ArabicNewSplits7_B_usingWellWrittenEssays_FineTuningAraBERT_run2_AugV5_k2_task7_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: 0.4229
• Qwk: 0.6903
• Mse: 0.4229
• Rmse: 0.6503

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	0.1538	2	2.5581	-0.0449	2.5581	1.5994
No log	0.3077	4	1.2333	0.0233	1.2333	1.1105
No log	0.4615	6	0.7679	0.1358	0.7679	0.8763
No log	0.6154	8	0.7943	0.2204	0.7943	0.8912
No log	0.7692	10	0.6533	0.4468	0.6533	0.8082
No log	0.9231	12	0.5790	0.5189	0.5790	0.7609
No log	1.0769	14	0.6944	0.4589	0.6944	0.8333
No log	1.2308	16	0.6131	0.4651	0.6131	0.7830
No log	1.3846	18	0.5704	0.3817	0.5704	0.7552
No log	1.5385	20	0.8124	0.3970	0.8124	0.9013
No log	1.6923	22	0.7323	0.4474	0.7323	0.8557
No log	1.8462	24	0.5019	0.4878	0.5019	0.7084
No log	2.0	26	0.9837	0.3052	0.9837	0.9918
No log	2.1538	28	1.2522	0.2155	1.2522	1.1190
No log	2.3077	30	1.0345	0.3309	1.0345	1.0171
No log	2.4615	32	0.6628	0.3444	0.6628	0.8141
No log	2.6154	34	0.5353	0.3629	0.5353	0.7316
No log	2.7692	36	0.5902	0.3238	0.5902	0.7682
No log	2.9231	38	0.5510	0.3238	0.5510	0.7423
No log	3.0769	40	0.5253	0.3437	0.5253	0.7248
No log	3.2308	42	0.5148	0.3385	0.5148	0.7175
No log	3.3846	44	0.5186	0.4517	0.5186	0.7201
No log	3.5385	46	0.5298	0.4841	0.5298	0.7279
No log	3.6923	48	0.5240	0.5125	0.5240	0.7239
No log	3.8462	50	1.0457	0.4166	1.0457	1.0226
No log	4.0	52	1.3216	0.2421	1.3216	1.1496
No log	4.1538	54	0.9854	0.4023	0.9854	0.9927
No log	4.3077	56	0.5053	0.5201	0.5053	0.7109
No log	4.4615	58	0.6436	0.5200	0.6436	0.8022
No log	4.6154	60	0.6793	0.5003	0.6793	0.8242
No log	4.7692	62	0.5200	0.5555	0.5200	0.7211
No log	4.9231	64	0.6890	0.4648	0.6890	0.8301
No log	5.0769	66	1.3786	0.2638	1.3786	1.1742
No log	5.2308	68	1.5447	0.2214	1.5447	1.2428
No log	5.3846	70	1.2329	0.3295	1.2329	1.1104
No log	5.5385	72	0.6815	0.4759	0.6815	0.8255
No log	5.6923	74	0.5496	0.6248	0.5496	0.7413
No log	5.8462	76	0.6924	0.4442	0.6924	0.8321
No log	6.0	78	0.6966	0.4488	0.6966	0.8346
No log	6.1538	80	0.5301	0.6631	0.5301	0.7281
No log	6.3077	82	0.4920	0.6254	0.4920	0.7014
No log	6.4615	84	0.5138	0.5729	0.5138	0.7168
No log	6.6154	86	0.5017	0.5813	0.5017	0.7083
No log	6.7692	88	0.4673	0.6021	0.4673	0.6836
No log	6.9231	90	0.4680	0.7031	0.4680	0.6841
No log	7.0769	92	0.4767	0.6873	0.4767	0.6905
No log	7.2308	94	0.5108	0.6479	0.5108	0.7147
No log	7.3846	96	0.4684	0.6547	0.4684	0.6844
No log	7.5385	98	0.4464	0.6793	0.4464	0.6681
No log	7.6923	100	0.4377	0.7124	0.4377	0.6616
No log	7.8462	102	0.4428	0.6814	0.4428	0.6654
No log	8.0	104	0.4171	0.6716	0.4171	0.6458
No log	8.1538	106	0.3837	0.6863	0.3837	0.6194
No log	8.3077	108	0.3812	0.6935	0.3812	0.6174
No log	8.4615	110	0.3947	0.6115	0.3947	0.6282
No log	8.6154	112	0.4311	0.6227	0.4311	0.6566
No log	8.7692	114	0.3808	0.6552	0.3808	0.6171
No log	8.9231	116	0.4788	0.6906	0.4788	0.6920
No log	9.0769	118	0.5266	0.6663	0.5266	0.7257
No log	9.2308	120	0.3912	0.7650	0.3912	0.6255
No log	9.3846	122	0.3741	0.6639	0.3741	0.6116
No log	9.5385	124	0.4203	0.5872	0.4203	0.6483
No log	9.6923	126	0.3911	0.6455	0.3911	0.6254
No log	9.8462	128	0.4012	0.6364	0.4012	0.6334
No log	10.0	130	0.3974	0.6364	0.3974	0.6304
No log	10.1538	132	0.4055	0.6943	0.4055	0.6368
No log	10.3077	134	0.3988	0.7101	0.3988	0.6315
No log	10.4615	136	0.4652	0.6322	0.4652	0.6821
No log	10.6154	138	0.5335	0.6328	0.5335	0.7304
No log	10.7692	140	0.4977	0.6983	0.4977	0.7055
No log	10.9231	142	0.6179	0.5984	0.6179	0.7860
No log	11.0769	144	0.8128	0.5159	0.8128	0.9015
No log	11.2308	146	0.7258	0.5213	0.7258	0.8519
No log	11.3846	148	0.4987	0.7120	0.4987	0.7062
No log	11.5385	150	0.4267	0.6387	0.4267	0.6532
No log	11.6923	152	0.4721	0.6200	0.4721	0.6871
No log	11.8462	154	0.4314	0.6107	0.4314	0.6568
No log	12.0	156	0.4054	0.6530	0.4054	0.6367
No log	12.1538	158	0.3801	0.6929	0.3801	0.6165
No log	12.3077	160	0.4212	0.6729	0.4212	0.6490
No log	12.4615	162	0.4546	0.6906	0.4546	0.6743
No log	12.6154	164	0.4555	0.7057	0.4555	0.6749
No log	12.7692	166	0.4432	0.7120	0.4432	0.6658
No log	12.9231	168	0.4421	0.7120	0.4421	0.6649
No log	13.0769	170	0.4206	0.7430	0.4206	0.6486
No log	13.2308	172	0.4104	0.6993	0.4104	0.6406
No log	13.3846	174	0.4221	0.6627	0.4221	0.6497
No log	13.5385	176	0.4480	0.6118	0.4480	0.6694
No log	13.6923	178	0.4206	0.6716	0.4206	0.6485
No log	13.8462	180	0.4085	0.7032	0.4085	0.6392
No log	14.0	182	0.4183	0.7209	0.4183	0.6468
No log	14.1538	184	0.4304	0.7177	0.4304	0.6560
No log	14.3077	186	0.4436	0.6398	0.4436	0.6660
No log	14.4615	188	0.4687	0.5889	0.4687	0.6846
No log	14.6154	190	0.4565	0.6001	0.4565	0.6757
No log	14.7692	192	0.5127	0.6880	0.5127	0.7160
No log	14.9231	194	0.6605	0.5267	0.6605	0.8127
No log	15.0769	196	0.7016	0.4552	0.7016	0.8376
No log	15.2308	198	0.7288	0.4277	0.7288	0.8537
No log	15.3846	200	0.5863	0.5752	0.5863	0.7657
No log	15.5385	202	0.4546	0.6835	0.4546	0.6743
No log	15.6923	204	0.5358	0.5895	0.5358	0.7320
No log	15.8462	206	0.6428	0.5443	0.6428	0.8017
No log	16.0	208	0.5754	0.4964	0.5754	0.7585
No log	16.1538	210	0.4690	0.6118	0.4690	0.6848
No log	16.3077	212	0.4141	0.6757	0.4141	0.6435
No log	16.4615	214	0.4107	0.6567	0.4107	0.6409
No log	16.6154	216	0.3972	0.6852	0.3972	0.6303
No log	16.7692	218	0.4025	0.7149	0.4025	0.6345
No log	16.9231	220	0.4002	0.6839	0.4002	0.6326
No log	17.0769	222	0.4016	0.7358	0.4016	0.6337
No log	17.2308	224	0.4210	0.7555	0.4210	0.6488
No log	17.3846	226	0.4145	0.7151	0.4145	0.6438
No log	17.5385	228	0.3817	0.7148	0.3817	0.6178
No log	17.6923	230	0.3770	0.7218	0.3770	0.6140
No log	17.8462	232	0.4095	0.6606	0.4095	0.6399
No log	18.0	234	0.4642	0.6498	0.4642	0.6813
No log	18.1538	236	0.4616	0.6408	0.4616	0.6794
No log	18.3077	238	0.3933	0.6695	0.3933	0.6271
No log	18.4615	240	0.3700	0.6946	0.3700	0.6083
No log	18.6154	242	0.3977	0.6690	0.3977	0.6307
No log	18.7692	244	0.3955	0.6884	0.3955	0.6289
No log	18.9231	246	0.3630	0.6747	0.3630	0.6025
No log	19.0769	248	0.3980	0.6797	0.3980	0.6308
No log	19.2308	250	0.4893	0.6154	0.4893	0.6995
No log	19.3846	252	0.4964	0.6154	0.4964	0.7045
No log	19.5385	254	0.4824	0.6140	0.4824	0.6945
No log	19.6923	256	0.4335	0.6903	0.4335	0.6584
No log	19.8462	258	0.3941	0.6832	0.3941	0.6278
No log	20.0	260	0.3903	0.6255	0.3903	0.6248
No log	20.1538	262	0.4027	0.5538	0.4027	0.6346
No log	20.3077	264	0.3873	0.6747	0.3873	0.6223
No log	20.4615	266	0.4281	0.6887	0.4281	0.6543
No log	20.6154	268	0.4873	0.6238	0.4873	0.6981
No log	20.7692	270	0.4492	0.6238	0.4492	0.6702
No log	20.9231	272	0.4255	0.6604	0.4255	0.6523
No log	21.0769	274	0.4232	0.6101	0.4232	0.6506
No log	21.2308	276	0.4329	0.6082	0.4329	0.6580
No log	21.3846	278	0.4046	0.6942	0.4046	0.6361
No log	21.5385	280	0.4270	0.4869	0.4270	0.6534
No log	21.6923	282	0.4929	0.6010	0.4929	0.7021
No log	21.8462	284	0.4657	0.5584	0.4657	0.6824
No log	22.0	286	0.4072	0.6229	0.4072	0.6381
No log	22.1538	288	0.4132	0.6898	0.4132	0.6428
No log	22.3077	290	0.4263	0.6518	0.4263	0.6529
No log	22.4615	292	0.4117	0.6228	0.4117	0.6416
No log	22.6154	294	0.4079	0.6624	0.4079	0.6387
No log	22.7692	296	0.4076	0.6733	0.4076	0.6385
No log	22.9231	298	0.4258	0.5457	0.4258	0.6525
No log	23.0769	300	0.4388	0.5475	0.4388	0.6624
No log	23.2308	302	0.4259	0.5457	0.4259	0.6526
No log	23.3846	304	0.4406	0.6786	0.4406	0.6638
No log	23.5385	306	0.5520	0.5722	0.5520	0.7430
No log	23.6923	308	0.5820	0.5675	0.5820	0.7629
No log	23.8462	310	0.5247	0.5775	0.5247	0.7244
No log	24.0	312	0.4372	0.6210	0.4372	0.6612
No log	24.1538	314	0.4252	0.7661	0.4252	0.6521
No log	24.3077	316	0.4466	0.6712	0.4466	0.6683
No log	24.4615	318	0.4671	0.6548	0.4671	0.6834
No log	24.6154	320	0.4165	0.7657	0.4165	0.6454
No log	24.7692	322	0.3853	0.6841	0.3853	0.6207
No log	24.9231	324	0.3951	0.6518	0.3951	0.6285
No log	25.0769	326	0.4037	0.6414	0.4037	0.6354
No log	25.2308	328	0.3899	0.6517	0.3899	0.6244
No log	25.3846	330	0.3795	0.6733	0.3795	0.6160
No log	25.5385	332	0.3834	0.6636	0.3834	0.6192
No log	25.6923	334	0.3985	0.6517	0.3985	0.6313
No log	25.8462	336	0.4313	0.6681	0.4313	0.6568
No log	26.0	338	0.4256	0.6691	0.4256	0.6524
No log	26.1538	340	0.4358	0.6518	0.4358	0.6601
No log	26.3077	342	0.4534	0.6590	0.4534	0.6733
No log	26.4615	344	0.4352	0.6240	0.4352	0.6597
No log	26.6154	346	0.4277	0.6517	0.4277	0.6540
No log	26.7692	348	0.4295	0.6518	0.4295	0.6553
No log	26.9231	350	0.4145	0.6517	0.4145	0.6438
No log	27.0769	352	0.4071	0.6733	0.4071	0.6380
No log	27.2308	354	0.4030	0.6733	0.4030	0.6349
No log	27.3846	356	0.4014	0.6636	0.4014	0.6336
No log	27.5385	358	0.4187	0.5633	0.4187	0.6471
No log	27.6923	360	0.4214	0.4918	0.4214	0.6492
No log	27.8462	362	0.4194	0.6330	0.4194	0.6476
No log	28.0	364	0.4376	0.6873	0.4376	0.6615
No log	28.1538	366	0.4501	0.6691	0.4501	0.6709
No log	28.3077	368	0.4281	0.6983	0.4281	0.6543
No log	28.4615	370	0.4121	0.5797	0.4121	0.6420
No log	28.6154	372	0.4165	0.5596	0.4165	0.6454
No log	28.7692	374	0.4150	0.5555	0.4150	0.6442
No log	28.9231	376	0.4122	0.5555	0.4122	0.6420
No log	29.0769	378	0.4317	0.5117	0.4317	0.6571
No log	29.2308	380	0.4609	0.5065	0.4609	0.6789
No log	29.3846	382	0.4748	0.4821	0.4748	0.6891
No log	29.5385	384	0.4565	0.4888	0.4565	0.6756
No log	29.6923	386	0.4283	0.5010	0.4283	0.6545
No log	29.8462	388	0.4195	0.6898	0.4195	0.6477
No log	30.0	390	0.4761	0.6599	0.4761	0.6900
No log	30.1538	392	0.5215	0.6404	0.5215	0.7221
No log	30.3077	394	0.4910	0.6415	0.4910	0.7007
No log	30.4615	396	0.4378	0.6691	0.4378	0.6617
No log	30.6154	398	0.4376	0.5523	0.4376	0.6615
No log	30.7692	400	0.4705	0.5230	0.4705	0.6859
No log	30.9231	402	0.4731	0.5455	0.4731	0.6878
No log	31.0769	404	0.4577	0.5399	0.4577	0.6765
No log	31.2308	406	0.4355	0.5840	0.4355	0.6599
No log	31.3846	408	0.4451	0.6599	0.4451	0.6671
No log	31.5385	410	0.4815	0.6249	0.4815	0.6939
No log	31.6923	412	0.5084	0.6164	0.5084	0.7130
No log	31.8462	414	0.4805	0.6249	0.4805	0.6932
No log	32.0	416	0.4700	0.6249	0.4700	0.6856
No log	32.1538	418	0.4776	0.6249	0.4776	0.6911
No log	32.3077	420	0.4649	0.6249	0.4649	0.6818
No log	32.4615	422	0.4336	0.6254	0.4336	0.6585
No log	32.6154	424	0.4297	0.6448	0.4297	0.6555
No log	32.7692	426	0.4411	0.5098	0.4411	0.6641
No log	32.9231	428	0.4441	0.5714	0.4441	0.6664
No log	33.0769	430	0.4426	0.6417	0.4426	0.6652
No log	33.2308	432	0.4463	0.5995	0.4463	0.6681
No log	33.3846	434	0.4507	0.6201	0.4507	0.6714
No log	33.5385	436	0.4451	0.6201	0.4451	0.6672
No log	33.6923	438	0.4397	0.6201	0.4397	0.6631
No log	33.8462	440	0.4334	0.6032	0.4334	0.6583
No log	34.0	442	0.4381	0.6115	0.4381	0.6619
No log	34.1538	444	0.4572	0.6201	0.4572	0.6762
No log	34.3077	446	0.4910	0.6249	0.4910	0.7007
No log	34.4615	448	0.5104	0.6325	0.5104	0.7144
No log	34.6154	450	0.5178	0.6249	0.5178	0.7196
No log	34.7692	452	0.4825	0.6249	0.4825	0.6946
No log	34.9231	454	0.4394	0.6599	0.4394	0.6629
No log	35.0769	456	0.4152	0.6435	0.4152	0.6444
No log	35.2308	458	0.4236	0.6335	0.4236	0.6509
No log	35.3846	460	0.4361	0.5945	0.4361	0.6604
No log	35.5385	462	0.4559	0.5356	0.4559	0.6752
No log	35.6923	464	0.4418	0.6349	0.4418	0.6646
No log	35.8462	466	0.4452	0.6349	0.4452	0.6672
No log	36.0	468	0.4466	0.6349	0.4466	0.6683
No log	36.1538	470	0.4246	0.6001	0.4246	0.6516
No log	36.3077	472	0.4160	0.6091	0.4160	0.6449
No log	36.4615	474	0.4151	0.6091	0.4151	0.6443
No log	36.6154	476	0.4190	0.6091	0.4190	0.6473
No log	36.7692	478	0.4222	0.6091	0.4222	0.6498
No log	36.9231	480	0.4286	0.6106	0.4286	0.6547
No log	37.0769	482	0.4330	0.6243	0.4330	0.6580
No log	37.2308	484	0.4325	0.6243	0.4325	0.6576
No log	37.3846	486	0.4372	0.5633	0.4372	0.6612
No log	37.5385	488	0.4388	0.5098	0.4388	0.6625
No log	37.6923	490	0.4377	0.5171	0.4377	0.6616
No log	37.8462	492	0.4364	0.6417	0.4364	0.6606
No log	38.0	494	0.4634	0.6214	0.4634	0.6808
No log	38.1538	496	0.5096	0.5538	0.5096	0.7138
No log	38.3077	498	0.5262	0.5538	0.5262	0.7254
0.3204	38.4615	500	0.5022	0.5206	0.5022	0.7087
0.3204	38.6154	502	0.4601	0.6052	0.4601	0.6783
0.3204	38.7692	504	0.4468	0.5853	0.4468	0.6684
0.3204	38.9231	506	0.4728	0.4990	0.4728	0.6876
0.3204	39.0769	508	0.5121	0.5135	0.5121	0.7156
0.3204	39.2308	510	0.5202	0.5300	0.5202	0.7213
0.3204	39.3846	512	0.4898	0.5356	0.4898	0.6998
0.3204	39.5385	514	0.4432	0.5405	0.4432	0.6657
0.3204	39.6923	516	0.4358	0.6158	0.4358	0.6601
0.3204	39.8462	518	0.4387	0.6695	0.4387	0.6624
0.3204	40.0	520	0.4505	0.6519	0.4505	0.6712
0.3204	40.1538	522	0.4555	0.6175	0.4555	0.6749
0.3204	40.3077	524	0.4329	0.5897	0.4329	0.6580
0.3204	40.4615	526	0.4223	0.6518	0.4223	0.6498
0.3204	40.6154	528	0.4180	0.6317	0.4180	0.6465
0.3204	40.7692	530	0.4165	0.6317	0.4165	0.6454
0.3204	40.9231	532	0.4174	0.6517	0.4174	0.6461
0.3204	41.0769	534	0.4318	0.6175	0.4318	0.6571
0.3204	41.2308	536	0.4671	0.6344	0.4671	0.6834
0.3204	41.3846	538	0.4657	0.6333	0.4657	0.6824
0.3204	41.5385	540	0.4284	0.6427	0.4284	0.6545
0.3204	41.6923	542	0.4021	0.6317	0.4021	0.6341
0.3204	41.8462	544	0.3976	0.6215	0.3976	0.6306
0.3204	42.0	546	0.4034	0.6757	0.4034	0.6352
0.3204	42.1538	548	0.4024	0.6757	0.4024	0.6344
0.3204	42.3077	550	0.3951	0.6661	0.3951	0.6286
0.3204	42.4615	552	0.3904	0.6351	0.3904	0.6249
0.3204	42.6154	554	0.3963	0.6787	0.3963	0.6295
0.3204	42.7692	556	0.3987	0.6787	0.3987	0.6314
0.3204	42.9231	558	0.3979	0.6449	0.3979	0.6308
0.3204	43.0769	560	0.3995	0.6321	0.3995	0.6320
0.3204	43.2308	562	0.4093	0.6321	0.4093	0.6398
0.3204	43.3846	564	0.4127	0.6321	0.4127	0.6424
0.3204	43.5385	566	0.4124	0.6417	0.4124	0.6422
0.3204	43.6923	568	0.4107	0.6417	0.4107	0.6409
0.3204	43.8462	570	0.4111	0.6698	0.4111	0.6412
0.3204	44.0	572	0.4113	0.6348	0.4113	0.6413
0.3204	44.1538	574	0.4139	0.6530	0.4139	0.6434
0.3204	44.3077	576	0.4168	0.6359	0.4168	0.6456
0.3204	44.4615	578	0.4218	0.6359	0.4218	0.6495
0.3204	44.6154	580	0.4237	0.6158	0.4237	0.6509
0.3204	44.7692	582	0.4236	0.6797	0.4236	0.6509
0.3204	44.9231	584	0.4261	0.5853	0.4261	0.6527
0.3204	45.0769	586	0.4277	0.5853	0.4277	0.6540
0.3204	45.2308	588	0.4277	0.6293	0.4277	0.6540
0.3204	45.3846	590	0.4352	0.6395	0.4352	0.6597
0.3204	45.5385	592	0.4607	0.6238	0.4607	0.6787
0.3204	45.6923	594	0.4690	0.6238	0.4690	0.6849
0.3204	45.8462	596	0.4710	0.6201	0.4710	0.6863
0.3204	46.0	598	0.4646	0.6187	0.4646	0.6817
0.3204	46.1538	600	0.4538	0.6395	0.4538	0.6737
0.3204	46.3077	602	0.4446	0.6395	0.4446	0.6668
0.3204	46.4615	604	0.4404	0.6503	0.4404	0.6636
0.3204	46.6154	606	0.4389	0.6611	0.4389	0.6625
0.3204	46.7692	608	0.4413	0.6518	0.4413	0.6643
0.3204	46.9231	610	0.4428	0.6620	0.4428	0.6654
0.3204	47.0769	612	0.4435	0.6129	0.4435	0.6660
0.3204	47.2308	614	0.4457	0.5926	0.4457	0.6676
0.3204	47.3846	616	0.4506	0.5227	0.4506	0.6713
0.3204	47.5385	618	0.4564	0.5227	0.4564	0.6756
0.3204	47.6923	620	0.4585	0.4970	0.4585	0.6771
0.3204	47.8462	622	0.4584	0.5044	0.4584	0.6770
0.3204	48.0	624	0.4543	0.4970	0.4543	0.6740
0.3204	48.1538	626	0.4494	0.5227	0.4494	0.6703
0.3204	48.3077	628	0.4419	0.5227	0.4419	0.6647
0.3204	48.4615	630	0.4357	0.5782	0.4357	0.6600
0.3204	48.6154	632	0.4309	0.5782	0.4309	0.6564
0.3204	48.7692	634	0.4258	0.6017	0.4258	0.6525
0.3204	48.9231	636	0.4180	0.6242	0.4180	0.6465
0.3204	49.0769	638	0.4135	0.6024	0.4135	0.6431
0.3204	49.2308	640	0.4123	0.6046	0.4123	0.6421
0.3204	49.3846	642	0.4136	0.6252	0.4136	0.6431
0.3204	49.5385	644	0.4132	0.6252	0.4132	0.6428
0.3204	49.6923	646	0.4150	0.6160	0.4150	0.6442
0.3204	49.8462	648	0.4206	0.6519	0.4206	0.6485
0.3204	50.0	650	0.4255	0.6519	0.4255	0.6523
0.3204	50.1538	652	0.4259	0.6519	0.4259	0.6526
0.3204	50.3077	654	0.4238	0.6519	0.4238	0.6510
0.3204	50.4615	656	0.4196	0.6341	0.4196	0.6478
0.3204	50.6154	658	0.4202	0.5681	0.4202	0.6482
0.3204	50.7692	660	0.4249	0.5681	0.4249	0.6518
0.3204	50.9231	662	0.4311	0.5765	0.4311	0.6566
0.3204	51.0769	664	0.4335	0.5765	0.4335	0.6584
0.3204	51.2308	666	0.4370	0.5883	0.4370	0.6611
0.3204	51.3846	668	0.4435	0.5860	0.4435	0.6659
0.3204	51.5385	670	0.4441	0.5951	0.4441	0.6664
0.3204	51.6923	672	0.4439	0.5926	0.4439	0.6663
0.3204	51.8462	674	0.4447	0.5475	0.4447	0.6668
0.3204	52.0	676	0.4491	0.5475	0.4491	0.6702
0.3204	52.1538	678	0.4564	0.5475	0.4564	0.6755
0.3204	52.3077	680	0.4634	0.5475	0.4634	0.6807
0.3204	52.4615	682	0.4626	0.5475	0.4626	0.6801
0.3204	52.6154	684	0.4570	0.5227	0.4570	0.6760
0.3204	52.7692	686	0.4550	0.5250	0.4550	0.6746
0.3204	52.9231	688	0.4639	0.6201	0.4639	0.6811
0.3204	53.0769	690	0.4728	0.6201	0.4728	0.6876
0.3204	53.2308	692	0.4793	0.6201	0.4793	0.6923
0.3204	53.3846	694	0.4896	0.6411	0.4896	0.6997
0.3204	53.5385	696	0.4817	0.6214	0.4817	0.6941
0.3204	53.6923	698	0.4612	0.6115	0.4612	0.6791
0.3204	53.8462	700	0.4455	0.6115	0.4455	0.6675
0.3204	54.0	702	0.4509	0.5970	0.4509	0.6715
0.3204	54.1538	704	0.4672	0.5702	0.4672	0.6835
0.3204	54.3077	706	0.4695	0.5702	0.4695	0.6852
0.3204	54.4615	708	0.4579	0.5555	0.4579	0.6767
0.3204	54.6154	710	0.4403	0.5860	0.4403	0.6635
0.3204	54.7692	712	0.4344	0.6115	0.4344	0.6591
0.3204	54.9231	714	0.4367	0.6115	0.4367	0.6608
0.3204	55.0769	716	0.4414	0.6201	0.4414	0.6644
0.3204	55.2308	718	0.4388	0.6201	0.4388	0.6624
0.3204	55.3846	720	0.4320	0.6201	0.4320	0.6573
0.3204	55.5385	722	0.4298	0.6115	0.4298	0.6556
0.3204	55.6923	724	0.4305	0.5912	0.4305	0.6561
0.3204	55.8462	726	0.4333	0.6326	0.4333	0.6583
0.3204	56.0	728	0.4381	0.5831	0.4381	0.6619
0.3204	56.1538	730	0.4426	0.5831	0.4426	0.6653
0.3204	56.3077	732	0.4465	0.5846	0.4465	0.6682
0.3204	56.4615	734	0.4491	0.6053	0.4491	0.6702
0.3204	56.6154	736	0.4534	0.5321	0.4534	0.6734
0.3204	56.7692	738	0.4530	0.5397	0.4530	0.6730
0.3204	56.9231	740	0.4485	0.5475	0.4485	0.6697
0.3204	57.0769	742	0.4448	0.6017	0.4448	0.6669
0.3204	57.2308	744	0.4439	0.5396	0.4439	0.6662
0.3204	57.3846	746	0.4492	0.6201	0.4492	0.6702
0.3204	57.5385	748	0.4537	0.6214	0.4537	0.6736
0.3204	57.6923	750	0.4527	0.6214	0.4527	0.6729
0.3204	57.8462	752	0.4496	0.6214	0.4496	0.6705
0.3204	58.0	754	0.4437	0.6201	0.4437	0.6661
0.3204	58.1538	756	0.4427	0.6201	0.4427	0.6653
0.3204	58.3077	758	0.4403	0.5995	0.4403	0.6635
0.3204	58.4615	760	0.4427	0.5995	0.4427	0.6654
0.3204	58.6154	762	0.4478	0.5995	0.4478	0.6691
0.3204	58.7692	764	0.4563	0.6201	0.4563	0.6755
0.3204	58.9231	766	0.4635	0.6507	0.4635	0.6808
0.3204	59.0769	768	0.4719	0.6507	0.4719	0.6870
0.3204	59.2308	770	0.4756	0.6507	0.4756	0.6896
0.3204	59.3846	772	0.4836	0.6507	0.4836	0.6954
0.3204	59.5385	774	0.4911	0.6318	0.4911	0.7008
0.3204	59.6923	776	0.4981	0.6496	0.4981	0.7057
0.3204	59.8462	778	0.4969	0.6495	0.4969	0.7049
0.3204	60.0	780	0.4873	0.6495	0.4873	0.6980
0.3204	60.1538	782	0.4674	0.5980	0.4674	0.6836
0.3204	60.3077	784	0.4459	0.6201	0.4459	0.6678
0.3204	60.4615	786	0.4299	0.6201	0.4299	0.6557
0.3204	60.6154	788	0.4227	0.5995	0.4227	0.6501
0.3204	60.7692	790	0.4203	0.5995	0.4203	0.6483
0.3204	60.9231	792	0.4212	0.5995	0.4212	0.6490
0.3204	61.0769	794	0.4230	0.6201	0.4230	0.6504
0.3204	61.2308	796	0.4267	0.5995	0.4267	0.6532
0.3204	61.3846	798	0.4319	0.5995	0.4319	0.6572
0.3204	61.5385	800	0.4382	0.5995	0.4382	0.6620
0.3204	61.6923	802	0.4493	0.6506	0.4493	0.6703
0.3204	61.8462	804	0.4584	0.6506	0.4584	0.6770
0.3204	62.0	806	0.4720	0.6507	0.4720	0.6870
0.3204	62.1538	808	0.4768	0.6318	0.4768	0.6905
0.3204	62.3077	810	0.4709	0.6507	0.4709	0.6862
0.3204	62.4615	812	0.4574	0.6507	0.4574	0.6763
0.3204	62.6154	814	0.4471	0.6201	0.4471	0.6686
0.3204	62.7692	816	0.4423	0.6201	0.4423	0.6651
0.3204	62.9231	818	0.4437	0.6115	0.4437	0.6661
0.3204	63.0769	820	0.4472	0.6132	0.4472	0.6687
0.3204	63.2308	822	0.4518	0.6423	0.4518	0.6722
0.3204	63.3846	824	0.4547	0.6612	0.4547	0.6743
0.3204	63.5385	826	0.4569	0.6609	0.4569	0.6760
0.3204	63.6923	828	0.4566	0.6797	0.4566	0.6757
0.3204	63.8462	830	0.4556	0.6797	0.4556	0.6750
0.3204	64.0	832	0.4512	0.6530	0.4512	0.6717
0.3204	64.1538	834	0.4499	0.6530	0.4499	0.6707
0.3204	64.3077	836	0.4516	0.6530	0.4516	0.6720
0.3204	64.4615	838	0.4603	0.6797	0.4603	0.6784
0.3204	64.6154	840	0.4709	0.6612	0.4709	0.6862
0.3204	64.7692	842	0.4705	0.6612	0.4705	0.6860
0.3204	64.9231	844	0.4700	0.6609	0.4700	0.6855
0.3204	65.0769	846	0.4767	0.6609	0.4767	0.6904
0.3204	65.2308	848	0.4789	0.6609	0.4789	0.6920
0.3204	65.3846	850	0.4688	0.6423	0.4688	0.6847
0.3204	65.5385	852	0.4577	0.6423	0.4577	0.6765
0.3204	65.6923	854	0.4524	0.6214	0.4524	0.6726
0.3204	65.8462	856	0.4508	0.6201	0.4508	0.6714
0.3204	66.0	858	0.4545	0.5980	0.4545	0.6742
0.3204	66.1538	860	0.4648	0.5980	0.4648	0.6818
0.3204	66.3077	862	0.4732	0.5980	0.4732	0.6879
0.3204	66.4615	864	0.4635	0.5980	0.4635	0.6808
0.3204	66.6154	866	0.4463	0.5980	0.4463	0.6681
0.3204	66.7692	868	0.4359	0.6201	0.4359	0.6602
0.3204	66.9231	870	0.4333	0.6201	0.4333	0.6583
0.3204	67.0769	872	0.4321	0.6201	0.4321	0.6574
0.3204	67.2308	874	0.4331	0.6201	0.4331	0.6581
0.3204	67.3846	876	0.4368	0.6201	0.4368	0.6609
0.3204	67.5385	878	0.4521	0.6506	0.4521	0.6724
0.3204	67.6923	880	0.4611	0.6507	0.4611	0.6790
0.3204	67.8462	882	0.4626	0.6507	0.4626	0.6802
0.3204	68.0	884	0.4631	0.6590	0.4631	0.6805
0.3204	68.1538	886	0.4525	0.6593	0.4525	0.6727
0.3204	68.3077	888	0.4412	0.6101	0.4412	0.6642
0.3204	68.4615	890	0.4289	0.6201	0.4289	0.6549
0.3204	68.6154	892	0.4193	0.6115	0.4193	0.6476
0.3204	68.7692	894	0.4168	0.6115	0.4168	0.6456
0.3204	68.9231	896	0.4169	0.6115	0.4169	0.6457
0.3204	69.0769	898	0.4193	0.6115	0.4193	0.6475
0.3204	69.2308	900	0.4278	0.6018	0.4278	0.6541
0.3204	69.3846	902	0.4354	0.6506	0.4354	0.6599
0.3204	69.5385	904	0.4504	0.6507	0.4504	0.6711
0.3204	69.6923	906	0.4680	0.6333	0.4680	0.6841
0.3204	69.8462	908	0.4854	0.6333	0.4854	0.6967
0.3204	70.0	910	0.4849	0.6333	0.4849	0.6964
0.3204	70.1538	912	0.4736	0.6333	0.4736	0.6882
0.3204	70.3077	914	0.4584	0.6309	0.4584	0.6771
0.3204	70.4615	916	0.4461	0.6300	0.4461	0.6679
0.3204	70.6154	918	0.4402	0.6101	0.4402	0.6635
0.3204	70.7692	920	0.4286	0.6101	0.4286	0.6547
0.3204	70.9231	922	0.4240	0.6201	0.4240	0.6511
0.3204	71.0769	924	0.4205	0.6201	0.4205	0.6484
0.3204	71.2308	926	0.4206	0.6201	0.4206	0.6485
0.3204	71.3846	928	0.4245	0.6201	0.4245	0.6515
0.3204	71.5385	930	0.4326	0.6201	0.4326	0.6577
0.3204	71.6923	932	0.4436	0.6415	0.4436	0.6661
0.3204	71.8462	934	0.4555	0.6588	0.4555	0.6749
0.3204	72.0	936	0.4584	0.6588	0.4584	0.6770
0.3204	72.1538	938	0.4523	0.6588	0.4523	0.6726
0.3204	72.3077	940	0.4454	0.6427	0.4454	0.6674
0.3204	72.4615	942	0.4331	0.6427	0.4331	0.6581
0.3204	72.6154	944	0.4199	0.6423	0.4199	0.6480
0.3204	72.7692	946	0.4158	0.6612	0.4158	0.6448
0.3204	72.9231	948	0.4159	0.6616	0.4159	0.6449
0.3204	73.0769	950	0.4192	0.6423	0.4192	0.6475
0.3204	73.2308	952	0.4227	0.6330	0.4227	0.6502
0.3204	73.3846	954	0.4230	0.6612	0.4230	0.6503
0.3204	73.5385	956	0.4281	0.6330	0.4281	0.6543
0.3204	73.6923	958	0.4220	0.6612	0.4220	0.6496
0.3204	73.8462	960	0.4142	0.6612	0.4142	0.6436
0.3204	74.0	962	0.4078	0.6904	0.4078	0.6386
0.3204	74.1538	964	0.4070	0.6643	0.4070	0.6380
0.3204	74.3077	966	0.4078	0.6643	0.4078	0.6386
0.3204	74.4615	968	0.4111	0.6170	0.4111	0.6412
0.3204	74.6154	970	0.4135	0.6170	0.4135	0.6430
0.3204	74.7692	972	0.4129	0.6255	0.4129	0.6426
0.3204	74.9231	974	0.4126	0.6636	0.4126	0.6423
0.3204	75.0769	976	0.4154	0.6530	0.4154	0.6445
0.3204	75.2308	978	0.4206	0.6408	0.4206	0.6485
0.3204	75.3846	980	0.4266	0.5995	0.4266	0.6532
0.3204	75.5385	982	0.4290	0.6201	0.4290	0.6550
0.3204	75.6923	984	0.4295	0.5995	0.4295	0.6554
0.3204	75.8462	986	0.4317	0.5995	0.4317	0.6570
0.3204	76.0	988	0.4361	0.6201	0.4361	0.6604
0.3204	76.1538	990	0.4395	0.6201	0.4395	0.6629
0.3204	76.3077	992	0.4394	0.6201	0.4394	0.6628
0.3204	76.4615	994	0.4351	0.6201	0.4351	0.6596
0.3204	76.6154	996	0.4327	0.6201	0.4327	0.6578
0.3204	76.7692	998	0.4314	0.6201	0.4314	0.6568
0.0468	76.9231	1000	0.4269	0.6201	0.4269	0.6534
0.0468	77.0769	1002	0.4236	0.6611	0.4236	0.6509
0.0468	77.2308	1004	0.4208	0.6317	0.4208	0.6487
0.0468	77.3846	1006	0.4194	0.6530	0.4194	0.6476
0.0468	77.5385	1008	0.4204	0.6530	0.4204	0.6484
0.0468	77.6923	1010	0.4261	0.6423	0.4261	0.6528
0.0468	77.8462	1012	0.4381	0.6507	0.4381	0.6619
0.0468	78.0	1014	0.4475	0.6249	0.4475	0.6689
0.0468	78.1538	1016	0.4471	0.6507	0.4471	0.6687
0.0468	78.3077	1018	0.4434	0.6507	0.4434	0.6659
0.0468	78.4615	1020	0.4362	0.6506	0.4362	0.6604
0.0468	78.6154	1022	0.4323	0.6506	0.4323	0.6575
0.0468	78.7692	1024	0.4310	0.6506	0.4310	0.6565
0.0468	78.9231	1026	0.4305	0.6506	0.4305	0.6562
0.0468	79.0769	1028	0.4319	0.6506	0.4319	0.6572
0.0468	79.2308	1030	0.4285	0.6506	0.4285	0.6546
0.0468	79.3846	1032	0.4258	0.6506	0.4258	0.6525
0.0468	79.5385	1034	0.4228	0.6506	0.4228	0.6503
0.0468	79.6923	1036	0.4206	0.6611	0.4206	0.6485
0.0468	79.8462	1038	0.4199	0.6408	0.4199	0.6480
0.0468	80.0	1040	0.4197	0.6408	0.4197	0.6478
0.0468	80.1538	1042	0.4177	0.6408	0.4177	0.6463
0.0468	80.3077	1044	0.4174	0.6408	0.4174	0.6461
0.0468	80.4615	1046	0.4178	0.6408	0.4178	0.6463
0.0468	80.6154	1048	0.4196	0.6408	0.4196	0.6477
0.0468	80.7692	1050	0.4214	0.6408	0.4214	0.6491
0.0468	80.9231	1052	0.4235	0.6408	0.4235	0.6508
0.0468	81.0769	1054	0.4263	0.6712	0.4263	0.6529
0.0468	81.2308	1056	0.4289	0.6712	0.4289	0.6549
0.0468	81.3846	1058	0.4301	0.6712	0.4301	0.6558
0.0468	81.5385	1060	0.4308	0.6408	0.4308	0.6563
0.0468	81.6923	1062	0.4328	0.6408	0.4328	0.6578
0.0468	81.8462	1064	0.4362	0.6712	0.4362	0.6605
0.0468	82.0	1066	0.4385	0.6506	0.4385	0.6622
0.0468	82.1538	1068	0.4405	0.6506	0.4405	0.6637
0.0468	82.3077	1070	0.4427	0.6506	0.4427	0.6653
0.0468	82.4615	1072	0.4430	0.6506	0.4430	0.6656
0.0468	82.6154	1074	0.4418	0.6313	0.4418	0.6647
0.0468	82.7692	1076	0.4403	0.6712	0.4403	0.6635
0.0468	82.9231	1078	0.4391	0.6712	0.4391	0.6626
0.0468	83.0769	1080	0.4377	0.6712	0.4377	0.6616
0.0468	83.2308	1082	0.4358	0.6712	0.4358	0.6602
0.0468	83.3846	1084	0.4350	0.6426	0.4350	0.6595
0.0468	83.5385	1086	0.4343	0.6632	0.4343	0.6590
0.0468	83.6923	1088	0.4340	0.6632	0.4340	0.6588
0.0468	83.8462	1090	0.4340	0.6819	0.4340	0.6588
0.0468	84.0	1092	0.4344	0.6807	0.4344	0.6591
0.0468	84.1538	1094	0.4333	0.6797	0.4333	0.6582
0.0468	84.3077	1096	0.4323	0.6797	0.4323	0.6575
0.0468	84.4615	1098	0.4326	0.6797	0.4326	0.6577
0.0468	84.6154	1100	0.4315	0.6797	0.4315	0.6569
0.0468	84.7692	1102	0.4306	0.6966	0.4306	0.6562
0.0468	84.9231	1104	0.4302	0.6966	0.4302	0.6559
0.0468	85.0769	1106	0.4297	0.6609	0.4297	0.6555
0.0468	85.2308	1108	0.4300	0.6609	0.4300	0.6557
0.0468	85.3846	1110	0.4299	0.6609	0.4299	0.6557
0.0468	85.5385	1112	0.4279	0.6427	0.4279	0.6542
0.0468	85.6923	1114	0.4246	0.6797	0.4246	0.6516
0.0468	85.8462	1116	0.4226	0.6808	0.4226	0.6501
0.0468	86.0	1118	0.4219	0.6903	0.4219	0.6495
0.0468	86.1538	1120	0.4213	0.6903	0.4213	0.6491
0.0468	86.3077	1122	0.4194	0.6611	0.4194	0.6476
0.0468	86.4615	1124	0.4175	0.6611	0.4175	0.6461
0.0468	86.6154	1126	0.4160	0.6611	0.4160	0.6450
0.0468	86.7692	1128	0.4152	0.6611	0.4152	0.6443
0.0468	86.9231	1130	0.4151	0.6611	0.4151	0.6443
0.0468	87.0769	1132	0.4158	0.6611	0.4158	0.6449
0.0468	87.2308	1134	0.4172	0.6611	0.4172	0.6459
0.0468	87.3846	1136	0.4182	0.6611	0.4182	0.6467
0.0468	87.5385	1138	0.4201	0.6903	0.4201	0.6482
0.0468	87.6923	1140	0.4213	0.6506	0.4213	0.6491
0.0468	87.8462	1142	0.4236	0.6506	0.4236	0.6508
0.0468	88.0	1144	0.4265	0.6506	0.4265	0.6531
0.0468	88.1538	1146	0.4271	0.6506	0.4271	0.6535
0.0468	88.3077	1148	0.4263	0.6506	0.4263	0.6530
0.0468	88.4615	1150	0.4246	0.6506	0.4246	0.6516
0.0468	88.6154	1152	0.4226	0.6506	0.4226	0.6501
0.0468	88.7692	1154	0.4210	0.6808	0.4210	0.6489
0.0468	88.9231	1156	0.4194	0.7002	0.4194	0.6476
0.0468	89.0769	1158	0.4178	0.7002	0.4178	0.6463
0.0468	89.2308	1160	0.4167	0.7002	0.4167	0.6455
0.0468	89.3846	1162	0.4159	0.7002	0.4159	0.6449
0.0468	89.5385	1164	0.4156	0.7189	0.4156	0.6446
0.0468	89.6923	1166	0.4158	0.7189	0.4158	0.6448
0.0468	89.8462	1168	0.4158	0.7012	0.4158	0.6448
0.0468	90.0	1170	0.4161	0.7012	0.4161	0.6451
0.0468	90.1538	1172	0.4167	0.7012	0.4167	0.6455
0.0468	90.3077	1174	0.4173	0.7012	0.4173	0.6460
0.0468	90.4615	1176	0.4180	0.7012	0.4180	0.6465
0.0468	90.6154	1178	0.4187	0.7164	0.4187	0.6471
0.0468	90.7692	1180	0.4203	0.7164	0.4203	0.6483
0.0468	90.9231	1182	0.4214	0.7164	0.4214	0.6492
0.0468	91.0769	1184	0.4232	0.7164	0.4232	0.6505
0.0468	91.2308	1186	0.4240	0.6983	0.4240	0.6512
0.0468	91.3846	1188	0.4241	0.6983	0.4241	0.6512
0.0468	91.5385	1190	0.4243	0.6983	0.4243	0.6514
0.0468	91.6923	1192	0.4246	0.6807	0.4246	0.6516
0.0468	91.8462	1194	0.4254	0.6807	0.4254	0.6522
0.0468	92.0	1196	0.4265	0.6807	0.4265	0.6530
0.0468	92.1538	1198	0.4272	0.6807	0.4272	0.6536
0.0468	92.3077	1200	0.4279	0.6807	0.4279	0.6542
0.0468	92.4615	1202	0.4282	0.6807	0.4282	0.6544
0.0468	92.6154	1204	0.4281	0.6807	0.4281	0.6543
0.0468	92.7692	1206	0.4272	0.6993	0.4272	0.6536
0.0468	92.9231	1208	0.4261	0.6993	0.4261	0.6527
0.0468	93.0769	1210	0.4250	0.7012	0.4250	0.6520
0.0468	93.2308	1212	0.4244	0.7012	0.4244	0.6515
0.0468	93.3846	1214	0.4242	0.7118	0.4242	0.6513
0.0468	93.5385	1216	0.4244	0.7022	0.4244	0.6514
0.0468	93.6923	1218	0.4249	0.7022	0.4249	0.6519
0.0468	93.8462	1220	0.4253	0.6750	0.4253	0.6522
0.0468	94.0	1222	0.4256	0.6750	0.4256	0.6524
0.0468	94.1538	1224	0.4259	0.6464	0.4259	0.6526
0.0468	94.3077	1226	0.4261	0.6464	0.4261	0.6528
0.0468	94.4615	1228	0.4261	0.6750	0.4261	0.6528
0.0468	94.6154	1230	0.4261	0.6841	0.4261	0.6527
0.0468	94.7692	1232	0.4257	0.6841	0.4257	0.6525
0.0468	94.9231	1234	0.4260	0.6841	0.4260	0.6526
0.0468	95.0769	1236	0.4263	0.6841	0.4263	0.6529
0.0468	95.2308	1238	0.4265	0.7118	0.4265	0.6531
0.0468	95.3846	1240	0.4266	0.7118	0.4266	0.6532
0.0468	95.5385	1242	0.4266	0.7118	0.4266	0.6531
0.0468	95.6923	1244	0.4265	0.7118	0.4265	0.6531
0.0468	95.8462	1246	0.4264	0.7118	0.4264	0.6530
0.0468	96.0	1248	0.4260	0.7118	0.4260	0.6527
0.0468	96.1538	1250	0.4252	0.6924	0.4252	0.6521
0.0468	96.3077	1252	0.4245	0.6924	0.4245	0.6515
0.0468	96.4615	1254	0.4240	0.6924	0.4240	0.6512
0.0468	96.6154	1256	0.4236	0.6636	0.4236	0.6508
0.0468	96.7692	1258	0.4232	0.6530	0.4232	0.6505
0.0468	96.9231	1260	0.4229	0.6317	0.4229	0.6503
0.0468	97.0769	1262	0.4225	0.6317	0.4225	0.6500
0.0468	97.2308	1264	0.4224	0.6317	0.4224	0.6499
0.0468	97.3846	1266	0.4224	0.6712	0.4224	0.6499
0.0468	97.5385	1268	0.4224	0.6712	0.4224	0.6499
0.0468	97.6923	1270	0.4224	0.6712	0.4224	0.6499
0.0468	97.8462	1272	0.4223	0.6712	0.4223	0.6499
0.0468	98.0	1274	0.4222	0.6712	0.4222	0.6498
0.0468	98.1538	1276	0.4222	0.6712	0.4222	0.6498
0.0468	98.3077	1278	0.4223	0.6903	0.4223	0.6498
0.0468	98.4615	1280	0.4223	0.6903	0.4223	0.6499
0.0468	98.6154	1282	0.4225	0.6903	0.4225	0.6500
0.0468	98.7692	1284	0.4226	0.6903	0.4226	0.6501
0.0468	98.9231	1286	0.4227	0.6903	0.4227	0.6501
0.0468	99.0769	1288	0.4227	0.6903	0.4227	0.6502
0.0468	99.2308	1290	0.4227	0.6903	0.4227	0.6502
0.0468	99.3846	1292	0.4227	0.6903	0.4227	0.6502
0.0468	99.5385	1294	0.4228	0.6903	0.4228	0.6502
0.0468	99.6923	1296	0.4229	0.6903	0.4229	0.6503
0.0468	99.8462	1298	0.4229	0.6903	0.4229	0.6503
0.0468	100.0	1300	0.4229	0.6903	0.4229	0.6503

Framework versions

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