ArabicNewSplits7_usingALLEssays_FineTuningAraBERT_run2_AugV5_k15_task7_organization

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

• Loss: 0.6813
• Qwk: 0.3603
• Mse: 0.6813
• Rmse: 0.8254

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	0.0392	2	2.6347	-0.0109	2.6347	1.6232
No log	0.0784	4	1.3526	0.0754	1.3526	1.1630
No log	0.1176	6	0.9562	-0.0660	0.9562	0.9778
No log	0.1569	8	1.1614	-0.1043	1.1614	1.0777
No log	0.1961	10	1.2005	-0.1168	1.2005	1.0957
No log	0.2353	12	1.2453	-0.1485	1.2453	1.1159
No log	0.2745	14	1.2705	-0.1343	1.2705	1.1272
No log	0.3137	16	1.2022	-0.0712	1.2022	1.0964
No log	0.3529	18	1.0434	-0.2472	1.0434	1.0215
No log	0.3922	20	1.0210	-0.0426	1.0210	1.0104
No log	0.4314	22	1.0889	0.0203	1.0889	1.0435
No log	0.4706	24	1.0155	0.1352	1.0155	1.0077
No log	0.5098	26	0.9632	0.0947	0.9632	0.9814
No log	0.5490	28	0.8943	0.0053	0.8943	0.9457
No log	0.5882	30	0.8230	0.0481	0.8230	0.9072
No log	0.6275	32	0.7758	0.0481	0.7758	0.8808
No log	0.6667	34	0.7848	0.0944	0.7848	0.8859
No log	0.7059	36	0.8301	0.1358	0.8301	0.9111
No log	0.7451	38	0.8414	0.0949	0.8414	0.9173
No log	0.7843	40	0.9251	0.0962	0.9251	0.9618
No log	0.8235	42	1.1188	0.0111	1.1188	1.0577
No log	0.8627	44	1.1487	-0.0141	1.1487	1.0718
No log	0.9020	46	1.1083	0.0390	1.1083	1.0528
No log	0.9412	48	0.9282	0.1661	0.9282	0.9634
No log	0.9804	50	0.7318	0.2412	0.7318	0.8555
No log	1.0196	52	0.6993	0.1922	0.6993	0.8362
No log	1.0588	54	0.6986	0.3716	0.6986	0.8358
No log	1.0980	56	0.6803	0.1617	0.6803	0.8248
No log	1.1373	58	0.6935	0.1333	0.6935	0.8328
No log	1.1765	60	0.7041	0.0937	0.7041	0.8391
No log	1.2157	62	0.7542	0.1754	0.7542	0.8684
No log	1.2549	64	0.8681	0.2381	0.8681	0.9317
No log	1.2941	66	0.9113	0.2908	0.9113	0.9546
No log	1.3333	68	0.8700	0.1673	0.8700	0.9328
No log	1.3725	70	0.8323	0.2109	0.8323	0.9123
No log	1.4118	72	0.7965	0.1352	0.7965	0.8925
No log	1.4510	74	0.8177	0.1352	0.8177	0.9043
No log	1.4902	76	0.8093	0.1352	0.8093	0.8996
No log	1.5294	78	0.8511	0.2308	0.8511	0.9225
No log	1.5686	80	0.9818	0.2476	0.9818	0.9909
No log	1.6078	82	1.2151	-0.0355	1.2151	1.1023
No log	1.6471	84	1.1706	0.0141	1.1706	1.0819
No log	1.6863	86	0.9545	0.0970	0.9545	0.9770
No log	1.7255	88	0.7400	0.2494	0.7400	0.8602
No log	1.7647	90	0.6873	0.3082	0.6873	0.8291
No log	1.8039	92	0.7196	0.3187	0.7196	0.8483
No log	1.8431	94	0.6840	0.1867	0.6840	0.8271
No log	1.8824	96	0.7532	0.2206	0.7532	0.8679
No log	1.9216	98	0.9030	0.1133	0.9030	0.9502
No log	1.9608	100	0.9202	0.1131	0.9202	0.9593
No log	2.0	102	0.8973	0.1870	0.8973	0.9473
No log	2.0392	104	0.8211	0.1215	0.8211	0.9062
No log	2.0784	106	0.8404	0.2012	0.8404	0.9167
No log	2.1176	108	0.9805	0.0972	0.9805	0.9902
No log	2.1569	110	1.2437	0.1521	1.2437	1.1152
No log	2.1961	112	1.1594	0.0704	1.1594	1.0767
No log	2.2353	114	0.8320	0.1247	0.8320	0.9122
No log	2.2745	116	0.7813	0.3213	0.7813	0.8839
No log	2.3137	118	0.7848	0.1834	0.7848	0.8859
No log	2.3529	120	0.7870	0.3183	0.7870	0.8871
No log	2.3922	122	0.8385	0.0796	0.8385	0.9157
No log	2.4314	124	0.9549	0.1528	0.9549	0.9772
No log	2.4706	126	1.0068	0.1880	1.0068	1.0034
No log	2.5098	128	0.8571	0.1673	0.8571	0.9258
No log	2.5490	130	0.7359	0.2181	0.7359	0.8579
No log	2.5882	132	0.7276	0.3197	0.7276	0.8530
No log	2.6275	134	0.7493	0.2407	0.7493	0.8656
No log	2.6667	136	0.7341	0.3523	0.7341	0.8568
No log	2.7059	138	0.7375	0.3502	0.7375	0.8588
No log	2.7451	140	0.8274	0.3189	0.8274	0.9096
No log	2.7843	142	1.0468	0.0715	1.0468	1.0231
No log	2.8235	144	1.0370	0.0715	1.0370	1.0183
No log	2.8627	146	0.8249	0.1893	0.8249	0.9082
No log	2.9020	148	0.7065	0.3435	0.7065	0.8405
No log	2.9412	150	0.6895	0.3523	0.6895	0.8304
No log	2.9804	152	0.7121	0.3050	0.7121	0.8439
No log	3.0196	154	0.7966	0.3127	0.7966	0.8925
No log	3.0588	156	0.7916	0.2558	0.7916	0.8897
No log	3.0980	158	0.7690	0.2852	0.7690	0.8769
No log	3.1373	160	0.7934	0.2392	0.7934	0.8907
No log	3.1765	162	0.8553	0.2204	0.8553	0.9248
No log	3.2157	164	1.0064	0.2554	1.0064	1.0032
No log	3.2549	166	1.0384	0.2150	1.0384	1.0190
No log	3.2941	168	0.9226	0.2293	0.9226	0.9605
No log	3.3333	170	0.7844	0.3792	0.7844	0.8857
No log	3.3725	172	0.7570	0.3434	0.7570	0.8701
No log	3.4118	174	0.7763	0.3511	0.7763	0.8811
No log	3.4510	176	0.7971	0.4074	0.7971	0.8928
No log	3.4902	178	0.7713	0.3266	0.7713	0.8783
No log	3.5294	180	0.7801	0.3183	0.7801	0.8832
No log	3.5686	182	0.7928	0.3155	0.7928	0.8904
No log	3.6078	184	0.7685	0.2353	0.7685	0.8766
No log	3.6471	186	0.7704	0.3380	0.7704	0.8777
No log	3.6863	188	0.7724	0.3426	0.7724	0.8789
No log	3.7255	190	0.7777	0.3141	0.7777	0.8819
No log	3.7647	192	0.7789	0.3002	0.7789	0.8826
No log	3.8039	194	0.7800	0.3002	0.7800	0.8832
No log	3.8431	196	0.7875	0.2715	0.7875	0.8874
No log	3.8824	198	0.7881	0.3002	0.7881	0.8878
No log	3.9216	200	0.8040	0.2683	0.8040	0.8967
No log	3.9608	202	0.8124	0.1999	0.8124	0.9014
No log	4.0	204	0.7874	0.3360	0.7874	0.8874
No log	4.0392	206	0.7590	0.3442	0.7590	0.8712
No log	4.0784	208	0.7615	0.3465	0.7615	0.8726
No log	4.1176	210	0.7383	0.3465	0.7383	0.8592
No log	4.1569	212	0.7232	0.3561	0.7232	0.8504
No log	4.1961	214	0.7635	0.2362	0.7635	0.8738
No log	4.2353	216	0.7747	0.2362	0.7747	0.8802
No log	4.2745	218	0.7257	0.2923	0.7257	0.8519
No log	4.3137	220	0.7307	0.3485	0.7307	0.8548
No log	4.3529	222	0.8053	0.3566	0.8053	0.8974
No log	4.3922	224	0.9611	0.1976	0.9611	0.9804
No log	4.4314	226	0.9934	0.1976	0.9934	0.9967
No log	4.4706	228	0.9251	0.3328	0.9251	0.9618
No log	4.5098	230	0.8809	0.3344	0.8809	0.9386
No log	4.5490	232	0.8697	0.3476	0.8697	0.9326
No log	4.5882	234	0.8818	0.2926	0.8818	0.9390
No log	4.6275	236	0.8481	0.3746	0.8481	0.9209
No log	4.6667	238	0.8552	0.3322	0.8552	0.9248
No log	4.7059	240	0.8728	0.3671	0.8728	0.9343
No log	4.7451	242	0.8622	0.3284	0.8622	0.9285
No log	4.7843	244	0.8629	0.3536	0.8629	0.9289
No log	4.8235	246	0.8776	0.3372	0.8776	0.9368
No log	4.8627	248	0.9209	0.3964	0.9209	0.9596
No log	4.9020	250	0.9830	0.2659	0.9830	0.9915
No log	4.9412	252	0.9143	0.3964	0.9143	0.9562
No log	4.9804	254	0.8441	0.3746	0.8441	0.9188
No log	5.0196	256	0.8427	0.3232	0.8427	0.9180
No log	5.0588	258	0.7877	0.4116	0.7877	0.8875
No log	5.0980	260	0.7632	0.4116	0.7632	0.8736
No log	5.1373	262	0.7694	0.3645	0.7694	0.8772
No log	5.1765	264	0.7794	0.3425	0.7794	0.8828
No log	5.2157	266	0.7731	0.4116	0.7731	0.8793
No log	5.2549	268	0.8179	0.3326	0.8179	0.9044
No log	5.2941	270	0.8635	0.2877	0.8635	0.9292
No log	5.3333	272	0.8433	0.3575	0.8433	0.9183
No log	5.3725	274	0.8478	0.3455	0.8478	0.9208
No log	5.4118	276	0.9413	0.3254	0.9413	0.9702
No log	5.4510	278	0.9789	0.3328	0.9789	0.9894
No log	5.4902	280	0.8843	0.3768	0.8843	0.9403
No log	5.5294	282	0.8822	0.2386	0.8822	0.9392
No log	5.5686	284	0.9581	0.28	0.9581	0.9788
No log	5.6078	286	0.9269	0.2776	0.9269	0.9628
No log	5.6471	288	0.8150	0.3172	0.8150	0.9028
No log	5.6863	290	0.7822	0.2342	0.7822	0.8844
No log	5.7255	292	0.7966	0.2652	0.7966	0.8925
No log	5.7647	294	0.7904	0.3492	0.7904	0.8890
No log	5.8039	296	0.7810	0.3211	0.7810	0.8838
No log	5.8431	298	0.8362	0.3130	0.8362	0.9144
No log	5.8824	300	0.8667	0.3531	0.8667	0.9310
No log	5.9216	302	0.8005	0.3531	0.8005	0.8947
No log	5.9608	304	0.7433	0.3025	0.7433	0.8622
No log	6.0	306	0.7256	0.3297	0.7256	0.8518
No log	6.0392	308	0.7219	0.3025	0.7219	0.8496
No log	6.0784	310	0.7343	0.3953	0.7343	0.8569
No log	6.1176	312	0.7066	0.3375	0.7066	0.8406
No log	6.1569	314	0.7173	0.3297	0.7173	0.8469
No log	6.1961	316	0.7439	0.3425	0.7439	0.8625
No log	6.2353	318	0.7737	0.3425	0.7737	0.8796
No log	6.2745	320	0.8176	0.3060	0.8176	0.9042
No log	6.3137	322	0.8151	0.3068	0.8151	0.9028
No log	6.3529	324	0.8143	0.3385	0.8143	0.9024
No log	6.3922	326	0.8227	0.3648	0.8227	0.9070
No log	6.4314	328	0.8262	0.2904	0.8262	0.9090
No log	6.4706	330	0.8507	0.3409	0.8507	0.9223
No log	6.5098	332	0.9131	0.2958	0.9131	0.9555
No log	6.5490	334	0.8970	0.2958	0.8970	0.9471
No log	6.5882	336	0.8536	0.3660	0.8536	0.9239
No log	6.6275	338	0.8379	0.3944	0.8379	0.9154
No log	6.6667	340	0.8245	0.3944	0.8245	0.9080
No log	6.7059	342	0.8306	0.2878	0.8306	0.9114
No log	6.7451	344	0.8280	0.3746	0.8280	0.9099
No log	6.7843	346	0.8239	0.3790	0.8239	0.9077
No log	6.8235	348	0.8529	0.3355	0.8529	0.9235
No log	6.8627	350	0.8343	0.3433	0.8343	0.9134
No log	6.9020	352	0.7805	0.3492	0.7805	0.8834
No log	6.9412	354	0.7856	0.2883	0.7856	0.8864
No log	6.9804	356	0.7876	0.3325	0.7876	0.8875
No log	7.0196	358	0.7492	0.3225	0.7492	0.8655
No log	7.0588	360	0.7411	0.3252	0.7411	0.8609
No log	7.0980	362	0.7425	0.3252	0.7425	0.8617
No log	7.1373	364	0.7412	0.3225	0.7412	0.8609
No log	7.1765	366	0.7527	0.3225	0.7527	0.8676
No log	7.2157	368	0.7620	0.3511	0.7620	0.8729
No log	7.2549	370	0.7725	0.3715	0.7725	0.8789
No log	7.2941	372	0.7820	0.3715	0.7820	0.8843
No log	7.3333	374	0.8294	0.3571	0.8294	0.9107
No log	7.3725	376	0.9006	0.3081	0.9006	0.9490
No log	7.4118	378	0.9003	0.3081	0.9003	0.9488
No log	7.4510	380	0.7978	0.3489	0.7978	0.8932
No log	7.4902	382	0.8043	0.3138	0.8043	0.8968
No log	7.5294	384	0.8107	0.3409	0.8107	0.9004
No log	7.5686	386	0.7754	0.4137	0.7754	0.8806
No log	7.6078	388	0.7845	0.3554	0.7845	0.8857
No log	7.6471	390	0.7857	0.4190	0.7857	0.8864
No log	7.6863	392	0.7754	0.3791	0.7754	0.8806
No log	7.7255	394	0.7675	0.3112	0.7675	0.8761
No log	7.7647	396	0.7800	0.3112	0.7800	0.8832
No log	7.8039	398	0.8101	0.3575	0.8101	0.9001
No log	7.8431	400	0.8785	0.3747	0.8785	0.9373
No log	7.8824	402	0.9668	0.3928	0.9668	0.9833
No log	7.9216	404	0.8909	0.3882	0.8909	0.9439
No log	7.9608	406	0.8126	0.2950	0.8126	0.9014
No log	8.0	408	0.7736	0.3223	0.7736	0.8795
No log	8.0392	410	0.7697	0.3648	0.7697	0.8773
No log	8.0784	412	0.7871	0.3769	0.7871	0.8872
No log	8.1176	414	0.8545	0.3106	0.8545	0.9244
No log	8.1569	416	0.8924	0.3511	0.8924	0.9447
No log	8.1961	418	0.8275	0.3106	0.8275	0.9097
No log	8.2353	420	0.7397	0.4358	0.7397	0.8601
No log	8.2745	422	0.7437	0.2826	0.7437	0.8624
No log	8.3137	424	0.7717	0.3716	0.7717	0.8785
No log	8.3529	426	0.7479	0.3112	0.7479	0.8648
No log	8.3922	428	0.8183	0.3569	0.8183	0.9046
No log	8.4314	430	1.0163	0.2864	1.0163	1.0081
No log	8.4706	432	1.0553	0.3424	1.0553	1.0273
No log	8.5098	434	0.9101	0.3081	0.9101	0.9540
No log	8.5490	436	0.7785	0.3702	0.7785	0.8823
No log	8.5882	438	0.7642	0.3385	0.7642	0.8742
No log	8.6275	440	0.7557	0.3738	0.7557	0.8693
No log	8.6667	442	0.7449	0.4082	0.7449	0.8631
No log	8.7059	444	0.7685	0.3701	0.7685	0.8766
No log	8.7451	446	0.8289	0.2969	0.8289	0.9105
No log	8.7843	448	0.9542	0.2797	0.9542	0.9768
No log	8.8235	450	0.9692	0.2911	0.9692	0.9845
No log	8.8627	452	0.8561	0.3133	0.8561	0.9253
No log	8.9020	454	0.8155	0.3510	0.8155	0.9030
No log	8.9412	456	0.8007	0.3508	0.8007	0.8948
No log	8.9804	458	0.8024	0.2825	0.8024	0.8958
No log	9.0196	460	0.7380	0.3910	0.7380	0.8591
No log	9.0588	462	0.7260	0.4205	0.7260	0.8521
No log	9.0980	464	0.7621	0.2825	0.7621	0.8730
No log	9.1373	466	0.7446	0.2525	0.7446	0.8629
No log	9.1765	468	0.7135	0.5079	0.7135	0.8447
No log	9.2157	470	0.7292	0.3285	0.7292	0.8540
No log	9.2549	472	0.7642	0.2987	0.7642	0.8742
No log	9.2941	474	0.7539	0.3247	0.7539	0.8683
No log	9.3333	476	0.7577	0.4287	0.7577	0.8705
No log	9.3725	478	0.7759	0.3135	0.7759	0.8809
No log	9.4118	480	0.7521	0.3331	0.7521	0.8672
No log	9.4510	482	0.7331	0.4082	0.7331	0.8562
No log	9.4902	484	0.7757	0.2808	0.7757	0.8808
No log	9.5294	486	0.7967	0.3001	0.7967	0.8926
No log	9.5686	488	0.7527	0.3116	0.7527	0.8676
No log	9.6078	490	0.7321	0.3689	0.7321	0.8556
No log	9.6471	492	0.7455	0.3598	0.7455	0.8634
No log	9.6863	494	0.7618	0.3598	0.7618	0.8728
No log	9.7255	496	0.7895	0.3339	0.7895	0.8886
No log	9.7647	498	0.8632	0.2748	0.8632	0.9291
0.3867	9.8039	500	0.9530	0.3032	0.9530	0.9762
0.3867	9.8431	502	0.9577	0.2725	0.9577	0.9786
0.3867	9.8824	504	0.9252	0.3024	0.9252	0.9619
0.3867	9.9216	506	0.8591	0.3229	0.8591	0.9269
0.3867	9.9608	508	0.7976	0.3645	0.7976	0.8931
0.3867	10.0	510	0.7776	0.3645	0.7776	0.8818
0.3867	10.0392	512	0.7860	0.3272	0.7860	0.8866
0.3867	10.0784	514	0.8270	0.3432	0.8270	0.9094
0.3867	10.1176	516	0.8635	0.3701	0.8635	0.9292
0.3867	10.1569	518	0.8854	0.3643	0.8854	0.9410
0.3867	10.1961	520	0.8559	0.3611	0.8559	0.9252
0.3867	10.2353	522	0.8217	0.2999	0.8217	0.9065
0.3867	10.2745	524	0.8038	0.2799	0.8038	0.8966
0.3867	10.3137	526	0.7983	0.2799	0.7983	0.8935
0.3867	10.3529	528	0.8106	0.3285	0.8106	0.9003
0.3867	10.3922	530	0.8663	0.3220	0.8663	0.9307
0.3867	10.4314	532	0.9534	0.2907	0.9534	0.9764
0.3867	10.4706	534	1.0398	0.2861	1.0398	1.0197
0.3867	10.5098	536	1.0127	0.2907	1.0127	1.0063
0.3867	10.5490	538	0.9082	0.3330	0.9082	0.9530
0.3867	10.5882	540	0.8650	0.3302	0.8650	0.9300
0.3867	10.6275	542	0.8419	0.3616	0.8419	0.9175
0.3867	10.6667	544	0.8472	0.3302	0.8472	0.9205
0.3867	10.7059	546	0.8992	0.3021	0.8992	0.9482
0.3867	10.7451	548	0.9375	0.2975	0.9375	0.9682
0.3867	10.7843	550	0.8837	0.3629	0.8837	0.9400
0.3867	10.8235	552	0.8763	0.3629	0.8763	0.9361
0.3867	10.8627	554	0.8885	0.3418	0.8885	0.9426
0.3867	10.9020	556	0.9696	0.2928	0.9696	0.9847
0.3867	10.9412	558	0.9339	0.2975	0.9339	0.9664
0.3867	10.9804	560	0.8369	0.3410	0.8369	0.9148
0.3867	11.0196	562	0.7857	0.3974	0.7857	0.8864
0.3867	11.0588	564	0.7949	0.3974	0.7949	0.8916
0.3867	11.0980	566	0.8499	0.3279	0.8499	0.9219
0.3867	11.1373	568	0.9182	0.3226	0.9182	0.9582
0.3867	11.1765	570	0.9568	0.3176	0.9568	0.9781
0.3867	11.2157	572	0.9117	0.2842	0.9117	0.9548
0.3867	11.2549	574	0.8368	0.3531	0.8368	0.9148
0.3867	11.2941	576	0.8075	0.4078	0.8075	0.8986
0.3867	11.3333	578	0.8430	0.3317	0.8430	0.9181
0.3867	11.3725	580	0.9365	0.3449	0.9365	0.9677
0.3867	11.4118	582	0.9211	0.3373	0.9211	0.9598
0.3867	11.4510	584	0.8313	0.3243	0.8313	0.9118
0.3867	11.4902	586	0.7935	0.4116	0.7935	0.8908
0.3867	11.5294	588	0.8219	0.3856	0.8219	0.9066
0.3867	11.5686	590	0.8379	0.4225	0.8379	0.9154
0.3867	11.6078	592	0.8854	0.3494	0.8854	0.9409
0.3867	11.6471	594	1.0311	0.3595	1.0311	1.0154
0.3867	11.6863	596	1.0726	0.2944	1.0726	1.0356
0.3867	11.7255	598	0.9726	0.3997	0.9726	0.9862
0.3867	11.7647	600	0.9140	0.3821	0.9140	0.9561
0.3867	11.8039	602	0.8653	0.3753	0.8653	0.9302
0.3867	11.8431	604	0.8425	0.3312	0.8425	0.9179
0.3867	11.8824	606	0.8518	0.3671	0.8518	0.9229
0.3867	11.9216	608	0.8354	0.3553	0.8354	0.9140
0.3867	11.9608	610	0.8447	0.2956	0.8447	0.9191
0.3867	12.0	612	0.8760	0.3044	0.8760	0.9360
0.3867	12.0392	614	0.9259	0.2992	0.9259	0.9623
0.3867	12.0784	616	0.8795	0.3098	0.8795	0.9378
0.3867	12.1176	618	0.8631	0.3492	0.8631	0.9290
0.3867	12.1569	620	0.8837	0.3432	0.8837	0.9401
0.3867	12.1961	622	0.8734	0.3432	0.8734	0.9345
0.3867	12.2353	624	0.8811	0.3374	0.8811	0.9386
0.3867	12.2745	626	0.8934	0.3474	0.8934	0.9452
0.3867	12.3137	628	0.8486	0.3130	0.8486	0.9212
0.3867	12.3529	630	0.8199	0.3531	0.8199	0.9055
0.3867	12.3922	632	0.7942	0.3593	0.7942	0.8912
0.3867	12.4314	634	0.7868	0.4322	0.7868	0.8870
0.3867	12.4706	636	0.7859	0.4322	0.7859	0.8865
0.3867	12.5098	638	0.8096	0.3186	0.8096	0.8998
0.3867	12.5490	640	0.8105	0.3410	0.8105	0.9003
0.3867	12.5882	642	0.7648	0.4216	0.7648	0.8745
0.3867	12.6275	644	0.7642	0.3692	0.7642	0.8742
0.3867	12.6667	646	0.8083	0.3605	0.8083	0.8991
0.3867	12.7059	648	0.8072	0.3605	0.8072	0.8984
0.3867	12.7451	650	0.7832	0.3738	0.7832	0.8850
0.3867	12.7843	652	0.7808	0.3762	0.7808	0.8836
0.3867	12.8235	654	0.8145	0.3186	0.8145	0.9025
0.3867	12.8627	656	0.8808	0.3130	0.8808	0.9385
0.3867	12.9020	658	0.9131	0.2941	0.9131	0.9555
0.3867	12.9412	660	0.8417	0.3186	0.8417	0.9175
0.3867	12.9804	662	0.8230	0.3554	0.8230	0.9072
0.3867	13.0196	664	0.8219	0.3645	0.8219	0.9066
0.3867	13.0588	666	0.8216	0.3321	0.8216	0.9064
0.3867	13.0980	668	0.8168	0.3321	0.8168	0.9038
0.3867	13.1373	670	0.8080	0.3211	0.8080	0.8989
0.3867	13.1765	672	0.7949	0.3247	0.7949	0.8916
0.3867	13.2157	674	0.7762	0.3360	0.7762	0.8810
0.3867	13.2549	676	0.8058	0.3833	0.8058	0.8977
0.3867	13.2941	678	0.8374	0.2444	0.8374	0.9151
0.3867	13.3333	680	0.8205	0.2492	0.8205	0.9058
0.3867	13.3725	682	0.8004	0.3836	0.8004	0.8947
0.3867	13.4118	684	0.9032	0.4118	0.9032	0.9504
0.3867	13.4510	686	0.9490	0.3747	0.9490	0.9741
0.3867	13.4902	688	0.8932	0.3733	0.8932	0.9451
0.3867	13.5294	690	0.8530	0.3769	0.8530	0.9236
0.3867	13.5686	692	0.8585	0.3149	0.8585	0.9265
0.3867	13.6078	694	0.8594	0.3769	0.8594	0.9271
0.3867	13.6471	696	0.8851	0.3590	0.8851	0.9408
0.3867	13.6863	698	0.9671	0.3882	0.9671	0.9834
0.3867	13.7255	700	0.9569	0.3882	0.9569	0.9782
0.3867	13.7647	702	0.9005	0.3130	0.9005	0.9489
0.3867	13.8039	704	0.8492	0.3814	0.8492	0.9215
0.3867	13.8431	706	0.8390	0.3601	0.8390	0.9160
0.3867	13.8824	708	0.8269	0.3836	0.8269	0.9094
0.3867	13.9216	710	0.8418	0.3754	0.8418	0.9175
0.3867	13.9608	712	0.8832	0.3418	0.8832	0.9398
0.3867	14.0	714	0.8532	0.3650	0.8532	0.9237
0.3867	14.0392	716	0.8314	0.4126	0.8314	0.9118
0.3867	14.0784	718	0.7875	0.3974	0.7875	0.8874
0.3867	14.1176	720	0.7482	0.3518	0.7482	0.8650
0.3867	14.1569	722	0.7516	0.2853	0.7516	0.8669
0.3867	14.1961	724	0.7455	0.3586	0.7455	0.8634
0.3867	14.2353	726	0.7416	0.3239	0.7416	0.8612
0.3867	14.2745	728	0.7385	0.3400	0.7385	0.8593
0.3867	14.3137	730	0.7603	0.4094	0.7603	0.8720
0.3867	14.3529	732	0.7942	0.3953	0.7942	0.8912
0.3867	14.3922	734	0.8270	0.3818	0.8270	0.9094
0.3867	14.4314	736	0.8035	0.4176	0.8035	0.8964
0.3867	14.4706	738	0.7752	0.3724	0.7752	0.8805
0.3867	14.5098	740	0.7716	0.3536	0.7716	0.8784
0.3867	14.5490	742	0.7810	0.4116	0.7810	0.8837
0.3867	14.5882	744	0.7675	0.3536	0.7675	0.8761
0.3867	14.6275	746	0.7667	0.3861	0.7667	0.8756
0.3867	14.6667	748	0.8024	0.3885	0.8024	0.8958
0.3867	14.7059	750	0.8479	0.3130	0.8479	0.9208
0.3867	14.7451	752	0.8427	0.3130	0.8427	0.9180
0.3867	14.7843	754	0.8044	0.4505	0.8044	0.8969
0.3867	14.8235	756	0.7757	0.4137	0.7757	0.8808
0.3867	14.8627	758	0.7606	0.4086	0.7606	0.8721
0.3867	14.9020	760	0.7488	0.3836	0.7488	0.8653
0.3867	14.9412	762	0.7441	0.3495	0.7441	0.8626
0.3867	14.9804	764	0.7488	0.3495	0.7488	0.8654
0.3867	15.0196	766	0.7604	0.3884	0.7604	0.8720
0.3867	15.0588	768	0.7687	0.3884	0.7687	0.8768
0.3867	15.0980	770	0.7722	0.3622	0.7722	0.8787
0.3867	15.1373	772	0.7437	0.3622	0.7437	0.8624
0.3867	15.1765	774	0.7381	0.3625	0.7381	0.8591
0.3867	15.2157	776	0.7562	0.3546	0.7562	0.8696
0.3867	15.2549	778	0.7610	0.3563	0.7610	0.8723
0.3867	15.2941	780	0.7526	0.4086	0.7526	0.8675
0.3867	15.3333	782	0.7637	0.3792	0.7637	0.8739
0.3867	15.3725	784	0.7741	0.3953	0.7741	0.8798
0.3867	15.4118	786	0.7959	0.3531	0.7959	0.8922
0.3867	15.4510	788	0.8028	0.3531	0.8028	0.8960
0.3867	15.4902	790	0.8145	0.3531	0.8145	0.9025
0.3867	15.5294	792	0.7930	0.4196	0.7930	0.8905
0.3867	15.5686	794	0.7828	0.4196	0.7828	0.8848
0.3867	15.6078	796	0.8130	0.4126	0.8130	0.9016
0.3867	15.6471	798	0.8433	0.3801	0.8433	0.9183
0.3867	15.6863	800	0.8068	0.4268	0.8068	0.8982
0.3867	15.7255	802	0.7900	0.4268	0.7900	0.8888
0.3867	15.7647	804	0.7788	0.3813	0.7788	0.8825
0.3867	15.8039	806	0.7747	0.3859	0.7747	0.8802
0.3867	15.8431	808	0.8089	0.3593	0.8089	0.8994
0.3867	15.8824	810	0.8928	0.2868	0.8928	0.9449
0.3867	15.9216	812	0.9663	0.3272	0.9663	0.9830
0.3867	15.9608	814	0.9296	0.2882	0.9296	0.9642
0.3867	16.0	816	0.8130	0.4360	0.8130	0.9017
0.3867	16.0392	818	0.7839	0.4137	0.7839	0.8854
0.3867	16.0784	820	0.7865	0.3923	0.7865	0.8868
0.3867	16.1176	822	0.7913	0.3923	0.7913	0.8896
0.3867	16.1569	824	0.8222	0.4360	0.8222	0.9068
0.3867	16.1961	826	0.8713	0.3963	0.8713	0.9335
0.3867	16.2353	828	0.8971	0.3531	0.8971	0.9471
0.3867	16.2745	830	0.8452	0.3740	0.8452	0.9194
0.3867	16.3137	832	0.7721	0.4268	0.7721	0.8787
0.3867	16.3529	834	0.7595	0.3786	0.7595	0.8715
0.3867	16.3922	836	0.7661	0.3716	0.7661	0.8753
0.3867	16.4314	838	0.7652	0.3716	0.7652	0.8748
0.3867	16.4706	840	0.7563	0.3385	0.7563	0.8696
0.3867	16.5098	842	0.7729	0.4288	0.7729	0.8791
0.3867	16.5490	844	0.8206	0.3861	0.8206	0.9059
0.3867	16.5882	846	0.8420	0.4078	0.8420	0.9176
0.3867	16.6275	848	0.8340	0.3300	0.8340	0.9133
0.3867	16.6667	850	0.8526	0.3705	0.8526	0.9234
0.3867	16.7059	852	0.8457	0.3768	0.8457	0.9196
0.3867	16.7451	854	0.8101	0.3640	0.8101	0.9000
0.3867	16.7843	856	0.7890	0.3882	0.7890	0.8882
0.3867	16.8235	858	0.7731	0.4360	0.7731	0.8792
0.3867	16.8627	860	0.7439	0.4168	0.7439	0.8625
0.3867	16.9020	862	0.7335	0.4168	0.7335	0.8565
0.3867	16.9412	864	0.7319	0.4168	0.7319	0.8555
0.3867	16.9804	866	0.7375	0.3786	0.7375	0.8588
0.3867	17.0196	868	0.7686	0.3369	0.7686	0.8767
0.3867	17.0588	870	0.7880	0.3369	0.7880	0.8877
0.3867	17.0980	872	0.7802	0.3648	0.7802	0.8833
0.3867	17.1373	874	0.7833	0.3512	0.7833	0.8850
0.3867	17.1765	876	0.8011	0.3953	0.8011	0.8951
0.3867	17.2157	878	0.7740	0.3746	0.7740	0.8798
0.3867	17.2549	880	0.7675	0.4137	0.7675	0.8761
0.3867	17.2941	882	0.7533	0.3284	0.7533	0.8679
0.3867	17.3333	884	0.7657	0.3409	0.7657	0.8750
0.3867	17.3725	886	0.7704	0.3628	0.7704	0.8777
0.3867	17.4118	888	0.7694	0.3393	0.7694	0.8771
0.3867	17.4510	890	0.7496	0.3138	0.7496	0.8658
0.3867	17.4902	892	0.7539	0.3409	0.7539	0.8683
0.3867	17.5294	894	0.7443	0.3138	0.7443	0.8627
0.3867	17.5686	896	0.7315	0.3138	0.7315	0.8553
0.3867	17.6078	898	0.7264	0.2439	0.7264	0.8523
0.3867	17.6471	900	0.7154	0.2465	0.7154	0.8458
0.3867	17.6863	902	0.6988	0.2710	0.6988	0.8359
0.3867	17.7255	904	0.6984	0.2889	0.6984	0.8357
0.3867	17.7647	906	0.7141	0.3149	0.7141	0.8450
0.3867	17.8039	908	0.7229	0.3425	0.7229	0.8502
0.3867	17.8431	910	0.7258	0.3425	0.7258	0.8519
0.3867	17.8824	912	0.7178	0.3425	0.7178	0.8473
0.3867	17.9216	914	0.7204	0.3762	0.7204	0.8488
0.3867	17.9608	916	0.7356	0.3598	0.7356	0.8577
0.3867	18.0	918	0.7814	0.3863	0.7814	0.8839
0.3867	18.0392	920	0.8156	0.3569	0.8156	0.9031
0.3867	18.0784	922	0.7910	0.3797	0.7910	0.8894
0.3867	18.1176	924	0.7626	0.4216	0.7626	0.8733
0.3867	18.1569	926	0.7706	0.3861	0.7706	0.8778
0.3867	18.1961	928	0.8100	0.4358	0.8100	0.9000
0.3867	18.2353	930	0.8806	0.3569	0.8806	0.9384
0.3867	18.2745	932	0.8638	0.3569	0.8638	0.9294
0.3867	18.3137	934	0.7858	0.3775	0.7858	0.8865
0.3867	18.3529	936	0.7467	0.3616	0.7467	0.8641
0.3867	18.3922	938	0.7379	0.3974	0.7379	0.8590
0.3867	18.4314	940	0.7539	0.3616	0.7539	0.8683
0.3867	18.4706	942	0.7822	0.4358	0.7822	0.8844
0.3867	18.5098	944	0.7766	0.3882	0.7766	0.8812
0.3867	18.5490	946	0.7500	0.3902	0.7500	0.8660
0.3867	18.5882	948	0.7360	0.3682	0.7360	0.8579
0.3867	18.6275	950	0.7350	0.3995	0.7350	0.8573
0.3867	18.6667	952	0.7376	0.4486	0.7376	0.8589
0.3867	18.7059	954	0.7315	0.4486	0.7315	0.8553
0.3867	18.7451	956	0.7024	0.3512	0.7024	0.8381
0.3867	18.7843	958	0.6811	0.3786	0.6811	0.8253
0.3867	18.8235	960	0.6965	0.3373	0.6965	0.8346
0.3867	18.8627	962	0.6909	0.3857	0.6909	0.8312
0.3867	18.9020	964	0.6878	0.3174	0.6878	0.8293
0.3867	18.9412	966	0.6837	0.3331	0.6837	0.8269
0.3867	18.9804	968	0.6754	0.3425	0.6754	0.8218
0.3867	19.0196	970	0.6884	0.3559	0.6884	0.8297
0.3867	19.0588	972	0.7076	0.3559	0.7076	0.8412
0.3867	19.0980	974	0.7095	0.3559	0.7095	0.8423
0.3867	19.1373	976	0.7265	0.3856	0.7265	0.8523
0.3867	19.1765	978	0.7659	0.4537	0.7659	0.8752
0.3867	19.2157	980	0.7419	0.4575	0.7419	0.8613
0.3867	19.2549	982	0.6908	0.3648	0.6908	0.8311
0.3867	19.2941	984	0.6728	0.3559	0.6728	0.8202
0.3867	19.3333	986	0.6859	0.4116	0.6859	0.8282
0.3867	19.3725	988	0.6992	0.4116	0.6992	0.8362
0.3867	19.4118	990	0.7152	0.4044	0.7152	0.8457
0.3867	19.4510	992	0.7239	0.4196	0.7239	0.8508
0.3867	19.4902	994	0.7152	0.3953	0.7152	0.8457
0.3867	19.5294	996	0.7289	0.4448	0.7289	0.8537
0.3867	19.5686	998	0.7682	0.3711	0.7682	0.8765
0.0797	19.6078	1000	0.7626	0.3711	0.7626	0.8733
0.0797	19.6471	1002	0.7120	0.4467	0.7120	0.8438
0.0797	19.6863	1004	0.6792	0.4029	0.6792	0.8241
0.0797	19.7255	1006	0.7226	0.3994	0.7226	0.8501
0.0797	19.7647	1008	0.7588	0.4241	0.7588	0.8711
0.0797	19.8039	1010	0.7387	0.3628	0.7387	0.8595
0.0797	19.8431	1012	0.7175	0.4037	0.7175	0.8471
0.0797	19.8824	1014	0.7333	0.3660	0.7333	0.8563
0.0797	19.9216	1016	0.7410	0.4924	0.7410	0.8608
0.0797	19.9608	1018	0.7308	0.4699	0.7308	0.8549
0.0797	20.0	1020	0.7114	0.4699	0.7114	0.8435
0.0797	20.0392	1022	0.6793	0.4044	0.6793	0.8242
0.0797	20.0784	1024	0.6562	0.4044	0.6562	0.8101
0.0797	20.1176	1026	0.6444	0.4044	0.6444	0.8027
0.0797	20.1569	1028	0.6713	0.3161	0.6713	0.8193
0.0797	20.1961	1030	0.7620	0.4173	0.7620	0.8729
0.0797	20.2353	1032	0.8739	0.4142	0.8739	0.9348
0.0797	20.2745	1034	0.8830	0.4426	0.8830	0.9397
0.0797	20.3137	1036	0.8343	0.3993	0.8343	0.9134
0.0797	20.3529	1038	0.7359	0.4609	0.7359	0.8578
0.0797	20.3922	1040	0.6768	0.3948	0.6768	0.8227
0.0797	20.4314	1042	0.6685	0.3648	0.6685	0.8176
0.0797	20.4706	1044	0.6673	0.3881	0.6673	0.8169
0.0797	20.5098	1046	0.6722	0.4211	0.6722	0.8199
0.0797	20.5490	1048	0.7315	0.3906	0.7315	0.8553
0.0797	20.5882	1050	0.7699	0.4292	0.7699	0.8774
0.0797	20.6275	1052	0.7883	0.4616	0.7883	0.8879
0.0797	20.6667	1054	0.7305	0.4562	0.7305	0.8547
0.0797	20.7059	1056	0.6823	0.5222	0.6823	0.8260
0.0797	20.7451	1058	0.6701	0.4211	0.6701	0.8186
0.0797	20.7843	1060	0.6617	0.4211	0.6617	0.8135
0.0797	20.8235	1062	0.6587	0.4211	0.6587	0.8116
0.0797	20.8627	1064	0.6541	0.3385	0.6541	0.8088
0.0797	20.9020	1066	0.6388	0.3425	0.6388	0.7993
0.0797	20.9412	1068	0.6426	0.4659	0.6426	0.8016
0.0797	20.9804	1070	0.6996	0.4467	0.6996	0.8364
0.0797	21.0196	1072	0.7380	0.4495	0.7380	0.8591
0.0797	21.0588	1074	0.7241	0.4260	0.7241	0.8509
0.0797	21.0980	1076	0.6683	0.4397	0.6683	0.8175
0.0797	21.1373	1078	0.6371	0.3511	0.6371	0.7982
0.0797	21.1765	1080	0.6554	0.3517	0.6554	0.8096
0.0797	21.2157	1082	0.6607	0.3474	0.6607	0.8128
0.0797	21.2549	1084	0.6494	0.3518	0.6494	0.8058
0.0797	21.2941	1086	0.6552	0.4016	0.6552	0.8094
0.0797	21.3333	1088	0.6579	0.4362	0.6579	0.8111
0.0797	21.3725	1090	0.6550	0.4362	0.6550	0.8093
0.0797	21.4118	1092	0.6638	0.4362	0.6638	0.8147
0.0797	21.4510	1094	0.6976	0.4322	0.6976	0.8352
0.0797	21.4902	1096	0.7276	0.4248	0.7276	0.8530
0.0797	21.5294	1098	0.7327	0.4248	0.7327	0.8560
0.0797	21.5686	1100	0.7081	0.4248	0.7081	0.8415
0.0797	21.6078	1102	0.6863	0.4562	0.6863	0.8284
0.0797	21.6471	1104	0.6686	0.4265	0.6686	0.8177
0.0797	21.6863	1106	0.6627	0.4265	0.6627	0.8141
0.0797	21.7255	1108	0.6662	0.3906	0.6662	0.8162
0.0797	21.7647	1110	0.6749	0.3906	0.6749	0.8215
0.0797	21.8039	1112	0.6774	0.3906	0.6774	0.8230
0.0797	21.8431	1114	0.6946	0.4524	0.6946	0.8334
0.0797	21.8824	1116	0.7396	0.4871	0.7396	0.8600
0.0797	21.9216	1118	0.7994	0.4033	0.7994	0.8941
0.0797	21.9608	1120	0.8629	0.4759	0.8629	0.9289
0.0797	22.0	1122	0.8784	0.4759	0.8784	0.9372
0.0797	22.0392	1124	0.8231	0.4075	0.8231	0.9073
0.0797	22.0784	1126	0.7592	0.4660	0.7592	0.8713
0.0797	22.1176	1128	0.7215	0.4190	0.7215	0.8494
0.0797	22.1569	1130	0.6939	0.3906	0.6939	0.8330
0.0797	22.1961	1132	0.6829	0.4051	0.6829	0.8264
0.0797	22.2353	1134	0.6814	0.3561	0.6814	0.8255
0.0797	22.2745	1136	0.6729	0.3561	0.6729	0.8203
0.0797	22.3137	1138	0.6655	0.3645	0.6655	0.8158
0.0797	22.3529	1140	0.6859	0.4300	0.6859	0.8282
0.0797	22.3922	1142	0.7351	0.4106	0.7351	0.8574
0.0797	22.4314	1144	0.7706	0.4226	0.7706	0.8778
0.0797	22.4706	1146	0.7649	0.4244	0.7649	0.8746
0.0797	22.5098	1148	0.7252	0.4881	0.7252	0.8516
0.0797	22.5490	1150	0.7003	0.4524	0.7003	0.8368
0.0797	22.5882	1152	0.6959	0.3669	0.6959	0.8342
0.0797	22.6275	1154	0.6911	0.3669	0.6911	0.8313
0.0797	22.6667	1156	0.6830	0.3625	0.6830	0.8264
0.0797	22.7059	1158	0.6696	0.3881	0.6696	0.8183
0.0797	22.7451	1160	0.6634	0.3791	0.6634	0.8145
0.0797	22.7843	1162	0.6770	0.4524	0.6770	0.8228
0.0797	22.8235	1164	0.7024	0.4604	0.7024	0.8381
0.0797	22.8627	1166	0.7020	0.4604	0.7020	0.8379
0.0797	22.9020	1168	0.6877	0.4604	0.6877	0.8293
0.0797	22.9412	1170	0.6783	0.4524	0.6783	0.8236
0.0797	22.9804	1172	0.6849	0.4524	0.6849	0.8276
0.0797	23.0196	1174	0.6707	0.3559	0.6707	0.8190
0.0797	23.0588	1176	0.6700	0.3559	0.6700	0.8185
0.0797	23.0980	1178	0.6714	0.3559	0.6714	0.8194
0.0797	23.1373	1180	0.6855	0.3297	0.6855	0.8280
0.0797	23.1765	1182	0.7230	0.4462	0.7230	0.8503
0.0797	23.2157	1184	0.7489	0.4462	0.7489	0.8654
0.0797	23.2549	1186	0.7486	0.4082	0.7486	0.8652
0.0797	23.2941	1188	0.7214	0.4065	0.7214	0.8493
0.0797	23.3333	1190	0.7111	0.3648	0.7111	0.8433
0.0797	23.3725	1192	0.7445	0.3608	0.7445	0.8628
0.0797	23.4118	1194	0.7710	0.4210	0.7710	0.8781
0.0797	23.4510	1196	0.7625	0.3484	0.7625	0.8732
0.0797	23.4902	1198	0.7566	0.3563	0.7566	0.8698
0.0797	23.5294	1200	0.7472	0.3881	0.7472	0.8644
0.0797	23.5686	1202	0.7551	0.4451	0.7551	0.8690
0.0797	23.6078	1204	0.7722	0.4661	0.7722	0.8788
0.0797	23.6471	1206	0.7828	0.4523	0.7828	0.8848
0.0797	23.6863	1208	0.7505	0.4379	0.7505	0.8663
0.0797	23.7255	1210	0.7457	0.4016	0.7457	0.8636
0.0797	23.7647	1212	0.7431	0.4016	0.7431	0.8620
0.0797	23.8039	1214	0.7563	0.3660	0.7563	0.8696
0.0797	23.8431	1216	0.7828	0.4078	0.7828	0.8848
0.0797	23.8824	1218	0.7919	0.3840	0.7919	0.8899
0.0797	23.9216	1220	0.8104	0.3863	0.8104	0.9002
0.0797	23.9608	1222	0.8276	0.3971	0.8276	0.9097
0.0797	24.0	1224	0.8469	0.4070	0.8469	0.9203
0.0797	24.0392	1226	0.8355	0.4070	0.8355	0.9140
0.0797	24.0784	1228	0.8051	0.3966	0.8051	0.8973
0.0797	24.1176	1230	0.7981	0.3966	0.7981	0.8933
0.0797	24.1569	1232	0.7929	0.3966	0.7929	0.8904
0.0797	24.1961	1234	0.7943	0.4063	0.7943	0.8912
0.0797	24.2353	1236	0.8075	0.4376	0.8075	0.8986
0.0797	24.2745	1238	0.8138	0.4376	0.8138	0.9021
0.0797	24.3137	1240	0.8134	0.4089	0.8134	0.9019
0.0797	24.3529	1242	0.8479	0.3963	0.8479	0.9208
0.0797	24.3922	1244	0.8308	0.4089	0.8308	0.9115
0.0797	24.4314	1246	0.8009	0.4376	0.8009	0.8949
0.0797	24.4706	1248	0.7721	0.3255	0.7721	0.8787
0.0797	24.5098	1250	0.7639	0.3660	0.7639	0.8740
0.0797	24.5490	1252	0.7700	0.3175	0.7700	0.8775
0.0797	24.5882	1254	0.7999	0.4221	0.7999	0.8944
0.0797	24.6275	1256	0.8521	0.4006	0.8521	0.9231
0.0797	24.6667	1258	0.8374	0.4006	0.8374	0.9151
0.0797	24.7059	1260	0.7849	0.3991	0.7849	0.8860
0.0797	24.7451	1262	0.7273	0.3738	0.7273	0.8528
0.0797	24.7843	1264	0.7107	0.3485	0.7107	0.8430
0.0797	24.8235	1266	0.7186	0.3485	0.7186	0.8477
0.0797	24.8627	1268	0.7265	0.3485	0.7265	0.8523
0.0797	24.9020	1270	0.7406	0.3485	0.7406	0.8606
0.0797	24.9412	1272	0.7619	0.3762	0.7619	0.8729
0.0797	24.9804	1274	0.7874	0.4023	0.7874	0.8873
0.0797	25.0196	1276	0.8272	0.3130	0.8272	0.9095
0.0797	25.0588	1278	0.8405	0.3130	0.8405	0.9168
0.0797	25.0980	1280	0.8102	0.3175	0.8102	0.9001
0.0797	25.1373	1282	0.7918	0.4128	0.7918	0.8898
0.0797	25.1765	1284	0.8031	0.3563	0.8031	0.8961
0.0797	25.2157	1286	0.8436	0.3247	0.8436	0.9185
0.0797	25.2549	1288	0.8511	0.3247	0.8511	0.9225
0.0797	25.2941	1290	0.8163	0.3235	0.8163	0.9035
0.0797	25.3333	1292	0.7991	0.4225	0.7991	0.8939
0.0797	25.3725	1294	0.8113	0.3660	0.8113	0.9007
0.0797	25.4118	1296	0.8052	0.3774	0.8052	0.8974
0.0797	25.4510	1298	0.7803	0.3660	0.7803	0.8834
0.0797	25.4902	1300	0.7565	0.3813	0.7565	0.8698
0.0797	25.5294	1302	0.7620	0.3694	0.7620	0.8729
0.0797	25.5686	1304	0.7893	0.3717	0.7893	0.8884
0.0797	25.6078	1306	0.7862	0.3761	0.7862	0.8867
0.0797	25.6471	1308	0.7701	0.3784	0.7701	0.8775
0.0797	25.6863	1310	0.7633	0.3694	0.7633	0.8736
0.0797	25.7255	1312	0.7634	0.3768	0.7634	0.8737
0.0797	25.7647	1314	0.7768	0.3683	0.7768	0.8813
0.0797	25.8039	1316	0.7916	0.3683	0.7916	0.8897
0.0797	25.8431	1318	0.7879	0.3662	0.7879	0.8877
0.0797	25.8824	1320	0.7858	0.3902	0.7858	0.8865
0.0797	25.9216	1322	0.7876	0.3902	0.7876	0.8875
0.0797	25.9608	1324	0.7797	0.3902	0.7797	0.8830
0.0797	26.0	1326	0.7782	0.3648	0.7782	0.8822
0.0797	26.0392	1328	0.7804	0.3650	0.7804	0.8834
0.0797	26.0784	1330	0.7594	0.3785	0.7594	0.8714
0.0797	26.1176	1332	0.7252	0.3517	0.7252	0.8516
0.0797	26.1569	1334	0.7037	0.3628	0.7037	0.8388
0.0797	26.1961	1336	0.7004	0.3886	0.7004	0.8369
0.0797	26.2353	1338	0.7087	0.3485	0.7087	0.8418
0.0797	26.2745	1340	0.7113	0.3485	0.7113	0.8434
0.0797	26.3137	1342	0.7143	0.3485	0.7143	0.8452
0.0797	26.3529	1344	0.7324	0.3762	0.7324	0.8558
0.0797	26.3922	1346	0.7437	0.3625	0.7437	0.8624
0.0797	26.4314	1348	0.7530	0.3881	0.7530	0.8678
0.0797	26.4706	1350	0.7546	0.3881	0.7546	0.8687
0.0797	26.5098	1352	0.7454	0.3762	0.7454	0.8634
0.0797	26.5490	1354	0.7549	0.3622	0.7549	0.8689
0.0797	26.5882	1356	0.7679	0.3746	0.7679	0.8763
0.0797	26.6275	1358	0.7932	0.3746	0.7932	0.8906
0.0797	26.6667	1360	0.8029	0.3995	0.8029	0.8960
0.0797	26.7059	1362	0.8211	0.4236	0.8211	0.9061
0.0797	26.7451	1364	0.8265	0.4137	0.8265	0.9091
0.0797	26.7843	1366	0.8272	0.4236	0.8272	0.9095
0.0797	26.8235	1368	0.8284	0.4642	0.8284	0.9102
0.0797	26.8627	1370	0.8097	0.4248	0.8097	0.8998
0.0797	26.9020	1372	0.7643	0.4023	0.7643	0.8743
0.0797	26.9412	1374	0.7271	0.3489	0.7271	0.8527
0.0797	26.9804	1376	0.7114	0.3489	0.7114	0.8435
0.0797	27.0196	1378	0.6937	0.3198	0.6937	0.8329
0.0797	27.0588	1380	0.6816	0.3603	0.6816	0.8256
0.0797	27.0980	1382	0.6813	0.3603	0.6813	0.8254

Framework versions

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