594	35.75	1144	0.6092	0.5275	0.6092	0.7805
0.0594	35.8125	1146	0.6023	0.5385	0.6023	0.7761
0.0594	35.875	1148	0.6023	0.5385	0.6023	0.7761
0.0594	35.9375	1150	0.6061	0.5391	0.6061	0.7785
0.0594	36.0	1152	0.6157	0.5476	0.6157	0.7847
0.0594	36.0625	1154	0.6183	0.5533	0.6183	0.7863
0.0594	36.125	1156	0.6276	0.5361	0.6276	0.7922
0.0594	36.1875	1158	0.6414	0.5073	0.6414	0.8009
0.0594	36.25	1160	0.6554	0.5161	0.6554	0.8096
0.0594	36.3125	1162	0.6814	0.5234	0.6814	0.8254
0.0594	36.375	1164	0.6732	0.5308	0.6732	0.8205
0.0594	36.4375	1166	0.6592	0.5736	0.6592	0.8119
0.0594	36.5	1168	0.6486	0.5822	0.6486	0.8053
0.0594	36.5625	1170	0.6308	0.5325	0.6308	0.7942
0.0594	36.625	1172	0.6180	0.5625	0.6180	0.7862
0.0594	36.6875	1174	0.6184	0.5142	0.6184	0.7864
0.0594	36.75	1176	0.6351	0.4842	0.6351	0.7969
0.0594	36.8125	1178	0.6523	0.4557	0.6523	0.8077
0.0594	36.875	1180	0.6432	0.4693	0.6432	0.8020
0.0594	36.9375	1182	0.6251	0.4906	0.6251	0.7906
0.0594	37.0	1184	0.6085	0.5530	0.6085	0.7801
0.0594	37.0625	1186	0.6105	0.5433	0.6105	0.7813
0.0594	37.125	1188	0.6345	0.5382	0.6345	0.7966
0.0594	37.1875	1190	0.6572	0.5314	0.6572	0.8107
0.0594	37.25	1192	0.6499	0.5428	0.6499	0.8062
0.0594	37.3125	1194	0.6278	0.5156	0.6278	0.7924
0.0594	37.375	1196	0.6156	0.5141	0.6156	0.7846
0.0594	37.4375	1198	0.6130	0.5143	0.6130	0.7830
0.0594	37.5	1200	0.6144	0.5472	0.6144	0.7839
0.0594	37.5625	1202	0.6165	0.5706	0.6165	0.7852
0.0594	37.625	1204	0.6206	0.5685	0.6206	0.7878
0.0594	37.6875	1206	0.6227	0.5358	0.6227	0.7891
0.0594	37.75	1208	0.6194	0.5529	0.6194	0.7870
0.0594	37.8125	1210	0.6115	0.5307	0.6115	0.7820
0.0594	37.875	1212	0.6072	0.5261	0.6072	0.7792
0.0594	37.9375	1214	0.6050	0.5391	0.6050	0.7778
0.0594	38.0	1216	0.6037	0.5318	0.6037	0.7770
0.0594	38.0625	1218	0.6063	0.5293	0.6063	0.7787
0.0594	38.125	1220	0.6107	0.5093	0.6107	0.7815
0.0594	38.1875	1222	0.6111	0.5259	0.6111	0.7817
0.0594	38.25	1224	0.6243	0.5065	0.6243	0.7902
0.0594	38.3125	1226	0.6395	0.5468	0.6395	0.7997
0.0594	38.375	1228	0.6344	0.5388	0.6344	0.7965
0.0594	38.4375	1230	0.6319	0.5292	0.6319	0.7949
0.0594	38.5	1232	0.6314	0.5443	0.6314	0.7946
0.0594	38.5625	1234	0.6401	0.5279	0.6401	0.8001
0.0594	38.625	1236	0.6377	0.5279	0.6377	0.7985
0.0594	38.6875	1238	0.6268	0.5438	0.6268	0.7917
0.0594	38.75	1240	0.6063	0.5306	0.6063	0.7787
0.0594	38.8125	1242	0.5936	0.5123	0.5936	0.7704
0.0594	38.875	1244	0.5860	0.5371	0.5860	0.7655
0.0594	38.9375	1246	0.5842	0.5371	0.5842	0.7643
0.0594	39.0	1248	0.5815	0.5481	0.5815	0.7626
0.0594	39.0625	1250	0.5743	0.5481	0.5743	0.7578
0.0594	39.125	1252	0.5729	0.5476	0.5729	0.7569
0.0594	39.1875	1254	0.5736	0.5275	0.5736	0.7574
0.0594	39.25	1256	0.5760	0.5250	0.5760	0.7590
0.0594	39.3125	1258	0.5826	0.5626	0.5826	0.7633
0.0594	39.375	1260	0.5848	0.5570	0.5848	0.7647
0.0594	39.4375	1262	0.5888	0.5420	0.5888	0.7673
0.0594	39.5	1264	0.5962	0.5425	0.5962	0.7722
0.0594	39.5625	1266	0.6102	0.5231	0.6102	0.7811
0.0594	39.625	1268	0.6100	0.5194	0.6100	0.7810
0.0594	39.6875	1270	0.6019	0.5185	0.6019	0.7758
0.0594	39.75	1272	0.5905	0.5079	0.5905	0.7684
0.0594	39.8125	1274	0.5891	0.5218	0.5891	0.7675
0.0594	39.875	1276	0.5878	0.5403	0.5878	0.7667
0.0594	39.9375	1278	0.5891	0.5467	0.5891	0.7675
0.0594	40.0	1280	0.6033	0.5206	0.6033	0.7767
0.0594	40.0625	1282	0.6250	0.5161	0.6250	0.7906
0.0594	40.125	1284	0.6433	0.4974	0.6433	0.8020
0.0594	40.1875	1286	0.6310	0.5514	0.6310	0.7944
0.0594	40.25	1288	0.6221	0.5562	0.6221	0.7888
0.0594	40.3125	1290	0.6233	0.5447	0.6233	0.7895
0.0594	40.375	1292	0.6282	0.5347	0.6282	0.7926
0.0594	40.4375	1294	0.6134	0.5798	0.6134	0.7832
0.0594	40.5	1296	0.6015	0.5327	0.6015	0.7756
0.0594	40.5625	1298	0.5935	0.5318	0.5935	0.7704
0.0594	40.625	1300	0.5858	0.5250	0.5858	0.7654
0.0594	40.6875	1302	0.5784	0.5595	0.5784	0.7605
0.0594	40.75	1304	0.5802	0.5145	0.5802	0.7617
0.0594	40.8125	1306	0.5837	0.5090	0.5837	0.7640
0.0594	40.875	1308	0.5826	0.5120	0.5826	0.7633
0.0594	40.9375	1310	0.5827	0.5486	0.5827	0.7633
0.0594	41.0	1312	0.5766	0.5811	0.5766	0.7593
0.0594	41.0625	1314	0.5746	0.5638	0.5746	0.7580
0.0594	41.125	1316	0.5808	0.5183	0.5808	0.7621
0.0594	41.1875	1318	0.5881	0.5018	0.5881	0.7669
0.0594	41.25	1320	0.5898	0.4928	0.5898	0.7680
0.0594	41.3125	1322	0.5828	0.5314	0.5828	0.7634
0.0594	41.375	1324	0.5829	0.5178	0.5829	0.7635
0.0594	41.4375	1326	0.5878	0.5040	0.5878	0.7667
0.0594	41.5	1328	0.5968	0.5067	0.5968	0.7725
0.0594	41.5625	1330	0.6048	0.4850	0.6048	0.7777
0.0594	41.625	1332	0.6128	0.4603	0.6128	0.7828
0.0594	41.6875	1334	0.6278	0.4681	0.6278	0.7924
0.0594	41.75	1336	0.6262	0.4681	0.6262	0.7913
0.0594	41.8125	1338	0.6189	0.5042	0.6189	0.7867

Framework versions

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