README.md

metadata

library_name: transformers
base_model: aubmindlab/bert-base-arabertv02
tags:
  - generated_from_trainer
model-index:
  - name: >-
      ArabicNewSplits8_usingWellWrittenEssays_FineTuningAraBERT_run3_AugV5_k11_task2_organization
    results: []

ArabicNewSplits8_usingWellWrittenEssays_FineTuningAraBERT_run3_AugV5_k11_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: 0.5617
• Qwk: 0.4874
• Mse: 0.5617
• Rmse: 0.7495

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	0.0339	2	4.2196	-0.0288	4.2196	2.0542
No log	0.0678	4	2.2233	0.0640	2.2233	1.4911
No log	0.1017	6	1.2161	0.0258	1.2161	1.1028
No log	0.1356	8	0.9924	0.0330	0.9924	0.9962
No log	0.1695	10	0.8343	0.1465	0.8343	0.9134
No log	0.2034	12	0.8470	0.1648	0.8470	0.9203
No log	0.2373	14	0.8884	0.0983	0.8884	0.9425
No log	0.2712	16	1.0015	-0.0066	1.0015	1.0008
No log	0.3051	18	0.9798	0.0851	0.9798	0.9898
No log	0.3390	20	1.0506	-0.0377	1.0506	1.0250
No log	0.3729	22	1.3475	0.0262	1.3475	1.1608
No log	0.4068	24	1.4195	0.0262	1.4195	1.1914
No log	0.4407	26	1.1388	0.0363	1.1388	1.0671
No log	0.4746	28	0.9469	0.0456	0.9469	0.9731
No log	0.5085	30	0.7915	0.0932	0.7915	0.8897
No log	0.5424	32	0.7764	0.0797	0.7764	0.8812
No log	0.5763	34	0.7658	0.1505	0.7658	0.8751
No log	0.6102	36	0.7574	0.1281	0.7574	0.8703
No log	0.6441	38	0.7671	0.2713	0.7671	0.8759
No log	0.6780	40	0.7597	0.2883	0.7597	0.8716
No log	0.7119	42	0.7352	0.3097	0.7352	0.8575
No log	0.7458	44	0.7179	0.2723	0.7179	0.8473
No log	0.7797	46	0.8210	0.2453	0.8210	0.9061
No log	0.8136	48	0.8228	0.2687	0.8228	0.9071
No log	0.8475	50	0.7828	0.2687	0.7828	0.8848
No log	0.8814	52	0.7498	0.3427	0.7498	0.8659
No log	0.9153	54	0.7103	0.3392	0.7103	0.8428
No log	0.9492	56	0.7264	0.3468	0.7264	0.8523
No log	0.9831	58	0.7145	0.4157	0.7145	0.8453
No log	1.0169	60	0.6964	0.3647	0.6964	0.8345
No log	1.0508	62	0.6822	0.3708	0.6822	0.8259
No log	1.0847	64	0.6574	0.4099	0.6574	0.8108
No log	1.1186	66	0.6465	0.4529	0.6465	0.8040
No log	1.1525	68	0.6532	0.4700	0.6532	0.8082
No log	1.1864	70	0.6603	0.4298	0.6603	0.8126
No log	1.2203	72	0.7369	0.4176	0.7369	0.8584
No log	1.2542	74	0.6974	0.4337	0.6974	0.8351
No log	1.2881	76	0.6845	0.4749	0.6845	0.8274
No log	1.3220	78	0.6924	0.4749	0.6924	0.8321
No log	1.3559	80	0.6937	0.4781	0.6937	0.8329
No log	1.3898	82	0.7165	0.4589	0.7165	0.8465
No log	1.4237	84	0.7688	0.4315	0.7688	0.8768
No log	1.4576	86	0.9003	0.3983	0.9003	0.9488
No log	1.4915	88	0.8929	0.4161	0.8929	0.9449
No log	1.5254	90	0.7462	0.4357	0.7462	0.8638
No log	1.5593	92	0.7201	0.4550	0.7201	0.8486
No log	1.5932	94	0.7240	0.4899	0.7240	0.8509
No log	1.6271	96	0.8073	0.4730	0.8073	0.8985
No log	1.6610	98	0.8365	0.4393	0.8365	0.9146
No log	1.6949	100	0.8551	0.4769	0.8551	0.9247
No log	1.7288	102	0.7937	0.4260	0.7937	0.8909
No log	1.7627	104	0.8459	0.4352	0.8459	0.9197
No log	1.7966	106	0.7920	0.4484	0.7920	0.8899
No log	1.8305	108	0.8247	0.4463	0.8247	0.9081
No log	1.8644	110	1.1376	0.3577	1.1376	1.0666
No log	1.8983	112	1.0599	0.3574	1.0599	1.0295
No log	1.9322	114	0.7327	0.4837	0.7327	0.8560
No log	1.9661	116	0.8170	0.3834	0.8170	0.9039
No log	2.0	118	0.8166	0.3846	0.8166	0.9037
No log	2.0339	120	0.7262	0.5192	0.7262	0.8522
No log	2.0678	122	0.8005	0.4277	0.8005	0.8947
No log	2.1017	124	0.9027	0.2983	0.9027	0.9501
No log	2.1356	126	0.7849	0.4046	0.7849	0.8859
No log	2.1695	128	0.7066	0.3798	0.7066	0.8406
No log	2.2034	130	0.6268	0.4572	0.6268	0.7917
No log	2.2373	132	0.6235	0.4659	0.6235	0.7896
No log	2.2712	134	0.6538	0.4459	0.6538	0.8086
No log	2.3051	136	0.8376	0.4329	0.8376	0.9152
No log	2.3390	138	0.7967	0.4363	0.7967	0.8926
No log	2.3729	140	0.6376	0.4274	0.6376	0.7985
No log	2.4068	142	0.6585	0.4542	0.6585	0.8115
No log	2.4407	144	0.6457	0.4321	0.6457	0.8035
No log	2.4746	146	0.6707	0.4785	0.6707	0.8189
No log	2.5085	148	0.6931	0.4606	0.6931	0.8325
No log	2.5424	150	0.6635	0.4477	0.6635	0.8145
No log	2.5763	152	0.6945	0.4744	0.6945	0.8334
No log	2.6102	154	0.6745	0.4655	0.6745	0.8213
No log	2.6441	156	0.6559	0.4746	0.6559	0.8099
No log	2.6780	158	0.6424	0.4958	0.6424	0.8015
No log	2.7119	160	0.6542	0.5039	0.6542	0.8088
No log	2.7458	162	0.6594	0.5213	0.6594	0.8120
No log	2.7797	164	0.7149	0.5015	0.7149	0.8455
No log	2.8136	166	0.7718	0.5442	0.7718	0.8785
No log	2.8475	168	0.7848	0.5622	0.7848	0.8859
No log	2.8814	170	0.7685	0.5126	0.7685	0.8766
No log	2.9153	172	0.8633	0.4963	0.8633	0.9291
No log	2.9492	174	0.8201	0.5117	0.8201	0.9056
No log	2.9831	176	0.7117	0.5364	0.7117	0.8436
No log	3.0169	178	0.8802	0.4675	0.8802	0.9382
No log	3.0508	180	0.7990	0.4734	0.7990	0.8939
No log	3.0847	182	0.6686	0.4847	0.6686	0.8176
No log	3.1186	184	0.6372	0.4211	0.6372	0.7983
No log	3.1525	186	0.6420	0.3830	0.6420	0.8013
No log	3.1864	188	0.7457	0.4332	0.7457	0.8636
No log	3.2203	190	0.7242	0.4210	0.7242	0.8510
No log	3.2542	192	0.6703	0.4150	0.6703	0.8187
No log	3.2881	194	0.6770	0.3859	0.6770	0.8228
No log	3.3220	196	0.6892	0.4199	0.6892	0.8302
No log	3.3559	198	0.7007	0.4433	0.7007	0.8371
No log	3.3898	200	0.7016	0.4348	0.7016	0.8376
No log	3.4237	202	0.7239	0.4275	0.7239	0.8508
No log	3.4576	204	0.7045	0.4275	0.7045	0.8394
No log	3.4915	206	0.6639	0.4249	0.6639	0.8148
No log	3.5254	208	0.6430	0.3490	0.6430	0.8019
No log	3.5593	210	0.6838	0.3809	0.6838	0.8269
No log	3.5932	212	0.6554	0.3574	0.6554	0.8096
No log	3.6271	214	0.6941	0.3643	0.6941	0.8331
No log	3.6610	216	0.9193	0.3782	0.9193	0.9588
No log	3.6949	218	0.8658	0.3735	0.8658	0.9305
No log	3.7288	220	0.6616	0.3662	0.6616	0.8134
No log	3.7627	222	0.6164	0.3456	0.6164	0.7851
No log	3.7966	224	0.6183	0.4331	0.6183	0.7863
No log	3.8305	226	0.6271	0.3885	0.6271	0.7919
No log	3.8644	228	0.6795	0.3969	0.6795	0.8243
No log	3.8983	230	0.7252	0.4442	0.7252	0.8516
No log	3.9322	232	0.7638	0.4587	0.7638	0.8739
No log	3.9661	234	0.6737	0.4424	0.6737	0.8208
No log	4.0	236	0.6828	0.4186	0.6828	0.8263
No log	4.0339	238	0.6647	0.4051	0.6647	0.8153
No log	4.0678	240	0.6187	0.3669	0.6187	0.7866
No log	4.1017	242	0.6409	0.4165	0.6409	0.8006
No log	4.1356	244	0.7363	0.4767	0.7363	0.8581
No log	4.1695	246	1.0628	0.3801	1.0628	1.0309
No log	4.2034	248	1.1978	0.3578	1.1978	1.0944
No log	4.2373	250	0.9836	0.4115	0.9836	0.9918
No log	4.2712	252	0.7441	0.4461	0.7441	0.8626
No log	4.3051	254	0.6874	0.4652	0.6874	0.8291
No log	4.3390	256	0.6894	0.4741	0.6894	0.8303
No log	4.3729	258	0.7296	0.4072	0.7296	0.8542
No log	4.4068	260	0.7426	0.4467	0.7426	0.8618
No log	4.4407	262	0.8213	0.4579	0.8213	0.9062
No log	4.4746	264	0.7700	0.4579	0.7700	0.8775
No log	4.5085	266	0.7815	0.4523	0.7815	0.8840
No log	4.5424	268	0.6997	0.4531	0.6997	0.8365
No log	4.5763	270	0.6442	0.4227	0.6442	0.8026
No log	4.6102	272	0.5964	0.4278	0.5964	0.7723
No log	4.6441	274	0.6215	0.4015	0.6215	0.7884
No log	4.6780	276	0.6080	0.3765	0.6080	0.7798
No log	4.7119	278	0.5863	0.3998	0.5863	0.7657
No log	4.7458	280	0.5943	0.4679	0.5943	0.7709
No log	4.7797	282	0.6017	0.4383	0.6017	0.7757
No log	4.8136	284	0.6141	0.4176	0.6141	0.7837
No log	4.8475	286	0.6245	0.4499	0.6245	0.7902
No log	4.8814	288	0.6176	0.4807	0.6176	0.7859
No log	4.9153	290	0.6299	0.4458	0.6299	0.7936
No log	4.9492	292	0.7054	0.4557	0.7054	0.8399
No log	4.9831	294	0.7136	0.4664	0.7136	0.8448
No log	5.0169	296	0.6757	0.4381	0.6757	0.8220
No log	5.0508	298	0.6509	0.4846	0.6509	0.8068
No log	5.0847	300	0.6313	0.4673	0.6313	0.7945
No log	5.1186	302	0.6295	0.4693	0.6295	0.7934
No log	5.1525	304	0.6293	0.4578	0.6293	0.7933
No log	5.1864	306	0.6420	0.4416	0.6420	0.8012
No log	5.2203	308	0.7168	0.4810	0.7168	0.8466
No log	5.2542	310	0.7265	0.4579	0.7265	0.8524
No log	5.2881	312	0.6593	0.4516	0.6593	0.8120
No log	5.3220	314	0.6216	0.4036	0.6216	0.7884
No log	5.3559	316	0.6288	0.4029	0.6288	0.7930
No log	5.3898	318	0.6443	0.4682	0.6443	0.8027
No log	5.4237	320	0.6501	0.4578	0.6501	0.8063
No log	5.4576	322	0.6482	0.4740	0.6482	0.8051
No log	5.4915	324	0.6157	0.4134	0.6157	0.7847
No log	5.5254	326	0.6020	0.4150	0.6020	0.7759
No log	5.5593	328	0.5992	0.3806	0.5992	0.7741
No log	5.5932	330	0.5935	0.4808	0.5935	0.7704
No log	5.6271	332	0.5974	0.4925	0.5974	0.7729
No log	5.6610	334	0.6415	0.5098	0.6415	0.8010
No log	5.6949	336	0.6185	0.4956	0.6185	0.7865
No log	5.7288	338	0.5939	0.4842	0.5939	0.7706
No log	5.7627	340	0.5816	0.4157	0.5816	0.7626
No log	5.7966	342	0.6050	0.3829	0.6050	0.7778
No log	5.8305	344	0.5903	0.4521	0.5903	0.7683
No log	5.8644	346	0.6224	0.5026	0.6224	0.7889
No log	5.8983	348	0.6256	0.5039	0.6256	0.7910
No log	5.9322	350	0.6195	0.4572	0.6195	0.7871
No log	5.9661	352	0.6777	0.4649	0.6777	0.8232
No log	6.0	354	0.8010	0.4884	0.8010	0.8950
No log	6.0339	356	0.8134	0.4784	0.8134	0.9019
No log	6.0678	358	0.7095	0.4522	0.7095	0.8423
No log	6.1017	360	0.6367	0.4440	0.6367	0.7979
No log	6.1356	362	0.6759	0.5220	0.6759	0.8221
No log	6.1695	364	0.6883	0.5230	0.6883	0.8297
No log	6.2034	366	0.6466	0.4729	0.6466	0.8041
No log	6.2373	368	0.6219	0.4422	0.6219	0.7886
No log	6.2712	370	0.6174	0.4460	0.6174	0.7858
No log	6.3051	372	0.6144	0.4398	0.6144	0.7838
No log	6.3390	374	0.6120	0.4521	0.6120	0.7823
No log	6.3729	376	0.6093	0.4570	0.6093	0.7806
No log	6.4068	378	0.6226	0.4540	0.6226	0.7890
No log	6.4407	380	0.6624	0.4716	0.6624	0.8139
No log	6.4746	382	0.6675	0.4270	0.6675	0.8170
No log	6.5085	384	0.6181	0.3848	0.6181	0.7862
No log	6.5424	386	0.5847	0.3426	0.5847	0.7647
No log	6.5763	388	0.5801	0.4841	0.5801	0.7616
No log	6.6102	390	0.5851	0.4906	0.5851	0.7649
No log	6.6441	392	0.6153	0.4866	0.6153	0.7844
No log	6.6780	394	0.6139	0.5018	0.6139	0.7835
No log	6.7119	396	0.6068	0.5290	0.6068	0.7790
No log	6.7458	398	0.6110	0.4687	0.6110	0.7817
No log	6.7797	400	0.6028	0.4284	0.6028	0.7764
No log	6.8136	402	0.5944	0.4042	0.5944	0.7710
No log	6.8475	404	0.5969	0.4319	0.5969	0.7726
No log	6.8814	406	0.6161	0.4480	0.6161	0.7849
No log	6.9153	408	0.6922	0.4825	0.6922	0.8320
No log	6.9492	410	0.6787	0.4948	0.6787	0.8239
No log	6.9831	412	0.6222	0.4482	0.6222	0.7888
No log	7.0169	414	0.6365	0.4706	0.6365	0.7978
No log	7.0508	416	0.7240	0.4915	0.7240	0.8509
No log	7.0847	418	0.7256	0.5048	0.7256	0.8518
No log	7.1186	420	0.6445	0.4816	0.6445	0.8028
No log	7.1525	422	0.6172	0.4788	0.6172	0.7856
No log	7.1864	424	0.6290	0.4921	0.6290	0.7931
No log	7.2203	426	0.6963	0.5303	0.6963	0.8345
No log	7.2542	428	0.8245	0.3773	0.8245	0.9080
No log	7.2881	430	0.8196	0.3773	0.8196	0.9053
No log	7.3220	432	0.7598	0.4345	0.7598	0.8717
No log	7.3559	434	0.6501	0.5567	0.6501	0.8063
No log	7.3898	436	0.5816	0.5299	0.5816	0.7626
No log	7.4237	438	0.5829	0.5409	0.5829	0.7635
No log	7.4576	440	0.6012	0.5314	0.6012	0.7754
No log	7.4915	442	0.6652	0.5143	0.6652	0.8156
No log	7.5254	444	0.6704	0.5143	0.6704	0.8188
No log	7.5593	446	0.6131	0.5514	0.6131	0.7830
No log	7.5932	448	0.5898	0.4963	0.5898	0.7680
No log	7.6271	450	0.6421	0.4221	0.6421	0.8013
No log	7.6610	452	0.6541	0.4131	0.6541	0.8087
No log	7.6949	454	0.6077	0.4619	0.6077	0.7796
No log	7.7288	456	0.5903	0.4783	0.5903	0.7683
No log	7.7627	458	0.7189	0.4959	0.7189	0.8479
No log	7.7966	460	0.8165	0.4250	0.8165	0.9036
No log	7.8305	462	0.7612	0.4290	0.7612	0.8725
No log	7.8644	464	0.6345	0.5071	0.6345	0.7965
No log	7.8983	466	0.5708	0.5136	0.5708	0.7555
No log	7.9322	468	0.5614	0.4876	0.5614	0.7493
No log	7.9661	470	0.5710	0.5131	0.5710	0.7556
No log	8.0	472	0.6259	0.5158	0.6259	0.7911
No log	8.0339	474	0.7018	0.5192	0.7018	0.8377
No log	8.0678	476	0.6813	0.5302	0.6813	0.8254
No log	8.1017	478	0.6114	0.4985	0.6114	0.7819
No log	8.1356	480	0.5791	0.5447	0.5791	0.7610
No log	8.1695	482	0.5797	0.5357	0.5797	0.7614
No log	8.2034	484	0.6036	0.4828	0.6036	0.7769
No log	8.2373	486	0.6574	0.5173	0.6574	0.8108
No log	8.2712	488	0.6894	0.5158	0.6894	0.8303
No log	8.3051	490	0.7148	0.5177	0.7148	0.8454
No log	8.3390	492	0.6801	0.5158	0.6801	0.8247
No log	8.3729	494	0.6156	0.4833	0.6156	0.7846
No log	8.4068	496	0.5827	0.4948	0.5827	0.7633
No log	8.4407	498	0.5896	0.3781	0.5896	0.7679
0.3742	8.4746	500	0.5902	0.3905	0.5902	0.7683
0.3742	8.5085	502	0.5993	0.4837	0.5993	0.7742
0.3742	8.5424	504	0.6062	0.4998	0.6062	0.7786
0.3742	8.5763	506	0.6092	0.5123	0.6092	0.7805
0.3742	8.6102	508	0.6054	0.4489	0.6054	0.7781
0.3742	8.6441	510	0.6295	0.4877	0.6295	0.7934
0.3742	8.6780	512	0.6631	0.4187	0.6631	0.8143
0.3742	8.7119	514	0.6665	0.4214	0.6665	0.8164
0.3742	8.7458	516	0.6354	0.4539	0.6354	0.7971
0.3742	8.7797	518	0.6137	0.4711	0.6137	0.7834
0.3742	8.8136	520	0.5911	0.5396	0.5911	0.7688
0.3742	8.8475	522	0.6211	0.5035	0.6211	0.7881
0.3742	8.8814	524	0.7404	0.4629	0.7404	0.8605
0.3742	8.9153	526	0.7928	0.4108	0.7928	0.8904
0.3742	8.9492	528	0.7446	0.4538	0.7446	0.8629
0.3742	8.9831	530	0.6457	0.5147	0.6457	0.8036
0.3742	9.0169	532	0.5852	0.5248	0.5852	0.7650
0.3742	9.0508	534	0.5808	0.4884	0.5808	0.7621
0.3742	9.0847	536	0.5865	0.5155	0.5865	0.7658
0.3742	9.1186	538	0.6318	0.5237	0.6318	0.7949
0.3742	9.1525	540	0.6793	0.4758	0.6793	0.8242
0.3742	9.1864	542	0.7238	0.4568	0.7238	0.8508
0.3742	9.2203	544	0.6955	0.4444	0.6955	0.8340
0.3742	9.2542	546	0.6120	0.4930	0.6120	0.7823
0.3742	9.2881	548	0.5883	0.5198	0.5883	0.7670
0.3742	9.3220	550	0.5969	0.5334	0.5969	0.7726
0.3742	9.3559	552	0.6477	0.5118	0.6477	0.8048
0.3742	9.3898	554	0.6999	0.4560	0.6999	0.8366
0.3742	9.4237	556	0.6612	0.5329	0.6612	0.8131
0.3742	9.4576	558	0.5937	0.5487	0.5937	0.7705
0.3742	9.4915	560	0.5724	0.4827	0.5724	0.7566
0.3742	9.5254	562	0.5785	0.4910	0.5785	0.7606
0.3742	9.5593	564	0.5883	0.4611	0.5883	0.7670
0.3742	9.5932	566	0.5856	0.4747	0.5856	0.7652
0.3742	9.6271	568	0.6184	0.5233	0.6184	0.7864
0.3742	9.6610	570	0.6614	0.5189	0.6614	0.8133
0.3742	9.6949	572	0.6453	0.4999	0.6453	0.8033
0.3742	9.7288	574	0.6140	0.5434	0.6140	0.7836
0.3742	9.7627	576	0.6231	0.4926	0.6231	0.7893
0.3742	9.7966	578	0.6571	0.4916	0.6571	0.8106
0.3742	9.8305	580	0.6343	0.4722	0.6343	0.7964
0.3742	9.8644	582	0.6065	0.4923	0.6065	0.7788
0.3742	9.8983	584	0.6180	0.4742	0.6180	0.7861
0.3742	9.9322	586	0.6712	0.4695	0.6712	0.8193
0.3742	9.9661	588	0.7290	0.4787	0.7290	0.8538
0.3742	10.0	590	0.7491	0.4650	0.7491	0.8655
0.3742	10.0339	592	0.7263	0.4659	0.7263	0.8522
0.3742	10.0678	594	0.6702	0.5251	0.6702	0.8187
0.3742	10.1017	596	0.6595	0.5351	0.6595	0.8121
0.3742	10.1356	598	0.6585	0.4904	0.6585	0.8115
0.3742	10.1695	600	0.6765	0.4783	0.6765	0.8225
0.3742	10.2034	602	0.6808	0.4394	0.6808	0.8251
0.3742	10.2373	604	0.6815	0.4096	0.6815	0.8255
0.3742	10.2712	606	0.6668	0.4283	0.6668	0.8166
0.3742	10.3051	608	0.6261	0.4877	0.6261	0.7912
0.3742	10.3390	610	0.6318	0.4413	0.6318	0.7948
0.3742	10.3729	612	0.6476	0.4626	0.6476	0.8048
0.3742	10.4068	614	0.6388	0.4407	0.6388	0.7992
0.3742	10.4407	616	0.6333	0.4539	0.6333	0.7958
0.3742	10.4746	618	0.6294	0.4416	0.6294	0.7934
0.3742	10.5085	620	0.6251	0.4438	0.6251	0.7906
0.3742	10.5424	622	0.6119	0.3935	0.6119	0.7822
0.3742	10.5763	624	0.6131	0.4082	0.6131	0.7830
0.3742	10.6102	626	0.6237	0.3958	0.6237	0.7898
0.3742	10.6441	628	0.6435	0.4252	0.6435	0.8022
0.3742	10.6780	630	0.6649	0.4222	0.6649	0.8154
0.3742	10.7119	632	0.6542	0.4579	0.6542	0.8088
0.3742	10.7458	634	0.6224	0.4349	0.6224	0.7889
0.3742	10.7797	636	0.6125	0.4549	0.6125	0.7826
0.3742	10.8136	638	0.6063	0.4004	0.6063	0.7786
0.3742	10.8475	640	0.6026	0.4412	0.6026	0.7763
0.3742	10.8814	642	0.5971	0.4454	0.5971	0.7727
0.3742	10.9153	644	0.5979	0.4541	0.5979	0.7733
0.3742	10.9492	646	0.5891	0.4398	0.5891	0.7675
0.3742	10.9831	648	0.5801	0.4844	0.5801	0.7617
0.3742	11.0169	650	0.5838	0.5122	0.5838	0.7641
0.3742	11.0508	652	0.6248	0.5615	0.6248	0.7904
0.3742	11.0847	654	0.7645	0.4710	0.7645	0.8744
0.3742	11.1186	656	0.9152	0.3868	0.9152	0.9567
0.3742	11.1525	658	0.9535	0.3497	0.9535	0.9765
0.3742	11.1864	660	0.8803	0.3921	0.8803	0.9382
0.3742	11.2203	662	0.7806	0.4437	0.7806	0.8835
0.3742	11.2542	664	0.6500	0.5398	0.6500	0.8062
0.3742	11.2881	666	0.5876	0.5625	0.5876	0.7665
0.3742	11.3220	668	0.5857	0.5625	0.5857	0.7653
0.3742	11.3559	670	0.6102	0.5683	0.6102	0.7812
0.3742	11.3898	672	0.6804	0.5423	0.6804	0.8249
0.3742	11.4237	674	0.7725	0.4654	0.7725	0.8789
0.3742	11.4576	676	0.8085	0.4392	0.8085	0.8991
0.3742	11.4915	678	0.7631	0.4239	0.7631	0.8736
0.3742	11.5254	680	0.6930	0.4136	0.6930	0.8325
0.3742	11.5593	682	0.6677	0.4598	0.6677	0.8171
0.3742	11.5932	684	0.6682	0.4685	0.6682	0.8174
0.3742	11.6271	686	0.7061	0.4925	0.7061	0.8403
0.3742	11.6610	688	0.7086	0.4793	0.7086	0.8418
0.3742	11.6949	690	0.6720	0.5200	0.6720	0.8197
0.3742	11.7288	692	0.6325	0.5019	0.6325	0.7953
0.3742	11.7627	694	0.6226	0.4998	0.6226	0.7890
0.3742	11.7966	696	0.6334	0.5347	0.6334	0.7959
0.3742	11.8305	698	0.6461	0.5006	0.6461	0.8038
0.3742	11.8644	700	0.6405	0.5336	0.6405	0.8003
0.3742	11.8983	702	0.6450	0.4781	0.6450	0.8031
0.3742	11.9322	704	0.6486	0.4519	0.6486	0.8054
0.3742	11.9661	706	0.6481	0.4878	0.6481	0.8051
0.3742	12.0	708	0.6390	0.5206	0.6390	0.7994
0.3742	12.0339	710	0.6954	0.5230	0.6954	0.8339
0.3742	12.0678	712	0.7365	0.4913	0.7365	0.8582
0.3742	12.1017	714	0.7072	0.4726	0.7072	0.8409
0.3742	12.1356	716	0.6519	0.4459	0.6519	0.8074
0.3742	12.1695	718	0.6112	0.4714	0.6112	0.7818
0.3742	12.2034	720	0.6113	0.4781	0.6113	0.7819
0.3742	12.2373	722	0.6359	0.4375	0.6359	0.7974
0.3742	12.2712	724	0.6797	0.4674	0.6797	0.8244
0.3742	12.3051	726	0.7603	0.3992	0.7603	0.8719
0.3742	12.3390	728	0.7811	0.4862	0.7811	0.8838
0.3742	12.3729	730	0.7230	0.4618	0.7230	0.8503
0.3742	12.4068	732	0.6736	0.4575	0.6736	0.8207
0.3742	12.4407	734	0.6627	0.5083	0.6627	0.8140
0.3742	12.4746	736	0.6226	0.5014	0.6226	0.7891
0.3742	12.5085	738	0.6193	0.5362	0.6193	0.7870
0.3742	12.5424	740	0.6673	0.5083	0.6673	0.8169
0.3742	12.5763	742	0.7748	0.4346	0.7748	0.8802
0.3742	12.6102	744	0.8359	0.4813	0.8359	0.9143
0.3742	12.6441	746	0.7885	0.4116	0.7885	0.8880
0.3742	12.6780	748	0.7043	0.4074	0.7043	0.8392
0.3742	12.7119	750	0.6857	0.3907	0.6857	0.8280
0.3742	12.7458	752	0.6625	0.3733	0.6625	0.8140
0.3742	12.7797	754	0.6589	0.3733	0.6589	0.8118
0.3742	12.8136	756	0.6701	0.4074	0.6701	0.8186
0.3742	12.8475	758	0.6657	0.3907	0.6657	0.8159
0.3742	12.8814	760	0.6350	0.4112	0.6350	0.7969
0.3742	12.9153	762	0.6341	0.4101	0.6341	0.7963
0.3742	12.9492	764	0.6836	0.4522	0.6836	0.8268
0.3742	12.9831	766	0.6856	0.4935	0.6856	0.8280
0.3742	13.0169	768	0.6397	0.4842	0.6397	0.7998
0.3742	13.0508	770	0.5950	0.4874	0.5950	0.7713
0.3742	13.0847	772	0.5875	0.5503	0.5875	0.7665
0.3742	13.1186	774	0.5872	0.5484	0.5872	0.7663
0.3742	13.1525	776	0.5959	0.5323	0.5959	0.7719
0.3742	13.1864	778	0.6663	0.5007	0.6663	0.8163
0.3742	13.2203	780	0.7393	0.4969	0.7393	0.8598
0.3742	13.2542	782	0.7082	0.4969	0.7082	0.8415
0.3742	13.2881	784	0.6598	0.4589	0.6598	0.8123
0.3742	13.3220	786	0.6112	0.4261	0.6112	0.7818
0.3742	13.3559	788	0.5781	0.4533	0.5781	0.7603
0.3742	13.3898	790	0.5725	0.4668	0.5725	0.7566
0.3742	13.4237	792	0.5823	0.4712	0.5823	0.7631
0.3742	13.4576	794	0.5983	0.5122	0.5983	0.7735
0.3742	13.4915	796	0.5988	0.5122	0.5988	0.7738
0.3742	13.5254	798	0.6210	0.4783	0.6210	0.7881
0.3742	13.5593	800	0.6163	0.4794	0.6163	0.7850
0.3742	13.5932	802	0.5988	0.4531	0.5988	0.7738
0.3742	13.6271	804	0.5855	0.4531	0.5855	0.7652
0.3742	13.6610	806	0.5785	0.4842	0.5785	0.7606
0.3742	13.6949	808	0.5831	0.4442	0.5831	0.7636
0.3742	13.7288	810	0.5992	0.4839	0.5992	0.7741
0.3742	13.7627	812	0.6030	0.4839	0.6030	0.7766
0.3742	13.7966	814	0.5894	0.4490	0.5894	0.7677
0.3742	13.8305	816	0.5914	0.4490	0.5914	0.7690
0.3742	13.8644	818	0.5950	0.4490	0.5950	0.7714
0.3742	13.8983	820	0.6106	0.4746	0.6106	0.7814
0.3742	13.9322	822	0.6293	0.4754	0.6293	0.7933
0.3742	13.9661	824	0.6451	0.4611	0.6451	0.8032
0.3742	14.0	826	0.6494	0.4578	0.6494	0.8059
0.3742	14.0339	828	0.6249	0.4187	0.6249	0.7905
0.3742	14.0678	830	0.6007	0.4815	0.6007	0.7751
0.3742	14.1017	832	0.6217	0.4193	0.6217	0.7885
0.3742	14.1356	834	0.6424	0.4374	0.6424	0.8015
0.3742	14.1695	836	0.6151	0.4528	0.6151	0.7843
0.3742	14.2034	838	0.5923	0.5188	0.5923	0.7696
0.3742	14.2373	840	0.6380	0.4634	0.6380	0.7988
0.3742	14.2712	842	0.6802	0.4987	0.6802	0.8247
0.3742	14.3051	844	0.6805	0.5084	0.6805	0.8249
0.3742	14.3390	846	0.6955	0.4987	0.6955	0.8340
0.3742	14.3729	848	0.6434	0.4605	0.6434	0.8021
0.3742	14.4068	850	0.5940	0.4357	0.5940	0.7707
0.3742	14.4407	852	0.5861	0.4783	0.5861	0.7655
0.3742	14.4746	854	0.5856	0.4424	0.5856	0.7652
0.3742	14.5085	856	0.6035	0.4516	0.6035	0.7769
0.3742	14.5424	858	0.6451	0.4469	0.6451	0.8032
0.3742	14.5763	860	0.6481	0.4469	0.6481	0.8051
0.3742	14.6102	862	0.6175	0.4695	0.6175	0.7858
0.3742	14.6441	864	0.5913	0.4909	0.5913	0.7690
0.3742	14.6780	866	0.5823	0.4644	0.5823	0.7631
0.3742	14.7119	868	0.5905	0.5006	0.5905	0.7684
0.3742	14.7458	870	0.5986	0.4712	0.5986	0.7737
0.3742	14.7797	872	0.5790	0.5181	0.5790	0.7609
0.3742	14.8136	874	0.5746	0.5282	0.5746	0.7581
0.3742	14.8475	876	0.5925	0.5321	0.5925	0.7697
0.3742	14.8814	878	0.6330	0.4714	0.6330	0.7956
0.3742	14.9153	880	0.6533	0.4895	0.6533	0.8083
0.3742	14.9492	882	0.6274	0.4850	0.6274	0.7921
0.3742	14.9831	884	0.6142	0.5117	0.6142	0.7837
0.3742	15.0169	886	0.6155	0.5190	0.6155	0.7845
0.3742	15.0508	888	0.6017	0.5472	0.6017	0.7757
0.3742	15.0847	890	0.6124	0.5397	0.6124	0.7825
0.3742	15.1186	892	0.6208	0.5307	0.6208	0.7879
0.3742	15.1525	894	0.6130	0.5307	0.6130	0.7829
0.3742	15.1864	896	0.6133	0.5307	0.6133	0.7832
0.3742	15.2203	898	0.6103	0.5253	0.6103	0.7812
0.3742	15.2542	900	0.6169	0.5261	0.6169	0.7854
0.3742	15.2881	902	0.6092	0.5261	0.6092	0.7805
0.3742	15.3220	904	0.6049	0.5144	0.6049	0.7777
0.3742	15.3559	906	0.6190	0.5077	0.6190	0.7867
0.3742	15.3898	908	0.6285	0.5243	0.6285	0.7928
0.3742	15.4237	910	0.6431	0.5620	0.6431	0.8019
0.3742	15.4576	912	0.6844	0.5057	0.6844	0.8273
0.3742	15.4915	914	0.7018	0.5043	0.7018	0.8377
0.3742	15.5254	916	0.6662	0.5068	0.6662	0.8162
0.3742	15.5593	918	0.6597	0.5068	0.6597	0.8122
0.3742	15.5932	920	0.6547	0.4884	0.6547	0.8091
0.3742	15.6271	922	0.6340	0.4930	0.6340	0.7962
0.3742	15.6610	924	0.6111	0.4724	0.6111	0.7817
0.3742	15.6949	926	0.5918	0.4578	0.5918	0.7693
0.3742	15.7288	928	0.5899	0.4816	0.5899	0.7680
0.3742	15.7627	930	0.5993	0.5096	0.5993	0.7741
0.3742	15.7966	932	0.6248	0.5113	0.6248	0.7904
0.3742	15.8305	934	0.6389	0.5128	0.6389	0.7993
0.3742	15.8644	936	0.6344	0.4857	0.6344	0.7965
0.3742	15.8983	938	0.6210	0.5162	0.6210	0.7881
0.3742	15.9322	940	0.6144	0.4728	0.6144	0.7838
0.3742	15.9661	942	0.5873	0.3982	0.5873	0.7664
0.3742	16.0	944	0.5795	0.3878	0.5795	0.7612
0.3742	16.0339	946	0.5782	0.3916	0.5782	0.7604
0.3742	16.0678	948	0.5850	0.4273	0.5850	0.7648
0.3742	16.1017	950	0.5998	0.4724	0.5998	0.7745
0.3742	16.1356	952	0.6271	0.4907	0.6271	0.7919
0.3742	16.1695	954	0.6676	0.4799	0.6676	0.8171
0.3742	16.2034	956	0.6535	0.4912	0.6535	0.8084
0.3742	16.2373	958	0.6461	0.4924	0.6461	0.8038
0.3742	16.2712	960	0.6468	0.5076	0.6468	0.8042
0.3742	16.3051	962	0.6233	0.4960	0.6233	0.7895
0.3742	16.3390	964	0.6155	0.4390	0.6155	0.7845
0.3742	16.3729	966	0.6053	0.4183	0.6053	0.7780
0.3742	16.4068	968	0.5959	0.4289	0.5959	0.7720
0.3742	16.4407	970	0.5892	0.3992	0.5892	0.7676
0.3742	16.4746	972	0.5878	0.3750	0.5878	0.7667
0.3742	16.5085	974	0.5987	0.4088	0.5987	0.7737
0.3742	16.5424	976	0.6297	0.4046	0.6297	0.7936
0.3742	16.5763	978	0.7015	0.4426	0.7015	0.8376
0.3742	16.6102	980	0.7986	0.4345	0.7986	0.8936
0.3742	16.6441	982	0.8505	0.4530	0.8505	0.9223
0.3742	16.6780	984	0.8661	0.4522	0.8661	0.9307
0.3742	16.7119	986	0.8286	0.4633	0.8286	0.9103
0.3742	16.7458	988	0.7841	0.4441	0.7841	0.8855
0.3742	16.7797	990	0.7511	0.4337	0.7511	0.8666
0.3742	16.8136	992	0.6991	0.4381	0.6991	0.8361
0.3742	16.8475	994	0.6421	0.4324	0.6421	0.8013
0.3742	16.8814	996	0.6367	0.4515	0.6367	0.7980
0.3742	16.9153	998	0.6562	0.4381	0.6562	0.8101
0.0688	16.9492	1000	0.6999	0.4568	0.6999	0.8366
0.0688	16.9831	1002	0.7397	0.4731	0.7397	0.8600
0.0688	17.0169	1004	0.7376	0.4731	0.7376	0.8589
0.0688	17.0508	1006	0.6975	0.4690	0.6975	0.8352
0.0688	17.0847	1008	0.6399	0.4837	0.6399	0.7999
0.0688	17.1186	1010	0.6059	0.4539	0.6059	0.7784
0.0688	17.1525	1012	0.6169	0.4515	0.6169	0.7855
0.0688	17.1864	1014	0.6328	0.4548	0.6328	0.7955
0.0688	17.2203	1016	0.6471	0.4668	0.6471	0.8044
0.0688	17.2542	1018	0.6186	0.4455	0.6186	0.7865
0.0688	17.2881	1020	0.5951	0.4805	0.5951	0.7714
0.0688	17.3220	1022	0.6025	0.4704	0.6025	0.7762
0.0688	17.3559	1024	0.6019	0.4794	0.6019	0.7758
0.0688	17.3898	1026	0.5891	0.4857	0.5891	0.7676
0.0688	17.4237	1028	0.5924	0.4857	0.5924	0.7697
0.0688	17.4576	1030	0.6075	0.4921	0.6075	0.7794
0.0688	17.4915	1032	0.6063	0.4857	0.6063	0.7786
0.0688	17.5254	1034	0.6025	0.4950	0.6025	0.7762
0.0688	17.5593	1036	0.6076	0.5289	0.6076	0.7795
0.0688	17.5932	1038	0.6015	0.5006	0.6015	0.7755
0.0688	17.6271	1040	0.5847	0.4514	0.5847	0.7647
0.0688	17.6610	1042	0.5782	0.4614	0.5782	0.7604
0.0688	17.6949	1044	0.5890	0.4603	0.5890	0.7675
0.0688	17.7288	1046	0.6114	0.4637	0.6114	0.7820
0.0688	17.7627	1048	0.6075	0.4637	0.6075	0.7794
0.0688	17.7966	1050	0.5894	0.4521	0.5894	0.7677
0.0688	17.8305	1052	0.5982	0.5384	0.5982	0.7734
0.0688	17.8644	1054	0.6251	0.4824	0.6251	0.7907
0.0688	17.8983	1056	0.6211	0.5060	0.6211	0.7881
0.0688	17.9322	1058	0.6035	0.5103	0.6035	0.7769
0.0688	17.9661	1060	0.5846	0.5630	0.5846	0.7646
0.0688	18.0	1062	0.5784	0.5507	0.5784	0.7605
0.0688	18.0339	1064	0.5922	0.4958	0.5922	0.7695
0.0688	18.0678	1066	0.5961	0.4779	0.5961	0.7721
0.0688	18.1017	1068	0.5831	0.5146	0.5831	0.7636
0.0688	18.1356	1070	0.5780	0.5843	0.5780	0.7602
0.0688	18.1695	1072	0.5770	0.5842	0.5770	0.7596
0.0688	18.2034	1074	0.5695	0.5493	0.5695	0.7547
0.0688	18.2373	1076	0.5642	0.5012	0.5642	0.7511
0.0688	18.2712	1078	0.5862	0.4769	0.5862	0.7657
0.0688	18.3051	1080	0.6085	0.4507	0.6085	0.7800
0.0688	18.3390	1082	0.6239	0.4434	0.6239	0.7898
0.0688	18.3729	1084	0.6444	0.4427	0.6444	0.8028
0.0688	18.4068	1086	0.6201	0.4787	0.6200	0.7874
0.0688	18.4407	1088	0.5929	0.4999	0.5929	0.7700
0.0688	18.4746	1090	0.5672	0.5347	0.5672	0.7531
0.0688	18.5085	1092	0.5631	0.5718	0.5631	0.7504
0.0688	18.5424	1094	0.5755	0.5815	0.5755	0.7586
0.0688	18.5763	1096	0.5859	0.5676	0.5859	0.7654
0.0688	18.6102	1098	0.6115	0.5712	0.6115	0.7820
0.0688	18.6441	1100	0.6229	0.5640	0.6229	0.7892
0.0688	18.6780	1102	0.6227	0.5860	0.6227	0.7891
0.0688	18.7119	1104	0.6254	0.624	0.6254	0.7908
0.0688	18.7458	1106	0.6341	0.5816	0.6341	0.7963
0.0688	18.7797	1108	0.6333	0.5816	0.6333	0.7958
0.0688	18.8136	1110	0.6140	0.5953	0.6140	0.7836
0.0688	18.8475	1112	0.6343	0.5281	0.6343	0.7964
0.0688	18.8814	1114	0.7013	0.5125	0.7013	0.8374
0.0688	18.9153	1116	0.7885	0.4590	0.7885	0.8880
0.0688	18.9492	1118	0.7920	0.4267	0.7920	0.8899
0.0688	18.9831	1120	0.7500	0.4846	0.7500	0.8660
0.0688	19.0169	1122	0.6853	0.4687	0.6853	0.8278
0.0688	19.0508	1124	0.6170	0.4815	0.6170	0.7855
0.0688	19.0847	1126	0.5854	0.5642	0.5854	0.7651
0.0688	19.1186	1128	0.5962	0.5682	0.5962	0.7722
0.0688	19.1525	1130	0.6283	0.5178	0.6283	0.7927
0.0688	19.1864	1132	0.7183	0.4982	0.7183	0.8475
0.0688	19.2203	1134	0.7741	0.5055	0.7741	0.8798
0.0688	19.2542	1136	0.7745	0.5055	0.7745	0.8801
0.0688	19.2881	1138	0.7280	0.5296	0.7280	0.8532
0.0688	19.3220	1140	0.6471	0.5198	0.6471	0.8044
0.0688	19.3559	1142	0.6004	0.4655	0.6004	0.7748
0.0688	19.3898	1144	0.5858	0.4641	0.5858	0.7654
0.0688	19.4237	1146	0.6048	0.4508	0.6048	0.7777
0.0688	19.4576	1148	0.6611	0.5034	0.6611	0.8131
0.0688	19.4915	1150	0.7651	0.4846	0.7651	0.8747
0.0688	19.5254	1152	0.8086	0.4871	0.8086	0.8992
0.0688	19.5593	1154	0.7747	0.4835	0.7747	0.8802
0.0688	19.5932	1156	0.7153	0.5034	0.7153	0.8458
0.0688	19.6271	1158	0.6538	0.4515	0.6538	0.8086
0.0688	19.6610	1160	0.6188	0.5033	0.6188	0.7866
0.0688	19.6949	1162	0.5943	0.5434	0.5943	0.7709
0.0688	19.7288	1164	0.5820	0.5768	0.5820	0.7629
0.0688	19.7627	1166	0.5688	0.5165	0.5688	0.7542
0.0688	19.7966	1168	0.5513	0.5440	0.5513	0.7425
0.0688	19.8305	1170	0.5548	0.5284	0.5548	0.7449
0.0688	19.8644	1172	0.5588	0.5148	0.5588	0.7475
0.0688	19.8983	1174	0.5786	0.4564	0.5786	0.7607
0.0688	19.9322	1176	0.5941	0.4434	0.5941	0.7708
0.0688	19.9661	1178	0.6011	0.4434	0.6011	0.7753
0.0688	20.0	1180	0.5806	0.4630	0.5806	0.7620
0.0688	20.0339	1182	0.5661	0.4409	0.5661	0.7524
0.0688	20.0678	1184	0.5504	0.4853	0.5504	0.7419
0.0688	20.1017	1186	0.5375	0.5291	0.5375	0.7332
0.0688	20.1356	1188	0.5358	0.5697	0.5358	0.7320
0.0688	20.1695	1190	0.5576	0.4783	0.5576	0.7467
0.0688	20.2034	1192	0.5614	0.4691	0.5614	0.7493
0.0688	20.2373	1194	0.5652	0.5397	0.5652	0.7518
0.0688	20.2712	1196	0.5930	0.4932	0.5930	0.7701
0.0688	20.3051	1198	0.6207	0.5158	0.6207	0.7879
0.0688	20.3390	1200	0.6107	0.4754	0.6107	0.7815
0.0688	20.3729	1202	0.5663	0.5121	0.5663	0.7526
0.0688	20.4068	1204	0.5480	0.4630	0.5480	0.7403
0.0688	20.4407	1206	0.5471	0.4723	0.5471	0.7397
0.0688	20.4746	1208	0.5466	0.4900	0.5466	0.7394
0.0688	20.5085	1210	0.5494	0.5188	0.5494	0.7412
0.0688	20.5424	1212	0.5928	0.4833	0.5928	0.7700
0.0688	20.5763	1214	0.7070	0.4776	0.7070	0.8408
0.0688	20.6102	1216	0.8177	0.4908	0.8177	0.9043
0.0688	20.6441	1218	0.8847	0.4728	0.8847	0.9406
0.0688	20.6780	1220	0.8832	0.4851	0.8832	0.9398
0.0688	20.7119	1222	0.8152	0.4701	0.8152	0.9029
0.0688	20.7458	1224	0.7643	0.4739	0.7643	0.8743
0.0688	20.7797	1226	0.7091	0.4809	0.7091	0.8421
0.0688	20.8136	1228	0.6890	0.5062	0.6890	0.8300
0.0688	20.8475	1230	0.6909	0.5046	0.6909	0.8312
0.0688	20.8814	1232	0.6553	0.5362	0.6553	0.8095
0.0688	20.9153	1234	0.6212	0.5441	0.6212	0.7882
0.0688	20.9492	1236	0.5811	0.5663	0.5811	0.7623
0.0688	20.9831	1238	0.5607	0.5851	0.5607	0.7488
0.0688	21.0169	1240	0.5425	0.5547	0.5425	0.7366
0.0688	21.0508	1242	0.5343	0.5506	0.5343	0.7309
0.0688	21.0847	1244	0.5425	0.5668	0.5425	0.7365
0.0688	21.1186	1246	0.5700	0.5725	0.5700	0.7550
0.0688	21.1525	1248	0.5868	0.5463	0.5868	0.7660
0.0688	21.1864	1250	0.6167	0.5310	0.6167	0.7853
0.0688	21.2203	1252	0.6533	0.5103	0.6533	0.8083
0.0688	21.2542	1254	0.6629	0.5020	0.6629	0.8142
0.0688	21.2881	1256	0.6226	0.5072	0.6226	0.7890
0.0688	21.3220	1258	0.5886	0.4794	0.5886	0.7672
0.0688	21.3559	1260	0.5911	0.4552	0.5911	0.7688
0.0688	21.3898	1262	0.6194	0.5087	0.6194	0.7870
0.0688	21.4237	1264	0.6461	0.4987	0.6461	0.8038
0.0688	21.4576	1266	0.6607	0.4901	0.6607	0.8128
0.0688	21.4915	1268	0.6342	0.5242	0.6342	0.7964
0.0688	21.5254	1270	0.5914	0.4973	0.5914	0.7690
0.0688	21.5593	1272	0.5663	0.5539	0.5663	0.7525
0.0688	21.5932	1274	0.5573	0.5610	0.5573	0.7465
0.0688	21.6271	1276	0.5555	0.5717	0.5555	0.7453
0.0688	21.6610	1278	0.5593	0.5378	0.5593	0.7479
0.0688	21.6949	1280	0.5734	0.4978	0.5734	0.7572
0.0688	21.7288	1282	0.5807	0.4721	0.5807	0.7620
0.0688	21.7627	1284	0.5672	0.4709	0.5672	0.7531
0.0688	21.7966	1286	0.5683	0.4320	0.5683	0.7539
0.0688	21.8305	1288	0.5905	0.4662	0.5905	0.7685
0.0688	21.8644	1290	0.6337	0.4665	0.6337	0.7960
0.0688	21.8983	1292	0.6521	0.4804	0.6521	0.8075
0.0688	21.9322	1294	0.6474	0.4804	0.6474	0.8046
0.0688	21.9661	1296	0.6005	0.4733	0.6005	0.7749
0.0688	22.0	1298	0.5691	0.5216	0.5691	0.7544
0.0688	22.0339	1300	0.5630	0.5403	0.5630	0.7503
0.0688	22.0678	1302	0.5609	0.5100	0.5609	0.7490
0.0688	22.1017	1304	0.5585	0.5293	0.5585	0.7473
0.0688	22.1356	1306	0.5707	0.5064	0.5707	0.7554
0.0688	22.1695	1308	0.5908	0.4787	0.5908	0.7686
0.0688	22.2034	1310	0.5947	0.4539	0.5947	0.7712
0.0688	22.2373	1312	0.6004	0.4684	0.6004	0.7748
0.0688	22.2712	1314	0.5847	0.4705	0.5847	0.7646
0.0688	22.3051	1316	0.5579	0.5486	0.5579	0.7470
0.0688	22.3390	1318	0.5393	0.5650	0.5393	0.7344
0.0688	22.3729	1320	0.5435	0.5733	0.5435	0.7373
0.0688	22.4068	1322	0.5754	0.5351	0.5754	0.7586
0.0688	22.4407	1324	0.6354	0.5072	0.6354	0.7971
0.0688	22.4746	1326	0.6615	0.5405	0.6615	0.8133
0.0688	22.5085	1328	0.6477	0.5132	0.6477	0.8048
0.0688	22.5424	1330	0.6418	0.5087	0.6418	0.8011
0.0688	22.5763	1332	0.6095	0.4804	0.6095	0.7807
0.0688	22.6102	1334	0.5686	0.5027	0.5686	0.7540
0.0688	22.6441	1336	0.5534	0.5537	0.5534	0.7439
0.0688	22.6780	1338	0.5521	0.5605	0.5521	0.7430
0.0688	22.7119	1340	0.5485	0.5288	0.5485	0.7406
0.0688	22.7458	1342	0.5557	0.5943	0.5557	0.7454
0.0688	22.7797	1344	0.5639	0.5943	0.5639	0.7509
0.0688	22.8136	1346	0.5736	0.5879	0.5736	0.7574
0.0688	22.8475	1348	0.5728	0.5881	0.5728	0.7568
0.0688	22.8814	1350	0.5684	0.5602	0.5684	0.7539
0.0688	22.9153	1352	0.5604	0.5692	0.5604	0.7486
0.0688	22.9492	1354	0.5632	0.5428	0.5632	0.7504
0.0688	22.9831	1356	0.5759	0.5333	0.5759	0.7589
0.0688	23.0169	1358	0.5763	0.5121	0.5763	0.7592
0.0688	23.0508	1360	0.5853	0.5048	0.5853	0.7650
0.0688	23.0847	1362	0.5941	0.5048	0.5941	0.7708
0.0688	23.1186	1364	0.6011	0.5048	0.6011	0.7753
0.0688	23.1525	1366	0.5912	0.4788	0.5912	0.7689
0.0688	23.1864	1368	0.5868	0.5056	0.5868	0.7660
0.0688	23.2203	1370	0.5868	0.5006	0.5868	0.7660
0.0688	23.2542	1372	0.5740	0.5130	0.5740	0.7576
0.0688	23.2881	1374	0.5735	0.5570	0.5735	0.7573
0.0688	23.3220	1376	0.5803	0.5866	0.5803	0.7618
0.0688	23.3559	1378	0.5817	0.5751	0.5817	0.7627
0.0688	23.3898	1380	0.5733	0.6093	0.5733	0.7572
0.0688	23.4237	1382	0.5714	0.5628	0.5714	0.7559
0.0688	23.4576	1384	0.5765	0.5693	0.5765	0.7593
0.0688	23.4915	1386	0.5940	0.5312	0.5940	0.7707
0.0688	23.5254	1388	0.5898	0.5391	0.5898	0.7680
0.0688	23.5593	1390	0.5604	0.5536	0.5604	0.7486
0.0688	23.5932	1392	0.5415	0.5122	0.5415	0.7359
0.0688	23.6271	1394	0.5371	0.5524	0.5371	0.7329
0.0688	23.6610	1396	0.5521	0.5409	0.5521	0.7430
0.0688	23.6949	1398	0.5866	0.4890	0.5866	0.7659
0.0688	23.7288	1400	0.5892	0.4928	0.5892	0.7676
0.0688	23.7627	1402	0.5736	0.5161	0.5736	0.7574
0.0688	23.7966	1404	0.5752	0.5025	0.5752	0.7584
0.0688	23.8305	1406	0.5832	0.4822	0.5832	0.7637
0.0688	23.8644	1408	0.5855	0.4984	0.5855	0.7652
0.0688	23.8983	1410	0.5871	0.5427	0.5871	0.7662
0.0688	23.9322	1412	0.5939	0.5655	0.5939	0.7706
0.0688	23.9661	1414	0.6054	0.5867	0.6054	0.7781
0.0688	24.0	1416	0.6241	0.5416	0.6241	0.7900
0.0688	24.0339	1418	0.6045	0.5512	0.6045	0.7775
0.0688	24.0678	1420	0.5856	0.5666	0.5856	0.7652
0.0688	24.1017	1422	0.5793	0.5323	0.5793	0.7611
0.0688	24.1356	1424	0.5948	0.4985	0.5948	0.7712
0.0688	24.1695	1426	0.6258	0.4787	0.6258	0.7911
0.0688	24.2034	1428	0.6753	0.4585	0.6753	0.8217
0.0688	24.2373	1430	0.7012	0.4585	0.7012	0.8374
0.0688	24.2712	1432	0.7137	0.4337	0.7137	0.8448
0.0688	24.3051	1434	0.7110	0.4337	0.7110	0.8432
0.0688	24.3390	1436	0.7173	0.4337	0.7173	0.8470
0.0688	24.3729	1438	0.7320	0.4780	0.7320	0.8556
0.0688	24.4068	1440	0.7503	0.4620	0.7503	0.8662
0.0688	24.4407	1442	0.7398	0.4824	0.7398	0.8601
0.0688	24.4746	1444	0.7525	0.4813	0.7525	0.8674
0.0688	24.5085	1446	0.7133	0.4668	0.7133	0.8446
0.0688	24.5424	1448	0.6904	0.4707	0.6904	0.8309
0.0688	24.5763	1450	0.6765	0.4798	0.6765	0.8225
0.0688	24.6102	1452	0.6908	0.4798	0.6908	0.8312
0.0688	24.6441	1454	0.7249	0.4898	0.7249	0.8514
0.0688	24.6780	1456	0.7405	0.4772	0.7405	0.8605
0.0688	24.7119	1458	0.7419	0.4581	0.7419	0.8613
0.0688	24.7458	1460	0.7254	0.4749	0.7254	0.8517
0.0688	24.7797	1462	0.6696	0.5260	0.6696	0.8183
0.0688	24.8136	1464	0.6295	0.5377	0.6295	0.7934
0.0688	24.8475	1466	0.6306	0.5589	0.6306	0.7941
0.0688	24.8814	1468	0.6366	0.5589	0.6366	0.7979
0.0688	24.9153	1470	0.6203	0.5798	0.6203	0.7876
0.0688	24.9492	1472	0.6111	0.5838	0.6111	0.7817
0.0688	24.9831	1474	0.5983	0.5991	0.5983	0.7735
0.0688	25.0169	1476	0.5922	0.5768	0.5922	0.7695
0.0688	25.0508	1478	0.6087	0.5650	0.6087	0.7802
0.0688	25.0847	1480	0.6378	0.5006	0.6378	0.7986
0.0688	25.1186	1482	0.6557	0.5090	0.6557	0.8097
0.0688	25.1525	1484	0.6557	0.5238	0.6557	0.8098
0.0688	25.1864	1486	0.6671	0.5388	0.6671	0.8167
0.0688	25.2203	1488	0.6794	0.5512	0.6794	0.8243
0.0688	25.2542	1490	0.6946	0.4657	0.6946	0.8334
0.0688	25.2881	1492	0.6945	0.4412	0.6945	0.8334
0.0688	25.3220	1494	0.6800	0.4257	0.6800	0.8246
0.0688	25.3559	1496	0.6585	0.4452	0.6585	0.8115
0.0688	25.3898	1498	0.6735	0.4751	0.6735	0.8207
0.051	25.4237	1500	0.7019	0.5156	0.7019	0.8378
0.051	25.4576	1502	0.7023	0.5465	0.7023	0.8380
0.051	25.4915	1504	0.6540	0.5178	0.6540	0.8087
0.051	25.5254	1506	0.5986	0.5472	0.5986	0.7737
0.051	25.5593	1508	0.5904	0.6104	0.5904	0.7684
0.051	25.5932	1510	0.5842	0.6043	0.5842	0.7644
0.051	25.6271	1512	0.5952	0.6099	0.5952	0.7715
0.051	25.6610	1514	0.6068	0.5820	0.6068	0.7790
0.051	25.6949	1516	0.6090	0.5472	0.6090	0.7804
0.051	25.7288	1518	0.5929	0.5490	0.5929	0.7700
0.051	25.7627	1520	0.5754	0.5605	0.5754	0.7585
0.051	25.7966	1522	0.5611	0.5487	0.5611	0.7491
0.051	25.8305	1524	0.5637	0.5397	0.5637	0.7508
0.051	25.8644	1526	0.5930	0.5563	0.5930	0.7701
0.051	25.8983	1528	0.6057	0.5521	0.6057	0.7783
0.051	25.9322	1530	0.6095	0.5440	0.6095	0.7807
0.051	25.9661	1532	0.5898	0.5536	0.5898	0.7680
0.051	26.0	1534	0.5781	0.5428	0.5781	0.7604
0.051	26.0339	1536	0.5740	0.4951	0.5740	0.7577
0.051	26.0678	1538	0.5802	0.5013	0.5802	0.7617
0.051	26.1017	1540	0.5976	0.5069	0.5976	0.7730
0.051	26.1356	1542	0.6146	0.5257	0.6146	0.7839
0.051	26.1695	1544	0.6260	0.5303	0.6260	0.7912
0.051	26.2034	1546	0.6064	0.5257	0.6064	0.7787
0.051	26.2373	1548	0.5797	0.5048	0.5797	0.7614
0.051	26.2712	1550	0.5579	0.4658	0.5579	0.7469
0.051	26.3051	1552	0.5481	0.4807	0.5481	0.7403
0.051	26.3390	1554	0.5522	0.4847	0.5522	0.7431
0.051	26.3729	1556	0.5617	0.4874	0.5617	0.7495

Framework versions

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