Arabic_FineTuningAraBERT_AugV0_k25_task1_organization_fold0

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: 0.7108
• Qwk: 0.6610
• Mse: 0.7108
• Rmse: 0.8431

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: 10

Training results

Training Loss	Epoch	Step	Validation Loss	Qwk	Mse	Rmse
No log	0.0132	2	5.1212	-0.0516	5.1212	2.2630
No log	0.0263	4	2.8367	0.1393	2.8367	1.6843
No log	0.0395	6	2.0962	-0.0383	2.0962	1.4478
No log	0.0526	8	1.9505	0.0197	1.9505	1.3966
No log	0.0658	10	1.3547	0.1873	1.3547	1.1639
No log	0.0789	12	1.2528	0.2705	1.2528	1.1193
No log	0.0921	14	1.2669	0.2723	1.2669	1.1256
No log	0.1053	16	1.3114	0.1933	1.3114	1.1452
No log	0.1184	18	1.3997	0.1075	1.3997	1.1831
No log	0.1316	20	1.4604	0.1075	1.4604	1.2084
No log	0.1447	22	1.4152	0.1075	1.4152	1.1896
No log	0.1579	24	1.4397	0.2241	1.4397	1.1999
No log	0.1711	26	1.4566	0.0758	1.4566	1.2069
No log	0.1842	28	1.3735	0.4044	1.3735	1.1719
No log	0.1974	30	1.2728	0.2472	1.2728	1.1282
No log	0.2105	32	1.2725	0.2145	1.2725	1.1280
No log	0.2237	34	1.3161	0.0801	1.3161	1.1472
No log	0.2368	36	1.3143	0.1075	1.3143	1.1464
No log	0.25	38	1.2956	0.1075	1.2956	1.1383
No log	0.2632	40	1.2439	0.2416	1.2439	1.1153
No log	0.2763	42	1.2082	0.1873	1.2082	1.0992
No log	0.2895	44	1.2975	0.2611	1.2975	1.1391
No log	0.3026	46	1.3238	0.3623	1.3238	1.1505
No log	0.3158	48	1.1905	0.1119	1.1905	1.0911
No log	0.3289	50	1.1581	0.3511	1.1581	1.0761
No log	0.3421	52	1.2013	0.4310	1.2013	1.0960
No log	0.3553	54	1.1726	0.4562	1.1726	1.0829
No log	0.3684	56	1.1855	0.1391	1.1855	1.0888
No log	0.3816	58	1.4491	0.2000	1.4491	1.2038
No log	0.3947	60	1.5444	0.2611	1.5444	1.2427
No log	0.4079	62	1.3486	0.2000	1.3486	1.1613
No log	0.4211	64	1.1221	0.2687	1.1221	1.0593
No log	0.4342	66	1.0977	0.3511	1.0977	1.0477
No log	0.4474	68	1.0992	0.2939	1.0992	1.0484
No log	0.4605	70	1.2480	0.2000	1.2480	1.1172
No log	0.4737	72	1.3894	0.2611	1.3894	1.1787
No log	0.4868	74	1.4881	0.0801	1.4881	1.2199
No log	0.5	76	1.4011	0.2793	1.4011	1.1837
No log	0.5132	78	1.4649	0.1363	1.4649	1.2103
No log	0.5263	80	1.3057	0.1363	1.3057	1.1427
No log	0.5395	82	1.1592	0.2793	1.1592	1.0767
No log	0.5526	84	1.1400	0.2793	1.1400	1.0677
No log	0.5658	86	1.2087	0.1520	1.2087	1.0994
No log	0.5789	88	1.3050	0.3182	1.3050	1.1424
No log	0.5921	90	1.4851	0.3738	1.4851	1.2187
No log	0.6053	92	1.5087	0.3782	1.5087	1.2283
No log	0.6184	94	1.2663	0.3689	1.2663	1.1253
No log	0.6316	96	1.0456	0.4797	1.0456	1.0225
No log	0.6447	98	1.0010	0.5705	1.0010	1.0005
No log	0.6579	100	0.9507	0.4797	0.9507	0.9750
No log	0.6711	102	0.9087	0.4311	0.9087	0.9533
No log	0.6842	104	0.9367	0.5039	0.9367	0.9678
No log	0.6974	106	1.0288	0.4569	1.0288	1.0143
No log	0.7105	108	1.0521	0.4569	1.0521	1.0257
No log	0.7237	110	1.1407	0.3870	1.1407	1.0680
No log	0.7368	112	1.1672	0.2611	1.1672	1.0803
No log	0.75	114	1.0524	0.3017	1.0524	1.0259
No log	0.7632	116	1.0438	0.3478	1.0438	1.0217
No log	0.7763	118	1.0946	0.3017	1.0946	1.0462
No log	0.7895	120	1.2287	0.4143	1.2287	1.1085
No log	0.8026	122	1.2995	0.4143	1.2995	1.1400
No log	0.8158	124	1.2071	0.3087	1.2071	1.0987
No log	0.8289	126	1.0992	0.2145	1.0992	1.0484
No log	0.8421	128	1.0645	0.2145	1.0645	1.0318
No log	0.8553	130	1.0735	0.4299	1.0735	1.0361
No log	0.8684	132	1.0398	0.2687	1.0398	1.0197
No log	0.8816	134	1.0052	0.2687	1.0052	1.0026
No log	0.8947	136	1.0230	0.4299	1.0230	1.0114
No log	0.9079	138	1.1480	0.4112	1.1480	1.0714
No log	0.9211	140	1.1371	0.4112	1.1371	1.0664
No log	0.9342	142	1.0339	0.5217	1.0339	1.0168
No log	0.9474	144	0.9917	0.5440	0.9917	0.9959
No log	0.9605	146	1.1132	0.4379	1.1132	1.0551
No log	0.9737	148	1.4059	0.3851	1.4059	1.1857
No log	0.9868	150	1.4345	0.3851	1.4345	1.1977
No log	1.0	152	1.1412	0.4596	1.1412	1.0682
No log	1.0132	154	0.9862	0.5217	0.9862	0.9931
No log	1.0263	156	0.9382	0.5243	0.9382	0.9686
No log	1.0395	158	0.9599	0.3290	0.9599	0.9798
No log	1.0526	160	0.9631	0.4312	0.9631	0.9814
No log	1.0658	162	1.0573	0.4995	1.0573	1.0283
No log	1.0789	164	1.1711	0.4772	1.1711	1.0822
No log	1.0921	166	1.1699	0.4312	1.1699	1.0816
No log	1.1053	168	1.0881	0.4337	1.0881	1.0431
No log	1.1184	170	0.9548	0.4057	0.9548	0.9771
No log	1.1316	172	0.9022	0.4311	0.9022	0.9498
No log	1.1447	174	0.8952	0.4311	0.8952	0.9462
No log	1.1579	176	0.9537	0.5039	0.9537	0.9766
No log	1.1711	178	0.9852	0.4797	0.9852	0.9926
No log	1.1842	180	1.1006	0.5005	1.1006	1.0491
No log	1.1974	182	1.2902	0.5204	1.2902	1.1358
No log	1.2105	184	1.3383	0.5204	1.3383	1.1569
No log	1.2237	186	1.2602	0.4783	1.2602	1.1226
No log	1.2368	188	1.1042	0.5005	1.1042	1.0508
No log	1.25	190	1.0028	0.5670	1.0028	1.0014
No log	1.2632	192	0.9213	0.5820	0.9213	0.9598
No log	1.2763	194	0.8870	0.6168	0.8870	0.9418
No log	1.2895	196	0.9713	0.6168	0.9713	0.9856
No log	1.3026	198	1.0181	0.6078	1.0181	1.0090
No log	1.3158	200	1.1347	0.5496	1.1347	1.0652
No log	1.3289	202	1.0668	0.5517	1.0668	1.0329
No log	1.3421	204	0.9823	0.5722	0.9823	0.9911
No log	1.3553	206	0.9834	0.5722	0.9834	0.9917
No log	1.3684	208	1.0083	0.5722	1.0083	1.0041
No log	1.3816	210	1.2453	0.5145	1.2453	1.1159
No log	1.3947	212	1.4845	0.4061	1.4845	1.2184
No log	1.4079	214	1.7270	0.4380	1.7270	1.3142
No log	1.4211	216	1.5076	0.4061	1.5076	1.2278
No log	1.4342	218	1.0579	0.6006	1.0579	1.0285
No log	1.4474	220	0.8942	0.6441	0.8942	0.9456
No log	1.4605	222	0.9133	0.6441	0.9133	0.9557
No log	1.4737	224	0.9892	0.6044	0.9892	0.9946
No log	1.4868	226	1.0466	0.5517	1.0466	1.0230
No log	1.5	228	1.0975	0.5366	1.0975	1.0476
No log	1.5132	230	1.0349	0.5804	1.0349	1.0173
No log	1.5263	232	0.9816	0.5804	0.9816	0.9907
No log	1.5395	234	0.9552	0.6008	0.9552	0.9773
No log	1.5526	236	0.9817	0.5933	0.9817	0.9908
No log	1.5658	238	1.0158	0.5366	1.0158	1.0079
No log	1.5789	240	0.9552	0.5385	0.9552	0.9773
No log	1.5921	242	0.8743	0.5581	0.8744	0.9351
No log	1.6053	244	0.7954	0.5581	0.7954	0.8919
No log	1.6184	246	0.9319	0.5556	0.9319	0.9653
No log	1.6316	248	0.9916	0.5366	0.9916	0.9958
No log	1.6447	250	1.1313	0.5366	1.1313	1.0636
No log	1.6579	252	1.0979	0.5177	1.0979	1.0478
No log	1.6711	254	0.8964	0.5366	0.8964	0.9468
No log	1.6842	256	0.7543	0.6476	0.7543	0.8685
No log	1.6974	258	0.7978	0.6610	0.7978	0.8932
No log	1.7105	260	0.9929	0.5366	0.9929	0.9964
No log	1.7237	262	1.0650	0.5177	1.0650	1.0320
No log	1.7368	264	0.9172	0.5926	0.9172	0.9577
No log	1.75	266	0.7455	0.6476	0.7455	0.8634
No log	1.7632	268	0.7186	0.6476	0.7186	0.8477
No log	1.7763	270	0.7493	0.6476	0.7493	0.8656
No log	1.7895	272	0.8229	0.6008	0.8229	0.9072
No log	1.8026	274	0.9163	0.5769	0.9163	0.9573
No log	1.8158	276	0.9937	0.5548	0.9937	0.9969
No log	1.8289	278	0.9714	0.5804	0.9714	0.9856
No log	1.8421	280	0.8903	0.5804	0.8903	0.9436
No log	1.8553	282	0.8385	0.6157	0.8385	0.9157
No log	1.8684	284	0.8300	0.5542	0.8300	0.9111
No log	1.8816	286	0.8553	0.4793	0.8553	0.9248
No log	1.8947	288	0.8921	0.5927	0.8921	0.9445
No log	1.9079	290	0.9970	0.4995	0.9970	0.9985
No log	1.9211	292	1.0249	0.4991	1.0249	1.0124
No log	1.9342	294	1.0195	0.4991	1.0195	1.0097
No log	1.9474	296	1.0253	0.4571	1.0253	1.0126
No log	1.9605	298	1.1114	0.3307	1.1114	1.0543
No log	1.9737	300	1.1200	0.3857	1.1200	1.0583
No log	1.9868	302	1.1648	0.3623	1.1648	1.0793
No log	2.0	304	1.1305	0.3857	1.1305	1.0632
No log	2.0132	306	1.0208	0.5464	1.0208	1.0103
No log	2.0263	308	0.9913	0.5696	0.9913	0.9956
No log	2.0395	310	1.0231	0.5464	1.0231	1.0115
No log	2.0526	312	1.1218	0.4155	1.1218	1.0592
No log	2.0658	314	1.1415	0.3940	1.1415	1.0684
No log	2.0789	316	1.0571	0.4778	1.0571	1.0282
No log	2.0921	318	0.9119	0.5270	0.9119	0.9549
No log	2.1053	320	0.8077	0.5270	0.8077	0.8987
No log	2.1184	322	0.7578	0.5714	0.7578	0.8705
No log	2.1316	324	0.7611	0.6543	0.7611	0.8724
No log	2.1447	326	0.8467	0.6157	0.8467	0.9201
No log	2.1579	328	0.9840	0.5200	0.9840	0.9919
No log	2.1711	330	1.0079	0.5385	1.0079	1.0039
No log	2.1842	332	0.9672	0.5804	0.9672	0.9835
No log	2.1974	334	0.8635	0.5891	0.8635	0.9293
No log	2.2105	336	0.8151	0.5891	0.8151	0.9028
No log	2.2237	338	0.7632	0.6543	0.7632	0.8736
No log	2.2368	340	0.7444	0.7194	0.7444	0.8628
No log	2.25	342	0.7420	0.7194	0.7420	0.8614
No log	2.2632	344	0.7614	0.6543	0.7614	0.8726
No log	2.2763	346	0.7709	0.6543	0.7709	0.8780
No log	2.2895	348	0.7643	0.6543	0.7643	0.8742
No log	2.3026	350	0.7112	0.6897	0.7112	0.8433
No log	2.3158	352	0.7354	0.6356	0.7354	0.8576
No log	2.3289	354	0.8419	0.6303	0.8419	0.9175
No log	2.3421	356	0.8614	0.6115	0.8614	0.9281
No log	2.3553	358	0.8026	0.6115	0.8026	0.8959
No log	2.3684	360	0.6830	0.7194	0.6830	0.8264
No log	2.3816	362	0.6707	0.7194	0.6707	0.8190
No log	2.3947	364	0.6972	0.7194	0.6972	0.8350
No log	2.4079	366	0.7321	0.7194	0.7321	0.8556
No log	2.4211	368	0.8298	0.6323	0.8298	0.9109
No log	2.4342	370	0.9682	0.5608	0.9682	0.9840
No log	2.4474	372	1.0133	0.5769	1.0133	1.0067
No log	2.4605	374	0.9322	0.5608	0.9322	0.9655
No log	2.4737	376	0.7860	0.6414	0.7860	0.8865
No log	2.4868	378	0.6841	0.7194	0.6841	0.8271
No log	2.5	380	0.6630	0.7194	0.6630	0.8143
No log	2.5132	382	0.6914	0.6414	0.6914	0.8315
No log	2.5263	384	0.8344	0.6740	0.8344	0.9135
No log	2.5395	386	1.0781	0.5	1.0781	1.0383
No log	2.5526	388	1.1265	0.5	1.1265	1.0614
No log	2.5658	390	1.0254	0.5737	1.0254	1.0126
No log	2.5789	392	0.8904	0.5965	0.8904	0.9436
No log	2.5921	394	0.8023	0.6323	0.8023	0.8957
No log	2.6053	396	0.8187	0.6323	0.8187	0.9048
No log	2.6184	398	0.8628	0.6323	0.8628	0.9289
No log	2.6316	400	0.8520	0.6265	0.8520	0.9230
No log	2.6447	402	0.8333	0.5812	0.8333	0.9129
No log	2.6579	404	0.7798	0.6323	0.7798	0.8831
No log	2.6711	406	0.7304	0.6543	0.7304	0.8547
No log	2.6842	408	0.7149	0.6543	0.7149	0.8455
No log	2.6974	410	0.7105	0.6543	0.7105	0.8429
No log	2.7105	412	0.6776	0.7724	0.6776	0.8231
No log	2.7237	414	0.6867	0.6015	0.6867	0.8286
No log	2.7368	416	0.6819	0.6015	0.6819	0.8257
No log	2.75	418	0.6906	0.6356	0.6906	0.8310
No log	2.7632	420	0.7387	0.6303	0.7387	0.8595
No log	2.7763	422	0.8270	0.6115	0.8270	0.9094
No log	2.7895	424	0.8278	0.6115	0.8278	0.9099
No log	2.8026	426	0.8028	0.6356	0.8028	0.8960
No log	2.8158	428	0.8740	0.5965	0.8740	0.9349
No log	2.8289	430	0.9485	0.5926	0.9485	0.9739
No log	2.8421	432	0.9081	0.5926	0.9081	0.9529
No log	2.8553	434	0.8478	0.5589	0.8478	0.9208
No log	2.8684	436	0.7665	0.6111	0.7665	0.8755
No log	2.8816	438	0.7797	0.6111	0.7797	0.8830
No log	2.8947	440	0.8631	0.5679	0.8631	0.9290
No log	2.9079	442	0.8638	0.6061	0.8638	0.9294
No log	2.9211	444	0.8133	0.6356	0.8133	0.9018
No log	2.9342	446	0.7824	0.6356	0.7824	0.8845
No log	2.9474	448	0.7827	0.6356	0.7827	0.8847
No log	2.9605	450	0.6718	0.6934	0.6718	0.8197
No log	2.9737	452	0.6316	0.6940	0.6316	0.7947
No log	2.9868	454	0.6539	0.6940	0.6539	0.8086
No log	3.0	456	0.7244	0.7234	0.7244	0.8511
No log	3.0132	458	0.7719	0.7153	0.7719	0.8786
No log	3.0263	460	0.8116	0.6616	0.8116	0.9009
No log	3.0395	462	0.7458	0.7153	0.7458	0.8636
No log	3.0526	464	0.6869	0.7020	0.6869	0.8288
No log	3.0658	466	0.6719	0.6903	0.6719	0.8197
No log	3.0789	468	0.6610	0.7819	0.6610	0.8130
No log	3.0921	470	0.6574	0.7623	0.6574	0.8108
No log	3.1053	472	0.6832	0.7157	0.6832	0.8266
No log	3.1184	474	0.7136	0.6622	0.7136	0.8448
No log	3.1316	476	0.7410	0.7153	0.7410	0.8608
No log	3.1447	478	0.6944	0.7234	0.6944	0.8333
No log	3.1579	480	0.6690	0.8142	0.6690	0.8179
No log	3.1711	482	0.6754	0.8142	0.6754	0.8218
No log	3.1842	484	0.7004	0.7844	0.7004	0.8369
No log	3.1974	486	0.7337	0.7194	0.7337	0.8566
No log	3.2105	488	0.8427	0.5973	0.8427	0.9180
No log	3.2237	490	0.9512	0.5926	0.9512	0.9753
No log	3.2368	492	0.9544	0.5737	0.9544	0.9769
No log	3.25	494	0.8955	0.6008	0.8955	0.9463
No log	3.2632	496	0.8390	0.6543	0.8390	0.9159
No log	3.2763	498	0.8460	0.6543	0.8460	0.9198
0.3225	3.2895	500	0.8940	0.5449	0.8940	0.9455
0.3225	3.3026	502	0.9501	0.5804	0.9501	0.9747
0.3225	3.3158	504	0.9812	0.5804	0.9812	0.9906
0.3225	3.3289	506	0.9848	0.5366	0.9848	0.9923
0.3225	3.3421	508	0.9234	0.5385	0.9234	0.9609
0.3225	3.3553	510	0.7914	0.5581	0.7914	0.8896
0.3225	3.3684	512	0.7025	0.6934	0.7025	0.8382
0.3225	3.3816	514	0.6797	0.7511	0.6797	0.8244
0.3225	3.3947	516	0.6972	0.6934	0.6972	0.8350
0.3225	3.4079	518	0.8196	0.6860	0.8196	0.9053
0.3225	3.4211	520	0.9798	0.5532	0.9798	0.9899
0.3225	3.4342	522	0.9744	0.5556	0.9744	0.9871
0.3225	3.4474	524	0.8933	0.6303	0.8933	0.9451
0.3225	3.4605	526	0.8199	0.6934	0.8199	0.9055
0.3225	3.4737	528	0.7488	0.6934	0.7488	0.8653
0.3225	3.4868	530	0.7453	0.7412	0.7453	0.8633
0.3225	3.5	532	0.7971	0.6934	0.7971	0.8928
0.3225	3.5132	534	0.8622	0.6356	0.8622	0.9286
0.3225	3.5263	536	0.9294	0.5581	0.9294	0.9641
0.3225	3.5395	538	0.9122	0.5581	0.9122	0.9551
0.3225	3.5526	540	0.8298	0.6356	0.8298	0.9110
0.3225	3.5658	542	0.7750	0.6356	0.7750	0.8803
0.3225	3.5789	544	0.7522	0.6356	0.7522	0.8673
0.3225	3.5921	546	0.7777	0.6356	0.7777	0.8819
0.3225	3.6053	548	0.7902	0.6356	0.7902	0.8890
0.3225	3.6184	550	0.8093	0.6161	0.8093	0.8996
0.3225	3.6316	552	0.8617	0.6115	0.8617	0.9283
0.3225	3.6447	554	0.9102	0.6115	0.9102	0.9540
0.3225	3.6579	556	0.8519	0.6115	0.8519	0.9230
0.3225	3.6711	558	0.8030	0.6303	0.8030	0.8961
0.3225	3.6842	560	0.7437	0.6356	0.7437	0.8624
0.3225	3.6974	562	0.7443	0.6356	0.7443	0.8627
0.3225	3.7105	564	0.7617	0.6303	0.7617	0.8727
0.3225	3.7237	566	0.7643	0.6414	0.7643	0.8743
0.3225	3.7368	568	0.7888	0.6414	0.7888	0.8882
0.3225	3.75	570	0.8773	0.6115	0.8773	0.9366
0.3225	3.7632	572	0.8979	0.6115	0.8979	0.9476
0.3225	3.7763	574	0.8115	0.6115	0.8115	0.9009
0.3225	3.7895	576	0.7279	0.6414	0.7279	0.8532
0.3225	3.8026	578	0.6915	0.7515	0.6915	0.8316
0.3225	3.8158	580	0.6907	0.7515	0.6907	0.8311
0.3225	3.8289	582	0.6825	0.7844	0.6825	0.8261
0.3225	3.8421	584	0.6986	0.7515	0.6986	0.8358
0.3225	3.8553	586	0.7378	0.6890	0.7378	0.8590
0.3225	3.8684	588	0.7360	0.6890	0.7360	0.8579
0.3225	3.8816	590	0.7422	0.6680	0.7422	0.8615
0.3225	3.8947	592	0.7036	0.7194	0.7036	0.8388
0.3225	3.9079	594	0.6999	0.7844	0.6999	0.8366
0.3225	3.9211	596	0.7334	0.6211	0.7334	0.8564
0.3225	3.9342	598	0.8180	0.6161	0.8180	0.9044
0.3225	3.9474	600	0.9536	0.5926	0.9536	0.9765
0.3225	3.9605	602	0.9447	0.5926	0.9447	0.9719
0.3225	3.9737	604	0.8382	0.6161	0.8382	0.9155
0.3225	3.9868	606	0.7373	0.6211	0.7373	0.8587
0.3225	4.0	608	0.7086	0.7844	0.7086	0.8418
0.3225	4.0132	610	0.7313	0.7074	0.7313	0.8552
0.3225	4.0263	612	0.7738	0.5805	0.7738	0.8797
0.3225	4.0395	614	0.8335	0.6165	0.8335	0.9130
0.3225	4.0526	616	0.9452	0.6103	0.9452	0.9722
0.3225	4.0658	618	1.0739	0.4583	1.0739	1.0363
0.3225	4.0789	620	1.1676	0.4210	1.1676	1.0806
0.3225	4.0921	622	1.2227	0.4210	1.2227	1.1057
0.3225	4.1053	624	1.2011	0.4210	1.2011	1.0960
0.3225	4.1184	626	1.0908	0.4793	1.0908	1.0444
0.3225	4.1316	628	0.9512	0.5965	0.9512	0.9753
0.3225	4.1447	630	0.8013	0.5850	0.8013	0.8951
0.3225	4.1579	632	0.7294	0.7194	0.7294	0.8541
0.3225	4.1711	634	0.7049	0.7194	0.7049	0.8396
0.3225	4.1842	636	0.7127	0.7194	0.7127	0.8442
0.3225	4.1974	638	0.7546	0.5850	0.7546	0.8687
0.3225	4.2105	640	0.8231	0.5850	0.8231	0.9073
0.3225	4.2237	642	0.9171	0.5638	0.9171	0.9577
0.3225	4.2368	644	0.9516	0.5404	0.9516	0.9755
0.3225	4.25	646	1.0070	0.4606	1.0070	1.0035
0.3225	4.2632	648	0.9630	0.5385	0.9630	0.9813
0.3225	4.2763	650	0.8751	0.5812	0.8751	0.9355
0.3225	4.2895	652	0.7780	0.6323	0.7780	0.8821
0.3225	4.3026	654	0.7117	0.7194	0.7117	0.8436
0.3225	4.3158	656	0.6894	0.7194	0.6894	0.8303
0.3225	4.3289	658	0.6891	0.7194	0.6891	0.8301
0.3225	4.3421	660	0.7118	0.6686	0.7118	0.8437
0.3225	4.3553	662	0.7850	0.5777	0.7850	0.8860
0.3225	4.3684	664	0.8662	0.6115	0.8662	0.9307
0.3225	4.3816	666	0.8516	0.6115	0.8516	0.9228
0.3225	4.3947	668	0.8268	0.5777	0.8268	0.9093
0.3225	4.4079	670	0.7749	0.6543	0.7749	0.8803
0.3225	4.4211	672	0.7578	0.6543	0.7578	0.8705
0.3225	4.4342	674	0.7515	0.6543	0.7515	0.8669
0.3225	4.4474	676	0.7585	0.6543	0.7585	0.8709
0.3225	4.4605	678	0.7977	0.6543	0.7977	0.8932
0.3225	4.4737	680	0.8536	0.6323	0.8536	0.9239
0.3225	4.4868	682	0.8882	0.5812	0.8882	0.9424
0.3225	4.5	684	0.9001	0.5812	0.9001	0.9487
0.3225	4.5132	686	0.9353	0.6115	0.9353	0.9671
0.3225	4.5263	688	0.9366	0.6115	0.9366	0.9678
0.3225	4.5395	690	0.9630	0.5532	0.9630	0.9813
0.3225	4.5526	692	0.9301	0.5532	0.9301	0.9644
0.3225	4.5658	694	0.9362	0.5532	0.9362	0.9676
0.3225	4.5789	696	0.9787	0.5994	0.9787	0.9893
0.3225	4.5921	698	0.9845	0.6085	0.9845	0.9922
0.3225	4.6053	700	0.9393	0.6085	0.9393	0.9692
0.3225	4.6184	702	0.9180	0.5994	0.9180	0.9581
0.3225	4.6316	704	0.9169	0.5532	0.9169	0.9576
0.3225	4.6447	706	0.9181	0.5532	0.9181	0.9582
0.3225	4.6579	708	0.9116	0.5926	0.9116	0.9548
0.3225	4.6711	710	0.8204	0.5965	0.8204	0.9058
0.3225	4.6842	712	0.7815	0.6161	0.7815	0.8840
0.3225	4.6974	714	0.7754	0.6740	0.7754	0.8806
0.3225	4.7105	716	0.8557	0.5926	0.8557	0.9250
0.3225	4.7237	718	0.8977	0.5366	0.8977	0.9475
0.3225	4.7368	720	0.9006	0.5366	0.9006	0.9490
0.3225	4.75	722	0.8186	0.5926	0.8186	0.9048
0.3225	4.7632	724	0.7062	0.6812	0.7062	0.8404
0.3225	4.7763	726	0.6651	0.7020	0.6651	0.8156
0.3225	4.7895	728	0.6827	0.6812	0.6827	0.8262
0.3225	4.8026	730	0.7227	0.6812	0.7227	0.8501
0.3225	4.8158	732	0.7814	0.6008	0.7814	0.8840
0.3225	4.8289	734	0.7789	0.6008	0.7789	0.8825
0.3225	4.8421	736	0.7730	0.6008	0.7730	0.8792
0.3225	4.8553	738	0.7713	0.6008	0.7713	0.8782
0.3225	4.8684	740	0.7446	0.6265	0.7446	0.8629
0.3225	4.8816	742	0.7312	0.6476	0.7312	0.8551
0.3225	4.8947	744	0.7709	0.5638	0.7709	0.8780
0.3225	4.9079	746	0.8015	0.5638	0.8015	0.8953
0.3225	4.9211	748	0.8679	0.5926	0.8679	0.9316
0.3225	4.9342	750	0.8869	0.5926	0.8869	0.9417
0.3225	4.9474	752	0.8642	0.5926	0.8642	0.9296
0.3225	4.9605	754	0.8833	0.5926	0.8833	0.9398
0.3225	4.9737	756	0.9316	0.5177	0.9316	0.9652
0.3225	4.9868	758	0.9189	0.5926	0.9189	0.9586
0.3225	5.0	760	0.8570	0.5965	0.8570	0.9257
0.3225	5.0132	762	0.7910	0.6265	0.7910	0.8894
0.3225	5.0263	764	0.7623	0.6476	0.7623	0.8731
0.3225	5.0395	766	0.7685	0.6476	0.7685	0.8767
0.3225	5.0526	768	0.7856	0.6476	0.7856	0.8863
0.3225	5.0658	770	0.8477	0.5638	0.8477	0.9207
0.3225	5.0789	772	0.9670	0.5638	0.9670	0.9834
0.3225	5.0921	774	1.0449	0.5404	1.0449	1.0222
0.3225	5.1053	776	1.0835	0.4606	1.0835	1.0409
0.3225	5.1184	778	1.0973	0.4595	1.0973	1.0475
0.3225	5.1316	780	1.0559	0.4583	1.0559	1.0276
0.3225	5.1447	782	0.9945	0.5227	0.9945	0.9972
0.3225	5.1579	784	0.9407	0.6103	0.9407	0.9699
0.3225	5.1711	786	0.8837	0.6103	0.8838	0.9401
0.3225	5.1842	788	0.8390	0.5638	0.8390	0.9160
0.3225	5.1974	790	0.8297	0.6008	0.8297	0.9109
0.3225	5.2105	792	0.8454	0.5926	0.8454	0.9195
0.3225	5.2237	794	0.9146	0.5926	0.9146	0.9564
0.3225	5.2368	796	0.9105	0.5926	0.9105	0.9542
0.3225	5.25	798	0.8623	0.5926	0.8623	0.9286
0.3225	5.2632	800	0.8544	0.5926	0.8544	0.9243
0.3225	5.2763	802	0.8483	0.5926	0.8483	0.9210
0.3225	5.2895	804	0.8532	0.6008	0.8532	0.9237
0.3225	5.3026	806	0.8747	0.6008	0.8747	0.9352
0.3225	5.3158	808	0.9315	0.5926	0.9315	0.9651
0.3225	5.3289	810	0.9513	0.5366	0.9513	0.9753
0.3225	5.3421	812	0.9243	0.5404	0.9243	0.9614
0.3225	5.3553	814	0.8822	0.6008	0.8822	0.9393
0.3225	5.3684	816	0.8746	0.5638	0.8746	0.9352
0.3225	5.3816	818	0.8858	0.6008	0.8858	0.9412
0.3225	5.3947	820	0.9212	0.6008	0.9212	0.9598
0.3225	5.4079	822	0.9843	0.5926	0.9843	0.9921
0.3225	5.4211	824	1.0372	0.5366	1.0372	1.0184
0.3225	5.4342	826	1.0432	0.5926	1.0432	1.0214
0.3225	5.4474	828	0.9658	0.5926	0.9658	0.9828
0.3225	5.4605	830	0.8220	0.5926	0.8220	0.9067
0.3225	5.4737	832	0.6762	0.6476	0.6762	0.8223
0.3225	5.4868	834	0.6227	0.7631	0.6227	0.7891
0.3225	5.5	836	0.6131	0.7631	0.6131	0.7830
0.3225	5.5132	838	0.6123	0.7631	0.6123	0.7825
0.3225	5.5263	840	0.6257	0.6897	0.6257	0.7910
0.3225	5.5395	842	0.6840	0.6812	0.6840	0.8270
0.3225	5.5526	844	0.8259	0.5926	0.8259	0.9088
0.3225	5.5658	846	0.9202	0.5926	0.9202	0.9593
0.3225	5.5789	848	0.9343	0.5926	0.9343	0.9666
0.3225	5.5921	850	0.8620	0.5926	0.8620	0.9284
0.3225	5.6053	852	0.7796	0.6485	0.7796	0.8829
0.3225	5.6184	854	0.6702	0.6740	0.6702	0.8187
0.3225	5.6316	856	0.6199	0.7511	0.6199	0.7873
0.3225	5.6447	858	0.5911	0.7322	0.5911	0.7688
0.3225	5.6579	860	0.5859	0.7322	0.5859	0.7654
0.3225	5.6711	862	0.6168	0.7322	0.6168	0.7853
0.3225	5.6842	864	0.6534	0.7417	0.6534	0.8083
0.3225	5.6974	866	0.6846	0.6673	0.6846	0.8274
0.3225	5.7105	868	0.6847	0.6673	0.6847	0.8275
0.3225	5.7237	870	0.7136	0.6673	0.7136	0.8448
0.3225	5.7368	872	0.7268	0.6673	0.7268	0.8525
0.3225	5.75	874	0.7184	0.6673	0.7184	0.8476
0.3225	5.7632	876	0.7061	0.6673	0.7061	0.8403
0.3225	5.7763	878	0.7015	0.6673	0.7015	0.8376
0.3225	5.7895	880	0.6894	0.6740	0.6894	0.8303
0.3225	5.8026	882	0.6433	0.7614	0.6433	0.8020
0.3225	5.8158	884	0.6109	0.7310	0.6109	0.7816
0.3225	5.8289	886	0.5936	0.7106	0.5936	0.7705
0.3225	5.8421	888	0.5957	0.7106	0.5957	0.7718
0.3225	5.8553	890	0.6092	0.7310	0.6092	0.7805
0.3225	5.8684	892	0.6692	0.6860	0.6692	0.8181
0.3225	5.8816	894	0.7549	0.6673	0.7549	0.8688
0.3225	5.8947	896	0.8778	0.5926	0.8778	0.9369
0.3225	5.9079	898	0.9192	0.5532	0.9192	0.9588
0.3225	5.9211	900	0.8824	0.5926	0.8824	0.9394
0.3225	5.9342	902	0.8194	0.6673	0.8194	0.9052
0.3225	5.9474	904	0.7375	0.6673	0.7375	0.8588
0.3225	5.9605	906	0.6804	0.6686	0.6804	0.8249
0.3225	5.9737	908	0.6395	0.6686	0.6395	0.7997
0.3225	5.9868	910	0.6322	0.6686	0.6322	0.7951
0.3225	6.0	912	0.6484	0.6686	0.6484	0.8052
0.3225	6.0132	914	0.6806	0.6812	0.6806	0.8250
0.3225	6.0263	916	0.7419	0.6740	0.7419	0.8613
0.3225	6.0395	918	0.8461	0.5926	0.8461	0.9198
0.3225	6.0526	920	0.9379	0.5926	0.9379	0.9684
0.3225	6.0658	922	0.9335	0.5926	0.9335	0.9662
0.3225	6.0789	924	0.8586	0.5965	0.8586	0.9266
0.3225	6.0921	926	0.7628	0.6610	0.7628	0.8734
0.3225	6.1053	928	0.7205	0.6476	0.7205	0.8488
0.3225	6.1184	930	0.7081	0.6476	0.7081	0.8415
0.3225	6.1316	932	0.7023	0.6476	0.7023	0.8380
0.3225	6.1447	934	0.7092	0.6812	0.7092	0.8421
0.3225	6.1579	936	0.7337	0.6740	0.7337	0.8566
0.3225	6.1711	938	0.7269	0.6740	0.7269	0.8526
0.3225	6.1842	940	0.6821	0.6740	0.6821	0.8259
0.3225	6.1974	942	0.6757	0.6740	0.6757	0.8220
0.3225	6.2105	944	0.6623	0.6740	0.6623	0.8138
0.3225	6.2237	946	0.6264	0.6812	0.6264	0.7914
0.3225	6.2368	948	0.6175	0.6812	0.6175	0.7858
0.3225	6.25	950	0.6235	0.6476	0.6235	0.7896
0.3225	6.2632	952	0.6244	0.6812	0.6244	0.7902
0.3225	6.2763	954	0.6387	0.6812	0.6387	0.7992
0.3225	6.2895	956	0.6666	0.6812	0.6666	0.8165
0.3225	6.3026	958	0.7148	0.6740	0.7148	0.8455
0.3225	6.3158	960	0.7621	0.6740	0.7621	0.8730
0.3225	6.3289	962	0.8243	0.6485	0.8243	0.9079
0.3225	6.3421	964	0.8637	0.5926	0.8637	0.9293
0.3225	6.3553	966	0.8549	0.5926	0.8549	0.9246
0.3225	6.3684	968	0.8207	0.6673	0.8207	0.9059
0.3225	6.3816	970	0.7533	0.6740	0.7533	0.8679
0.3225	6.3947	972	0.6793	0.6740	0.6793	0.8242
0.3225	6.4079	974	0.6605	0.6740	0.6605	0.8127
0.3225	6.4211	976	0.6938	0.6740	0.6938	0.8330
0.3225	6.4342	978	0.7403	0.6740	0.7403	0.8604
0.3225	6.4474	980	0.7518	0.6740	0.7518	0.8670
0.3225	6.4605	982	0.7653	0.6740	0.7653	0.8748
0.3225	6.4737	984	0.7900	0.6740	0.7900	0.8888
0.3225	6.4868	986	0.8212	0.6545	0.8212	0.9062
0.3225	6.5	988	0.8488	0.5965	0.8488	0.9213
0.3225	6.5132	990	0.8731	0.5926	0.8731	0.9344
0.3225	6.5263	992	0.8728	0.5926	0.8728	0.9343
0.3225	6.5395	994	0.8287	0.6545	0.8287	0.9103
0.3225	6.5526	996	0.8139	0.6485	0.8139	0.9021
0.3225	6.5658	998	0.7907	0.6485	0.7907	0.8892
0.112	6.5789	1000	0.7535	0.6740	0.7535	0.8681
0.112	6.5921	1002	0.6696	0.6740	0.6696	0.8183
0.112	6.6053	1004	0.6123	0.7216	0.6123	0.7825
0.112	6.6184	1006	0.5969	0.7216	0.5969	0.7726
0.112	6.6316	1008	0.6037	0.7216	0.6037	0.7770
0.112	6.6447	1010	0.6475	0.7318	0.6475	0.8047
0.112	6.6579	1012	0.7267	0.6673	0.7267	0.8525
0.112	6.6711	1014	0.8180	0.6673	0.8180	0.9044
0.112	6.6842	1016	0.8569	0.6071	0.8569	0.9257
0.112	6.6974	1018	0.8495	0.6071	0.8495	0.9217
0.112	6.7105	1020	0.7921	0.6673	0.7921	0.8900
0.112	6.7237	1022	0.6954	0.6740	0.6954	0.8339
0.112	6.7368	1024	0.6365	0.7318	0.6365	0.7978
0.112	6.75	1026	0.6325	0.7318	0.6325	0.7953
0.112	6.7632	1028	0.6652	0.6740	0.6652	0.8156
0.112	6.7763	1030	0.7320	0.6740	0.7320	0.8556
0.112	6.7895	1032	0.8088	0.6545	0.8088	0.8993
0.112	6.8026	1034	0.8608	0.6545	0.8608	0.9278
0.112	6.8158	1036	0.8531	0.6545	0.8531	0.9237
0.112	6.8289	1038	0.8124	0.6545	0.8124	0.9013
0.112	6.8421	1040	0.7593	0.6740	0.7593	0.8714
0.112	6.8553	1042	0.7589	0.6740	0.7589	0.8712
0.112	6.8684	1044	0.7471	0.6740	0.7471	0.8644
0.112	6.8816	1046	0.7279	0.6740	0.7279	0.8531
0.112	6.8947	1048	0.6965	0.6740	0.6965	0.8346
0.112	6.9079	1050	0.6582	0.6740	0.6582	0.8113
0.112	6.9211	1052	0.6380	0.7318	0.6380	0.7988
0.112	6.9342	1054	0.6594	0.6740	0.6594	0.8120
0.112	6.9474	1056	0.6781	0.6740	0.6781	0.8235
0.112	6.9605	1058	0.6953	0.6740	0.6953	0.8338
0.112	6.9737	1060	0.7140	0.6673	0.7140	0.8450
0.112	6.9868	1062	0.7316	0.6673	0.7316	0.8554
0.112	7.0	1064	0.7406	0.6673	0.7406	0.8606
0.112	7.0132	1066	0.7563	0.6673	0.7563	0.8697
0.112	7.0263	1068	0.7765	0.6485	0.7765	0.8812
0.112	7.0395	1070	0.7822	0.6485	0.7822	0.8844
0.112	7.0526	1072	0.7740	0.6485	0.7740	0.8798
0.112	7.0658	1074	0.8041	0.6485	0.8041	0.8967
0.112	7.0789	1076	0.8281	0.6485	0.8281	0.9100
0.112	7.0921	1078	0.8120	0.6485	0.8120	0.9011
0.112	7.1053	1080	0.7946	0.6485	0.7946	0.8914
0.112	7.1184	1082	0.7485	0.6545	0.7485	0.8652
0.112	7.1316	1084	0.7041	0.6610	0.7041	0.8391
0.112	7.1447	1086	0.6645	0.6812	0.6645	0.8152
0.112	7.1579	1088	0.6373	0.6812	0.6373	0.7983
0.112	7.1711	1090	0.6619	0.6812	0.6619	0.8136
0.112	7.1842	1092	0.7287	0.6610	0.7287	0.8536
0.112	7.1974	1094	0.8135	0.6610	0.8135	0.9019
0.112	7.2105	1096	0.8786	0.5965	0.8786	0.9373
0.112	7.2237	1098	0.9418	0.5965	0.9418	0.9705
0.112	7.2368	1100	0.9555	0.5926	0.9555	0.9775
0.112	7.25	1102	0.9168	0.5965	0.9168	0.9575
0.112	7.2632	1104	0.8535	0.5965	0.8535	0.9238
0.112	7.2763	1106	0.7625	0.6610	0.7625	0.8732
0.112	7.2895	1108	0.7150	0.6610	0.7150	0.8456
0.112	7.3026	1110	0.7016	0.6610	0.7016	0.8376
0.112	7.3158	1112	0.7171	0.6610	0.7171	0.8468
0.112	7.3289	1114	0.7583	0.6610	0.7583	0.8708
0.112	7.3421	1116	0.8151	0.6545	0.8151	0.9029
0.112	7.3553	1118	0.8779	0.5926	0.8779	0.9370
0.112	7.3684	1120	0.9175	0.5926	0.9175	0.9579
0.112	7.3816	1122	0.9119	0.5926	0.9119	0.9550
0.112	7.3947	1124	0.8909	0.5926	0.8909	0.9439
0.112	7.4079	1126	0.8870	0.5926	0.8870	0.9418
0.112	7.4211	1128	0.8806	0.5926	0.8806	0.9384
0.112	7.4342	1130	0.8499	0.6485	0.8499	0.9219
0.112	7.4474	1132	0.8079	0.6485	0.8079	0.8989
0.112	7.4605	1134	0.7966	0.6485	0.7966	0.8925
0.112	7.4737	1136	0.7908	0.6545	0.7908	0.8893
0.112	7.4868	1138	0.7927	0.6545	0.7927	0.8903
0.112	7.5	1140	0.8023	0.6545	0.8023	0.8957
0.112	7.5132	1142	0.8221	0.6545	0.8221	0.9067
0.112	7.5263	1144	0.8144	0.6545	0.8144	0.9025
0.112	7.5395	1146	0.8225	0.6545	0.8225	0.9069
0.112	7.5526	1148	0.8258	0.6008	0.8258	0.9087
0.112	7.5658	1150	0.8056	0.6610	0.8056	0.8976
0.112	7.5789	1152	0.7838	0.6610	0.7838	0.8853
0.112	7.5921	1154	0.7717	0.6756	0.7717	0.8785
0.112	7.6053	1156	0.7551	0.6756	0.7551	0.8690
0.112	7.6184	1158	0.7554	0.6610	0.7554	0.8692
0.112	7.6316	1160	0.7686	0.6610	0.7686	0.8767
0.112	7.6447	1162	0.7591	0.6610	0.7591	0.8713
0.112	7.6579	1164	0.7414	0.6610	0.7414	0.8611
0.112	7.6711	1166	0.7120	0.6812	0.7120	0.8438
0.112	7.6842	1168	0.6956	0.6812	0.6956	0.8341
0.112	7.6974	1170	0.6824	0.6812	0.6824	0.8261
0.112	7.7105	1172	0.6816	0.6740	0.6816	0.8256
0.112	7.7237	1174	0.6961	0.6740	0.6961	0.8344
0.112	7.7368	1176	0.6944	0.6740	0.6944	0.8333
0.112	7.75	1178	0.7074	0.6740	0.7074	0.8411
0.112	7.7632	1180	0.6967	0.6740	0.6967	0.8347
0.112	7.7763	1182	0.6786	0.6812	0.6786	0.8238
0.112	7.7895	1184	0.6846	0.6740	0.6846	0.8274
0.112	7.8026	1186	0.6764	0.6812	0.6764	0.8224
0.112	7.8158	1188	0.6750	0.6812	0.6750	0.8216
0.112	7.8289	1190	0.6695	0.6812	0.6695	0.8182
0.112	7.8421	1192	0.6716	0.6812	0.6716	0.8195
0.112	7.8553	1194	0.6773	0.6812	0.6773	0.8230
0.112	7.8684	1196	0.6846	0.6812	0.6846	0.8274
0.112	7.8816	1198	0.7076	0.6812	0.7076	0.8412
0.112	7.8947	1200	0.7392	0.6545	0.7392	0.8598
0.112	7.9079	1202	0.7629	0.6545	0.7629	0.8734
0.112	7.9211	1204	0.7871	0.6545	0.7871	0.8872
0.112	7.9342	1206	0.8017	0.6545	0.8017	0.8954
0.112	7.9474	1208	0.7932	0.6545	0.7932	0.8906
0.112	7.9605	1210	0.7714	0.6545	0.7714	0.8783
0.112	7.9737	1212	0.7480	0.6610	0.7480	0.8649
0.112	7.9868	1214	0.7428	0.6610	0.7428	0.8619
0.112	8.0	1216	0.7578	0.6610	0.7578	0.8705
0.112	8.0132	1218	0.7775	0.6610	0.7775	0.8817
0.112	8.0263	1220	0.8079	0.6545	0.8079	0.8989
0.112	8.0395	1222	0.8087	0.6545	0.8087	0.8993
0.112	8.0526	1224	0.7990	0.6545	0.7990	0.8939
0.112	8.0658	1226	0.7902	0.6610	0.7902	0.8889
0.112	8.0789	1228	0.7812	0.6610	0.7812	0.8839
0.112	8.0921	1230	0.7794	0.6610	0.7794	0.8828
0.112	8.1053	1232	0.7905	0.6610	0.7905	0.8891
0.112	8.1184	1234	0.8130	0.6545	0.8130	0.9017
0.112	8.1316	1236	0.8294	0.6545	0.8294	0.9107
0.112	8.1447	1238	0.8303	0.6545	0.8303	0.9112
0.112	8.1579	1240	0.8284	0.6545	0.8284	0.9102
0.112	8.1711	1242	0.8322	0.6485	0.8322	0.9122
0.112	8.1842	1244	0.8100	0.6485	0.8100	0.9000
0.112	8.1974	1246	0.7917	0.6485	0.7917	0.8898
0.112	8.2105	1248	0.7632	0.6545	0.7632	0.8736
0.112	8.2237	1250	0.7373	0.6545	0.7373	0.8587
0.112	8.2368	1252	0.7220	0.6812	0.7220	0.8497
0.112	8.25	1254	0.7288	0.6610	0.7288	0.8537
0.112	8.2632	1256	0.7345	0.6610	0.7345	0.8570
0.112	8.2763	1258	0.7348	0.6610	0.7348	0.8572
0.112	8.2895	1260	0.7139	0.6812	0.7139	0.8449
0.112	8.3026	1262	0.7105	0.6812	0.7105	0.8429
0.112	8.3158	1264	0.7063	0.6812	0.7063	0.8404
0.112	8.3289	1266	0.7145	0.6610	0.7145	0.8453
0.112	8.3421	1268	0.7118	0.6610	0.7118	0.8437
0.112	8.3553	1270	0.7093	0.6610	0.7093	0.8422
0.112	8.3684	1272	0.7063	0.6812	0.7063	0.8404
0.112	8.3816	1274	0.6953	0.6812	0.6953	0.8339
0.112	8.3947	1276	0.6878	0.6812	0.6878	0.8294
0.112	8.4079	1278	0.7005	0.6812	0.7005	0.8369
0.112	8.4211	1280	0.7152	0.6610	0.7152	0.8457
0.112	8.4342	1282	0.7413	0.6610	0.7413	0.8610
0.112	8.4474	1284	0.7853	0.6610	0.7853	0.8862
0.112	8.4605	1286	0.8414	0.6485	0.8414	0.9173
0.112	8.4737	1288	0.8963	0.6485	0.8963	0.9467
0.112	8.4868	1290	0.9477	0.6485	0.9477	0.9735
0.112	8.5	1292	0.9822	0.6485	0.9822	0.9910
0.112	8.5132	1294	0.9856	0.6485	0.9856	0.9928
0.112	8.5263	1296	0.9659	0.6485	0.9659	0.9828
0.112	8.5395	1298	0.9398	0.6485	0.9398	0.9694
0.112	8.5526	1300	0.9046	0.6485	0.9046	0.9511
0.112	8.5658	1302	0.8727	0.6485	0.8727	0.9342
0.112	8.5789	1304	0.8371	0.6485	0.8371	0.9149
0.112	8.5921	1306	0.8053	0.6485	0.8053	0.8974
0.112	8.6053	1308	0.7824	0.6485	0.7824	0.8846
0.112	8.6184	1310	0.7819	0.6485	0.7819	0.8842
0.112	8.6316	1312	0.7593	0.6485	0.7593	0.8714
0.112	8.6447	1314	0.7363	0.6485	0.7363	0.8581
0.112	8.6579	1316	0.7419	0.6485	0.7419	0.8614
0.112	8.6711	1318	0.7461	0.6485	0.7461	0.8638
0.112	8.6842	1320	0.7527	0.6485	0.7527	0.8676
0.112	8.6974	1322	0.7622	0.6485	0.7622	0.8730
0.112	8.7105	1324	0.7737	0.6485	0.7737	0.8796
0.112	8.7237	1326	0.7778	0.6485	0.7778	0.8819
0.112	8.7368	1328	0.7808	0.6485	0.7808	0.8836
0.112	8.75	1330	0.7718	0.6485	0.7718	0.8785
0.112	8.7632	1332	0.7543	0.6485	0.7543	0.8685
0.112	8.7763	1334	0.7305	0.6485	0.7305	0.8547
0.112	8.7895	1336	0.7281	0.6485	0.7281	0.8533
0.112	8.8026	1338	0.7376	0.6485	0.7376	0.8588
0.112	8.8158	1340	0.7458	0.6485	0.7458	0.8636
0.112	8.8289	1342	0.7331	0.6485	0.7331	0.8562
0.112	8.8421	1344	0.7238	0.6485	0.7238	0.8508
0.112	8.8553	1346	0.7223	0.6485	0.7223	0.8499
0.112	8.8684	1348	0.7235	0.6485	0.7235	0.8506
0.112	8.8816	1350	0.7075	0.6485	0.7075	0.8411
0.112	8.8947	1352	0.6839	0.6673	0.6839	0.8270
0.112	8.9079	1354	0.6587	0.6740	0.6587	0.8116
0.112	8.9211	1356	0.6519	0.6740	0.6519	0.8074
0.112	8.9342	1358	0.6589	0.6740	0.6589	0.8117
0.112	8.9474	1360	0.6674	0.6740	0.6674	0.8170
0.112	8.9605	1362	0.6908	0.6485	0.6908	0.8311
0.112	8.9737	1364	0.7184	0.6485	0.7184	0.8476
0.112	8.9868	1366	0.7570	0.6485	0.7570	0.8701
0.112	9.0	1368	0.7775	0.6485	0.7775	0.8818
0.112	9.0132	1370	0.7780	0.6485	0.7780	0.8820
0.112	9.0263	1372	0.7680	0.6485	0.7680	0.8763
0.112	9.0395	1374	0.7539	0.6485	0.7539	0.8683
0.112	9.0526	1376	0.7429	0.6485	0.7429	0.8619
0.112	9.0658	1378	0.7293	0.6485	0.7293	0.8540
0.112	9.0789	1380	0.7206	0.6485	0.7206	0.8489
0.112	9.0921	1382	0.7259	0.6485	0.7259	0.8520
0.112	9.1053	1384	0.7349	0.6485	0.7349	0.8572
0.112	9.1184	1386	0.7432	0.6485	0.7432	0.8621
0.112	9.1316	1388	0.7474	0.6485	0.7474	0.8645
0.112	9.1447	1390	0.7549	0.6485	0.7549	0.8688
0.112	9.1579	1392	0.7577	0.6485	0.7577	0.8704
0.112	9.1711	1394	0.7554	0.6485	0.7554	0.8691
0.112	9.1842	1396	0.7494	0.6545	0.7494	0.8657
0.112	9.1974	1398	0.7424	0.6545	0.7424	0.8617
0.112	9.2105	1400	0.7251	0.6545	0.7251	0.8515
0.112	9.2237	1402	0.7054	0.6610	0.7054	0.8399
0.112	9.2368	1404	0.6885	0.6610	0.6885	0.8298
0.112	9.25	1406	0.6808	0.6610	0.6808	0.8251
0.112	9.2632	1408	0.6792	0.6610	0.6792	0.8241
0.112	9.2763	1410	0.6764	0.6610	0.6764	0.8225
0.112	9.2895	1412	0.6756	0.6610	0.6756	0.8220
0.112	9.3026	1414	0.6817	0.6610	0.6817	0.8256
0.112	9.3158	1416	0.6873	0.6610	0.6873	0.8291
0.112	9.3289	1418	0.6941	0.6610	0.6941	0.8331
0.112	9.3421	1420	0.7016	0.6610	0.7016	0.8376
0.112	9.3553	1422	0.7112	0.6610	0.7112	0.8433
0.112	9.3684	1424	0.7151	0.6545	0.7151	0.8456
0.112	9.3816	1426	0.7115	0.6545	0.7115	0.8435
0.112	9.3947	1428	0.7053	0.6545	0.7053	0.8398
0.112	9.4079	1430	0.6971	0.6610	0.6971	0.8349
0.112	9.4211	1432	0.6941	0.6610	0.6941	0.8331
0.112	9.4342	1434	0.6900	0.6610	0.6900	0.8306
0.112	9.4474	1436	0.6862	0.6610	0.6862	0.8284
0.112	9.4605	1438	0.6860	0.6610	0.6860	0.8283
0.112	9.4737	1440	0.6903	0.6610	0.6903	0.8309
0.112	9.4868	1442	0.6913	0.6610	0.6913	0.8314
0.112	9.5	1444	0.6933	0.6610	0.6933	0.8327
0.112	9.5132	1446	0.6994	0.6610	0.6994	0.8363
0.112	9.5263	1448	0.6996	0.6545	0.6996	0.8364
0.112	9.5395	1450	0.6978	0.6545	0.6978	0.8354
0.112	9.5526	1452	0.7013	0.6545	0.7013	0.8374
0.112	9.5658	1454	0.7055	0.6485	0.7055	0.8399
0.112	9.5789	1456	0.7086	0.6485	0.7086	0.8418
0.112	9.5921	1458	0.7119	0.6485	0.7119	0.8437
0.112	9.6053	1460	0.7127	0.6485	0.7127	0.8442
0.112	9.6184	1462	0.7129	0.6485	0.7129	0.8443
0.112	9.6316	1464	0.7095	0.6485	0.7095	0.8423
0.112	9.6447	1466	0.7101	0.6485	0.7101	0.8427
0.112	9.6579	1468	0.7101	0.6485	0.7101	0.8427
0.112	9.6711	1470	0.7108	0.6545	0.7108	0.8431
0.112	9.6842	1472	0.7087	0.6545	0.7087	0.8419
0.112	9.6974	1474	0.7047	0.6610	0.7047	0.8394
0.112	9.7105	1476	0.7018	0.6610	0.7018	0.8377
0.112	9.7237	1478	0.7031	0.6610	0.7031	0.8385
0.112	9.7368	1480	0.7050	0.6610	0.7050	0.8396
0.112	9.75	1482	0.7055	0.6610	0.7055	0.8399
0.112	9.7632	1484	0.7045	0.6610	0.7045	0.8393
0.112	9.7763	1486	0.7049	0.6610	0.7049	0.8396
0.112	9.7895	1488	0.7073	0.6610	0.7073	0.8410
0.112	9.8026	1490	0.7086	0.6610	0.7086	0.8418
0.112	9.8158	1492	0.7093	0.6610	0.7093	0.8422
0.112	9.8289	1494	0.7092	0.6545	0.7092	0.8421
0.112	9.8421	1496	0.7094	0.6610	0.7094	0.8422
0.112	9.8553	1498	0.7077	0.6610	0.7077	0.8412
0.0653	9.8684	1500	0.7062	0.6610	0.7062	0.8404
0.0653	9.8816	1502	0.7053	0.6610	0.7053	0.8398
0.0653	9.8947	1504	0.7044	0.6610	0.7044	0.8393
0.0653	9.9079	1506	0.7053	0.6610	0.7053	0.8398
0.0653	9.9211	1508	0.7062	0.6610	0.7062	0.8403
0.0653	9.9342	1510	0.7075	0.6610	0.7075	0.8411
0.0653	9.9474	1512	0.7085	0.6610	0.7085	0.8417
0.0653	9.9605	1514	0.7092	0.6610	0.7092	0.8421
0.0653	9.9737	1516	0.7099	0.6610	0.7099	0.8426
0.0653	9.9868	1518	0.7105	0.6610	0.7105	0.8429
0.0653	10.0	1520	0.7108	0.6610	0.7108	0.8431

Framework versions

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