ArabicNewSplits7_OSS_usingWellWrittenEssays_FineTuningAraBERT_run1_AugV5_k5_task5_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: 0.6232
• Qwk: 0.6001
• Mse: 0.6232
• Rmse: 0.7894

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	0.08	2	3.6648	-0.0239	3.6648	1.9144
No log	0.16	4	2.5481	0.0141	2.5481	1.5963
No log	0.24	6	1.6373	-0.0321	1.6373	1.2796
No log	0.32	8	1.0564	0.3207	1.0564	1.0278
No log	0.4	10	1.1091	0.1805	1.1091	1.0531
No log	0.48	12	1.0349	0.2517	1.0349	1.0173
No log	0.56	14	1.1334	0.1046	1.1334	1.0646
No log	0.64	16	1.2273	0.0427	1.2273	1.1078
No log	0.72	18	1.3753	-0.0560	1.3753	1.1727
No log	0.8	20	1.3309	-0.0411	1.3309	1.1537
No log	0.88	22	1.1576	0.1057	1.1576	1.0759
No log	0.96	24	1.0743	0.2293	1.0743	1.0365
No log	1.04	26	1.0400	0.2770	1.0400	1.0198
No log	1.12	28	1.0388	0.1233	1.0388	1.0192
No log	1.2	30	1.0112	0.1389	1.0112	1.0056
No log	1.28	32	0.9597	0.2716	0.9597	0.9796
No log	1.3600	34	1.0925	0.2212	1.0925	1.0452
No log	1.44	36	1.1961	0.1587	1.1961	1.0937
No log	1.52	38	1.0664	0.2590	1.0664	1.0327
No log	1.6	40	0.9056	0.4143	0.9056	0.9516
No log	1.6800	42	0.9223	0.3089	0.9223	0.9603
No log	1.76	44	0.9206	0.2577	0.9206	0.9595
No log	1.8400	46	0.8690	0.3960	0.8690	0.9322
No log	1.92	48	0.8797	0.4849	0.8797	0.9379
No log	2.0	50	0.8305	0.4816	0.8305	0.9113
No log	2.08	52	0.8635	0.4371	0.8635	0.9292
No log	2.16	54	0.8050	0.5110	0.8050	0.8972
No log	2.24	56	0.6898	0.5343	0.6898	0.8306
No log	2.32	58	0.6900	0.5828	0.6900	0.8307
No log	2.4	60	0.6565	0.6115	0.6565	0.8102
No log	2.48	62	0.6005	0.6459	0.6005	0.7749
No log	2.56	64	0.6670	0.6562	0.6670	0.8167
No log	2.64	66	0.7222	0.6350	0.7222	0.8498
No log	2.7200	68	0.6986	0.6326	0.6986	0.8358
No log	2.8	70	0.7021	0.6066	0.7021	0.8379
No log	2.88	72	0.7126	0.6415	0.7126	0.8441
No log	2.96	74	0.6714	0.6123	0.6714	0.8194
No log	3.04	76	0.6469	0.6673	0.6469	0.8043
No log	3.12	78	0.6860	0.6091	0.6860	0.8282
No log	3.2	80	0.8678	0.5168	0.8678	0.9316
No log	3.2800	82	0.9025	0.4668	0.9025	0.9500
No log	3.36	84	0.7481	0.6278	0.7481	0.8650
No log	3.44	86	0.6994	0.5074	0.6994	0.8363
No log	3.52	88	0.7548	0.4984	0.7548	0.8688
No log	3.6	90	0.6747	0.5080	0.6747	0.8214
No log	3.68	92	0.6454	0.6933	0.6454	0.8034
No log	3.76	94	0.7596	0.6097	0.7596	0.8716
No log	3.84	96	0.8494	0.5948	0.8494	0.9216
No log	3.92	98	0.8139	0.6163	0.8139	0.9022
No log	4.0	100	0.8264	0.5926	0.8264	0.9091
No log	4.08	102	0.6688	0.6340	0.6688	0.8178
No log	4.16	104	0.6144	0.6612	0.6144	0.7839
No log	4.24	106	0.6197	0.6451	0.6197	0.7872
No log	4.32	108	0.6422	0.6468	0.6422	0.8014
No log	4.4	110	0.6134	0.6626	0.6134	0.7832
No log	4.48	112	0.6029	0.6133	0.6029	0.7765
No log	4.5600	114	0.6022	0.7338	0.6022	0.7760
No log	4.64	116	0.8232	0.5696	0.8232	0.9073
No log	4.72	118	1.1534	0.4604	1.1534	1.0740
No log	4.8	120	1.0909	0.5111	1.0909	1.0445
No log	4.88	122	0.7707	0.6063	0.7707	0.8779
No log	4.96	124	0.5720	0.7306	0.5720	0.7563
No log	5.04	126	0.5606	0.6414	0.5606	0.7487
No log	5.12	128	0.5863	0.7399	0.5863	0.7657
No log	5.2	130	0.7133	0.6856	0.7133	0.8446
No log	5.28	132	0.7321	0.6856	0.7321	0.8556
No log	5.36	134	0.6161	0.6711	0.6161	0.7849
No log	5.44	136	0.5516	0.6715	0.5516	0.7427
No log	5.52	138	0.5416	0.7179	0.5416	0.7360
No log	5.6	140	0.5572	0.7239	0.5572	0.7465
No log	5.68	142	0.5855	0.7392	0.5855	0.7652
No log	5.76	144	0.6686	0.6386	0.6686	0.8176
No log	5.84	146	0.8551	0.6181	0.8551	0.9247
No log	5.92	148	0.8457	0.6010	0.8457	0.9196
No log	6.0	150	0.7138	0.6278	0.7138	0.8449
No log	6.08	152	0.6221	0.5996	0.6221	0.7887
No log	6.16	154	0.6382	0.5961	0.6382	0.7989
No log	6.24	156	0.6252	0.5898	0.6252	0.7907
No log	6.32	158	0.6514	0.6028	0.6514	0.8071
No log	6.4	160	0.7073	0.6189	0.7073	0.8410
No log	6.48	162	0.6687	0.6284	0.6687	0.8178
No log	6.5600	164	0.6493	0.6936	0.6493	0.8058
No log	6.64	166	0.6842	0.6512	0.6842	0.8272
No log	6.72	168	0.6381	0.6581	0.6381	0.7988
No log	6.8	170	0.6123	0.6879	0.6123	0.7825
No log	6.88	172	0.6121	0.6914	0.6121	0.7824
No log	6.96	174	0.5747	0.6482	0.5747	0.7581
No log	7.04	176	0.5631	0.7136	0.5631	0.7504
No log	7.12	178	0.5777	0.6695	0.5777	0.7601
No log	7.2	180	0.6364	0.6740	0.6364	0.7978
No log	7.28	182	0.6370	0.6529	0.6370	0.7981
No log	7.36	184	0.6238	0.5759	0.6238	0.7898
No log	7.44	186	0.6596	0.5089	0.6596	0.8122
No log	7.52	188	0.6526	0.5063	0.6526	0.8078
No log	7.6	190	0.6495	0.5734	0.6495	0.8059
No log	7.68	192	0.6523	0.6413	0.6523	0.8077
No log	7.76	194	0.7069	0.6160	0.7069	0.8408
No log	7.84	196	0.6702	0.6179	0.6702	0.8186
No log	7.92	198	0.5882	0.6275	0.5882	0.7669
No log	8.0	200	0.6068	0.6544	0.6068	0.7789
No log	8.08	202	0.5965	0.6491	0.5965	0.7723
No log	8.16	204	0.6051	0.6626	0.6051	0.7779
No log	8.24	206	0.6500	0.5688	0.6500	0.8062
No log	8.32	208	0.6377	0.5688	0.6377	0.7985
No log	8.4	210	0.6101	0.5434	0.6101	0.7811
No log	8.48	212	0.6127	0.5450	0.6127	0.7828
No log	8.56	214	0.6290	0.5317	0.6290	0.7931
No log	8.64	216	0.7277	0.6304	0.7277	0.8531
No log	8.72	218	0.7428	0.6078	0.7428	0.8619
No log	8.8	220	0.6313	0.6476	0.6313	0.7945
No log	8.88	222	0.5804	0.6564	0.5804	0.7618
No log	8.96	224	0.5838	0.6575	0.5838	0.7641
No log	9.04	226	0.6046	0.6237	0.6046	0.7776
No log	9.12	228	0.6191	0.6412	0.6191	0.7869
No log	9.2	230	0.6274	0.5880	0.6274	0.7921
No log	9.28	232	0.6670	0.5697	0.6670	0.8167
No log	9.36	234	0.6757	0.5498	0.6757	0.8220
No log	9.44	236	0.6667	0.5614	0.6667	0.8165
No log	9.52	238	0.7066	0.6300	0.7066	0.8406
No log	9.6	240	0.6704	0.6310	0.6704	0.8188
No log	9.68	242	0.6099	0.5700	0.6099	0.7810
No log	9.76	244	0.5962	0.5771	0.5962	0.7721
No log	9.84	246	0.5951	0.6139	0.5951	0.7715
No log	9.92	248	0.5888	0.6139	0.5888	0.7674
No log	10.0	250	0.5850	0.5822	0.5850	0.7649
No log	10.08	252	0.5971	0.6291	0.5971	0.7727
No log	10.16	254	0.6767	0.6661	0.6767	0.8226
No log	10.24	256	0.7740	0.6409	0.7740	0.8798
No log	10.32	258	0.8429	0.5790	0.8429	0.9181
No log	10.4	260	0.7625	0.5788	0.7625	0.8732
No log	10.48	262	0.7427	0.5799	0.7427	0.8618
No log	10.56	264	0.7855	0.5788	0.7855	0.8863
No log	10.64	266	0.7457	0.5584	0.7457	0.8636
No log	10.72	268	0.6696	0.5558	0.6696	0.8183
No log	10.8	270	0.6605	0.5558	0.6605	0.8127
No log	10.88	272	0.7080	0.5788	0.7080	0.8414
No log	10.96	274	0.7988	0.5810	0.7988	0.8938
No log	11.04	276	0.7835	0.5915	0.7835	0.8852
No log	11.12	278	0.7838	0.5915	0.7838	0.8853
No log	11.2	280	0.6974	0.5875	0.6974	0.8351
No log	11.28	282	0.6426	0.6035	0.6426	0.8017
No log	11.36	284	0.6491	0.6035	0.6491	0.8057
No log	11.44	286	0.6661	0.5708	0.6661	0.8161
No log	11.52	288	0.6992	0.6089	0.6992	0.8362
No log	11.6	290	0.6767	0.5888	0.6767	0.8226
No log	11.68	292	0.6219	0.6035	0.6219	0.7886
No log	11.76	294	0.6002	0.5785	0.6002	0.7748
No log	11.84	296	0.6021	0.6123	0.6021	0.7760
No log	11.92	298	0.6279	0.6218	0.6279	0.7924
No log	12.0	300	0.7180	0.5549	0.7180	0.8473
No log	12.08	302	0.7132	0.5658	0.7132	0.8445
No log	12.16	304	0.6291	0.6118	0.6291	0.7932
No log	12.24	306	0.6130	0.6154	0.6130	0.7829
No log	12.32	308	0.6399	0.5894	0.6399	0.7999
No log	12.4	310	0.6265	0.5301	0.6265	0.7915
No log	12.48	312	0.6183	0.5610	0.6183	0.7863
No log	12.56	314	0.6703	0.6352	0.6703	0.8187
No log	12.64	316	0.7215	0.5777	0.7215	0.8494
No log	12.72	318	0.6685	0.5898	0.6685	0.8176
No log	12.8	320	0.6076	0.6073	0.6076	0.7795
No log	12.88	322	0.6004	0.6217	0.6004	0.7749
No log	12.96	324	0.6056	0.6371	0.6056	0.7782
No log	13.04	326	0.6763	0.6228	0.6763	0.8224
No log	13.12	328	0.7005	0.6064	0.7005	0.8370
No log	13.2	330	0.6422	0.6228	0.6422	0.8014
No log	13.28	332	0.6356	0.6259	0.6356	0.7972
No log	13.36	334	0.6851	0.6319	0.6851	0.8277
No log	13.44	336	0.7488	0.5745	0.7488	0.8653
No log	13.52	338	0.7898	0.5636	0.7898	0.8887
No log	13.6	340	0.7411	0.5549	0.7411	0.8609
No log	13.68	342	0.6671	0.6218	0.6671	0.8167
No log	13.76	344	0.6308	0.5959	0.6308	0.7942
No log	13.84	346	0.6303	0.5330	0.6303	0.7939
No log	13.92	348	0.6826	0.6319	0.6826	0.8262
No log	14.0	350	0.7943	0.5526	0.7943	0.8913
No log	14.08	352	0.7914	0.5756	0.7914	0.8896
No log	14.16	354	0.6917	0.6352	0.6917	0.8317
No log	14.24	356	0.6303	0.5260	0.6303	0.7939
No log	14.32	358	0.6319	0.5415	0.6319	0.7949
No log	14.4	360	0.6261	0.5480	0.6261	0.7913
No log	14.48	362	0.6732	0.6328	0.6732	0.8205
No log	14.56	364	0.7163	0.5658	0.7163	0.8463
No log	14.64	366	0.6855	0.5998	0.6855	0.8279
No log	14.72	368	0.6693	0.6025	0.6693	0.8181
No log	14.8	370	0.6456	0.5490	0.6456	0.8035
No log	14.88	372	0.6611	0.5542	0.6611	0.8131
No log	14.96	374	0.6576	0.5302	0.6576	0.8109
No log	15.04	376	0.6460	0.5361	0.6460	0.8038
No log	15.12	378	0.6647	0.6491	0.6647	0.8153
No log	15.2	380	0.7130	0.6386	0.7130	0.8444
No log	15.28	382	0.7023	0.6386	0.7023	0.8380
No log	15.36	384	0.6439	0.6386	0.6439	0.8024
No log	15.44	386	0.6529	0.5983	0.6529	0.8080
No log	15.52	388	0.7539	0.6247	0.7539	0.8683
No log	15.6	390	0.8203	0.5779	0.8203	0.9057
No log	15.68	392	0.8095	0.5695	0.8095	0.8997
No log	15.76	394	0.7404	0.5963	0.7404	0.8605
No log	15.84	396	0.6679	0.6386	0.6679	0.8172
No log	15.92	398	0.6152	0.5993	0.6152	0.7844
No log	16.0	400	0.6021	0.6272	0.6021	0.7759
No log	16.08	402	0.6045	0.6519	0.6045	0.7775
No log	16.16	404	0.6065	0.6672	0.6065	0.7788
No log	16.24	406	0.6098	0.6435	0.6098	0.7809
No log	16.32	408	0.5948	0.6693	0.5948	0.7712
No log	16.4	410	0.5883	0.6547	0.5883	0.7670
No log	16.48	412	0.5949	0.5558	0.5949	0.7713
No log	16.56	414	0.5901	0.5558	0.5901	0.7682
No log	16.64	416	0.5872	0.5822	0.5872	0.7663
No log	16.72	418	0.5918	0.5558	0.5918	0.7693
No log	16.8	420	0.6069	0.6420	0.6069	0.7790
No log	16.88	422	0.6058	0.6287	0.6058	0.7783
No log	16.96	424	0.5693	0.6073	0.5693	0.7545
No log	17.04	426	0.5618	0.5902	0.5618	0.7495
No log	17.12	428	0.5609	0.6311	0.5609	0.7489
No log	17.2	430	0.5708	0.6269	0.5708	0.7555
No log	17.28	432	0.5857	0.6282	0.5857	0.7653
No log	17.36	434	0.5864	0.5869	0.5864	0.7658
No log	17.44	436	0.5891	0.6491	0.5891	0.7675
No log	17.52	438	0.5964	0.6377	0.5964	0.7723
No log	17.6	440	0.5888	0.6756	0.5888	0.7673
No log	17.68	442	0.5775	0.6421	0.5775	0.7599
No log	17.76	444	0.5510	0.6439	0.5510	0.7423
No log	17.84	446	0.5497	0.6275	0.5497	0.7414
No log	17.92	448	0.5576	0.6167	0.5576	0.7467
No log	18.0	450	0.6121	0.6420	0.6121	0.7823
No log	18.08	452	0.6554	0.6410	0.6554	0.8096
No log	18.16	454	0.6564	0.6410	0.6564	0.8102
No log	18.24	456	0.6268	0.5948	0.6268	0.7917
No log	18.32	458	0.6061	0.5558	0.6061	0.7785
No log	18.4	460	0.6102	0.5645	0.6102	0.7812
No log	18.48	462	0.6665	0.6410	0.6665	0.8164
No log	18.56	464	0.7627	0.6052	0.7627	0.8733
No log	18.64	466	0.7595	0.6052	0.7595	0.8715
No log	18.72	468	0.6802	0.6584	0.6802	0.8248
No log	18.8	470	0.5960	0.6422	0.5960	0.7720
No log	18.88	472	0.5769	0.6107	0.5769	0.7595
No log	18.96	474	0.5922	0.5795	0.5922	0.7696
No log	19.04	476	0.5822	0.6006	0.5822	0.7630
No log	19.12	478	0.5557	0.6107	0.5557	0.7455
No log	19.2	480	0.5656	0.6157	0.5656	0.7521
No log	19.28	482	0.6132	0.6319	0.6132	0.7830
No log	19.36	484	0.6288	0.6209	0.6288	0.7930
No log	19.44	486	0.5970	0.6198	0.5970	0.7726
No log	19.52	488	0.5767	0.6237	0.5767	0.7594
No log	19.6	490	0.5797	0.5434	0.5797	0.7614
No log	19.68	492	0.5912	0.5558	0.5912	0.7689
No log	19.76	494	0.5889	0.5666	0.5889	0.7674
No log	19.84	496	0.5881	0.5590	0.5881	0.7669
No log	19.92	498	0.5922	0.5330	0.5922	0.7695
0.2565	20.0	500	0.5895	0.5330	0.5895	0.7678
0.2565	20.08	502	0.5832	0.6269	0.5832	0.7637
0.2565	20.16	504	0.5866	0.6390	0.5866	0.7659
0.2565	20.24	506	0.6008	0.6461	0.6008	0.7751
0.2565	20.32	508	0.6072	0.6317	0.6072	0.7793
0.2565	20.4	510	0.6177	0.6497	0.6177	0.7859
0.2565	20.48	512	0.6115	0.6039	0.6115	0.7820
0.2565	20.56	514	0.6223	0.6269	0.6223	0.7889
0.2565	20.64	516	0.6765	0.6319	0.6765	0.8225
0.2565	20.72	518	0.6741	0.6287	0.6741	0.8211
0.2565	20.8	520	0.6328	0.6429	0.6328	0.7955
0.2565	20.88	522	0.6169	0.5330	0.6169	0.7854
0.2565	20.96	524	0.6152	0.5330	0.6152	0.7843
0.2565	21.04	526	0.6089	0.5330	0.6089	0.7804
0.2565	21.12	528	0.6095	0.5330	0.6095	0.7807
0.2565	21.2	530	0.5927	0.5552	0.5927	0.7699
0.2565	21.28	532	0.5818	0.5944	0.5818	0.7628
0.2565	21.36	534	0.5883	0.6073	0.5883	0.7670
0.2565	21.44	536	0.6143	0.6169	0.6143	0.7838
0.2565	21.52	538	0.6287	0.6434	0.6287	0.7929
0.2565	21.6	540	0.6028	0.6151	0.6028	0.7764
0.2565	21.68	542	0.5782	0.6597	0.5782	0.7604
0.2565	21.76	544	0.5773	0.6820	0.5773	0.7598
0.2565	21.84	546	0.5806	0.6820	0.5806	0.7620
0.2565	21.92	548	0.5945	0.6207	0.5945	0.7710
0.2565	22.0	550	0.6542	0.6257	0.6542	0.8088
0.2565	22.08	552	0.6970	0.6521	0.6970	0.8349
0.2565	22.16	554	0.6861	0.6521	0.6861	0.8283
0.2565	22.24	556	0.6758	0.6521	0.6758	0.8221
0.2565	22.32	558	0.6645	0.6132	0.6645	0.8151
0.2565	22.4	560	0.6694	0.6322	0.6694	0.8182
0.2565	22.48	562	0.6595	0.6029	0.6595	0.8121
0.2565	22.56	564	0.6374	0.5909	0.6374	0.7984
0.2565	22.64	566	0.6132	0.5570	0.6132	0.7831
0.2565	22.72	568	0.6168	0.5845	0.6168	0.7854
0.2565	22.8	570	0.6129	0.5831	0.6129	0.7829
0.2565	22.88	572	0.6068	0.5660	0.6068	0.7790
0.2565	22.96	574	0.6172	0.5929	0.6172	0.7856
0.2565	23.04	576	0.6367	0.6708	0.6367	0.7979
0.2565	23.12	578	0.6343	0.6871	0.6343	0.7964
0.2565	23.2	580	0.5997	0.6412	0.5997	0.7744
0.2565	23.28	582	0.5771	0.6226	0.5771	0.7597
0.2565	23.36	584	0.5790	0.6226	0.5790	0.7609
0.2565	23.44	586	0.5873	0.5929	0.5873	0.7664
0.2565	23.52	588	0.5863	0.5929	0.5863	0.7657
0.2565	23.6	590	0.5934	0.6045	0.5934	0.7703
0.2565	23.68	592	0.6299	0.6352	0.6299	0.7937
0.2565	23.76	594	0.6699	0.6377	0.6699	0.8185
0.2565	23.84	596	0.6685	0.6485	0.6685	0.8176
0.2565	23.92	598	0.6114	0.6045	0.6114	0.7819
0.2565	24.0	600	0.5780	0.5928	0.5780	0.7603
0.2565	24.08	602	0.5969	0.5988	0.5969	0.7726
0.2565	24.16	604	0.5975	0.5988	0.5975	0.7730
0.2565	24.24	606	0.5761	0.6249	0.5761	0.7590
0.2565	24.32	608	0.5908	0.6388	0.5908	0.7686
0.2565	24.4	610	0.6575	0.6871	0.6575	0.8109
0.2565	24.48	612	0.6622	0.6601	0.6622	0.8137
0.2565	24.56	614	0.6364	0.6538	0.6364	0.7977
0.2565	24.64	616	0.6105	0.6228	0.6105	0.7814
0.2565	24.72	618	0.5848	0.5929	0.5848	0.7647
0.2565	24.8	620	0.5921	0.6128	0.5921	0.7695
0.2565	24.88	622	0.6230	0.6708	0.6230	0.7893
0.2565	24.96	624	0.6381	0.6459	0.6381	0.7988
0.2565	25.04	626	0.6362	0.6362	0.6362	0.7976
0.2565	25.12	628	0.6022	0.6118	0.6022	0.7760
0.2565	25.2	630	0.5821	0.6045	0.5821	0.7630
0.2565	25.28	632	0.5707	0.6371	0.5707	0.7554
0.2565	25.36	634	0.5645	0.6593	0.5645	0.7513
0.2565	25.44	636	0.5730	0.6371	0.5730	0.7570
0.2565	25.52	638	0.5911	0.6228	0.5911	0.7689
0.2565	25.6	640	0.5978	0.6169	0.5978	0.7732
0.2565	25.68	642	0.5855	0.6348	0.5855	0.7652
0.2565	25.76	644	0.5716	0.6853	0.5716	0.7560
0.2565	25.84	646	0.5574	0.6693	0.5574	0.7466
0.2565	25.92	648	0.5591	0.6693	0.5591	0.7478
0.2565	26.0	650	0.5640	0.6693	0.5640	0.7510
0.2565	26.08	652	0.5744	0.6554	0.5744	0.7579
0.2565	26.16	654	0.5677	0.6388	0.5677	0.7534
0.2565	26.24	656	0.5645	0.6055	0.5645	0.7513
0.2565	26.32	658	0.5570	0.6262	0.5570	0.7464
0.2565	26.4	660	0.5565	0.6262	0.5565	0.7460
0.2565	26.48	662	0.5663	0.5855	0.5663	0.7525
0.2565	26.56	664	0.5880	0.6601	0.5880	0.7668
0.2565	26.64	666	0.6280	0.6601	0.6280	0.7925
0.2565	26.72	668	0.6344	0.6601	0.6344	0.7965
0.2565	26.8	670	0.6046	0.6296	0.6046	0.7776
0.2565	26.88	672	0.5832	0.6476	0.5832	0.7637
0.2565	26.96	674	0.5729	0.6740	0.5729	0.7569
0.2565	27.04	676	0.5751	0.6740	0.5751	0.7584
0.2565	27.12	678	0.5956	0.6045	0.5956	0.7718
0.2565	27.2	680	0.6391	0.5885	0.6391	0.7994
0.2565	27.28	682	0.6720	0.5777	0.6720	0.8197
0.2565	27.36	684	0.6831	0.5810	0.6831	0.8265
0.2565	27.44	686	0.6773	0.5395	0.6773	0.8230
0.2565	27.52	688	0.6888	0.5718	0.6888	0.8299
0.2565	27.6	690	0.7225	0.5572	0.7225	0.8500
0.2565	27.68	692	0.7686	0.5526	0.7686	0.8767
0.2565	27.76	694	0.7446	0.5636	0.7446	0.8629
0.2565	27.84	696	0.6725	0.5888	0.6725	0.8201
0.2565	27.92	698	0.5914	0.6352	0.5914	0.7690
0.2565	28.0	700	0.5593	0.5877	0.5593	0.7479
0.2565	28.08	702	0.5560	0.6597	0.5560	0.7457
0.2565	28.16	704	0.5594	0.6421	0.5594	0.7479
0.2565	28.24	706	0.5801	0.6296	0.5801	0.7616
0.2565	28.32	708	0.5811	0.6352	0.5811	0.7623
0.2565	28.4	710	0.5880	0.5774	0.5880	0.7668
0.2565	28.48	712	0.5927	0.5438	0.5927	0.7699
0.2565	28.56	714	0.6198	0.5774	0.6198	0.7873
0.2565	28.64	716	0.6591	0.6240	0.6591	0.8119
0.2565	28.72	718	0.7208	0.6071	0.7208	0.8490
0.2565	28.8	720	0.7570	0.5705	0.7570	0.8701
0.2565	28.88	722	0.7442	0.6010	0.7442	0.8627
0.2565	28.96	724	0.6819	0.5998	0.6819	0.8258
0.2565	29.04	726	0.6382	0.5626	0.6382	0.7989
0.2565	29.12	728	0.6374	0.5626	0.6374	0.7983
0.2565	29.2	730	0.6575	0.5708	0.6575	0.8109
0.2565	29.28	732	0.7072	0.6199	0.7072	0.8409
0.2565	29.36	734	0.7378	0.6199	0.7378	0.8589
0.2565	29.44	736	0.7113	0.6199	0.7113	0.8434
0.2565	29.52	738	0.6568	0.5317	0.6568	0.8104
0.2565	29.6	740	0.6298	0.5357	0.6298	0.7936
0.2565	29.68	742	0.6188	0.5343	0.6188	0.7867
0.2565	29.76	744	0.6106	0.5763	0.6106	0.7814
0.2565	29.84	746	0.6142	0.5552	0.6142	0.7837
0.2565	29.92	748	0.6159	0.5534	0.6159	0.7848
0.2565	30.0	750	0.6068	0.5741	0.6068	0.7789
0.2565	30.08	752	0.5945	0.5731	0.5945	0.7710
0.2565	30.16	754	0.5906	0.5975	0.5906	0.7685
0.2565	30.24	756	0.5939	0.5975	0.5939	0.7706
0.2565	30.32	758	0.5998	0.5752	0.5998	0.7745
0.2565	30.4	760	0.6076	0.5752	0.6076	0.7795
0.2565	30.48	762	0.6341	0.6110	0.6341	0.7963
0.2565	30.56	764	0.6675	0.6275	0.6675	0.8170
0.2565	30.64	766	0.6774	0.5983	0.6774	0.8230
0.2565	30.72	768	0.6598	0.6179	0.6598	0.8123
0.2565	30.8	770	0.6402	0.5819	0.6402	0.8001
0.2565	30.88	772	0.6189	0.5863	0.6189	0.7867
0.2565	30.96	774	0.6171	0.5587	0.6171	0.7855
0.2565	31.04	776	0.6201	0.5763	0.6201	0.7874
0.2565	31.12	778	0.6218	0.5763	0.6218	0.7886
0.2565	31.2	780	0.6336	0.5621	0.6336	0.7960
0.2565	31.28	782	0.6368	0.5621	0.6368	0.7980
0.2565	31.36	784	0.6353	0.5528	0.6353	0.7971
0.2565	31.44	786	0.6284	0.5316	0.6284	0.7927
0.2565	31.52	788	0.6251	0.5434	0.6251	0.7906
0.2565	31.6	790	0.6196	0.5450	0.6196	0.7872
0.2565	31.68	792	0.6109	0.5274	0.6109	0.7816
0.2565	31.76	794	0.6075	0.5274	0.6075	0.7794
0.2565	31.84	796	0.6088	0.5235	0.6088	0.7803
0.2565	31.92	798	0.6198	0.6198	0.6198	0.7873
0.2565	32.0	800	0.6226	0.6380	0.6226	0.7891
0.2565	32.08	802	0.6337	0.6057	0.6337	0.7960
0.2565	32.16	804	0.6242	0.6335	0.6242	0.7901
0.2565	32.24	806	0.6102	0.7020	0.6102	0.7811
0.2565	32.32	808	0.6119	0.6482	0.6119	0.7822
0.2565	32.4	810	0.6216	0.6482	0.6216	0.7884
0.2565	32.48	812	0.6286	0.5660	0.6286	0.7928
0.2565	32.56	814	0.6419	0.5545	0.6419	0.8012
0.2565	32.64	816	0.6769	0.5188	0.6769	0.8227
0.2565	32.72	818	0.6958	0.4956	0.6958	0.8341
0.2565	32.8	820	0.6904	0.4853	0.6904	0.8309
0.2565	32.88	822	0.6642	0.5304	0.6642	0.8150
0.2565	32.96	824	0.6404	0.5434	0.6404	0.8002
0.2565	33.04	826	0.6279	0.5545	0.6279	0.7924
0.2565	33.12	828	0.6192	0.5528	0.6192	0.7869
0.2565	33.2	830	0.6259	0.5882	0.6259	0.7911
0.2565	33.28	832	0.6276	0.5882	0.6276	0.7922
0.2565	33.36	834	0.6131	0.5882	0.6131	0.7830
0.2565	33.44	836	0.6031	0.5752	0.6031	0.7766
0.2565	33.52	838	0.6019	0.5640	0.6019	0.7758
0.2565	33.6	840	0.6114	0.6028	0.6114	0.7819
0.2565	33.68	842	0.6384	0.5787	0.6384	0.7990
0.2565	33.76	844	0.6656	0.5862	0.6656	0.8159
0.2565	33.84	846	0.6723	0.6227	0.6723	0.8199
0.2565	33.92	848	0.6398	0.5787	0.6398	0.7999
0.2565	34.0	850	0.6018	0.6028	0.6018	0.7757
0.2565	34.08	852	0.5796	0.6356	0.5796	0.7613
0.2565	34.16	854	0.5682	0.6642	0.5682	0.7538
0.2565	34.24	856	0.5664	0.6642	0.5664	0.7526
0.2565	34.32	858	0.5641	0.6642	0.5641	0.7510
0.2565	34.4	860	0.5667	0.6464	0.5667	0.7528
0.2565	34.48	862	0.5809	0.6247	0.5809	0.7622
0.2565	34.56	864	0.6245	0.5968	0.6245	0.7902
0.2565	34.64	866	0.6733	0.5934	0.6733	0.8205
0.2565	34.72	868	0.7080	0.6035	0.7080	0.8414
0.2565	34.8	870	0.7073	0.6035	0.7073	0.8410
0.2565	34.88	872	0.6755	0.5614	0.6755	0.8219
0.2565	34.96	874	0.6608	0.5186	0.6608	0.8129
0.2565	35.04	876	0.6475	0.5188	0.6475	0.8047
0.2565	35.12	878	0.6332	0.5304	0.6332	0.7957
0.2565	35.2	880	0.6208	0.5316	0.6208	0.7879
0.2565	35.28	882	0.6202	0.5517	0.6202	0.7876
0.2565	35.36	884	0.6286	0.5993	0.6286	0.7929
0.2565	35.44	886	0.6089	0.5720	0.6089	0.7803
0.2565	35.52	888	0.6011	0.5720	0.6011	0.7753
0.2565	35.6	890	0.6016	0.5741	0.6016	0.7756
0.2565	35.68	892	0.6167	0.5618	0.6167	0.7853
0.2565	35.76	894	0.6327	0.5528	0.6327	0.7955
0.2565	35.84	896	0.6393	0.5528	0.6393	0.7996
0.2565	35.92	898	0.6284	0.5645	0.6284	0.7927
0.2565	36.0	900	0.6046	0.5540	0.6046	0.7775
0.2565	36.08	902	0.5839	0.5330	0.5839	0.7641
0.2565	36.16	904	0.5683	0.5990	0.5683	0.7538
0.2565	36.24	906	0.5688	0.6104	0.5688	0.7542
0.2565	36.32	908	0.5732	0.6500	0.5732	0.7571
0.2565	36.4	910	0.5884	0.6528	0.5884	0.7671
0.2565	36.48	912	0.6113	0.6207	0.6113	0.7818
0.2565	36.56	914	0.6485	0.6100	0.6485	0.8053
0.2565	36.64	916	0.6942	0.5788	0.6942	0.8332
0.2565	36.72	918	0.7081	0.5788	0.7081	0.8415
0.2565	36.8	920	0.6854	0.5510	0.6854	0.8279
0.2565	36.88	922	0.6473	0.5329	0.6473	0.8045
0.2565	36.96	924	0.6326	0.5563	0.6326	0.7954
0.2565	37.04	926	0.6314	0.5563	0.6314	0.7946
0.2565	37.12	928	0.6356	0.5343	0.6356	0.7972
0.2565	37.2	930	0.6530	0.5329	0.6530	0.8081
0.2565	37.28	932	0.6839	0.5188	0.6839	0.8270
0.2565	37.36	934	0.6949	0.5477	0.6949	0.8336
0.2565	37.44	936	0.6804	0.5188	0.6804	0.8249
0.2565	37.52	938	0.6531	0.5419	0.6531	0.8081
0.2565	37.6	940	0.6458	0.5419	0.6458	0.8036
0.2565	37.68	942	0.6583	0.5419	0.6583	0.8113
0.2565	37.76	944	0.6661	0.6035	0.6661	0.8162
0.2565	37.84	946	0.6615	0.5968	0.6615	0.8134
0.2565	37.92	948	0.6728	0.6434	0.6728	0.8203
0.2565	38.0	950	0.6524	0.6318	0.6524	0.8077
0.2565	38.08	952	0.6225	0.6207	0.6225	0.7890
0.2565	38.16	954	0.6015	0.5640	0.6015	0.7756
0.2565	38.24	956	0.6076	0.5660	0.6076	0.7795
0.2565	38.32	958	0.6230	0.5648	0.6230	0.7893
0.2565	38.4	960	0.6490	0.5629	0.6490	0.8056
0.2565	38.48	962	0.6574	0.5419	0.6574	0.8108
0.2565	38.56	964	0.6520	0.5419	0.6520	0.8075
0.2565	38.64	966	0.6478	0.5419	0.6478	0.8049
0.2565	38.72	968	0.6457	0.5832	0.6457	0.8036
0.2565	38.8	970	0.6591	0.6018	0.6591	0.8118
0.2565	38.88	972	0.6992	0.5766	0.6992	0.8362
0.2565	38.96	974	0.7158	0.5766	0.7158	0.8461
0.2565	39.04	976	0.7056	0.5810	0.7056	0.8400
0.2565	39.12	978	0.6719	0.5422	0.6719	0.8197
0.2565	39.2	980	0.6544	0.5434	0.6544	0.8089
0.2565	39.28	982	0.6485	0.5343	0.6485	0.8053
0.2565	39.36	984	0.6552	0.5434	0.6552	0.8094
0.2565	39.44	986	0.6639	0.5438	0.6639	0.8148
0.2565	39.52	988	0.6765	0.5317	0.6765	0.8225
0.2565	39.6	990	0.6857	0.5317	0.6857	0.8281
0.2565	39.68	992	0.6798	0.5317	0.6798	0.8245
0.2565	39.76	994	0.6711	0.5331	0.6711	0.8192
0.2565	39.84	996	0.6800	0.5331	0.6800	0.8246
0.2565	39.92	998	0.6887	0.5331	0.6887	0.8299
0.0568	40.0	1000	0.6769	0.5331	0.6769	0.8228
0.0568	40.08	1002	0.6767	0.5648	0.6767	0.8226
0.0568	40.16	1004	0.6782	0.5648	0.6782	0.8235
0.0568	40.24	1006	0.6693	0.5648	0.6693	0.8181
0.0568	40.32	1008	0.6549	0.5545	0.6549	0.8093
0.0568	40.4	1010	0.6574	0.5648	0.6574	0.8108
0.0568	40.48	1012	0.6525	0.5752	0.6525	0.8078
0.0568	40.56	1014	0.6549	0.5731	0.6549	0.8092
0.0568	40.64	1016	0.6428	0.5752	0.6428	0.8017
0.0568	40.72	1018	0.6367	0.5752	0.6367	0.7979
0.0568	40.8	1020	0.6384	0.5545	0.6384	0.7990
0.0568	40.88	1022	0.6407	0.5545	0.6407	0.8004
0.0568	40.96	1024	0.6342	0.5545	0.6342	0.7964
0.0568	41.04	1026	0.6274	0.5660	0.6274	0.7921
0.0568	41.12	1028	0.6281	0.5660	0.6281	0.7926
0.0568	41.2	1030	0.6465	0.5545	0.6465	0.8041
0.0568	41.28	1032	0.6552	0.5528	0.6552	0.8094
0.0568	41.36	1034	0.6471	0.5528	0.6471	0.8044
0.0568	41.44	1036	0.6383	0.5528	0.6383	0.7989
0.0568	41.52	1038	0.6261	0.6104	0.6261	0.7913
0.0568	41.6	1040	0.6257	0.6297	0.6257	0.7910
0.0568	41.68	1042	0.6281	0.6364	0.6281	0.7925
0.0568	41.76	1044	0.6257	0.6104	0.6257	0.7910
0.0568	41.84	1046	0.6260	0.6104	0.6260	0.7912
0.0568	41.92	1048	0.6452	0.5528	0.6452	0.8032
0.0568	42.0	1050	0.6817	0.5776	0.6817	0.8256
0.0568	42.08	1052	0.6929	0.5776	0.6929	0.8324
0.0568	42.16	1054	0.7071	0.5850	0.7071	0.8409
0.0568	42.24	1056	0.7112	0.5850	0.7112	0.8433
0.0568	42.32	1058	0.6945	0.5671	0.6945	0.8334
0.0568	42.4	1060	0.6720	0.5621	0.6720	0.8198
0.0568	42.48	1062	0.6659	0.5731	0.6659	0.8160
0.0568	42.56	1064	0.6675	0.5752	0.6675	0.8170
0.0568	42.64	1066	0.6757	0.5640	0.6757	0.8220
0.0568	42.72	1068	0.6793	0.5528	0.6793	0.8242
0.0568	42.8	1070	0.6979	0.5303	0.6979	0.8354
0.0568	42.88	1072	0.7289	0.5554	0.7289	0.8537
0.0568	42.96	1074	0.7289	0.5365	0.7289	0.8538
0.0568	43.04	1076	0.7101	0.5178	0.7101	0.8427
0.0568	43.12	1078	0.7012	0.5291	0.7012	0.8373
0.0568	43.2	1080	0.6801	0.5303	0.6801	0.8247
0.0568	43.28	1082	0.6587	0.5416	0.6587	0.8116
0.0568	43.36	1084	0.6435	0.5925	0.6435	0.8022
0.0568	43.44	1086	0.6238	0.6032	0.6238	0.7898
0.0568	43.52	1088	0.6115	0.6383	0.6115	0.7820
0.0568	43.6	1090	0.6092	0.6383	0.6092	0.7805
0.0568	43.68	1092	0.6070	0.6447	0.6070	0.7791
0.0568	43.76	1094	0.6102	0.6341	0.6102	0.7811
0.0568	43.84	1096	0.6136	0.6032	0.6136	0.7833
0.0568	43.92	1098	0.6207	0.6226	0.6207	0.7878
0.0568	44.0	1100	0.6269	0.6066	0.6269	0.7918
0.0568	44.08	1102	0.6216	0.6169	0.6216	0.7884
0.0568	44.16	1104	0.6111	0.6169	0.6111	0.7817
0.0568	44.24	1106	0.5957	0.6868	0.5957	0.7718
0.0568	44.32	1108	0.5911	0.6969	0.5911	0.7688
0.0568	44.4	1110	0.5950	0.6636	0.5950	0.7713
0.0568	44.48	1112	0.5973	0.6169	0.5973	0.7728
0.0568	44.56	1114	0.5886	0.6701	0.5886	0.7672
0.0568	44.64	1116	0.5846	0.6813	0.5846	0.7646
0.0568	44.72	1118	0.5840	0.6383	0.5840	0.7642
0.0568	44.8	1120	0.5872	0.6383	0.5872	0.7663
0.0568	44.88	1122	0.5841	0.6482	0.5841	0.7643
0.0568	44.96	1124	0.5884	0.6709	0.5884	0.7671
0.0568	45.04	1126	0.6003	0.6226	0.6003	0.7748
0.0568	45.12	1128	0.6078	0.6169	0.6078	0.7796
0.0568	45.2	1130	0.6157	0.5963	0.6157	0.7847
0.0568	45.28	1132	0.6370	0.5953	0.6370	0.7981
0.0568	45.36	1134	0.6473	0.5660	0.6473	0.8046
0.0568	45.44	1136	0.6449	0.5850	0.6449	0.8030
0.0568	45.52	1138	0.6340	0.5690	0.6340	0.7962
0.0568	45.6	1140	0.6309	0.5730	0.6309	0.7943
0.0568	45.68	1142	0.6245	0.5752	0.6245	0.7903
0.0568	45.76	1144	0.6378	0.5752	0.6378	0.7986
0.0568	45.84	1146	0.6429	0.5730	0.6429	0.8018
0.0568	45.92	1148	0.6389	0.5730	0.6389	0.7993
0.0568	46.0	1150	0.6288	0.5730	0.6288	0.7930
0.0568	46.08	1152	0.6352	0.5832	0.6352	0.7970
0.0568	46.16	1154	0.6596	0.5756	0.6596	0.8122
0.0568	46.24	1156	0.6998	0.6045	0.6998	0.8366
0.0568	46.32	1158	0.7293	0.6035	0.7293	0.8540
0.0568	46.4	1160	0.7313	0.6035	0.7313	0.8552
0.0568	46.48	1162	0.6982	0.5877	0.6982	0.8356
0.0568	46.56	1164	0.6525	0.5923	0.6525	0.8077
0.0568	46.64	1166	0.6299	0.5740	0.6299	0.7937
0.0568	46.72	1168	0.6250	0.5730	0.6250	0.7905
0.0568	46.8	1170	0.6273	0.5730	0.6273	0.7920
0.0568	46.88	1172	0.6280	0.5730	0.6280	0.7925
0.0568	46.96	1174	0.6332	0.5730	0.6332	0.7957
0.0568	47.04	1176	0.6377	0.5919	0.6377	0.7986
0.0568	47.12	1178	0.6550	0.5885	0.6550	0.8093
0.0568	47.2	1180	0.6629	0.5660	0.6629	0.8142
0.0568	47.28	1182	0.6725	0.5660	0.6725	0.8201
0.0568	47.36	1184	0.6704	0.5885	0.6704	0.8188
0.0568	47.44	1186	0.6506	0.5505	0.6506	0.8066
0.0568	47.52	1188	0.6352	0.5730	0.6352	0.7970
0.0568	47.6	1190	0.6263	0.5329	0.6263	0.7914
0.0568	47.68	1192	0.6243	0.5475	0.6243	0.7901
0.0568	47.76	1194	0.6217	0.5356	0.6217	0.7885
0.0568	47.84	1196	0.6194	0.5898	0.6194	0.7870
0.0568	47.92	1198	0.6202	0.5898	0.6202	0.7875
0.0568	48.0	1200	0.6221	0.5785	0.6221	0.7887
0.0568	48.08	1202	0.6251	0.5763	0.6251	0.7906
0.0568	48.16	1204	0.6269	0.5959	0.6269	0.7918
0.0568	48.24	1206	0.6310	0.5863	0.6310	0.7944
0.0568	48.32	1208	0.6367	0.5731	0.6367	0.7980
0.0568	48.4	1210	0.6427	0.6293	0.6427	0.8017
0.0568	48.48	1212	0.6374	0.6293	0.6374	0.7984
0.0568	48.56	1214	0.6274	0.6570	0.6274	0.7921
0.0568	48.64	1216	0.6203	0.6406	0.6203	0.7876
0.0568	48.72	1218	0.6182	0.6406	0.6182	0.7863
0.0568	48.8	1220	0.6215	0.6226	0.6215	0.7884
0.0568	48.88	1222	0.6259	0.6119	0.6259	0.7912
0.0568	48.96	1224	0.6339	0.5882	0.6339	0.7962
0.0568	49.04	1226	0.6307	0.5882	0.6307	0.7942
0.0568	49.12	1228	0.6250	0.5882	0.6250	0.7906
0.0568	49.2	1230	0.6174	0.6226	0.6174	0.7858
0.0568	49.28	1232	0.6091	0.6406	0.6091	0.7805
0.0568	49.36	1234	0.6076	0.6383	0.6076	0.7795
0.0568	49.44	1236	0.6067	0.6350	0.6067	0.7789
0.0568	49.52	1238	0.6054	0.6717	0.6054	0.7780
0.0568	49.6	1240	0.6072	0.6578	0.6072	0.7792
0.0568	49.68	1242	0.6086	0.6875	0.6086	0.7801
0.0568	49.76	1244	0.6078	0.6875	0.6078	0.7796
0.0568	49.84	1246	0.6087	0.6350	0.6087	0.7802
0.0568	49.92	1248	0.6097	0.6350	0.6097	0.7809
0.0568	50.0	1250	0.6132	0.6383	0.6132	0.7831
0.0568	50.08	1252	0.6183	0.6078	0.6183	0.7863
0.0568	50.16	1254	0.6201	0.5884	0.6201	0.7875
0.0568	50.24	1256	0.6210	0.5874	0.6210	0.7881
0.0568	50.32	1258	0.6214	0.5874	0.6214	0.7883
0.0568	50.4	1260	0.6205	0.5874	0.6205	0.7877
0.0568	50.48	1262	0.6235	0.5863	0.6235	0.7897
0.0568	50.56	1264	0.6289	0.5640	0.6289	0.7930
0.0568	50.64	1266	0.6371	0.5929	0.6371	0.7982
0.0568	50.72	1268	0.6379	0.5929	0.6379	0.7987
0.0568	50.8	1270	0.6372	0.5528	0.6372	0.7983
0.0568	50.88	1272	0.6411	0.5528	0.6411	0.8007
0.0568	50.96	1274	0.6492	0.5416	0.6492	0.8057
0.0568	51.04	1276	0.6529	0.5431	0.6529	0.8080
0.0568	51.12	1278	0.6491	0.5431	0.6491	0.8057
0.0568	51.2	1280	0.6369	0.5563	0.6369	0.7981
0.0568	51.28	1282	0.6303	0.5975	0.6303	0.7939
0.0568	51.36	1284	0.6267	0.6085	0.6267	0.7916
0.0568	51.44	1286	0.6246	0.6058	0.6246	0.7903
0.0568	51.52	1288	0.6259	0.5752	0.6259	0.7911
0.0568	51.6	1290	0.6211	0.5840	0.6211	0.7881
0.0568	51.68	1292	0.6182	0.5840	0.6182	0.7862
0.0568	51.76	1294	0.6216	0.5929	0.6216	0.7884
0.0568	51.84	1296	0.6291	0.6110	0.6291	0.7932
0.0568	51.92	1298	0.6471	0.5895	0.6471	0.8044
0.0568	52.0	1300	0.6570	0.6142	0.6570	0.8106
0.0568	52.08	1302	0.6697	0.6142	0.6697	0.8183
0.0568	52.16	1304	0.6667	0.6142	0.6667	0.8165
0.0568	52.24	1306	0.6497	0.6245	0.6497	0.8061
0.0568	52.32	1308	0.6275	0.6412	0.6275	0.7921
0.0568	52.4	1310	0.6062	0.6038	0.6062	0.7786
0.0568	52.48	1312	0.5993	0.6482	0.5993	0.7741
0.0568	52.56	1314	0.6022	0.6206	0.6022	0.7760
0.0568	52.64	1316	0.6074	0.6105	0.6074	0.7794
0.0568	52.72	1318	0.6061	0.6105	0.6061	0.7785
0.0568	52.8	1320	0.6012	0.6206	0.6012	0.7754
0.0568	52.88	1322	0.5982	0.6482	0.5982	0.7734
0.0568	52.96	1324	0.6072	0.6672	0.6072	0.7792
0.0568	53.04	1326	0.6166	0.6601	0.6166	0.7853
0.0568	53.12	1328	0.6120	0.6888	0.6120	0.7823
0.0568	53.2	1330	0.6019	0.6888	0.6019	0.7759
0.0568	53.28	1332	0.5879	0.6350	0.5879	0.7668
0.0568	53.36	1334	0.5853	0.6383	0.5853	0.7651
0.0568	53.44	1336	0.5885	0.6417	0.5885	0.7671
0.0568	53.52	1338	0.5866	0.6417	0.5866	0.7659
0.0568	53.6	1340	0.5854	0.6196	0.5854	0.7651
0.0568	53.68	1342	0.5926	0.5774	0.5926	0.7698
0.0568	53.76	1344	0.6100	0.5416	0.6100	0.7811
0.0568	53.84	1346	0.6308	0.6198	0.6308	0.7942
0.0568	53.92	1348	0.6428	0.6008	0.6428	0.8017
0.0568	54.0	1350	0.6490	0.6008	0.6490	0.8056
0.0568	54.08	1352	0.6453	0.6008	0.6453	0.8033
0.0568	54.16	1354	0.6341	0.6008	0.6341	0.7963
0.0568	54.24	1356	0.6155	0.5528	0.6155	0.7845
0.0568	54.32	1358	0.6011	0.5660	0.6011	0.7753
0.0568	54.4	1360	0.5983	0.5660	0.5983	0.7735
0.0568	54.48	1362	0.5952	0.5660	0.5952	0.7715
0.0568	54.56	1364	0.5925	0.5660	0.5925	0.7697
0.0568	54.64	1366	0.5925	0.5660	0.5925	0.7698
0.0568	54.72	1368	0.5986	0.5640	0.5986	0.7737
0.0568	54.8	1370	0.6115	0.6110	0.6115	0.7820
0.0568	54.88	1372	0.6240	0.6110	0.6240	0.7900
0.0568	54.96	1374	0.6334	0.6110	0.6334	0.7959
0.0568	55.04	1376	0.6414	0.5895	0.6414	0.8009
0.0568	55.12	1378	0.6502	0.5895	0.6502	0.8063
0.0568	55.2	1380	0.6432	0.5895	0.6432	0.8020
0.0568	55.28	1382	0.6386	0.6083	0.6386	0.7991
0.0568	55.36	1384	0.6300	0.5621	0.6300	0.7937
0.0568	55.44	1386	0.6266	0.5731	0.6266	0.7916
0.0568	55.52	1388	0.6337	0.6083	0.6337	0.7961
0.0568	55.6	1390	0.6316	0.6188	0.6316	0.7948
0.0568	55.68	1392	0.6328	0.6002	0.6328	0.7955
0.0568	55.76	1394	0.6419	0.5895	0.6419	0.8012
0.0568	55.84	1396	0.6449	0.5671	0.6449	0.8031
0.0568	55.92	1398	0.6404	0.5850	0.6404	0.8002
0.0568	56.0	1400	0.6333	0.6133	0.6333	0.7958
0.0568	56.08	1402	0.6209	0.6169	0.6209	0.7880
0.0568	56.16	1404	0.6125	0.6672	0.6125	0.7826
0.0568	56.24	1406	0.6103	0.6397	0.6103	0.7812
0.0568	56.32	1408	0.6040	0.6510	0.6040	0.7772
0.0568	56.4	1410	0.5973	0.6041	0.5973	0.7729
0.0568	56.48	1412	0.5965	0.6417	0.5965	0.7724
0.0568	56.56	1414	0.6017	0.6417	0.6017	0.7757
0.0568	56.64	1416	0.6055	0.6417	0.6055	0.7782
0.0568	56.72	1418	0.6052	0.6417	0.6052	0.7780
0.0568	56.8	1420	0.6046	0.5898	0.6046	0.7776
0.0568	56.88	1422	0.6089	0.5796	0.6089	0.7803
0.0568	56.96	1424	0.6159	0.5545	0.6159	0.7848
0.0568	57.04	1426	0.6221	0.5929	0.6221	0.7887
0.0568	57.12	1428	0.6228	0.5929	0.6228	0.7892
0.0568	57.2	1430	0.6139	0.5563	0.6139	0.7835
0.0568	57.28	1432	0.6118	0.5796	0.6118	0.7822
0.0568	57.36	1434	0.6123	0.5692	0.6123	0.7825
0.0568	57.44	1436	0.6130	0.5796	0.6130	0.7829
0.0568	57.52	1438	0.6181	0.5680	0.6181	0.7862
0.0568	57.6	1440	0.6254	0.5680	0.6254	0.7908
0.0568	57.68	1442	0.6308	0.5563	0.6308	0.7942
0.0568	57.76	1444	0.6362	0.5563	0.6362	0.7976
0.0568	57.84	1446	0.6325	0.5563	0.6325	0.7953
0.0568	57.92	1448	0.6281	0.5680	0.6281	0.7925
0.0568	58.0	1450	0.6270	0.5680	0.6270	0.7918
0.0568	58.08	1452	0.6274	0.5887	0.6274	0.7921
0.0568	58.16	1454	0.6278	0.5682	0.6278	0.7923
0.0568	58.24	1456	0.6311	0.5682	0.6311	0.7944
0.0568	58.32	1458	0.6344	0.5913	0.6344	0.7965
0.0568	58.4	1460	0.6374	0.5913	0.6374	0.7984
0.0568	58.48	1462	0.6418	0.5680	0.6418	0.8011
0.0568	58.56	1464	0.6425	0.5563	0.6425	0.8016
0.0568	58.64	1466	0.6402	0.5887	0.6402	0.8001
0.0568	58.72	1468	0.6399	0.5774	0.6399	0.7999
0.0568	58.8	1470	0.6385	0.5774	0.6385	0.7991
0.0568	58.88	1472	0.6370	0.5863	0.6370	0.7981
0.0568	58.96	1474	0.6362	0.6226	0.6362	0.7976
0.0568	59.04	1476	0.6318	0.5840	0.6318	0.7948
0.0568	59.12	1478	0.6267	0.5840	0.6267	0.7916
0.0568	59.2	1480	0.6237	0.5840	0.6237	0.7897
0.0568	59.28	1482	0.6181	0.5975	0.6181	0.7862
0.0568	59.36	1484	0.6156	0.6196	0.6156	0.7846
0.0568	59.44	1486	0.6158	0.6095	0.6158	0.7847
0.0568	59.52	1488	0.6172	0.6095	0.6172	0.7856
0.0568	59.6	1490	0.6174	0.6095	0.6174	0.7857
0.0568	59.68	1492	0.6182	0.5898	0.6182	0.7863
0.0568	59.76	1494	0.6217	0.5949	0.6217	0.7885
0.0568	59.84	1496	0.6303	0.6333	0.6303	0.7939
0.0568	59.92	1498	0.6401	0.6119	0.6401	0.8001
0.0412	60.0	1500	0.6493	0.6119	0.6493	0.8058
0.0412	60.08	1502	0.6461	0.5929	0.6461	0.8038
0.0412	60.16	1504	0.6378	0.5929	0.6378	0.7986
0.0412	60.24	1506	0.6260	0.6001	0.6260	0.7912
0.0412	60.32	1508	0.6223	0.6001	0.6223	0.7889
0.0412	60.4	1510	0.6232	0.6001	0.6232	0.7894

Framework versions

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