ArabicNewSplits7_usingWellWrittenEssays_FineTuningAraBERT_run2_AugV5_k14_task3_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: 0.7221
• Qwk: -0.1067
• Mse: 0.7221
• Rmse: 0.8497

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	0.0571	2	3.8045	-0.0154	3.8045	1.9505
No log	0.1143	4	1.7555	0.0943	1.7555	1.3250
No log	0.1714	6	1.7680	0.0674	1.7680	1.3297
No log	0.2286	8	1.3604	-0.0145	1.3604	1.1664
No log	0.2857	10	1.3298	-0.0619	1.3298	1.1532
No log	0.3429	12	0.8868	-0.1253	0.8868	0.9417
No log	0.4	14	0.6477	0.1512	0.6477	0.8048
No log	0.4571	16	0.7048	0.0628	0.7048	0.8395
No log	0.5143	18	1.1485	0.0651	1.1485	1.0717
No log	0.5714	20	1.2589	-0.0736	1.2589	1.1220
No log	0.6286	22	1.2198	0.0032	1.2198	1.1044
No log	0.6857	24	1.2818	-0.0247	1.2818	1.1321
No log	0.7429	26	1.2979	0.0	1.2979	1.1392
No log	0.8	28	1.2030	0.0	1.2030	1.0968
No log	0.8571	30	1.0049	0.0	1.0049	1.0025
No log	0.9143	32	0.8543	-0.0583	0.8543	0.9243
No log	0.9714	34	0.8049	0.1318	0.8049	0.8972
No log	1.0286	36	0.8067	0.0628	0.8067	0.8982
No log	1.0857	38	0.9197	0.0100	0.9197	0.9590
No log	1.1429	40	0.8611	0.1456	0.8611	0.9280
No log	1.2	42	0.7544	0.1021	0.7544	0.8685
No log	1.2571	44	0.7782	0.0374	0.7782	0.8822
No log	1.3143	46	0.8127	0.0129	0.8127	0.9015
No log	1.3714	48	0.9352	-0.0207	0.9352	0.9671
No log	1.4286	50	1.4720	0.0	1.4720	1.2133
No log	1.4857	52	1.4054	0.0	1.4054	1.1855
No log	1.5429	54	1.0034	0.0032	1.0034	1.0017
No log	1.6	56	0.8318	0.0017	0.8318	0.9120
No log	1.6571	58	0.8149	0.0260	0.8149	0.9027
No log	1.7143	60	0.9996	-0.1281	0.9996	0.9998
No log	1.7714	62	0.8732	-0.1257	0.8732	0.9345
No log	1.8286	64	0.7554	0.0	0.7554	0.8692
No log	1.8857	66	0.6816	-0.0626	0.6816	0.8256
No log	1.9429	68	0.8102	-0.0101	0.8102	0.9001
No log	2.0	70	1.1065	0.0100	1.1065	1.0519
No log	2.0571	72	1.6643	0.0425	1.6643	1.2901
No log	2.1143	74	1.2251	-0.0490	1.2251	1.1068
No log	2.1714	76	0.7754	-0.0331	0.7754	0.8806
No log	2.2286	78	0.6991	0.0555	0.6991	0.8361
No log	2.2857	80	0.7061	0.1657	0.7061	0.8403
No log	2.3429	82	0.8681	-0.0079	0.8681	0.9317
No log	2.4	84	1.0098	-0.0236	1.0098	1.0049
No log	2.4571	86	1.0014	-0.0253	1.0014	1.0007
No log	2.5143	88	0.9659	-0.0658	0.9659	0.9828
No log	2.5714	90	1.0062	-0.0704	1.0062	1.0031
No log	2.6286	92	0.9799	-0.0982	0.9799	0.9899
No log	2.6857	94	0.9416	-0.1282	0.9416	0.9704
No log	2.7429	96	0.9498	-0.0972	0.9498	0.9746
No log	2.8	98	0.9684	-0.0423	0.9684	0.9841
No log	2.8571	100	0.9130	-0.0930	0.9130	0.9555
No log	2.9143	102	0.9075	-0.2044	0.9075	0.9526
No log	2.9714	104	0.8961	-0.1259	0.8961	0.9466
No log	3.0286	106	0.9180	-0.0886	0.9180	0.9581
No log	3.0857	108	0.9123	-0.0861	0.9123	0.9551
No log	3.1429	110	0.7876	-0.0679	0.7876	0.8875
No log	3.2	112	0.7300	0.0	0.7300	0.8544
No log	3.2571	114	0.7539	-0.0644	0.7539	0.8683
No log	3.3143	116	0.8808	-0.1676	0.8808	0.9385
No log	3.3714	118	0.7913	-0.1223	0.7913	0.8895
No log	3.4286	120	0.7757	-0.0626	0.7757	0.8808
No log	3.4857	122	0.7814	-0.0626	0.7814	0.8840
No log	3.5429	124	0.8235	-0.1244	0.8235	0.9075
No log	3.6	126	0.9461	-0.0878	0.9461	0.9727
No log	3.6571	128	0.9583	-0.0902	0.9583	0.9789
No log	3.7143	130	0.8600	-0.0371	0.8600	0.9274
No log	3.7714	132	0.7999	-0.0240	0.7999	0.8944
No log	3.8286	134	0.7802	0.0460	0.7802	0.8833
No log	3.8857	136	0.7732	0.0506	0.7732	0.8793
No log	3.9429	138	0.7791	-0.0035	0.7791	0.8827
No log	4.0	140	0.9090	-0.1251	0.9090	0.9534
No log	4.0571	142	0.8576	-0.1180	0.8576	0.9261
No log	4.1143	144	0.8875	-0.1146	0.8875	0.9421
No log	4.1714	146	0.8844	0.0663	0.8844	0.9404
No log	4.2286	148	0.8503	0.0094	0.8503	0.9221
No log	4.2857	150	0.8013	-0.0035	0.8013	0.8952
No log	4.3429	152	0.9829	-0.0842	0.9829	0.9914
No log	4.4	154	0.8889	-0.0801	0.8889	0.9428
No log	4.4571	156	0.8054	-0.0035	0.8054	0.8974
No log	4.5143	158	0.8172	-0.0035	0.8172	0.9040
No log	4.5714	160	0.8366	-0.1010	0.8366	0.9147
No log	4.6286	162	0.9041	-0.2338	0.9041	0.9509
No log	4.6857	164	0.9252	-0.0566	0.9252	0.9619
No log	4.7429	166	0.9348	-0.0661	0.9348	0.9668
No log	4.8	168	0.9651	-0.0138	0.9651	0.9824
No log	4.8571	170	0.9881	-0.1194	0.9881	0.9941
No log	4.9143	172	0.8322	-0.1201	0.8322	0.9122
No log	4.9714	174	0.7331	0.0	0.7331	0.8562
No log	5.0286	176	0.7411	0.0555	0.7411	0.8609
No log	5.0857	178	0.7453	0.0	0.7453	0.8633
No log	5.1429	180	0.7481	0.0555	0.7481	0.8649
No log	5.2	182	0.8133	-0.1399	0.8133	0.9018
No log	5.2571	184	0.9653	-0.1245	0.9653	0.9825
No log	5.3143	186	1.0020	-0.1959	1.0020	1.0010
No log	5.3714	188	1.0656	-0.2227	1.0656	1.0323
No log	5.4286	190	1.2494	-0.0839	1.2494	1.1178
No log	5.4857	192	1.3879	-0.0120	1.3879	1.1781
No log	5.5429	194	1.2393	-0.1016	1.2393	1.1132
No log	5.6	196	1.0591	-0.0996	1.0591	1.0291
No log	5.6571	198	0.8762	0.0061	0.8762	0.9361
No log	5.7143	200	1.0022	-0.0442	1.0022	1.0011
No log	5.7714	202	0.9653	-0.1623	0.9653	0.9825
No log	5.8286	204	0.9299	-0.0173	0.9299	0.9643
No log	5.8857	206	1.1347	-0.0747	1.1347	1.0652
No log	5.9429	208	1.0669	-0.0996	1.0669	1.0329
No log	6.0	210	0.8882	-0.0513	0.8882	0.9424
No log	6.0571	212	0.8037	-0.1473	0.8037	0.8965
No log	6.1143	214	0.7697	0.0	0.7697	0.8773
No log	6.1714	216	0.7723	-0.0662	0.7723	0.8788
No log	6.2286	218	0.7813	0.0035	0.7813	0.8839
No log	6.2857	220	0.8477	-0.1551	0.8477	0.9207
No log	6.3429	222	0.8966	-0.0513	0.8966	0.9469
No log	6.4	224	0.8720	-0.0678	0.8720	0.9338
No log	6.4571	226	0.8171	0.0621	0.8171	0.9039
No log	6.5143	228	0.7750	0.0035	0.7750	0.8803
No log	6.5714	230	0.7292	0.0035	0.7292	0.8540
No log	6.6286	232	0.7163	0.0571	0.7163	0.8463
No log	6.6857	234	0.7561	-0.0499	0.7561	0.8696
No log	6.7429	236	0.8712	-0.0121	0.8712	0.9334
No log	6.8	238	0.9004	-0.0761	0.9004	0.9489
No log	6.8571	240	0.8378	-0.0591	0.8378	0.9153
No log	6.9143	242	0.7899	-0.1153	0.7899	0.8888
No log	6.9714	244	0.7860	-0.0035	0.7860	0.8866
No log	7.0286	246	0.8739	-0.0887	0.8739	0.9348
No log	7.0857	248	0.9352	-0.1323	0.9352	0.9670
No log	7.1429	250	0.8755	-0.0591	0.8755	0.9357
No log	7.2	252	0.7509	0.0068	0.7509	0.8666
No log	7.2571	254	0.7459	-0.0033	0.7459	0.8637
No log	7.3143	256	0.7513	0.0033	0.7513	0.8668
No log	7.3714	258	0.7951	-0.1399	0.7951	0.8917
No log	7.4286	260	0.9493	-0.0616	0.9493	0.9743
No log	7.4857	262	1.0598	-0.0337	1.0598	1.0295
No log	7.5429	264	0.9515	-0.1011	0.9515	0.9754
No log	7.6	266	0.8479	-0.0595	0.8479	0.9208
No log	7.6571	268	0.9719	-0.0474	0.9719	0.9859
No log	7.7143	270	1.0273	-0.0518	1.0273	1.0135
No log	7.7714	272	0.8000	-0.0725	0.8000	0.8944
No log	7.8286	274	0.8310	-0.0826	0.8310	0.9116
No log	7.8857	276	0.9325	-0.0722	0.9325	0.9657
No log	7.9429	278	0.9287	-0.0377	0.9287	0.9637
No log	8.0	280	0.8737	-0.0181	0.8737	0.9347
No log	8.0571	282	0.8070	-0.0406	0.8070	0.8983
No log	8.1143	284	0.7711	-0.0035	0.7711	0.8781
No log	8.1714	286	0.8006	0.0	0.8006	0.8948
No log	8.2286	288	0.9198	-0.0063	0.9198	0.9591
No log	8.2857	290	1.0760	-0.0099	1.0760	1.0373
No log	8.3429	292	1.0464	0.0833	1.0464	1.0229
No log	8.4	294	1.0137	0.0502	1.0137	1.0068
No log	8.4571	296	1.0814	0.0549	1.0814	1.0399
No log	8.5143	298	0.9957	-0.0521	0.9957	0.9978
No log	8.5714	300	0.8271	-0.1263	0.8271	0.9095
No log	8.6286	302	0.7702	-0.0939	0.7702	0.8776
No log	8.6857	304	0.7938	-0.1329	0.7938	0.8910
No log	8.7429	306	0.8519	-0.1606	0.8519	0.9230
No log	8.8	308	0.9689	-0.1422	0.9689	0.9843
No log	8.8571	310	1.0553	0.0180	1.0553	1.0273
No log	8.9143	312	0.9382	-0.1530	0.9382	0.9686
No log	8.9714	314	0.9011	-0.1775	0.9011	0.9492
No log	9.0286	316	0.8842	-0.1354	0.8842	0.9403
No log	9.0857	318	0.8691	-0.0934	0.8691	0.9322
No log	9.1429	320	0.8432	-0.1413	0.8432	0.9183
No log	9.2	322	0.9733	-0.0930	0.9733	0.9866
No log	9.2571	324	1.1479	0.0316	1.1479	1.0714
No log	9.3143	326	1.2227	0.0360	1.2227	1.1058
No log	9.3714	328	1.0700	0.0254	1.0700	1.0344
No log	9.4286	330	0.8569	-0.1091	0.8569	0.9257
No log	9.4857	332	0.7525	-0.0131	0.7525	0.8675
No log	9.5429	334	0.7338	-0.0160	0.7338	0.8566
No log	9.6	336	0.7349	-0.1001	0.7349	0.8573
No log	9.6571	338	0.8224	0.0271	0.8224	0.9068
No log	9.7143	340	0.8345	0.1536	0.8345	0.9135
No log	9.7714	342	0.8771	0.0433	0.8771	0.9365
No log	9.8286	344	0.9175	0.0072	0.9175	0.9579
No log	9.8857	346	0.8510	-0.0982	0.8510	0.9225
No log	9.9429	348	0.7549	-0.0035	0.7549	0.8688
No log	10.0	350	0.7338	-0.0035	0.7338	0.8566
No log	10.0571	352	0.7194	-0.0035	0.7194	0.8482
No log	10.1143	354	0.7547	0.0035	0.7547	0.8687
No log	10.1714	356	0.8033	-0.1263	0.8033	0.8962
No log	10.2286	358	0.8249	-0.1086	0.8249	0.9082
No log	10.2857	360	0.7896	-0.0881	0.7896	0.8886
No log	10.3429	362	0.8009	-0.0826	0.8009	0.8949
No log	10.4	364	0.7756	-0.0499	0.7756	0.8807
No log	10.4571	366	0.7917	-0.1001	0.7917	0.8897
No log	10.5143	368	0.8142	-0.0949	0.8142	0.9024
No log	10.5714	370	0.8006	-0.1010	0.8006	0.8948
No log	10.6286	372	0.8033	-0.1074	0.8033	0.8963
No log	10.6857	374	0.8302	-0.0939	0.8302	0.9112
No log	10.7429	376	0.7519	-0.0499	0.7519	0.8671
No log	10.8	378	0.7100	0.0	0.7100	0.8426
No log	10.8571	380	0.7080	0.0	0.7080	0.8414
No log	10.9143	382	0.7295	-0.1067	0.7295	0.8541
No log	10.9714	384	0.7348	-0.0035	0.7348	0.8572
No log	11.0286	386	0.7677	-0.0406	0.7677	0.8762
No log	11.0857	388	0.9086	-0.1422	0.9086	0.9532
No log	11.1429	390	1.1324	0.0350	1.1324	1.0641
No log	11.2	392	1.1884	0.0408	1.1884	1.0901
No log	11.2571	394	1.0993	-0.0210	1.0993	1.0485
No log	11.3143	396	0.9439	0.0092	0.9439	0.9715
No log	11.3714	398	0.7872	-0.0322	0.7872	0.8872
No log	11.4286	400	0.7442	0.1512	0.7442	0.8626
No log	11.4857	402	0.7798	0.0714	0.7798	0.8831
No log	11.5429	404	0.7691	0.1259	0.7691	0.8770
No log	11.6	406	0.7246	0.0555	0.7246	0.8512
No log	11.6571	408	0.7507	0.0	0.7507	0.8664
No log	11.7143	410	0.7903	-0.1551	0.7903	0.8890
No log	11.7714	412	0.8288	-0.0284	0.8288	0.9104
No log	11.8286	414	0.8237	-0.0826	0.8237	0.9076
No log	11.8857	416	0.7736	-0.1137	0.7736	0.8796
No log	11.9429	418	0.7382	-0.0035	0.7382	0.8592
No log	12.0	420	0.8003	0.1318	0.8003	0.8946
No log	12.0571	422	0.7955	0.0857	0.7955	0.8919
No log	12.1143	424	0.7694	-0.0035	0.7694	0.8772
No log	12.1714	426	0.8394	-0.0724	0.8394	0.9162
No log	12.2286	428	0.8826	-0.0887	0.8826	0.9395
No log	12.2857	430	0.8676	0.0328	0.8676	0.9315
No log	12.3429	432	0.8268	-0.0248	0.8268	0.9093
No log	12.4	434	0.7681	-0.1001	0.7681	0.8764
No log	12.4571	436	0.7430	-0.1074	0.7430	0.8620
No log	12.5143	438	0.7433	0.0	0.7433	0.8621
No log	12.5714	440	0.7485	-0.1010	0.7485	0.8652
No log	12.6286	442	0.7850	-0.1473	0.7850	0.8860
No log	12.6857	444	0.8245	-0.1329	0.8245	0.9080
No log	12.7429	446	0.8154	-0.1399	0.8154	0.9030
No log	12.8	448	0.8226	-0.1329	0.8226	0.9070
No log	12.8571	450	0.8034	-0.1399	0.8034	0.8963
No log	12.9143	452	0.7644	-0.1001	0.7644	0.8743
No log	12.9714	454	0.7639	-0.1067	0.7639	0.8740
No log	13.0286	456	0.8117	-0.1001	0.8117	0.9010
No log	13.0857	458	0.9326	-0.1145	0.9326	0.9657
No log	13.1429	460	0.9767	0.0111	0.9767	0.9883
No log	13.2	462	0.9358	-0.0408	0.9358	0.9674
No log	13.2571	464	0.8394	-0.1753	0.8394	0.9162
No log	13.3143	466	0.7550	0.0	0.7550	0.8689
No log	13.3714	468	0.7229	-0.0035	0.7229	0.8502
No log	13.4286	470	0.7046	0.0	0.7046	0.8394
No log	13.4857	472	0.7145	0.0	0.7145	0.8453
No log	13.5429	474	0.7471	0.0	0.7471	0.8644
No log	13.6	476	0.7877	0.0	0.7877	0.8875
No log	13.6571	478	0.8206	0.0035	0.8206	0.9059
No log	13.7143	480	0.8178	-0.0499	0.8178	0.9043
No log	13.7714	482	0.8102	-0.0406	0.8102	0.9001
No log	13.8286	484	0.7926	-0.1001	0.7926	0.8903
No log	13.8857	486	0.7475	0.0	0.7475	0.8646
No log	13.9429	488	0.7377	-0.0101	0.7377	0.8589
No log	14.0	490	0.7546	0.0759	0.7546	0.8687
No log	14.0571	492	0.7518	0.0759	0.7518	0.8670
No log	14.1143	494	0.7436	0.0506	0.7436	0.8623
No log	14.1714	496	0.7769	-0.0939	0.7769	0.8814
No log	14.2286	498	0.8524	-0.2357	0.8524	0.9232
0.4189	14.2857	500	0.8886	-0.1775	0.8886	0.9427
0.4189	14.3429	502	0.8618	-0.1709	0.8618	0.9283
0.4189	14.4	504	0.8559	-0.1474	0.8559	0.9252
0.4189	14.4571	506	0.8202	-0.1917	0.8202	0.9056
0.4189	14.5143	508	0.7755	-0.0571	0.7755	0.8806
0.4189	14.5714	510	0.7681	0.0524	0.7681	0.8764
0.4189	14.6286	512	0.7677	0.0524	0.7677	0.8762
0.4189	14.6857	514	0.7697	-0.1074	0.7697	0.8774
0.4189	14.7429	516	0.7765	-0.0949	0.7765	0.8812
0.4189	14.8	518	0.7882	-0.1399	0.7882	0.8878
0.4189	14.8571	520	0.7857	-0.0949	0.7857	0.8864
0.4189	14.9143	522	0.7704	-0.1074	0.7704	0.8777
0.4189	14.9714	524	0.7832	-0.1010	0.7832	0.8850
0.4189	15.0286	526	0.7797	-0.1001	0.7797	0.8830
0.4189	15.0857	528	0.7663	0.0068	0.7663	0.8754
0.4189	15.1429	530	0.7647	0.0035	0.7647	0.8745
0.4189	15.2	532	0.7704	-0.1067	0.7704	0.8777
0.4189	15.2571	534	0.7846	-0.1001	0.7846	0.8858
0.4189	15.3143	536	0.8406	-0.0774	0.8406	0.9168
0.4189	15.3714	538	0.8623	-0.0214	0.8623	0.9286
0.4189	15.4286	540	0.8402	-0.0774	0.8402	0.9166
0.4189	15.4857	542	0.7851	-0.1067	0.7851	0.8861
0.4189	15.5429	544	0.7348	0.0035	0.7348	0.8572
0.4189	15.6	546	0.7110	0.0	0.7110	0.8432
0.4189	15.6571	548	0.7107	0.0	0.7107	0.8430
0.4189	15.7143	550	0.7270	0.0035	0.7270	0.8527
0.4189	15.7714	552	0.7649	0.0035	0.7649	0.8746
0.4189	15.8286	554	0.7818	-0.0451	0.7818	0.8842
0.4189	15.8857	556	0.8008	-0.0451	0.8008	0.8949
0.4189	15.9429	558	0.7830	-0.1067	0.7830	0.8849
0.4189	16.0	560	0.7480	0.0035	0.7480	0.8649
0.4189	16.0571	562	0.7509	0.0035	0.7509	0.8665
0.4189	16.1143	564	0.7818	-0.1551	0.7818	0.8842
0.4189	16.1714	566	0.7866	-0.1473	0.7866	0.8869
0.4189	16.2286	568	0.7766	-0.1551	0.7766	0.8812
0.4189	16.2857	570	0.7607	-0.1551	0.7607	0.8722
0.4189	16.3429	572	0.7612	-0.1067	0.7612	0.8725
0.4189	16.4	574	0.7439	0.0035	0.7439	0.8625
0.4189	16.4571	576	0.7228	0.0035	0.7228	0.8502
0.4189	16.5143	578	0.7122	0.0035	0.7122	0.8439
0.4189	16.5714	580	0.7192	0.0035	0.7192	0.8480
0.4189	16.6286	582	0.7519	-0.1067	0.7519	0.8671
0.4189	16.6857	584	0.8115	-0.1551	0.8115	0.9008
0.4189	16.7429	586	0.8358	-0.0939	0.8358	0.9142
0.4189	16.8	588	0.7946	-0.1551	0.7946	0.8914
0.4189	16.8571	590	0.7582	-0.0499	0.7582	0.8708
0.4189	16.9143	592	0.7614	-0.0499	0.7614	0.8726
0.4189	16.9714	594	0.7644	-0.0499	0.7644	0.8743
0.4189	17.0286	596	0.7849	-0.1067	0.7849	0.8859
0.4189	17.0857	598	0.7954	-0.0451	0.7954	0.8918
0.4189	17.1429	600	0.7977	-0.0451	0.7977	0.8931
0.4189	17.2	602	0.7930	-0.1067	0.7930	0.8905
0.4189	17.2571	604	0.7742	-0.1067	0.7742	0.8799
0.4189	17.3143	606	0.7418	0.0035	0.7418	0.8613
0.4189	17.3714	608	0.7285	-0.0571	0.7285	0.8535
0.4189	17.4286	610	0.7357	0.0035	0.7357	0.8577
0.4189	17.4857	612	0.7487	0.0035	0.7487	0.8653
0.4189	17.5429	614	0.7731	-0.0363	0.7731	0.8793
0.4189	17.6	616	0.8043	-0.0826	0.8043	0.8968
0.4189	17.6571	618	0.7991	-0.0826	0.7991	0.8939
0.4189	17.7143	620	0.7665	-0.0939	0.7665	0.8755
0.4189	17.7714	622	0.7346	0.0587	0.7346	0.8571
0.4189	17.8286	624	0.7459	-0.0473	0.7459	0.8636
0.4189	17.8857	626	0.7833	-0.1201	0.7833	0.8850
0.4189	17.9429	628	0.8148	-0.0591	0.8148	0.9027
0.4189	18.0	630	0.8053	0.0673	0.8053	0.8974
0.4189	18.0571	632	0.7733	0.0148	0.7733	0.8794
0.4189	18.1143	634	0.7526	-0.0473	0.7526	0.8675
0.4189	18.1714	636	0.7591	-0.0473	0.7591	0.8713
0.4189	18.2286	638	0.8039	-0.0724	0.8039	0.8966
0.4189	18.2857	640	0.8756	-0.0093	0.8756	0.9357
0.4189	18.3429	642	0.9027	-0.0408	0.9027	0.9501
0.4189	18.4	644	0.8581	-0.0121	0.8581	0.9263
0.4189	18.4571	646	0.7769	-0.0428	0.7769	0.8814
0.4189	18.5143	648	0.7566	-0.0096	0.7566	0.8698
0.4189	18.5714	650	0.7678	-0.0215	0.7678	0.8762
0.4189	18.6286	652	0.7498	0.0374	0.7498	0.8659
0.4189	18.6857	654	0.7551	-0.0473	0.7551	0.8690
0.4189	18.7429	656	0.7906	-0.0724	0.7906	0.8891
0.4189	18.8	658	0.8533	-0.0121	0.8533	0.9237
0.4189	18.8571	660	0.8766	-0.0477	0.8766	0.9363
0.4189	18.9143	662	0.8482	-0.0513	0.8482	0.9210
0.4189	18.9714	664	0.8322	-0.0513	0.8322	0.9123
0.4189	19.0286	666	0.8281	-0.0477	0.8281	0.9100
0.4189	19.0857	668	0.7969	-0.0591	0.7969	0.8927
0.4189	19.1429	670	0.7579	-0.0724	0.7579	0.8706
0.4189	19.2	672	0.7617	-0.0248	0.7617	0.8728
0.4189	19.2571	674	0.8012	-0.0248	0.8012	0.8951
0.4189	19.3143	676	0.8247	-0.0284	0.8247	0.9082
0.4189	19.3714	678	0.8126	-0.0248	0.8126	0.9015
0.4189	19.4286	680	0.7950	-0.0284	0.7950	0.8916
0.4189	19.4857	682	0.7719	0.0181	0.7719	0.8786
0.4189	19.5429	684	0.7374	0.0116	0.7374	0.8587
0.4189	19.6	686	0.7458	0.0394	0.7458	0.8636
0.4189	19.6571	688	0.7686	0.0680	0.7686	0.8767
0.4189	19.7143	690	0.7787	0.0680	0.7787	0.8824
0.4189	19.7714	692	0.7723	-0.0446	0.7723	0.8788
0.4189	19.8286	694	0.8029	0.0151	0.8029	0.8960
0.4189	19.8857	696	0.8097	-0.0566	0.8097	0.8998
0.4189	19.9429	698	0.8291	-0.0089	0.8291	0.9106
0.4189	20.0	700	0.8208	-0.0982	0.8208	0.9060
0.4189	20.0571	702	0.7645	0.0663	0.7645	0.8744
0.4189	20.1143	704	0.7080	0.0	0.7080	0.8414
0.4189	20.1714	706	0.6959	0.1023	0.6959	0.8342
0.4189	20.2286	708	0.6885	0.1023	0.6885	0.8298
0.4189	20.2857	710	0.7095	0.0571	0.7095	0.8423
0.4189	20.3429	712	0.7743	-0.1001	0.7743	0.8799
0.4189	20.4	714	0.8253	-0.1086	0.8253	0.9085
0.4189	20.4571	716	0.8212	0.0229	0.8212	0.9062
0.4189	20.5143	718	0.8032	-0.1753	0.8032	0.8962
0.4189	20.5714	720	0.7517	0.0555	0.7517	0.8670
0.4189	20.6286	722	0.7116	0.0506	0.7116	0.8435
0.4189	20.6857	724	0.7120	-0.0101	0.7120	0.8438
0.4189	20.7429	726	0.7168	-0.0065	0.7168	0.8466
0.4189	20.8	728	0.7228	-0.0541	0.7228	0.8502
0.4189	20.8571	730	0.7240	-0.0541	0.7240	0.8509
0.4189	20.9143	732	0.7360	-0.0473	0.7360	0.8579
0.4189	20.9714	734	0.7554	-0.0939	0.7554	0.8691
0.4189	21.0286	736	0.7700	-0.0363	0.7700	0.8775
0.4189	21.0857	738	0.7536	-0.1001	0.7536	0.8681
0.4189	21.1429	740	0.7361	-0.0493	0.7361	0.8580
0.4189	21.2	742	0.7395	-0.1033	0.7395	0.8600
0.4189	21.2571	744	0.7524	-0.0056	0.7524	0.8674
0.4189	21.3143	746	0.7726	-0.0345	0.7726	0.8790
0.4189	21.3714	748	0.8016	-0.1142	0.8016	0.8953
0.4189	21.4286	750	0.7974	-0.1678	0.7974	0.8930
0.4189	21.4857	752	0.7849	-0.1398	0.7849	0.8859
0.4189	21.5429	754	0.7762	-0.0902	0.7762	0.8810
0.4189	21.6	756	0.7567	-0.0449	0.7567	0.8699
0.4189	21.6571	758	0.7361	-0.0949	0.7361	0.8579
0.4189	21.7143	760	0.7527	-0.1001	0.7527	0.8676
0.4189	21.7714	762	0.7901	-0.1067	0.7901	0.8889
0.4189	21.8286	764	0.7819	-0.1067	0.7819	0.8843
0.4189	21.8857	766	0.7784	-0.0451	0.7784	0.8823
0.4189	21.9429	768	0.7720	-0.0451	0.7720	0.8787
0.4189	22.0	770	0.7859	-0.0363	0.7859	0.8865
0.4189	22.0571	772	0.7651	-0.0939	0.7651	0.8747
0.4189	22.1143	774	0.7246	-0.1067	0.7246	0.8513
0.4189	22.1714	776	0.7131	-0.0520	0.7131	0.8445
0.4189	22.2286	778	0.7203	-0.1081	0.7203	0.8487
0.4189	22.2857	780	0.7524	-0.0939	0.7524	0.8674
0.4189	22.3429	782	0.8411	-0.0181	0.8411	0.9171
0.4189	22.4	784	0.9390	0.0008	0.9390	0.9690
0.4189	22.4571	786	0.9710	0.0030	0.9710	0.9854
0.4189	22.5143	788	0.9863	0.0030	0.9863	0.9931
0.4189	22.5714	790	0.9740	0.0030	0.9740	0.9869
0.4189	22.6286	792	0.9019	0.0008	0.9019	0.9497
0.4189	22.6857	794	0.8315	-0.0678	0.8315	0.9119
0.4189	22.7429	796	0.7953	-0.0881	0.7953	0.8918
0.4189	22.8	798	0.7641	-0.0939	0.7641	0.8741
0.4189	22.8571	800	0.7594	-0.0939	0.7594	0.8714
0.4189	22.9143	802	0.7646	-0.0881	0.7646	0.8744
0.4189	22.9714	804	0.7923	-0.0774	0.7923	0.8901
0.4189	23.0286	806	0.8137	0.0291	0.8137	0.9021
0.4189	23.0857	808	0.8402	0.0328	0.8402	0.9166
0.4189	23.1429	810	0.8600	-0.0016	0.8600	0.9273
0.4189	23.2	812	0.8709	0.0361	0.8709	0.9332
0.4189	23.2571	814	0.8644	0.0008	0.8644	0.9297
0.4189	23.3143	816	0.8538	-0.0040	0.8538	0.9240
0.4189	23.3714	818	0.8206	0.0291	0.8206	0.9059
0.4189	23.4286	820	0.7761	-0.0406	0.7761	0.8810
0.4189	23.4857	822	0.7343	-0.1001	0.7343	0.8569
0.4189	23.5429	824	0.7230	-0.1067	0.7230	0.8503
0.4189	23.6	826	0.7288	-0.1067	0.7288	0.8537
0.4189	23.6571	828	0.7212	-0.1067	0.7212	0.8492
0.4189	23.7143	830	0.7105	-0.1067	0.7105	0.8429
0.4189	23.7714	832	0.7056	-0.0065	0.7056	0.8400
0.4189	23.8286	834	0.7128	-0.0096	0.7128	0.8443
0.4189	23.8857	836	0.7217	0.0395	0.7217	0.8495
0.4189	23.9429	838	0.7239	-0.0065	0.7239	0.8508
0.4189	24.0	840	0.7671	-0.1067	0.7671	0.8759
0.4189	24.0571	842	0.8365	-0.0214	0.8365	0.9146
0.4189	24.1143	844	0.8931	0.0741	0.8931	0.9450
0.4189	24.1714	846	0.8943	0.1171	0.8943	0.9457
0.4189	24.2286	848	0.8550	0.0251	0.8550	0.9247
0.4189	24.2857	850	0.8225	-0.0284	0.8225	0.9069
0.4189	24.3429	852	0.8058	-0.0284	0.8058	0.8977
0.4189	24.4	854	0.7992	-0.0284	0.7992	0.8940
0.4189	24.4571	856	0.7831	-0.0284	0.7831	0.8849
0.4189	24.5143	858	0.7567	-0.1067	0.7567	0.8699
0.4189	24.5714	860	0.7447	-0.1067	0.7447	0.8629
0.4189	24.6286	862	0.7325	-0.1067	0.7325	0.8559
0.4189	24.6857	864	0.7229	0.0035	0.7229	0.8503
0.4189	24.7429	866	0.6983	0.0035	0.6983	0.8356
0.4189	24.8	868	0.6884	0.1082	0.6884	0.8297
0.4189	24.8571	870	0.7011	0.1498	0.7011	0.8373
0.4189	24.9143	872	0.7329	-0.0145	0.7329	0.8561
0.4189	24.9714	874	0.7468	-0.0113	0.7468	0.8642
0.4189	25.0286	876	0.7619	0.0976	0.7619	0.8729
0.4189	25.0857	878	0.7875	0.0196	0.7875	0.8874
0.4189	25.1429	880	0.8129	0.0260	0.8129	0.9016
0.4189	25.2	882	0.8391	-0.0093	0.8391	0.9160
0.4189	25.2571	884	0.8497	-0.0093	0.8497	0.9218
0.4189	25.3143	886	0.8325	-0.0150	0.8325	0.9124
0.4189	25.3714	888	0.8049	-0.0150	0.8049	0.8971
0.4189	25.4286	890	0.7807	0.0240	0.7807	0.8836
0.4189	25.4857	892	0.7607	-0.0345	0.7607	0.8722
0.4189	25.5429	894	0.7574	-0.0345	0.7574	0.8703
0.4189	25.6	896	0.7586	-0.0902	0.7586	0.8710
0.4189	25.6571	898	0.7668	0.0056	0.7668	0.8757
0.4189	25.7143	900	0.7734	0.0027	0.7734	0.8795
0.4189	25.7714	902	0.7729	0.0	0.7729	0.8791
0.4189	25.8286	904	0.7702	0.0357	0.7702	0.8776
0.4189	25.8857	906	0.7531	0.0432	0.7531	0.8678
0.4189	25.9429	908	0.7542	-0.0385	0.7542	0.8685
0.4189	26.0	910	0.7666	-0.0881	0.7666	0.8755
0.4189	26.0571	912	0.7556	-0.0939	0.7556	0.8693
0.4189	26.1143	914	0.7354	-0.1001	0.7354	0.8576
0.4189	26.1714	916	0.7322	-0.0473	0.7322	0.8557
0.4189	26.2286	918	0.7389	-0.0428	0.7389	0.8596
0.4189	26.2857	920	0.7501	-0.0837	0.7501	0.8661
0.4189	26.3429	922	0.7672	-0.0837	0.7672	0.8759
0.4189	26.4	924	0.7823	-0.0678	0.7823	0.8845
0.4189	26.4571	926	0.7806	-0.0181	0.7806	0.8835
0.4189	26.5143	928	0.7669	-0.1329	0.7669	0.8758
0.4189	26.5714	930	0.7766	-0.0881	0.7766	0.8812
0.4189	26.6286	932	0.7637	-0.0939	0.7637	0.8739
0.4189	26.6857	934	0.7324	-0.1067	0.7324	0.8558
0.4189	26.7429	936	0.6959	0.0035	0.6959	0.8342
0.4189	26.8	938	0.6897	0.0964	0.6897	0.8305
0.4189	26.8571	940	0.6963	0.0967	0.6963	0.8344
0.4189	26.9143	942	0.7179	-0.0541	0.7179	0.8473
0.4189	26.9714	944	0.7350	-0.1001	0.7350	0.8573
0.4189	27.0286	946	0.7430	-0.1001	0.7430	0.8619
0.4189	27.0857	948	0.7543	-0.1001	0.7543	0.8685
0.4189	27.1429	950	0.7870	-0.1399	0.7870	0.8871
0.4189	27.2	952	0.7933	-0.1473	0.7933	0.8907
0.4189	27.2571	954	0.7977	-0.0881	0.7977	0.8931
0.4189	27.3143	956	0.8114	-0.0284	0.8114	0.9008
0.4189	27.3714	958	0.7799	-0.0406	0.7799	0.8831
0.4189	27.4286	960	0.7382	0.0035	0.7382	0.8592
0.4189	27.4857	962	0.7259	0.0035	0.7259	0.8520
0.4189	27.5429	964	0.7177	0.0035	0.7177	0.8472
0.4189	27.6	966	0.7228	0.0035	0.7228	0.8502
0.4189	27.6571	968	0.7467	-0.1067	0.7467	0.8641
0.4189	27.7143	970	0.7648	-0.0363	0.7648	0.8745
0.4189	27.7714	972	0.8177	-0.0248	0.8177	0.9043
0.4189	27.8286	974	0.8398	-0.0678	0.8398	0.9164
0.4189	27.8857	976	0.8236	-0.0248	0.8236	0.9075
0.4189	27.9429	978	0.7939	-0.0322	0.7939	0.8910
0.4189	28.0	980	0.7544	0.0035	0.7544	0.8686
0.4189	28.0571	982	0.7484	0.0035	0.7484	0.8651
0.4189	28.1143	984	0.7357	0.0035	0.7357	0.8577
0.4189	28.1714	986	0.7272	0.0035	0.7272	0.8527
0.4189	28.2286	988	0.7230	0.0035	0.7230	0.8503
0.4189	28.2857	990	0.7075	0.0524	0.7075	0.8411
0.4189	28.3429	992	0.7058	0.0524	0.7058	0.8401
0.4189	28.4	994	0.7256	-0.1001	0.7256	0.8518
0.4189	28.4571	996	0.7425	-0.1001	0.7425	0.8617
0.4189	28.5143	998	0.7595	-0.1001	0.7595	0.8715
0.0611	28.5714	1000	0.7710	-0.1001	0.7710	0.8781
0.0611	28.6286	1002	0.7786	-0.1001	0.7786	0.8824
0.0611	28.6857	1004	0.7806	-0.1067	0.7806	0.8835
0.0611	28.7429	1006	0.7573	-0.1067	0.7573	0.8702
0.0611	28.8	1008	0.7407	-0.1067	0.7407	0.8607
0.0611	28.8571	1010	0.7367	0.0	0.7367	0.8583
0.0611	28.9143	1012	0.7201	0.0	0.7201	0.8486
0.0611	28.9714	1014	0.6950	0.0	0.6950	0.8337
0.0611	29.0286	1016	0.6892	0.0506	0.6892	0.8302
0.0611	29.0857	1018	0.7113	0.0416	0.7113	0.8434
0.0611	29.1429	1020	0.7120	0.0524	0.7120	0.8438
0.0611	29.2	1022	0.7131	0.0524	0.7131	0.8445
0.0611	29.2571	1024	0.7225	-0.1067	0.7225	0.8500
0.0611	29.3143	1026	0.7559	-0.1001	0.7559	0.8694
0.0611	29.3714	1028	0.8091	0.0181	0.8091	0.8995
0.0611	29.4286	1030	0.8559	-0.0284	0.8559	0.9252
0.0611	29.4857	1032	0.8679	-0.0214	0.8679	0.9316
0.0611	29.5429	1034	0.8626	0.0229	0.8626	0.9288
0.0611	29.6	1036	0.8688	-0.0181	0.8688	0.9321
0.0611	29.6571	1038	0.8354	-0.0724	0.8354	0.9140
0.0611	29.7143	1040	0.8112	-0.1263	0.8112	0.9007
0.0611	29.7714	1042	0.8061	-0.0774	0.8061	0.8978
0.0611	29.8286	1044	0.8352	0.0251	0.8352	0.9139
0.0611	29.8857	1046	0.8549	-0.0181	0.8549	0.9246
0.0611	29.9429	1048	0.8313	-0.0181	0.8313	0.9118
0.0611	30.0	1050	0.7999	-0.0214	0.7999	0.8944
0.0611	30.0571	1052	0.7874	0.0229	0.7874	0.8873
0.0611	30.1143	1054	0.7567	-0.0449	0.7567	0.8699
0.0611	30.1714	1056	0.7578	0.0089	0.7578	0.8705
0.0611	30.2286	1058	0.7656	0.0148	0.7656	0.8750
0.0611	30.2857	1060	0.7616	0.0181	0.7616	0.8727
0.0611	30.3429	1062	0.7691	0.0181	0.7691	0.8770
0.0611	30.4	1064	0.7677	0.0181	0.7677	0.8762
0.0611	30.4571	1066	0.7343	-0.1001	0.7343	0.8569
0.0611	30.5143	1068	0.7082	-0.1067	0.7082	0.8416
0.0611	30.5714	1070	0.7117	-0.1067	0.7117	0.8436
0.0611	30.6286	1072	0.7441	-0.1067	0.7441	0.8626
0.0611	30.6857	1074	0.7729	0.0155	0.7729	0.8792
0.0611	30.7429	1076	0.7678	0.0155	0.7678	0.8762
0.0611	30.8	1078	0.7530	-0.0406	0.7530	0.8677
0.0611	30.8571	1080	0.7384	-0.0451	0.7384	0.8593
0.0611	30.9143	1082	0.7197	-0.1137	0.7197	0.8483
0.0611	30.9714	1084	0.7017	0.0	0.7017	0.8377
0.0611	31.0286	1086	0.7011	0.0	0.7011	0.8373
0.0611	31.0857	1088	0.7145	0.0	0.7145	0.8453
0.0611	31.1429	1090	0.7329	0.0	0.7329	0.8561
0.0611	31.2	1092	0.7324	0.0	0.7324	0.8558
0.0611	31.2571	1094	0.7126	0.0	0.7126	0.8441
0.0611	31.3143	1096	0.7029	0.0	0.7029	0.8384
0.0611	31.3714	1098	0.6915	0.0	0.6915	0.8315
0.0611	31.4286	1100	0.6930	0.0436	0.6930	0.8324
0.0611	31.4857	1102	0.7034	0.0	0.7034	0.8387
0.0611	31.5429	1104	0.7289	-0.0958	0.7289	0.8538
0.0611	31.6	1106	0.7622	-0.1204	0.7622	0.8731
0.0611	31.6571	1108	0.8353	-0.0442	0.8353	0.9139
0.0611	31.7143	1110	0.9024	-0.0346	0.9024	0.9500
0.0611	31.7714	1112	0.9039	-0.0346	0.9039	0.9508
0.0611	31.8286	1114	0.8748	-0.0346	0.8748	0.9353
0.0611	31.8857	1116	0.8022	-0.1086	0.8022	0.8957
0.0611	31.9429	1118	0.7418	-0.0428	0.7418	0.8613
0.0611	32.0	1120	0.7328	-0.1067	0.7328	0.8561
0.0611	32.0571	1122	0.7493	-0.0499	0.7493	0.8656
0.0611	32.1143	1124	0.7581	-0.0499	0.7581	0.8707
0.0611	32.1714	1126	0.7696	-0.0499	0.7696	0.8773
0.0611	32.2286	1128	0.7596	-0.0499	0.7596	0.8715
0.0611	32.2857	1130	0.7617	-0.0451	0.7617	0.8727
0.0611	32.3429	1132	0.7814	-0.0284	0.7814	0.8840
0.0611	32.4	1134	0.8201	-0.0591	0.8201	0.9056
0.0611	32.4571	1136	0.8328	-0.0934	0.8328	0.9126
0.0611	32.5143	1138	0.8229	-0.0528	0.8229	0.9072
0.0611	32.5714	1140	0.8236	-0.0896	0.8236	0.9075
0.0611	32.6286	1142	0.8128	-0.0949	0.8128	0.9015
0.0611	32.6857	1144	0.8199	-0.0508	0.8199	0.9055
0.0611	32.7429	1146	0.8183	-0.0543	0.8183	0.9046
0.0611	32.8	1148	0.7685	-0.0248	0.7685	0.8766
0.0611	32.8571	1150	0.7230	0.1404	0.7230	0.8503
0.0611	32.9143	1152	0.7097	0.0394	0.7097	0.8424
0.0611	32.9714	1154	0.7143	0.0528	0.7143	0.8452
0.0611	33.0286	1156	0.7254	0.0094	0.7254	0.8517
0.0611	33.0857	1158	0.7657	-0.0678	0.7657	0.8750
0.0611	33.1429	1160	0.8144	-0.1086	0.8144	0.9024
0.0611	33.2	1162	0.8227	-0.0678	0.8227	0.9070
0.0611	33.2571	1164	0.7869	-0.0724	0.7869	0.8871
0.0611	33.3143	1166	0.7446	-0.0881	0.7446	0.8629
0.0611	33.3714	1168	0.7163	-0.0520	0.7163	0.8463
0.0611	33.4286	1170	0.6890	0.0571	0.6890	0.8301
0.0611	33.4857	1172	0.6720	0.1023	0.6720	0.8197
0.0611	33.5429	1174	0.6740	0.1371	0.6740	0.8210
0.0611	33.6	1176	0.6869	0.1675	0.6869	0.8288
0.0611	33.6571	1178	0.7091	0.1943	0.7091	0.8421
0.0611	33.7143	1180	0.7189	0.1943	0.7189	0.8479
0.0611	33.7714	1182	0.7199	0.1943	0.7199	0.8485
0.0611	33.8286	1184	0.7210	0.2009	0.7210	0.8491
0.0611	33.8857	1186	0.7295	0.1986	0.7295	0.8541
0.0611	33.9429	1188	0.7252	0.0922	0.7252	0.8516
0.0611	34.0	1190	0.7313	0.0518	0.7313	0.8551
0.0611	34.0571	1192	0.7416	0.0165	0.7416	0.8612
0.0611	34.1143	1194	0.7424	0.0165	0.7424	0.8616
0.0611	34.1714	1196	0.7444	-0.0248	0.7444	0.8628
0.0611	34.2286	1198	0.7229	-0.0406	0.7229	0.8503
0.0611	34.2857	1200	0.6989	-0.0451	0.6989	0.8360
0.0611	34.3429	1202	0.6700	0.0524	0.6700	0.8185
0.0611	34.4	1204	0.6617	0.0436	0.6617	0.8135
0.0611	34.4571	1206	0.6632	-0.0065	0.6632	0.8144
0.0611	34.5143	1208	0.6732	0.0571	0.6732	0.8205
0.0611	34.5714	1210	0.7109	0.0035	0.7109	0.8432
0.0611	34.6286	1212	0.7513	-0.0939	0.7513	0.8668
0.0611	34.6857	1214	0.7668	-0.0451	0.7668	0.8757
0.0611	34.7429	1216	0.7483	-0.1067	0.7483	0.8651
0.0611	34.8	1218	0.7198	0.0035	0.7198	0.8484
0.0611	34.8571	1220	0.6955	0.0035	0.6955	0.8339
0.0611	34.9143	1222	0.6891	0.0035	0.6891	0.8301
0.0611	34.9714	1224	0.6942	0.0035	0.6942	0.8332
0.0611	35.0286	1226	0.7177	0.0035	0.7177	0.8471
0.0611	35.0857	1228	0.7298	-0.0451	0.7298	0.8543
0.0611	35.1429	1230	0.7124	0.0636	0.7124	0.8440
0.0611	35.2	1232	0.6893	0.0436	0.6893	0.8302
0.0611	35.2571	1234	0.6972	0.1807	0.6972	0.8350
0.0611	35.3143	1236	0.7112	0.1817	0.7112	0.8433
0.0611	35.3714	1238	0.6986	0.1740	0.6986	0.8358
0.0611	35.4286	1240	0.6889	0.0436	0.6889	0.8300
0.0611	35.4857	1242	0.7253	0.0035	0.7253	0.8516
0.0611	35.5429	1244	0.7672	0.0636	0.7672	0.8759
0.0611	35.6	1246	0.7829	-0.0451	0.7829	0.8848
0.0611	35.6571	1248	0.7792	0.0636	0.7792	0.8827
0.0611	35.7143	1250	0.7611	0.0035	0.7611	0.8724
0.0611	35.7714	1252	0.7444	0.0035	0.7444	0.8628
0.0611	35.8286	1254	0.7234	0.0035	0.7234	0.8505
0.0611	35.8857	1256	0.7129	0.0035	0.7129	0.8443
0.0611	35.9429	1258	0.6756	0.0571	0.6756	0.8220
0.0611	36.0	1260	0.6635	0.0524	0.6635	0.8146
0.0611	36.0571	1262	0.6676	0.0863	0.6676	0.8171
0.0611	36.1143	1264	0.6758	0.1740	0.6758	0.8221
0.0611	36.1714	1266	0.6682	0.1311	0.6682	0.8175
0.0611	36.2286	1268	0.6674	0.1498	0.6674	0.8170
0.0611	36.2857	1270	0.6730	0.1023	0.6730	0.8203
0.0611	36.3429	1272	0.6780	0.1498	0.6780	0.8234
0.0611	36.4	1274	0.6874	0.1552	0.6874	0.8291
0.0611	36.4571	1276	0.7080	0.0122	0.7080	0.8414
0.0611	36.5143	1278	0.7339	-0.0284	0.7339	0.8567
0.0611	36.5714	1280	0.7389	-0.0322	0.7389	0.8596
0.0611	36.6286	1282	0.7172	-0.0939	0.7172	0.8469
0.0611	36.6857	1284	0.7049	-0.0939	0.7049	0.8396
0.0611	36.7429	1286	0.6833	0.0571	0.6833	0.8266
0.0611	36.8	1288	0.6801	0.0571	0.6801	0.8247
0.0611	36.8571	1290	0.6814	0.0035	0.6814	0.8255
0.0611	36.9143	1292	0.6774	0.0035	0.6774	0.8231
0.0611	36.9714	1294	0.6698	0.0571	0.6698	0.8184
0.0611	37.0286	1296	0.6689	0.1318	0.6689	0.8178
0.0611	37.0857	1298	0.6803	0.1691	0.6803	0.8248
0.0611	37.1429	1300	0.6822	0.1691	0.6822	0.8259
0.0611	37.2	1302	0.6743	0.0857	0.6743	0.8212
0.0611	37.2571	1304	0.6760	0.1082	0.6760	0.8222
0.0611	37.3143	1306	0.6794	0.0555	0.6794	0.8243
0.0611	37.3714	1308	0.6864	0.0571	0.6864	0.8285
0.0611	37.4286	1310	0.7086	0.0035	0.7086	0.8418
0.0611	37.4857	1312	0.7325	0.0035	0.7325	0.8558
0.0611	37.5429	1314	0.7386	0.0035	0.7386	0.8594
0.0611	37.6	1316	0.7331	0.0035	0.7331	0.8562
0.0611	37.6571	1318	0.7190	0.0035	0.7190	0.8479
0.0611	37.7143	1320	0.7054	0.0035	0.7054	0.8399
0.0611	37.7714	1322	0.6952	0.0914	0.6952	0.8338
0.0611	37.8286	1324	0.7185	0.2034	0.7185	0.8476
0.0611	37.8857	1326	0.7613	0.1899	0.7613	0.8725
0.0611	37.9429	1328	0.7629	0.1899	0.7629	0.8734
0.0611	38.0	1330	0.6979	0.1627	0.6979	0.8354
0.0611	38.0571	1332	0.6763	0.0	0.6763	0.8224
0.0611	38.1143	1334	0.7211	0.0	0.7211	0.8492
0.0611	38.1714	1336	0.7463	0.0	0.7463	0.8639
0.0611	38.2286	1338	0.7412	0.0	0.7412	0.8609
0.0611	38.2857	1340	0.6990	0.0	0.6990	0.8360
0.0611	38.3429	1342	0.6712	0.0	0.6712	0.8193
0.0611	38.4	1344	0.6668	0.0555	0.6668	0.8166
0.0611	38.4571	1346	0.6617	0.0	0.6617	0.8134
0.0611	38.5143	1348	0.6623	0.0	0.6623	0.8138
0.0611	38.5714	1350	0.6665	0.0	0.6665	0.8164
0.0611	38.6286	1352	0.6676	0.0	0.6676	0.8171
0.0611	38.6857	1354	0.6735	0.0	0.6735	0.8207
0.0611	38.7429	1356	0.6880	0.0	0.6880	0.8294
0.0611	38.8	1358	0.7134	0.0035	0.7134	0.8446
0.0611	38.8571	1360	0.7419	0.0035	0.7419	0.8613
0.0611	38.9143	1362	0.7394	0.0035	0.7394	0.8599
0.0611	38.9714	1364	0.7342	-0.1067	0.7342	0.8569
0.0611	39.0286	1366	0.7127	0.0035	0.7127	0.8442
0.0611	39.0857	1368	0.7077	0.0035	0.7077	0.8412
0.0611	39.1429	1370	0.7014	0.0571	0.7014	0.8375
0.0611	39.2	1372	0.7200	0.1675	0.7200	0.8485
0.0611	39.2571	1374	0.7717	0.1395	0.7717	0.8784
0.0611	39.3143	1376	0.8053	0.0826	0.8053	0.8974
0.0611	39.3714	1378	0.7502	0.1449	0.7502	0.8661
0.0611	39.4286	1380	0.6945	0.1691	0.6945	0.8334
0.0611	39.4857	1382	0.6793	0.0555	0.6793	0.8242
0.0611	39.5429	1384	0.6819	0.0	0.6819	0.8258
0.0611	39.6	1386	0.6951	0.0	0.6951	0.8338
0.0611	39.6571	1388	0.7206	0.0	0.7206	0.8489
0.0611	39.7143	1390	0.7200	0.0	0.7200	0.8485
0.0611	39.7714	1392	0.7202	0.0	0.7202	0.8486
0.0611	39.8286	1394	0.7140	0.0	0.7140	0.8450
0.0611	39.8857	1396	0.7113	0.0	0.7113	0.8434
0.0611	39.9429	1398	0.7134	0.0	0.7134	0.8446
0.0611	40.0	1400	0.7120	0.0	0.7120	0.8438
0.0611	40.0571	1402	0.6906	0.0	0.6906	0.8310
0.0611	40.1143	1404	0.6848	0.0555	0.6848	0.8275
0.0611	40.1714	1406	0.7037	0.1691	0.7037	0.8389
0.0611	40.2286	1408	0.7307	0.1627	0.7307	0.8548
0.0611	40.2857	1410	0.7461	0.1097	0.7461	0.8638
0.0611	40.3429	1412	0.7392	0.1675	0.7392	0.8598
0.0611	40.4	1414	0.7296	0.1254	0.7296	0.8542
0.0611	40.4571	1416	0.7248	0.0375	0.7248	0.8514
0.0611	40.5143	1418	0.7214	0.0454	0.7214	0.8494
0.0611	40.5714	1420	0.7205	0.0454	0.7205	0.8489
0.0611	40.6286	1422	0.7282	-0.1547	0.7282	0.8533
0.0611	40.6857	1424	0.7325	-0.1018	0.7325	0.8558
0.0611	40.7429	1426	0.7330	-0.0513	0.7330	0.8562
0.0611	40.8	1428	0.7377	-0.1551	0.7377	0.8589
0.0611	40.8571	1430	0.7643	-0.0826	0.7643	0.8743
0.0611	40.9143	1432	0.7797	-0.0826	0.7797	0.8830
0.0611	40.9714	1434	0.7801	-0.0939	0.7801	0.8833
0.0611	41.0286	1436	0.7692	-0.1551	0.7692	0.8770
0.0611	41.0857	1438	0.7460	-0.1067	0.7460	0.8637
0.0611	41.1429	1440	0.7272	0.0035	0.7272	0.8528
0.0611	41.2	1442	0.6926	0.0	0.6926	0.8322
0.0611	41.2571	1444	0.6803	0.1082	0.6803	0.8248
0.0611	41.3143	1446	0.6794	0.1444	0.6794	0.8242
0.0611	41.3714	1448	0.6806	0.0857	0.6806	0.8250
0.0611	41.4286	1450	0.6836	0.1512	0.6836	0.8268
0.0611	41.4857	1452	0.7017	0.0035	0.7017	0.8377
0.0611	41.5429	1454	0.7276	-0.1551	0.7276	0.8530
0.0611	41.6	1456	0.7665	-0.1551	0.7665	0.8755
0.0611	41.6571	1458	0.7922	-0.0284	0.7922	0.8901
0.0611	41.7143	1460	0.7967	-0.0284	0.7967	0.8926
0.0611	41.7714	1462	0.7970	-0.0826	0.7970	0.8928
0.0611	41.8286	1464	0.7721	-0.1473	0.7721	0.8787
0.0611	41.8857	1466	0.7300	-0.1551	0.7300	0.8544
0.0611	41.9429	1468	0.7113	0.0035	0.7113	0.8434
0.0611	42.0	1470	0.7045	0.0571	0.7045	0.8393
0.0611	42.0571	1472	0.7039	0.0436	0.7039	0.8390
0.0611	42.1143	1474	0.7038	0.0571	0.7038	0.8389
0.0611	42.1714	1476	0.7122	-0.0499	0.7122	0.8439
0.0611	42.2286	1478	0.7389	-0.1473	0.7389	0.8596
0.0611	42.2857	1480	0.7817	-0.1399	0.7817	0.8842
0.0611	42.3429	1482	0.7997	-0.0826	0.7997	0.8943
0.0611	42.4	1484	0.7960	-0.1399	0.7960	0.8922
0.0611	42.4571	1486	0.7711	-0.1551	0.7711	0.8781
0.0611	42.5143	1488	0.7231	0.0035	0.7231	0.8504
0.0611	42.5714	1490	0.6876	0.0571	0.6876	0.8292
0.0611	42.6286	1492	0.6752	0.0571	0.6752	0.8217
0.0611	42.6857	1494	0.6819	0.0479	0.6819	0.8258
0.0611	42.7429	1496	0.6976	0.0768	0.6976	0.8352
0.0611	42.8	1498	0.7072	0.0723	0.7072	0.8409
0.0463	42.8571	1500	0.7135	0.1146	0.7135	0.8447
0.0463	42.9143	1502	0.7102	0.0768	0.7102	0.8427
0.0463	42.9714	1504	0.6978	0.0863	0.6978	0.8353
0.0463	43.0286	1506	0.6874	0.1081	0.6874	0.8291
0.0463	43.0857	1508	0.6917	0.0571	0.6917	0.8317
0.0463	43.1429	1510	0.7221	-0.1067	0.7221	0.8497

Framework versions

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