ArabicNewSplits7_usingALLEssays_FineTuningAraBERT_run1_AugV5_k4_task1_organization

This model is a fine-tuned version of aubmindlab/bert-base-arabertv02 on the None dataset. It achieves the following results on the evaluation set:

• Loss: 0.7785
• Qwk: 0.7222
• Mse: 0.7785
• Rmse: 0.8823

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	0.1053	2	6.6196	0.0308	6.6196	2.5728
No log	0.2105	4	4.2084	0.0769	4.2084	2.0514
No log	0.3158	6	2.8834	0.0732	2.8834	1.6981
No log	0.4211	8	2.4721	0.0839	2.4721	1.5723
No log	0.5263	10	2.3789	0.1014	2.3789	1.5424
No log	0.6316	12	2.0284	0.2047	2.0284	1.4242
No log	0.7368	14	1.9229	0.2276	1.9229	1.3867
No log	0.8421	16	1.8198	0.2857	1.8198	1.3490
No log	0.9474	18	2.3084	0.1879	2.3084	1.5194
No log	1.0526	20	3.2105	0.1130	3.2105	1.7918
No log	1.1579	22	2.8453	0.0970	2.8453	1.6868
No log	1.2632	24	2.1226	0.2517	2.1226	1.4569
No log	1.3684	26	1.9139	0.3333	1.9139	1.3834
No log	1.4737	28	2.0409	0.1912	2.0409	1.4286
No log	1.5789	30	2.3448	0.2384	2.3448	1.5313
No log	1.6842	32	2.6633	0.1146	2.6633	1.6320
No log	1.7895	34	2.6964	0.1125	2.6964	1.6421
No log	1.8947	36	2.1503	0.2897	2.1503	1.4664
No log	2.0	38	1.5767	0.3729	1.5767	1.2557
No log	2.1053	40	1.5190	0.3158	1.5190	1.2325
No log	2.2105	42	1.4986	0.3902	1.4986	1.2242
No log	2.3158	44	1.8482	0.2676	1.8482	1.3595
No log	2.4211	46	2.1136	0.2483	2.1136	1.4538
No log	2.5263	48	2.1500	0.2483	2.1500	1.4663
No log	2.6316	50	1.9547	0.2797	1.9547	1.3981
No log	2.7368	52	2.1753	0.2568	2.1753	1.4749
No log	2.8421	54	2.1346	0.25	2.1346	1.4610
No log	2.9474	56	2.1658	0.2781	2.1658	1.4717
No log	3.0526	58	2.0754	0.2721	2.0754	1.4406
No log	3.1579	60	1.7178	0.375	1.7178	1.3106
No log	3.2632	62	1.4883	0.4857	1.4883	1.2199
No log	3.3684	64	1.3561	0.5390	1.3561	1.1645
No log	3.4737	66	1.3043	0.5211	1.3043	1.1420
No log	3.5789	68	1.4066	0.5106	1.4066	1.1860
No log	3.6842	70	1.8524	0.4192	1.8524	1.3610
No log	3.7895	72	2.3680	0.3061	2.3680	1.5388
No log	3.8947	74	2.6067	0.2609	2.6067	1.6145
No log	4.0	76	1.9648	0.4375	1.9648	1.4017
No log	4.1053	78	1.2627	0.5217	1.2627	1.1237
No log	4.2105	80	1.0871	0.4923	1.0871	1.0426
No log	4.3158	82	1.0893	0.4921	1.0893	1.0437
No log	4.4211	84	1.2508	0.4853	1.2508	1.1184
No log	4.5263	86	1.8075	0.3636	1.8075	1.3444
No log	4.6316	88	1.9965	0.3067	1.9965	1.4130
No log	4.7368	90	1.7714	0.4295	1.7714	1.3310
No log	4.8421	92	1.0831	0.5362	1.0831	1.0407
No log	4.9474	94	0.9799	0.5612	0.9799	0.9899
No log	5.0526	96	1.0874	0.5333	1.0874	1.0428
No log	5.1579	98	1.2488	0.4892	1.2488	1.1175
No log	5.2632	100	1.2890	0.5548	1.2890	1.1353
No log	5.3684	102	1.2066	0.5714	1.2066	1.0985
No log	5.4737	104	1.2521	0.5595	1.2521	1.1190
No log	5.5789	106	1.2886	0.5814	1.2886	1.1352
No log	5.6842	108	1.3249	0.5576	1.3249	1.1510
No log	5.7895	110	1.2634	0.5921	1.2634	1.1240
No log	5.8947	112	1.1508	0.5874	1.1508	1.0728
No log	6.0	114	0.9826	0.6345	0.9826	0.9912
No log	6.1053	116	0.8851	0.6571	0.8851	0.9408
No log	6.2105	118	0.8507	0.6861	0.8507	0.9223
No log	6.3158	120	0.8375	0.6667	0.8375	0.9152
No log	6.4211	122	0.9818	0.6849	0.9818	0.9908
No log	6.5263	124	1.3778	0.4966	1.3778	1.1738
No log	6.6316	126	1.3236	0.5098	1.3236	1.1505
No log	6.7368	128	1.0215	0.6358	1.0215	1.0107
No log	6.8421	130	0.7753	0.7550	0.7753	0.8805
No log	6.9474	132	0.7502	0.7815	0.7502	0.8661
No log	7.0526	134	0.7747	0.7821	0.7747	0.8802
No log	7.1579	136	0.9814	0.6447	0.9814	0.9906
No log	7.2632	138	1.3730	0.5233	1.3730	1.1718
No log	7.3684	140	1.3999	0.5233	1.3999	1.1832
No log	7.4737	142	1.1937	0.5789	1.1937	1.0925
No log	7.5789	144	0.9330	0.6486	0.9330	0.9659
No log	7.6842	146	0.9084	0.6483	0.9084	0.9531
No log	7.7895	148	0.9027	0.6575	0.9027	0.9501
No log	7.8947	150	0.9126	0.6842	0.9126	0.9553
No log	8.0	152	0.9523	0.6447	0.9523	0.9758
No log	8.1053	154	0.9587	0.6323	0.9587	0.9791
No log	8.2105	156	1.0496	0.6104	1.0496	1.0245
No log	8.3158	158	1.1545	0.5904	1.1545	1.0745
No log	8.4211	160	1.1376	0.5697	1.1376	1.0666
No log	8.5263	162	0.9889	0.6013	0.9889	0.9944
No log	8.6316	164	0.9222	0.5833	0.9222	0.9603
No log	8.7368	166	0.8412	0.6475	0.8412	0.9172
No log	8.8421	168	0.8499	0.6294	0.8499	0.9219
No log	8.9474	170	0.9851	0.6027	0.9851	0.9925
No log	9.0526	172	1.2273	0.5443	1.2273	1.1078
No log	9.1579	174	1.6429	0.5556	1.6429	1.2818
No log	9.2632	176	1.7877	0.5222	1.7877	1.3370
No log	9.3684	178	1.2306	0.5195	1.2306	1.1093
No log	9.4737	180	0.7972	0.6522	0.7972	0.8929
No log	9.5789	182	0.7946	0.7234	0.7946	0.8914
No log	9.6842	184	0.8284	0.6423	0.8284	0.9102
No log	9.7895	186	0.7893	0.6763	0.7893	0.8884
No log	9.8947	188	0.7175	0.7183	0.7175	0.8470
No log	10.0	190	0.6797	0.7483	0.6797	0.8244
No log	10.1053	192	0.6827	0.7467	0.6827	0.8262
No log	10.2105	194	0.7095	0.72	0.7095	0.8423
No log	10.3158	196	0.7419	0.7355	0.7419	0.8614
No log	10.4211	198	0.7779	0.7296	0.7779	0.8820
No log	10.5263	200	0.9486	0.6707	0.9486	0.9739
No log	10.6316	202	1.2130	0.5978	1.2130	1.1014
No log	10.7368	204	1.2226	0.5922	1.2226	1.1057
No log	10.8421	206	1.0829	0.6115	1.0829	1.0406
No log	10.9474	208	0.9247	0.6309	0.9247	0.9616
No log	11.0526	210	0.8213	0.6712	0.8213	0.9062
No log	11.1579	212	0.7438	0.7432	0.7438	0.8624
No log	11.2632	214	0.8111	0.7042	0.8111	0.9006
No log	11.3684	216	0.7992	0.7222	0.7992	0.8940
No log	11.4737	218	0.7369	0.7671	0.7369	0.8585
No log	11.5789	220	0.7958	0.7162	0.7958	0.8921
No log	11.6842	222	0.8626	0.6531	0.8626	0.9287
No log	11.7895	224	0.8891	0.6111	0.8891	0.9429
No log	11.8947	226	0.9541	0.5833	0.9541	0.9768
No log	12.0	228	0.9292	0.6216	0.9292	0.9639
No log	12.1053	230	0.9879	0.6133	0.9879	0.9939
No log	12.2105	232	1.1014	0.6234	1.1014	1.0495
No log	12.3158	234	1.1178	0.6125	1.1178	1.0572
No log	12.4211	236	1.0437	0.6296	1.0437	1.0216
No log	12.5263	238	0.9534	0.6667	0.9534	0.9764
No log	12.6316	240	0.9157	0.6667	0.9157	0.9569
No log	12.7368	242	1.0745	0.6257	1.0745	1.0366
No log	12.8421	244	1.2702	0.6277	1.2702	1.1270
No log	12.9474	246	1.0715	0.6552	1.0715	1.0351
No log	13.0526	248	0.8915	0.6667	0.8915	0.9442
No log	13.1579	250	0.8895	0.6806	0.8895	0.9431
No log	13.2632	252	0.9665	0.5778	0.9665	0.9831
No log	13.3684	254	1.0760	0.5481	1.0760	1.0373
No log	13.4737	256	1.0854	0.5612	1.0854	1.0418
No log	13.5789	258	1.0525	0.6216	1.0525	1.0259
No log	13.6842	260	0.9702	0.6443	0.9702	0.9850
No log	13.7895	262	0.8130	0.7027	0.8130	0.9017
No log	13.8947	264	0.7776	0.7248	0.7776	0.8818
No log	14.0	266	0.8385	0.7296	0.8385	0.9157
No log	14.1053	268	1.0400	0.5988	1.0400	1.0198
No log	14.2105	270	1.0043	0.6182	1.0043	1.0021
No log	14.3158	272	0.8267	0.7484	0.8267	0.9092
No log	14.4211	274	0.7405	0.7347	0.7405	0.8605
No log	14.5263	276	0.7532	0.6897	0.7532	0.8678
No log	14.6316	278	0.8153	0.6525	0.8153	0.9029
No log	14.7368	280	0.9172	0.6712	0.9172	0.9577
No log	14.8421	282	0.9837	0.6216	0.9837	0.9918
No log	14.9474	284	0.9059	0.6800	0.9059	0.9518
No log	15.0526	286	0.8879	0.6974	0.8879	0.9423
No log	15.1579	288	0.9097	0.6797	0.9097	0.9538
No log	15.2632	290	0.9752	0.6795	0.9752	0.9875
No log	15.3684	292	0.9187	0.6577	0.9187	0.9585
No log	15.4737	294	0.8954	0.6712	0.8954	0.9462
No log	15.5789	296	0.9122	0.6577	0.9122	0.9551
No log	15.6842	298	0.9098	0.6667	0.9098	0.9538
No log	15.7895	300	0.8341	0.6389	0.8341	0.9133
No log	15.8947	302	0.7691	0.7083	0.7691	0.8770
No log	16.0	304	0.7501	0.7123	0.7501	0.8661
No log	16.1053	306	0.7627	0.6986	0.7627	0.8733
No log	16.2105	308	0.8382	0.6434	0.8382	0.9156
No log	16.3158	310	0.9718	0.64	0.9718	0.9858
No log	16.4211	312	1.0685	0.6667	1.0685	1.0337
No log	16.5263	314	1.0201	0.6747	1.0201	1.0100
No log	16.6316	316	0.9397	0.6864	0.9397	0.9694
No log	16.7368	318	0.9049	0.6864	0.9049	0.9513
No log	16.8421	320	0.7677	0.7453	0.7677	0.8762
No log	16.9474	322	0.7378	0.7613	0.7378	0.8589
No log	17.0526	324	0.7240	0.7467	0.7240	0.8509
No log	17.1579	326	0.7092	0.72	0.7092	0.8421
No log	17.2632	328	0.7745	0.6897	0.7745	0.8800
No log	17.3684	330	0.8675	0.6759	0.8675	0.9314
No log	17.4737	332	0.8877	0.6531	0.8877	0.9422
No log	17.5789	334	0.8372	0.6712	0.8372	0.9150
No log	17.6842	336	0.7640	0.6986	0.7640	0.8740
No log	17.7895	338	0.7662	0.7248	0.7662	0.8753
No log	17.8947	340	0.8634	0.6753	0.8634	0.9292
No log	18.0	342	0.9143	0.6752	0.9143	0.9562
No log	18.1053	344	1.0223	0.6748	1.0223	1.0111
No log	18.2105	346	1.2153	0.6467	1.2153	1.1024
No log	18.3158	348	1.1445	0.6506	1.1445	1.0698
No log	18.4211	350	0.9020	0.6581	0.9020	0.9497
No log	18.5263	352	0.7630	0.6803	0.7630	0.8735
No log	18.6316	354	0.7554	0.6712	0.7554	0.8691
No log	18.7368	356	0.8002	0.6712	0.8002	0.8945
No log	18.8421	358	0.8561	0.6623	0.8561	0.9252
No log	18.9474	360	0.9823	0.6375	0.9823	0.9911
No log	19.0526	362	0.9166	0.6909	0.9166	0.9574
No log	19.1579	364	0.8455	0.7273	0.8455	0.9195
No log	19.2632	366	0.7603	0.7296	0.7603	0.8719
No log	19.3684	368	0.7301	0.7237	0.7301	0.8545
No log	19.4737	370	0.6935	0.7355	0.6935	0.8328
No log	19.5789	372	0.6590	0.8025	0.6590	0.8118
No log	19.6842	374	0.6992	0.7711	0.6992	0.8362
No log	19.7895	376	0.8435	0.7326	0.8435	0.9184
No log	19.8947	378	1.0336	0.6557	1.0336	1.0167
No log	20.0	380	1.0300	0.6374	1.0300	1.0149
No log	20.1053	382	0.8456	0.7073	0.8456	0.9196
No log	20.2105	384	0.7336	0.7595	0.7336	0.8565
No log	20.3158	386	0.6903	0.7432	0.6903	0.8308
No log	20.4211	388	0.6747	0.7432	0.6747	0.8214
No log	20.5263	390	0.6678	0.7397	0.6678	0.8172
No log	20.6316	392	0.6595	0.7432	0.6595	0.8121
No log	20.7368	394	0.6672	0.7763	0.6672	0.8168
No log	20.8421	396	0.7019	0.7771	0.7019	0.8378
No log	20.9474	398	0.7897	0.7436	0.7897	0.8887
No log	21.0526	400	0.7681	0.7595	0.7681	0.8764
No log	21.1579	402	0.7873	0.7468	0.7873	0.8873
No log	21.2632	404	0.8043	0.7468	0.8043	0.8968
No log	21.3684	406	0.8009	0.7468	0.8009	0.8949
No log	21.4737	408	0.8349	0.6839	0.8349	0.9137
No log	21.5789	410	0.9045	0.6536	0.9045	0.9511
No log	21.6842	412	0.9401	0.6316	0.9401	0.9696
No log	21.7895	414	0.9445	0.6536	0.9445	0.9718
No log	21.8947	416	0.8658	0.6667	0.8658	0.9305
No log	22.0	418	0.8257	0.6622	0.8257	0.9087
No log	22.1053	420	0.7801	0.6986	0.7801	0.8832
No log	22.2105	422	0.7455	0.6939	0.7455	0.8634
No log	22.3158	424	0.7032	0.7297	0.7032	0.8386
No log	22.4211	426	0.6849	0.7285	0.6849	0.8276
No log	22.5263	428	0.6885	0.7285	0.6885	0.8298
No log	22.6316	430	0.7284	0.7595	0.7284	0.8535
No log	22.7368	432	0.7861	0.7205	0.7861	0.8866
No log	22.8421	434	0.8889	0.6835	0.8889	0.9428
No log	22.9474	436	0.9444	0.6748	0.9444	0.9718
No log	23.0526	438	0.8580	0.7044	0.8580	0.9263
No log	23.1579	440	0.7563	0.7342	0.7563	0.8696
No log	23.2632	442	0.6899	0.7763	0.6899	0.8306
No log	23.3684	444	0.6826	0.7432	0.6826	0.8262
No log	23.4737	446	0.6994	0.75	0.6994	0.8363
No log	23.5789	448	0.7645	0.7564	0.7645	0.8744
No log	23.6842	450	0.8779	0.7	0.8779	0.9369
No log	23.7895	452	1.0276	0.6135	1.0276	1.0137
No log	23.8947	454	1.0915	0.5963	1.0915	1.0448
No log	24.0	456	1.0966	0.5963	1.0966	1.0472
No log	24.1053	458	0.9449	0.6577	0.9449	0.9721
No log	24.2105	460	0.8014	0.6434	0.8014	0.8952
No log	24.3158	462	0.7804	0.6849	0.7804	0.8834
No log	24.4211	464	0.8024	0.6667	0.8024	0.8958
No log	24.5263	466	0.8171	0.6853	0.8171	0.9039
No log	24.6316	468	0.7881	0.6806	0.7881	0.8878
No log	24.7368	470	0.7739	0.6806	0.7739	0.8797
No log	24.8421	472	0.7963	0.6806	0.7963	0.8924
No log	24.9474	474	0.8092	0.6806	0.8092	0.8996
No log	25.0526	476	0.8607	0.6241	0.8607	0.9277
No log	25.1579	478	0.8818	0.6143	0.8818	0.9390
No log	25.2632	480	0.9129	0.5899	0.9129	0.9555
No log	25.3684	482	0.9355	0.6087	0.9355	0.9672
No log	25.4737	484	0.9435	0.6087	0.9435	0.9713
No log	25.5789	486	1.0098	0.5714	1.0098	1.0049
No log	25.6842	488	0.9491	0.6087	0.9491	0.9742
No log	25.7895	490	0.9055	0.5985	0.9055	0.9516
No log	25.8947	492	0.9032	0.5899	0.9032	0.9504
No log	26.0	494	0.9560	0.5839	0.9560	0.9777
No log	26.1053	496	0.9934	0.5942	0.9934	0.9967
No log	26.2105	498	0.9941	0.5942	0.9941	0.9971
0.3505	26.3158	500	0.9651	0.5882	0.9651	0.9824
0.3505	26.4211	502	0.9906	0.5882	0.9906	0.9953
0.3505	26.5263	504	0.9766	0.5882	0.9766	0.9882
0.3505	26.6316	506	0.9455	0.5857	0.9455	0.9724
0.3505	26.7368	508	0.9167	0.6197	0.9167	0.9575
0.3505	26.8421	510	0.8574	0.6575	0.8574	0.9260
0.3505	26.9474	512	0.8401	0.6803	0.8401	0.9166
0.3505	27.0526	514	0.8752	0.6623	0.8752	0.9355
0.3505	27.1579	516	0.9099	0.6536	0.9099	0.9539
0.3505	27.2632	518	0.9457	0.6174	0.9457	0.9725
0.3505	27.3684	520	0.9853	0.6027	0.9853	0.9926
0.3505	27.4737	522	0.9787	0.6174	0.9787	0.9893
0.3505	27.5789	524	0.9634	0.5931	0.9634	0.9815
0.3505	27.6842	526	0.9813	0.6351	0.9813	0.9906
0.3505	27.7895	528	1.0744	0.6443	1.0744	1.0365
0.3505	27.8947	530	1.0896	0.6452	1.0896	1.0439
0.3505	28.0	532	0.9632	0.6452	0.9632	0.9814
0.3505	28.1053	534	0.8389	0.6667	0.8389	0.9159
0.3505	28.2105	536	0.7610	0.6759	0.7610	0.8724
0.3505	28.3158	538	0.7426	0.6993	0.7426	0.8617
0.3505	28.4211	540	0.7772	0.7034	0.7772	0.8816
0.3505	28.5263	542	0.7959	0.6892	0.7959	0.8921
0.3505	28.6316	544	0.8598	0.6753	0.8598	0.9272
0.3505	28.7368	546	0.9425	0.6582	0.9425	0.9708
0.3505	28.8421	548	0.9511	0.6582	0.9511	0.9752
0.3505	28.9474	550	0.9238	0.6753	0.9238	0.9612
0.3505	29.0526	552	0.8337	0.7034	0.8337	0.9131
0.3505	29.1579	554	0.7744	0.6901	0.7744	0.8800
0.3505	29.2632	556	0.7170	0.7172	0.7170	0.8468
0.3505	29.3684	558	0.6968	0.7172	0.6968	0.8347
0.3505	29.4737	560	0.7009	0.7397	0.7009	0.8372
0.3505	29.5789	562	0.7079	0.7310	0.7079	0.8414
0.3505	29.6842	564	0.7143	0.7123	0.7143	0.8452
0.3505	29.7895	566	0.7506	0.7075	0.7506	0.8664
0.3505	29.8947	568	0.8147	0.7075	0.8147	0.9026
0.3505	30.0	570	0.8448	0.6842	0.8448	0.9191
0.3505	30.1053	572	0.8723	0.6842	0.8723	0.9340
0.3505	30.2105	574	0.8700	0.6842	0.8700	0.9327
0.3505	30.3158	576	0.7972	0.6993	0.7972	0.8929
0.3505	30.4211	578	0.7561	0.7083	0.7561	0.8696
0.3505	30.5263	580	0.7575	0.7083	0.7575	0.8703
0.3505	30.6316	582	0.7719	0.7083	0.7719	0.8786
0.3505	30.7368	584	0.7809	0.7133	0.7809	0.8837
0.3505	30.8421	586	0.7727	0.7260	0.7727	0.8791
0.3505	30.9474	588	0.7368	0.7310	0.7368	0.8584
0.3505	31.0526	590	0.7142	0.7310	0.7142	0.8451
0.3505	31.1579	592	0.7058	0.76	0.7058	0.8401
0.3505	31.2632	594	0.7241	0.7467	0.7241	0.8509
0.3505	31.3684	596	0.7606	0.7355	0.7606	0.8721
0.3505	31.4737	598	0.8075	0.7308	0.8075	0.8986
0.3505	31.5789	600	0.8744	0.6667	0.8744	0.9351
0.3505	31.6842	602	0.9386	0.6667	0.9386	0.9688
0.3505	31.7895	604	0.9112	0.6667	0.9112	0.9546
0.3505	31.8947	606	0.8071	0.6962	0.8071	0.8984
0.3505	32.0	608	0.7502	0.7355	0.7502	0.8662
0.3505	32.1053	610	0.7167	0.72	0.7167	0.8466
0.3505	32.2105	612	0.7143	0.7059	0.7143	0.8452
0.3505	32.3158	614	0.7320	0.7547	0.7320	0.8556
0.3505	32.4211	616	0.7349	0.7547	0.7349	0.8572
0.3505	32.5263	618	0.7404	0.7625	0.7404	0.8605
0.3505	32.6316	620	0.7179	0.7453	0.7179	0.8473
0.3505	32.7368	622	0.6804	0.7531	0.6804	0.8249
0.3505	32.8421	624	0.6572	0.8125	0.6572	0.8107
0.3505	32.9474	626	0.6486	0.7763	0.6486	0.8054
0.3505	33.0526	628	0.6466	0.7534	0.6466	0.8041
0.3505	33.1579	630	0.6407	0.7483	0.6407	0.8004
0.3505	33.2632	632	0.6363	0.7949	0.6363	0.7977
0.3505	33.3684	634	0.6314	0.7742	0.6314	0.7946
0.3505	33.4737	636	0.6385	0.7662	0.6385	0.7990
0.3505	33.5789	638	0.6426	0.7922	0.6426	0.8016
0.3505	33.6842	640	0.6315	0.7662	0.6315	0.7947
0.3505	33.7895	642	0.6223	0.7083	0.6223	0.7889
0.3505	33.8947	644	0.6177	0.7222	0.6177	0.7860
0.3505	34.0	646	0.6115	0.7211	0.6115	0.7820
0.3505	34.1053	648	0.6280	0.7662	0.6280	0.7925
0.3505	34.2105	650	0.6900	0.7975	0.6900	0.8307
0.3505	34.3158	652	0.7523	0.7547	0.7523	0.8674
0.3505	34.4211	654	0.7606	0.7547	0.7606	0.8721
0.3505	34.5263	656	0.7537	0.7625	0.7537	0.8682
0.3505	34.6316	658	0.7246	0.7826	0.7246	0.8512
0.3505	34.7368	660	0.6947	0.7654	0.6947	0.8335
0.3505	34.8421	662	0.6889	0.7805	0.6889	0.8300
0.3505	34.9474	664	0.6924	0.7805	0.6924	0.8321
0.3505	35.0526	666	0.6905	0.7778	0.6905	0.8310
0.3505	35.1579	668	0.7255	0.775	0.7255	0.8518
0.3505	35.2632	670	0.7699	0.7375	0.7699	0.8774
0.3505	35.3684	672	0.7951	0.7239	0.7951	0.8917
0.3505	35.4737	674	0.8332	0.7239	0.8332	0.9128
0.3505	35.5789	676	0.8517	0.7317	0.8517	0.9229
0.3505	35.6842	678	0.8435	0.7317	0.8435	0.9184
0.3505	35.7895	680	0.7849	0.7394	0.7849	0.8860
0.3505	35.8947	682	0.7392	0.7730	0.7392	0.8598
0.3505	36.0	684	0.7096	0.7826	0.7096	0.8424
0.3505	36.1053	686	0.7045	0.8025	0.7045	0.8394
0.3505	36.2105	688	0.7203	0.7898	0.7203	0.8487
0.3505	36.3158	690	0.7191	0.7949	0.7191	0.8480
0.3505	36.4211	692	0.7164	0.7975	0.7164	0.8464
0.3505	36.5263	694	0.6965	0.7975	0.6965	0.8345
0.3505	36.6316	696	0.7254	0.7730	0.7254	0.8517
0.3505	36.7368	698	0.7971	0.7329	0.7971	0.8928
0.3505	36.8421	700	0.9319	0.6832	0.9319	0.9653
0.3505	36.9474	702	1.0903	0.6380	1.0903	1.0442
0.3505	37.0526	704	1.1581	0.6335	1.1581	1.0762
0.3505	37.1579	706	1.0645	0.6415	1.0645	1.0317
0.3505	37.2632	708	0.8897	0.6709	0.8897	0.9432
0.3505	37.3684	710	0.7759	0.7389	0.7759	0.8808
0.3505	37.4737	712	0.7059	0.7848	0.7059	0.8402
0.3505	37.5789	714	0.6931	0.7898	0.6931	0.8325
0.3505	37.6842	716	0.6951	0.7632	0.6951	0.8337
0.3505	37.7895	718	0.6918	0.7517	0.6918	0.8317
0.3505	37.8947	720	0.6952	0.7517	0.6952	0.8338
0.3505	38.0	722	0.7088	0.7432	0.7088	0.8419
0.3505	38.1053	724	0.7350	0.7222	0.7350	0.8573
0.3505	38.2105	726	0.7480	0.6857	0.7480	0.8649
0.3505	38.3158	728	0.7494	0.7172	0.7494	0.8657
0.3505	38.4211	730	0.7369	0.7483	0.7369	0.8584
0.3505	38.5263	732	0.7205	0.7483	0.7205	0.8488
0.3505	38.6316	734	0.7085	0.7467	0.7085	0.8417
0.3505	38.7368	736	0.7134	0.7516	0.7134	0.8446
0.3505	38.8421	738	0.7596	0.7468	0.7596	0.8715
0.3505	38.9474	740	0.8259	0.7179	0.8259	0.9088
0.3505	39.0526	742	0.8677	0.7089	0.8677	0.9315
0.3505	39.1579	744	0.8917	0.7044	0.8917	0.9443
0.3505	39.2632	746	0.8618	0.7044	0.8618	0.9284
0.3505	39.3684	748	0.8206	0.7421	0.8206	0.9059
0.3505	39.4737	750	0.8131	0.7421	0.8131	0.9017
0.3505	39.5789	752	0.8180	0.7296	0.8180	0.9044
0.3505	39.6842	754	0.8431	0.7215	0.8431	0.9182
0.3505	39.7895	756	0.8573	0.7044	0.8573	0.9259
0.3505	39.8947	758	0.8589	0.7044	0.8589	0.9268
0.3505	40.0	760	0.9376	0.7037	0.9376	0.9683
0.3505	40.1053	762	1.0493	0.6316	1.0493	1.0243
0.3505	40.2105	764	1.1701	0.6358	1.1701	1.0817
0.3505	40.3158	766	1.1450	0.6163	1.1450	1.0700
0.3505	40.4211	768	1.0009	0.6452	1.0009	1.0004
0.3505	40.5263	770	0.8768	0.7051	0.8768	0.9364
0.3505	40.6316	772	0.7800	0.7273	0.7800	0.8832
0.3505	40.7368	774	0.7400	0.7059	0.7400	0.8602
0.3505	40.8421	776	0.7242	0.7059	0.7242	0.8510
0.3505	40.9474	778	0.7243	0.7436	0.7243	0.8511
0.3505	41.0526	780	0.7517	0.7547	0.7517	0.8670
0.3505	41.1579	782	0.7435	0.7375	0.7435	0.8623
0.3505	41.2632	784	0.7480	0.7375	0.7480	0.8649
0.3505	41.3684	786	0.7650	0.7375	0.7650	0.8746
0.3505	41.4737	788	0.8032	0.7342	0.8032	0.8962
0.3505	41.5789	790	0.8309	0.7261	0.8309	0.9115
0.3505	41.6842	792	0.8695	0.6928	0.8695	0.9324
0.3505	41.7895	794	0.8660	0.6974	0.8660	0.9306
0.3505	41.8947	796	0.8382	0.7123	0.8382	0.9155
0.3505	42.0	798	0.8197	0.7123	0.8197	0.9054
0.3505	42.1053	800	0.7968	0.7123	0.7968	0.8926
0.3505	42.2105	802	0.7788	0.7248	0.7788	0.8825
0.3505	42.3158	804	0.7859	0.7273	0.7859	0.8865
0.3505	42.4211	806	0.7917	0.7261	0.7917	0.8897
0.3505	42.5263	808	0.7719	0.7342	0.7719	0.8786
0.3505	42.6316	810	0.7197	0.7383	0.7197	0.8484
0.3505	42.7368	812	0.6866	0.7843	0.6866	0.8286
0.3505	42.8421	814	0.6675	0.7763	0.6675	0.8170
0.3505	42.9474	816	0.6687	0.7843	0.6687	0.8178
0.3505	43.0526	818	0.6913	0.7237	0.6913	0.8314
0.3505	43.1579	820	0.7130	0.7547	0.7130	0.8444
0.3505	43.2632	822	0.7201	0.7547	0.7201	0.8486
0.3505	43.3684	824	0.7149	0.7468	0.7149	0.8455
0.3505	43.4737	826	0.7125	0.7436	0.7125	0.8441
0.3505	43.5789	828	0.7133	0.7436	0.7133	0.8446
0.3505	43.6842	830	0.7094	0.7436	0.7094	0.8423
0.3505	43.7895	832	0.7040	0.7516	0.7040	0.8391
0.3505	43.8947	834	0.6943	0.7531	0.6943	0.8333
0.3505	44.0	836	0.6701	0.7879	0.6701	0.8186
0.3505	44.1053	838	0.6705	0.7879	0.6705	0.8189
0.3505	44.2105	840	0.6810	0.7879	0.6810	0.8252
0.3505	44.3158	842	0.6853	0.7821	0.6853	0.8278
0.3505	44.4211	844	0.7023	0.7792	0.7023	0.8380
0.3505	44.5263	846	0.7269	0.7632	0.7269	0.8526
0.3505	44.6316	848	0.7510	0.7273	0.7510	0.8666
0.3505	44.7368	850	0.7643	0.7421	0.7643	0.8743
0.3505	44.8421	852	0.7685	0.7578	0.7685	0.8766
0.3505	44.9474	854	0.7771	0.7375	0.7771	0.8815
0.3505	45.0526	856	0.7962	0.7296	0.7962	0.8923
0.3505	45.1579	858	0.8230	0.7215	0.8230	0.9072
0.3505	45.2632	860	0.8788	0.6835	0.8788	0.9375
0.3505	45.3684	862	0.8517	0.7215	0.8517	0.9229
0.3505	45.4737	864	0.8056	0.7097	0.8056	0.8975
0.3505	45.5789	866	0.7995	0.6923	0.7995	0.8941
0.3505	45.6842	868	0.8003	0.6933	0.8003	0.8946
0.3505	45.7895	870	0.8050	0.6933	0.8050	0.8972
0.3505	45.8947	872	0.8151	0.7114	0.8151	0.9028
0.3505	46.0	874	0.8389	0.7114	0.8389	0.9159
0.3505	46.1053	876	0.8587	0.6887	0.8587	0.9267
0.3505	46.2105	878	0.9166	0.6839	0.9166	0.9574
0.3505	46.3158	880	0.9396	0.6839	0.9396	0.9693
0.3505	46.4211	882	0.9213	0.7051	0.9213	0.9598
0.3505	46.5263	884	0.8783	0.7342	0.8783	0.9372
0.3505	46.6316	886	0.8367	0.7170	0.8367	0.9147
0.3505	46.7368	888	0.8210	0.7037	0.8210	0.9061
0.3505	46.8421	890	0.8574	0.7037	0.8574	0.9260
0.3505	46.9474	892	0.8875	0.7037	0.8875	0.9421
0.3505	47.0526	894	0.9076	0.7205	0.9076	0.9527
0.3505	47.1579	896	0.9678	0.6832	0.9678	0.9838
0.3505	47.2632	898	0.9819	0.6832	0.9819	0.9909
0.3505	47.3684	900	0.9492	0.6792	0.9492	0.9742
0.3505	47.4737	902	0.8923	0.7089	0.8923	0.9446
0.3505	47.5789	904	0.8571	0.7089	0.8571	0.9258
0.3505	47.6842	906	0.8223	0.7179	0.8223	0.9068
0.3505	47.7895	908	0.7813	0.7261	0.7813	0.8839
0.3505	47.8947	910	0.7558	0.7179	0.7558	0.8694
0.3505	48.0	912	0.7595	0.7179	0.7595	0.8715
0.3505	48.1053	914	0.7612	0.7179	0.7612	0.8725
0.3505	48.2105	916	0.7668	0.7179	0.7668	0.8757
0.3505	48.3158	918	0.7604	0.7097	0.7604	0.8720
0.3505	48.4211	920	0.7791	0.7152	0.7791	0.8826
0.3505	48.5263	922	0.8021	0.7152	0.8021	0.8956
0.3505	48.6316	924	0.8036	0.7152	0.8036	0.8964
0.3505	48.7368	926	0.7675	0.7211	0.7675	0.8761
0.3505	48.8421	928	0.7234	0.7211	0.7234	0.8505
0.3505	48.9474	930	0.7115	0.7172	0.7115	0.8435
0.3505	49.0526	932	0.7227	0.6944	0.7227	0.8501
0.3505	49.1579	934	0.7343	0.6944	0.7343	0.8569
0.3505	49.2632	936	0.7597	0.6809	0.7597	0.8716
0.3505	49.3684	938	0.7772	0.7042	0.7772	0.8816
0.3505	49.4737	940	0.7728	0.7042	0.7728	0.8791
0.3505	49.5789	942	0.7656	0.7034	0.7656	0.8750
0.3505	49.6842	944	0.7969	0.72	0.7969	0.8927
0.3505	49.7895	946	0.8467	0.7006	0.8467	0.9202
0.3505	49.8947	948	0.8835	0.6914	0.8835	0.9399
0.3505	50.0	950	0.9271	0.6914	0.9271	0.9629
0.3505	50.1053	952	0.9318	0.6708	0.9318	0.9653
0.3505	50.2105	954	0.9005	0.6914	0.9005	0.9489
0.3505	50.3158	956	0.8874	0.6923	0.8874	0.9420
0.3505	50.4211	958	0.8809	0.6883	0.8809	0.9386
0.3505	50.5263	960	0.8411	0.7097	0.8411	0.9171
0.3505	50.6316	962	0.7995	0.72	0.7995	0.8942
0.3505	50.7368	964	0.7612	0.7383	0.7612	0.8725
0.3505	50.8421	966	0.7417	0.7260	0.7417	0.8612
0.3505	50.9474	968	0.7467	0.7260	0.7467	0.8641
0.3505	51.0526	970	0.7725	0.7383	0.7725	0.8789
0.3505	51.1579	972	0.8302	0.6892	0.8302	0.9112
0.3505	51.2632	974	0.8755	0.6883	0.8755	0.9357
0.3505	51.3684	976	0.9258	0.6538	0.9258	0.9622
0.3505	51.4737	978	0.9433	0.6667	0.9433	0.9712
0.3505	51.5789	980	0.9073	0.6752	0.9073	0.9525
0.3505	51.6842	982	0.8943	0.6752	0.8943	0.9457
0.3505	51.7895	984	0.9112	0.675	0.9112	0.9546
0.3505	51.8947	986	0.9205	0.675	0.9205	0.9594
0.3505	52.0	988	0.9207	0.6832	0.9207	0.9595
0.3505	52.1053	990	0.9454	0.6832	0.9454	0.9723
0.3505	52.2105	992	0.9610	0.6795	0.9610	0.9803
0.3505	52.3158	994	0.9632	0.6928	0.9632	0.9814
0.3505	52.4211	996	0.9862	0.6795	0.9862	0.9931
0.3505	52.5263	998	0.9972	0.6792	0.9972	0.9986
0.0511	52.6316	1000	1.0801	0.6341	1.0801	1.0393
0.0511	52.7368	1002	1.1632	0.5988	1.1632	1.0785
0.0511	52.8421	1004	1.1469	0.5988	1.1469	1.0709
0.0511	52.9474	1006	1.0154	0.6707	1.0154	1.0077
0.0511	53.0526	1008	0.8746	0.6974	0.8746	0.9352
0.0511	53.1579	1010	0.8239	0.6711	0.8239	0.9077
0.0511	53.2632	1012	0.8003	0.6806	0.8003	0.8946
0.0511	53.3684	1014	0.8001	0.6667	0.8001	0.8945
0.0511	53.4737	1016	0.8158	0.6667	0.8158	0.9032
0.0511	53.5789	1018	0.8324	0.6466	0.8324	0.9124
0.0511	53.6842	1020	0.8419	0.6466	0.8419	0.9175
0.0511	53.7895	1022	0.8327	0.6466	0.8327	0.9125
0.0511	53.8947	1024	0.8028	0.6618	0.8028	0.8960
0.0511	54.0	1026	0.7881	0.7050	0.7881	0.8878
0.0511	54.1053	1028	0.7697	0.6950	0.7697	0.8773
0.0511	54.2105	1030	0.7389	0.7133	0.7389	0.8596
0.0511	54.3158	1032	0.7328	0.7172	0.7328	0.8560
0.0511	54.4211	1034	0.7496	0.7123	0.7496	0.8658
0.0511	54.5263	1036	0.7748	0.7172	0.7748	0.8802
0.0511	54.6316	1038	0.7830	0.7172	0.7830	0.8849
0.0511	54.7368	1040	0.7654	0.7172	0.7654	0.8749
0.0511	54.8421	1042	0.7396	0.6993	0.7396	0.8600
0.0511	54.9474	1044	0.7293	0.7143	0.7293	0.8540
0.0511	55.0526	1046	0.7302	0.7361	0.7302	0.8545
0.0511	55.1579	1048	0.7323	0.7310	0.7323	0.8557
0.0511	55.2632	1050	0.7283	0.7260	0.7283	0.8534
0.0511	55.3684	1052	0.7243	0.7273	0.7243	0.8511
0.0511	55.4737	1054	0.7271	0.7092	0.7271	0.8527
0.0511	55.5789	1056	0.7340	0.7324	0.7340	0.8568
0.0511	55.6842	1058	0.7380	0.7273	0.7380	0.8591
0.0511	55.7895	1060	0.7346	0.7273	0.7346	0.8571
0.0511	55.8947	1062	0.7259	0.7234	0.7259	0.8520
0.0511	56.0	1064	0.7193	0.7448	0.7193	0.8481
0.0511	56.1053	1066	0.7130	0.7534	0.7130	0.8444
0.0511	56.2105	1068	0.7086	0.7534	0.7086	0.8418
0.0511	56.3158	1070	0.7027	0.7534	0.7027	0.8383
0.0511	56.4211	1072	0.6956	0.7619	0.6956	0.8341
0.0511	56.5263	1074	0.6920	0.7534	0.6920	0.8319
0.0511	56.6316	1076	0.6984	0.7534	0.6984	0.8357
0.0511	56.7368	1078	0.7098	0.7172	0.7098	0.8425
0.0511	56.8421	1080	0.7319	0.7123	0.7319	0.8555
0.0511	56.9474	1082	0.7440	0.6944	0.7440	0.8626
0.0511	57.0526	1084	0.7609	0.7133	0.7609	0.8723
0.0511	57.1579	1086	0.7639	0.7133	0.7639	0.8740
0.0511	57.2632	1088	0.7578	0.6944	0.7578	0.8705
0.0511	57.3684	1090	0.7406	0.7222	0.7406	0.8606
0.0511	57.4737	1092	0.7237	0.7222	0.7237	0.8507
0.0511	57.5789	1094	0.7228	0.7042	0.7228	0.8501
0.0511	57.6842	1096	0.7214	0.7133	0.7214	0.8493
0.0511	57.7895	1098	0.7212	0.7133	0.7212	0.8492
0.0511	57.8947	1100	0.7251	0.7172	0.7251	0.8515
0.0511	58.0	1102	0.7343	0.7083	0.7343	0.8569
0.0511	58.1053	1104	0.7408	0.6993	0.7408	0.8607
0.0511	58.2105	1106	0.7409	0.6986	0.7409	0.8607
0.0511	58.3158	1108	0.7321	0.7075	0.7321	0.8556
0.0511	58.4211	1110	0.7208	0.7383	0.7208	0.8490
0.0511	58.5263	1112	0.7059	0.7517	0.7059	0.8402
0.0511	58.6316	1114	0.7018	0.7815	0.7018	0.8378
0.0511	58.7368	1116	0.7083	0.75	0.7083	0.8416
0.0511	58.8421	1118	0.7312	0.7517	0.7312	0.8551
0.0511	58.9474	1120	0.7501	0.7467	0.7501	0.8661
0.0511	59.0526	1122	0.7757	0.7170	0.7757	0.8807
0.0511	59.1579	1124	0.8069	0.7170	0.8069	0.8983
0.0511	59.2632	1126	0.8108	0.7170	0.8108	0.9004
0.0511	59.3684	1128	0.8106	0.7170	0.8106	0.9003
0.0511	59.4737	1130	0.7837	0.7170	0.7837	0.8853
0.0511	59.5789	1132	0.7516	0.7162	0.7516	0.8669
0.0511	59.6842	1134	0.7314	0.7083	0.7314	0.8552
0.0511	59.7895	1136	0.7344	0.7273	0.7344	0.8570
0.0511	59.8947	1138	0.7518	0.7133	0.7518	0.8671
0.0511	60.0	1140	0.7684	0.6714	0.7684	0.8766
0.0511	60.1053	1142	0.7898	0.6906	0.7898	0.8887
0.0511	60.2105	1144	0.8025	0.6906	0.8025	0.8958
0.0511	60.3158	1146	0.8090	0.6906	0.8090	0.8994
0.0511	60.4211	1148	0.8071	0.7143	0.8071	0.8984
0.0511	60.5263	1150	0.7985	0.7234	0.7985	0.8936
0.0511	60.6316	1152	0.7758	0.6993	0.7758	0.8808
0.0511	60.7368	1154	0.7559	0.6993	0.7559	0.8694
0.0511	60.8421	1156	0.7357	0.7172	0.7357	0.8577
0.0511	60.9474	1158	0.7218	0.7260	0.7218	0.8496
0.0511	61.0526	1160	0.7278	0.7320	0.7278	0.8531
0.0511	61.1579	1162	0.7629	0.7215	0.7629	0.8734
0.0511	61.2632	1164	0.8148	0.7284	0.8148	0.9026
0.0511	61.3684	1166	0.8880	0.7108	0.8880	0.9423
0.0511	61.4737	1168	0.9751	0.6627	0.9751	0.9874
0.0511	61.5789	1170	1.0235	0.6667	1.0235	1.0117
0.0511	61.6842	1172	0.9944	0.6667	0.9944	0.9972
0.0511	61.7895	1174	0.9810	0.6867	0.9810	0.9905
0.0511	61.8947	1176	0.9515	0.6871	0.9515	0.9754
0.0511	62.0	1178	0.9052	0.675	0.9052	0.9514
0.0511	62.1053	1180	0.8880	0.6918	0.8880	0.9423
0.0511	62.2105	1182	0.8665	0.6957	0.8665	0.9309
0.0511	62.3158	1184	0.8447	0.7160	0.8447	0.9191
0.0511	62.4211	1186	0.8476	0.6957	0.8476	0.9207
0.0511	62.5263	1188	0.8676	0.6918	0.8676	0.9315
0.0511	62.6316	1190	0.9041	0.6709	0.9041	0.9508
0.0511	62.7368	1192	0.9009	0.6709	0.9009	0.9492
0.0511	62.8421	1194	0.8704	0.6962	0.8704	0.9329
0.0511	62.9474	1196	0.8257	0.7089	0.8257	0.9087
0.0511	63.0526	1198	0.7815	0.7143	0.7815	0.8840
0.0511	63.1579	1200	0.7586	0.7059	0.7586	0.8710
0.0511	63.2632	1202	0.7444	0.7273	0.7444	0.8628
0.0511	63.3684	1204	0.7462	0.7273	0.7462	0.8638
0.0511	63.4737	1206	0.7543	0.7273	0.7543	0.8685
0.0511	63.5789	1208	0.7697	0.7059	0.7697	0.8773
0.0511	63.6842	1210	0.7887	0.7059	0.7887	0.8881
0.0511	63.7895	1212	0.8165	0.7006	0.8165	0.9036
0.0511	63.8947	1214	0.8316	0.7006	0.8316	0.9119
0.0511	64.0	1216	0.8272	0.7006	0.8272	0.9095
0.0511	64.1053	1218	0.8070	0.7006	0.8070	0.8983
0.0511	64.2105	1220	0.7824	0.7006	0.7824	0.8845
0.0511	64.3158	1222	0.7596	0.7059	0.7596	0.8715
0.0511	64.4211	1224	0.7418	0.7190	0.7418	0.8613
0.0511	64.5263	1226	0.7389	0.7123	0.7389	0.8596
0.0511	64.6316	1228	0.7556	0.7083	0.7556	0.8692
0.0511	64.7368	1230	0.7762	0.7083	0.7762	0.8810
0.0511	64.8421	1232	0.8021	0.7083	0.8021	0.8956
0.0511	64.9474	1234	0.8099	0.6950	0.8099	0.9000
0.0511	65.0526	1236	0.8129	0.6950	0.8129	0.9016
0.0511	65.1579	1238	0.8131	0.6950	0.8131	0.9017
0.0511	65.2632	1240	0.8068	0.7123	0.8068	0.8982
0.0511	65.3684	1242	0.7986	0.7123	0.7986	0.8936
0.0511	65.4737	1244	0.7888	0.7123	0.7888	0.8882
0.0511	65.5789	1246	0.8011	0.7123	0.8011	0.8950
0.0511	65.6842	1248	0.8159	0.7162	0.8159	0.9033
0.0511	65.7895	1250	0.8452	0.7285	0.8452	0.9194
0.0511	65.8947	1252	0.8593	0.6667	0.8593	0.9270
0.0511	66.0	1254	0.8605	0.6667	0.8605	0.9276
0.0511	66.1053	1256	0.8444	0.6795	0.8444	0.9189
0.0511	66.2105	1258	0.8363	0.7089	0.8363	0.9145
0.0511	66.3158	1260	0.8190	0.7089	0.8190	0.9050
0.0511	66.4211	1262	0.7952	0.7089	0.7952	0.8918
0.0511	66.5263	1264	0.7543	0.7190	0.7543	0.8685
0.0511	66.6316	1266	0.7304	0.7162	0.7304	0.8547
0.0511	66.7368	1268	0.7325	0.6853	0.7325	0.8559
0.0511	66.8421	1270	0.7486	0.6853	0.7486	0.8652
0.0511	66.9474	1272	0.7737	0.6667	0.7737	0.8796
0.0511	67.0526	1274	0.7899	0.6857	0.7899	0.8888
0.0511	67.1579	1276	0.8002	0.6950	0.8002	0.8945
0.0511	67.2632	1278	0.8138	0.7083	0.8138	0.9021
0.0511	67.3684	1280	0.8169	0.7260	0.8169	0.9038
0.0511	67.4737	1282	0.8215	0.7333	0.8215	0.9064
0.0511	67.5789	1284	0.8304	0.7143	0.8304	0.9113
0.0511	67.6842	1286	0.8454	0.7089	0.8454	0.9195
0.0511	67.7895	1288	0.8453	0.7425	0.8453	0.9194
0.0511	67.8947	1290	0.8531	0.7425	0.8531	0.9236
0.0511	68.0	1292	0.8659	0.7425	0.8659	0.9305
0.0511	68.1053	1294	0.8842	0.7368	0.8842	0.9403
0.0511	68.2105	1296	0.8940	0.7093	0.8940	0.9455
0.0511	68.3158	1298	0.8965	0.7093	0.8965	0.9468
0.0511	68.4211	1300	0.9105	0.7093	0.9105	0.9542
0.0511	68.5263	1302	0.9040	0.6946	0.9040	0.9508
0.0511	68.6316	1304	0.8719	0.7229	0.8719	0.9338
0.0511	68.7368	1306	0.8348	0.7425	0.8348	0.9137
0.0511	68.8421	1308	0.8167	0.7317	0.8167	0.9037
0.0511	68.9474	1310	0.8019	0.7205	0.8019	0.8955
0.0511	69.0526	1312	0.8041	0.7205	0.8041	0.8967
0.0511	69.1579	1314	0.8128	0.7	0.8128	0.9015
0.0511	69.2632	1316	0.8374	0.6835	0.8374	0.9151
0.0511	69.3684	1318	0.8662	0.6752	0.8662	0.9307
0.0511	69.4737	1320	0.8825	0.6875	0.8825	0.9394
0.0511	69.5789	1322	0.8767	0.6752	0.8767	0.9363
0.0511	69.6842	1324	0.8607	0.6752	0.8607	0.9277
0.0511	69.7895	1326	0.8692	0.6752	0.8692	0.9323
0.0511	69.8947	1328	0.8684	0.6752	0.8684	0.9319
0.0511	70.0	1330	0.8923	0.6752	0.8923	0.9446
0.0511	70.1053	1332	0.9236	0.6875	0.9236	0.9610
0.0511	70.2105	1334	0.9266	0.6875	0.9266	0.9626
0.0511	70.3158	1336	0.9025	0.6875	0.9025	0.9500
0.0511	70.4211	1338	0.8649	0.6875	0.8649	0.9300
0.0511	70.5263	1340	0.8628	0.6875	0.8628	0.9289
0.0511	70.6316	1342	0.8860	0.6994	0.8860	0.9413
0.0511	70.7368	1344	0.9055	0.6994	0.9055	0.9516
0.0511	70.8421	1346	0.9537	0.6951	0.9537	0.9766
0.0511	70.9474	1348	0.9945	0.6386	0.9945	0.9973
0.0511	71.0526	1350	1.0192	0.6386	1.0192	1.0095
0.0511	71.1579	1352	1.0568	0.6386	1.0568	1.0280
0.0511	71.2632	1354	1.0525	0.6391	1.0525	1.0259
0.0511	71.3684	1356	0.9982	0.6587	0.9982	0.9991
0.0511	71.4737	1358	0.9398	0.6788	0.9398	0.9695
0.0511	71.5789	1360	0.8943	0.6951	0.8943	0.9457
0.0511	71.6842	1362	0.8812	0.6909	0.8812	0.9387
0.0511	71.7895	1364	0.8789	0.6909	0.8789	0.9375
0.0511	71.8947	1366	0.8902	0.6909	0.8902	0.9435
0.0511	72.0	1368	0.8837	0.6909	0.8837	0.9401
0.0511	72.1053	1370	0.9069	0.6747	0.9069	0.9523
0.0511	72.2105	1372	0.9627	0.6782	0.9627	0.9812
0.0511	72.3158	1374	1.0379	0.6782	1.0379	1.0188
0.0511	72.4211	1376	1.0766	0.6395	1.0766	1.0376
0.0511	72.5263	1378	1.0656	0.6395	1.0656	1.0323
0.0511	72.6316	1380	1.0327	0.6590	1.0327	1.0162
0.0511	72.7368	1382	0.9974	0.6786	0.9974	0.9987
0.0511	72.8421	1384	0.9294	0.6788	0.9294	0.9640
0.0511	72.9474	1386	0.8810	0.6909	0.8810	0.9386
0.0511	73.0526	1388	0.8309	0.7152	0.8309	0.9116
0.0511	73.1579	1390	0.7945	0.7317	0.7945	0.8913
0.0511	73.2632	1392	0.7725	0.7239	0.7725	0.8789
0.0511	73.3684	1394	0.7636	0.7125	0.7636	0.8739
0.0511	73.4737	1396	0.7563	0.7134	0.7563	0.8696
0.0511	73.5789	1398	0.7513	0.7013	0.7513	0.8668
0.0511	73.6842	1400	0.7509	0.7013	0.7509	0.8665
0.0511	73.7895	1402	0.7586	0.7013	0.7586	0.8710
0.0511	73.8947	1404	0.7743	0.7097	0.7743	0.8799
0.0511	74.0	1406	0.7908	0.7125	0.7908	0.8893
0.0511	74.1053	1408	0.8119	0.7160	0.8119	0.9010
0.0511	74.2105	1410	0.8395	0.6957	0.8395	0.9163
0.0511	74.3158	1412	0.8508	0.6957	0.8508	0.9224
0.0511	74.4211	1414	0.8500	0.6957	0.8500	0.9219
0.0511	74.5263	1416	0.8218	0.7160	0.8218	0.9065
0.0511	74.6316	1418	0.8021	0.7125	0.8021	0.8956
0.0511	74.7368	1420	0.7910	0.7375	0.7910	0.8894
0.0511	74.8421	1422	0.7792	0.7261	0.7792	0.8827
0.0511	74.9474	1424	0.7695	0.7134	0.7695	0.8772
0.0511	75.0526	1426	0.7743	0.7179	0.7743	0.8799
0.0511	75.1579	1428	0.7609	0.7013	0.7609	0.8723
0.0511	75.2632	1430	0.7561	0.7237	0.7561	0.8695
0.0511	75.3684	1432	0.7605	0.7152	0.7605	0.8720
0.0511	75.4737	1434	0.7697	0.7013	0.7697	0.8773
0.0511	75.5789	1436	0.7841	0.7059	0.7841	0.8855
0.0511	75.6842	1438	0.8044	0.7143	0.8044	0.8969
0.0511	75.7895	1440	0.8190	0.7143	0.8190	0.9050
0.0511	75.8947	1442	0.8332	0.7006	0.8332	0.9128
0.0511	76.0	1444	0.8539	0.6752	0.8539	0.9241
0.0511	76.1053	1446	0.8645	0.6752	0.8645	0.9298
0.0511	76.2105	1448	0.8542	0.6752	0.8542	0.9242
0.0511	76.3158	1450	0.8422	0.6928	0.8422	0.9177
0.0511	76.4211	1452	0.8155	0.7123	0.8155	0.9031
0.0511	76.5263	1454	0.7986	0.7347	0.7986	0.8936
0.0511	76.6316	1456	0.7839	0.7347	0.7839	0.8854
0.0511	76.7368	1458	0.7659	0.7347	0.7659	0.8752
0.0511	76.8421	1460	0.7517	0.7347	0.7517	0.8670
0.0511	76.9474	1462	0.7360	0.7383	0.7360	0.8579
0.0511	77.0526	1464	0.7338	0.7383	0.7338	0.8566
0.0511	77.1579	1466	0.7342	0.7383	0.7342	0.8569
0.0511	77.2632	1468	0.7394	0.7432	0.7394	0.8599
0.0511	77.3684	1470	0.7565	0.7347	0.7565	0.8698
0.0511	77.4737	1472	0.7840	0.7297	0.7840	0.8855
0.0511	77.5789	1474	0.8085	0.7059	0.8085	0.8992
0.0511	77.6842	1476	0.8211	0.7143	0.8211	0.9061
0.0511	77.7895	1478	0.8197	0.7059	0.8197	0.9054
0.0511	77.8947	1480	0.8092	0.7059	0.8092	0.8996
0.0511	78.0	1482	0.7901	0.7273	0.7901	0.8889
0.0511	78.1053	1484	0.7844	0.7273	0.7844	0.8857
0.0511	78.2105	1486	0.7775	0.7320	0.7775	0.8818
0.0511	78.3158	1488	0.7692	0.72	0.7692	0.8770
0.0511	78.4211	1490	0.7590	0.7347	0.7590	0.8712
0.0511	78.5263	1492	0.7516	0.7347	0.7516	0.8669
0.0511	78.6316	1494	0.7410	0.7383	0.7410	0.8608
0.0511	78.7368	1496	0.7406	0.7383	0.7406	0.8606
0.0511	78.8421	1498	0.7516	0.7297	0.7516	0.8669
0.0392	78.9474	1500	0.7680	0.7347	0.7680	0.8764
0.0392	79.0526	1502	0.7886	0.7347	0.7886	0.8880
0.0392	79.1579	1504	0.7931	0.7347	0.7931	0.8905
0.0392	79.2632	1506	0.7964	0.7347	0.7964	0.8924
0.0392	79.3684	1508	0.7925	0.7347	0.7925	0.8902
0.0392	79.4737	1510	0.7785	0.7222	0.7785	0.8823

Framework versions

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