ArabicNewSplits7_FineTuningAraBERT_run2_AugV5_k18_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: 0.8618
• Qwk: -0.0488
• Mse: 0.8618
• Rmse: 0.9283

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	0.0417	2	3.8561	0.0017	3.8561	1.9637
No log	0.0833	4	2.2122	0.0504	2.2122	1.4874
No log	0.125	6	1.5057	0.0425	1.5057	1.2271
No log	0.1667	8	1.4547	-0.0159	1.4547	1.2061
No log	0.2083	10	2.4269	-0.0318	2.4269	1.5578
No log	0.25	12	1.4429	-0.0207	1.4429	1.2012
No log	0.2917	14	0.7577	-0.0188	0.7577	0.8704
No log	0.3333	16	0.6806	0.0	0.6806	0.8250
No log	0.375	18	0.7776	0.0759	0.7776	0.8818
No log	0.4167	20	0.7610	-0.0679	0.7610	0.8723
No log	0.4583	22	0.7452	-0.0035	0.7452	0.8633
No log	0.5	24	0.8775	-0.0583	0.8775	0.9367
No log	0.5417	26	1.2496	-0.0247	1.2496	1.1179
No log	0.5833	28	1.3808	0.0	1.3808	1.1751
No log	0.625	30	1.2205	0.0	1.2205	1.1048
No log	0.6667	32	1.2570	0.0	1.2570	1.1211
No log	0.7083	34	1.3652	0.0	1.3652	1.1684
No log	0.75	36	1.1904	-0.0247	1.1904	1.0911
No log	0.7917	38	0.9755	-0.0736	0.9755	0.9877
No log	0.8333	40	0.8638	0.0710	0.8638	0.9294
No log	0.875	42	0.7496	0.0	0.7496	0.8658
No log	0.9167	44	0.6932	0.0	0.6932	0.8326
No log	0.9583	46	0.7423	-0.0069	0.7423	0.8615
No log	1.0	48	0.8674	0.0545	0.8674	0.9313
No log	1.0417	50	0.8517	0.0642	0.8517	0.9228
No log	1.0833	52	0.9411	0.0353	0.9411	0.9701
No log	1.125	54	0.8294	-0.0425	0.8294	0.9107
No log	1.1667	56	0.6887	0.0	0.6887	0.8299
No log	1.2083	58	0.7006	-0.0069	0.7006	0.8370
No log	1.25	60	0.6724	0.0	0.6724	0.8200
No log	1.2917	62	0.7290	-0.0160	0.7290	0.8538
No log	1.3333	64	1.0245	-0.0133	1.0245	1.0122
No log	1.375	66	1.3211	-0.0234	1.3211	1.1494
No log	1.4167	68	1.6886	-0.0247	1.6886	1.2995
No log	1.4583	70	1.3238	-0.0247	1.3238	1.1506
No log	1.5	72	1.0028	-0.0207	1.0028	1.0014
No log	1.5417	74	0.8134	-0.0033	0.8134	0.9019
No log	1.5833	76	0.6882	0.0	0.6882	0.8296
No log	1.625	78	0.6640	0.0	0.6640	0.8149
No log	1.6667	80	0.6735	0.0	0.6735	0.8207
No log	1.7083	82	0.6820	0.0	0.6820	0.8258
No log	1.75	84	0.6728	0.0	0.6728	0.8202
No log	1.7917	86	0.7435	-0.0766	0.7435	0.8623
No log	1.8333	88	0.7554	-0.0778	0.7554	0.8691
No log	1.875	90	0.6962	-0.0035	0.6962	0.8344
No log	1.9167	92	0.7361	-0.0240	0.7361	0.8580
No log	1.9583	94	0.8241	0.0017	0.8241	0.9078
No log	2.0	96	0.9819	0.1191	0.9819	0.9909
No log	2.0417	98	0.7077	0.0909	0.7077	0.8412
No log	2.0833	100	0.6494	-0.0069	0.6494	0.8058
No log	2.125	102	0.6633	0.0416	0.6633	0.8145
No log	2.1667	104	1.1346	0.0569	1.1346	1.0652
No log	2.2083	106	1.4111	0.0865	1.4111	1.1879
No log	2.25	108	0.8897	0.0609	0.8897	0.9432
No log	2.2917	110	0.6974	0.0033	0.6974	0.8351
No log	2.3333	112	0.7866	-0.0363	0.7866	0.8869
No log	2.375	114	0.7104	-0.0551	0.7104	0.8429
No log	2.4167	116	0.7337	0.0260	0.7337	0.8565
No log	2.4583	118	0.8667	0.0260	0.8667	0.9310
No log	2.5	120	0.7128	0.1379	0.7128	0.8443
No log	2.5417	122	0.6674	0.0	0.6674	0.8169
No log	2.5833	124	0.7112	0.0999	0.7112	0.8433
No log	2.625	126	0.7262	0.0909	0.7262	0.8522
No log	2.6667	128	0.7733	0.1150	0.7733	0.8794
No log	2.7083	130	0.6730	0.0	0.6730	0.8204
No log	2.75	132	0.7557	0.0099	0.7557	0.8693
No log	2.7917	134	0.7107	-0.0499	0.7107	0.8430
No log	2.8333	136	0.7406	0.0296	0.7406	0.8606
No log	2.875	138	0.7560	0.0375	0.7560	0.8695
No log	2.9167	140	0.7612	0.0557	0.7612	0.8725
No log	2.9583	142	0.8189	0.0310	0.8189	0.9049
No log	3.0	144	0.9282	0.0030	0.9282	0.9634
No log	3.0417	146	0.7981	0.0595	0.7981	0.8934
No log	3.0833	148	0.8321	-0.0260	0.8321	0.9122
No log	3.125	150	0.8195	0.1272	0.8195	0.9053
No log	3.1667	152	0.8600	-0.0089	0.8600	0.9274
No log	3.2083	154	0.8792	-0.0040	0.8792	0.9377
No log	3.25	156	0.7828	0.0644	0.7828	0.8847
No log	3.2917	158	0.7735	0.0028	0.7735	0.8795
No log	3.3333	160	0.7524	-0.0427	0.7524	0.8674
No log	3.375	162	0.7464	-0.0609	0.7464	0.8640
No log	3.4167	164	0.7601	0.0759	0.7601	0.8718
No log	3.4583	166	0.7543	0.1611	0.7543	0.8685
No log	3.5	168	0.7825	0.1995	0.7825	0.8846
No log	3.5417	170	0.8563	0.0330	0.8563	0.9253
No log	3.5833	172	0.8246	0.1358	0.8246	0.9081
No log	3.625	174	0.8664	0.0268	0.8664	0.9308
No log	3.6667	176	0.9544	0.0783	0.9544	0.9769
No log	3.7083	178	0.7942	0.1687	0.7942	0.8912
No log	3.75	180	0.9216	-0.0101	0.9216	0.9600
No log	3.7917	182	0.7578	0.1633	0.7578	0.8705
No log	3.8333	184	0.8305	-0.0063	0.8305	0.9113
No log	3.875	186	0.7650	0.1460	0.7650	0.8746
No log	3.9167	188	0.7797	0.0670	0.7797	0.8830
No log	3.9583	190	0.7433	0.1372	0.7433	0.8622
No log	4.0	192	0.7425	0.0851	0.7425	0.8617
No log	4.0417	194	0.7443	0.1365	0.7443	0.8627
No log	4.0833	196	0.8305	-0.0066	0.8305	0.9113
No log	4.125	198	0.7569	0.1525	0.7569	0.8700
No log	4.1667	200	0.8673	0.0909	0.8673	0.9313
No log	4.2083	202	0.8610	0.0956	0.8610	0.9279
No log	4.25	204	0.7609	0.0652	0.7609	0.8723
No log	4.2917	206	0.8157	0.1176	0.8157	0.9032
No log	4.3333	208	0.7632	0.0652	0.7632	0.8736
No log	4.375	210	0.7513	0.0428	0.7513	0.8668
No log	4.4167	212	0.8400	0.0095	0.8400	0.9165
No log	4.4583	214	0.8271	0.0476	0.8271	0.9095
No log	4.5	216	0.6897	-0.0131	0.6897	0.8305
No log	4.5417	218	0.6623	-0.0069	0.6623	0.8138
No log	4.5833	220	0.6555	0.0460	0.6555	0.8096
No log	4.625	222	0.7073	0.1047	0.7073	0.8410
No log	4.6667	224	0.7164	0.1148	0.7164	0.8464
No log	4.7083	226	0.6494	0.0454	0.6494	0.8058
No log	4.75	228	0.6544	0.0918	0.6544	0.8089
No log	4.7917	230	0.7001	0.0670	0.7001	0.8367
No log	4.8333	232	0.7014	0.0670	0.7014	0.8375
No log	4.875	234	0.6607	0.0828	0.6607	0.8129
No log	4.9167	236	0.7084	0.2220	0.7084	0.8417
No log	4.9583	238	0.8353	0.2111	0.8353	0.9139
No log	5.0	240	0.7436	0.2070	0.7436	0.8623
No log	5.0417	242	0.7362	0.0522	0.7362	0.8580
No log	5.0833	244	0.7813	0.1078	0.7813	0.8839
No log	5.125	246	0.7654	0.0644	0.7654	0.8749
No log	5.1667	248	0.7376	0.0323	0.7376	0.8588
No log	5.2083	250	0.9162	0.0946	0.9162	0.9572
No log	5.25	252	0.7907	0.0639	0.7907	0.8892
No log	5.2917	254	0.7210	0.0513	0.7210	0.8491
No log	5.3333	256	0.7163	0.0513	0.7163	0.8464
No log	5.375	258	0.7380	0.0723	0.7380	0.8591
No log	5.4167	260	0.6811	0.1081	0.6811	0.8253
No log	5.4583	262	0.6691	0.0	0.6691	0.8180
No log	5.5	264	0.6690	0.0	0.6690	0.8179
No log	5.5417	266	0.6661	-0.0035	0.6661	0.8162
No log	5.5833	268	0.7657	0.1342	0.7657	0.8751
No log	5.625	270	0.8702	0.1150	0.8702	0.9329
No log	5.6667	272	0.7197	-0.0056	0.7197	0.8483
No log	5.7083	274	0.8447	0.0800	0.8447	0.9191
No log	5.75	276	0.7862	-0.0173	0.7862	0.8867
No log	5.7917	278	0.7519	-0.0427	0.7519	0.8671
No log	5.8333	280	0.7706	0.0776	0.7706	0.8778
No log	5.875	282	1.0426	-0.0269	1.0426	1.0211
No log	5.9167	284	1.1074	0.0680	1.1074	1.0523
No log	5.9583	286	0.7755	0.1506	0.7755	0.8806
No log	6.0	288	0.7491	-0.0329	0.7491	0.8655
No log	6.0417	290	0.7602	-0.0259	0.7602	0.8719
No log	6.0833	292	0.7186	-0.0029	0.7186	0.8477
No log	6.125	294	0.8470	0.0676	0.8470	0.9203
No log	6.1667	296	0.8665	0.1024	0.8665	0.9309
No log	6.2083	298	0.7124	-0.0062	0.7124	0.8441
No log	6.25	300	0.7533	0.0683	0.7533	0.8679
No log	6.2917	302	0.7556	0.0724	0.7556	0.8693
No log	6.3333	304	0.6887	-0.0449	0.6887	0.8299
No log	6.375	306	0.7097	0.0807	0.7097	0.8424
No log	6.4167	308	0.7281	0.0723	0.7281	0.8533
No log	6.4583	310	0.7151	0.0449	0.7151	0.8456
No log	6.5	312	0.7202	0.1029	0.7202	0.8487
No log	6.5417	314	0.7269	0.0622	0.7269	0.8526
No log	6.5833	316	0.6875	0.0922	0.6875	0.8292
No log	6.625	318	0.7967	0.1605	0.7967	0.8926
No log	6.6667	320	0.8279	0.1150	0.8279	0.9099
No log	6.7083	322	0.6471	0.0414	0.6471	0.8044
No log	6.75	324	0.6810	0.0206	0.6810	0.8252
No log	6.7917	326	0.8007	0.0072	0.8007	0.8948
No log	6.8333	328	0.7348	0.0724	0.7348	0.8572
No log	6.875	330	0.6399	0.0909	0.6399	0.7999
No log	6.9167	332	0.8678	0.0946	0.8678	0.9316
No log	6.9583	334	0.9550	0.1798	0.9550	0.9773
No log	7.0	336	0.8291	0.1453	0.8291	0.9105
No log	7.0417	338	0.6668	0.0334	0.6668	0.8166
No log	7.0833	340	0.6910	0.0496	0.6910	0.8313
No log	7.125	342	0.6924	0.1254	0.6924	0.8321
No log	7.1667	344	0.7371	0.1775	0.7371	0.8586
No log	7.2083	346	0.7083	0.1541	0.7083	0.8416
No log	7.25	348	0.7703	-0.0089	0.7703	0.8777
No log	7.2917	350	0.9247	0.1454	0.9247	0.9616
No log	7.3333	352	0.8638	0.0772	0.8638	0.9294
No log	7.375	354	0.6953	0.0	0.6953	0.8338
No log	7.4167	356	0.7416	0.1395	0.7416	0.8612
No log	7.4583	358	0.7357	0.1899	0.7357	0.8577
No log	7.5	360	0.7137	0.0116	0.7137	0.8448
No log	7.5417	362	0.8654	0.0070	0.8654	0.9303
No log	7.5833	364	0.8829	0.0125	0.8829	0.9396
No log	7.625	366	0.7923	0.1078	0.7923	0.8901
No log	7.6667	368	0.7401	-0.1100	0.7401	0.8603
No log	7.7083	370	0.7506	0.0085	0.7506	0.8664
No log	7.75	372	0.7971	-0.0144	0.7971	0.8928
No log	7.7917	374	0.8559	-0.0722	0.8559	0.9251
No log	7.8333	376	0.7834	0.0155	0.7834	0.8851
No log	7.875	378	0.7470	-0.0473	0.7470	0.8643
No log	7.9167	380	0.7176	-0.0541	0.7176	0.8471
No log	7.9583	382	0.7442	0.1148	0.7442	0.8626
No log	8.0	384	0.7449	-0.0567	0.7449	0.8631
No log	8.0417	386	0.7994	0.0315	0.7994	0.8941
No log	8.0833	388	0.9831	0.0512	0.9831	0.9915
No log	8.125	390	0.9723	0.0522	0.9723	0.9860
No log	8.1667	392	0.7962	0.0702	0.7962	0.8923
No log	8.2083	394	0.7432	0.0269	0.7432	0.8621
No log	8.25	396	0.7329	0.0247	0.7329	0.8561
No log	8.2917	398	0.7419	-0.0427	0.7419	0.8613
No log	8.3333	400	0.7981	-0.0204	0.7981	0.8934
No log	8.375	402	0.7953	0.0673	0.7953	0.8918
No log	8.4167	404	0.8198	0.0331	0.8198	0.9054
No log	8.4583	406	0.8444	0.0754	0.8444	0.9189
No log	8.5	408	0.7937	0.0268	0.7937	0.8909
No log	8.5417	410	0.7853	-0.0173	0.7853	0.8862
No log	8.5833	412	0.7319	-0.0449	0.7319	0.8555
No log	8.625	414	0.7198	-0.0062	0.7198	0.8484
No log	8.6667	416	0.7223	-0.0493	0.7223	0.8499
No log	8.7083	418	0.8122	-0.0150	0.8122	0.9012
No log	8.75	420	0.9300	0.0815	0.9300	0.9644
No log	8.7917	422	0.9401	0.0815	0.9401	0.9696
No log	8.8333	424	0.8565	0.0805	0.8565	0.9255
No log	8.875	426	0.7406	0.0410	0.7406	0.8606
No log	8.9167	428	0.7520	0.1727	0.7520	0.8672
No log	8.9583	430	0.7358	0.0512	0.7358	0.8578
No log	9.0	432	0.6854	0.0375	0.6854	0.8279
No log	9.0417	434	0.6849	0.0094	0.6849	0.8276
No log	9.0833	436	0.6768	-0.0035	0.6768	0.8227
No log	9.125	438	0.6695	0.0416	0.6695	0.8182
No log	9.1667	440	0.6975	0.1148	0.6975	0.8352
No log	9.2083	442	0.6781	0.0334	0.6781	0.8235
No log	9.25	444	0.6976	0.0922	0.6976	0.8352
No log	9.2917	446	0.7355	-0.0268	0.7355	0.8576
No log	9.3333	448	0.7990	0.0248	0.7990	0.8939
No log	9.375	450	0.8461	0.0326	0.8461	0.9198
No log	9.4167	452	0.8575	0.0687	0.8575	0.9260
No log	9.4583	454	0.8094	-0.0099	0.8094	0.8997
No log	9.5	456	0.7482	0.0277	0.7482	0.8650
No log	9.5417	458	0.7467	0.1365	0.7467	0.8641
No log	9.5833	460	0.7513	0.1092	0.7513	0.8667
No log	9.625	462	0.7848	0.0526	0.7848	0.8859
No log	9.6667	464	0.7768	0.1479	0.7768	0.8814
No log	9.7083	466	0.8459	0.1147	0.8459	0.9197
No log	9.75	468	0.8095	0.2048	0.8095	0.8997
No log	9.7917	470	0.8396	0.1562	0.8396	0.9163
No log	9.8333	472	0.9917	0.1107	0.9917	0.9958
No log	9.875	474	0.9137	0.1369	0.9137	0.9559
No log	9.9167	476	0.7329	0.0025	0.7329	0.8561
No log	9.9583	478	0.7575	0.2494	0.7575	0.8703
No log	10.0	480	0.8134	0.2292	0.8134	0.9019
No log	10.0417	482	0.7475	0.2208	0.7475	0.8646
No log	10.0833	484	0.6817	0.0759	0.6817	0.8257
No log	10.125	486	0.6943	-0.0493	0.6943	0.8333
No log	10.1667	488	0.7451	0.0640	0.7451	0.8632
No log	10.2083	490	0.7781	-0.0648	0.7781	0.8821
No log	10.25	492	0.7659	0.0481	0.7659	0.8752
No log	10.2917	494	0.7947	0.1048	0.7947	0.8915
No log	10.3333	496	0.8217	0.1758	0.8217	0.9064
No log	10.375	498	0.7408	0.0289	0.7408	0.8607
0.3708	10.4167	500	0.7151	-0.0567	0.7151	0.8456
0.3708	10.4583	502	0.7121	0.0465	0.7121	0.8438
0.3708	10.5	504	0.7541	0.0089	0.7541	0.8684
0.3708	10.5417	506	0.7572	0.0089	0.7572	0.8702
0.3708	10.5833	508	0.7507	0.0503	0.7507	0.8664
0.3708	10.625	510	0.7579	0.0509	0.7579	0.8706
0.3708	10.6667	512	0.7870	0.1440	0.7870	0.8871
0.3708	10.7083	514	0.8982	0.1107	0.8982	0.9477
0.3708	10.75	516	0.8218	0.2141	0.8218	0.9065
0.3708	10.7917	518	0.7279	0.0334	0.7279	0.8532
0.3708	10.8333	520	0.7282	0.0122	0.7282	0.8533
0.3708	10.875	522	0.7114	-0.0033	0.7114	0.8434
0.3708	10.9167	524	0.7064	0.0260	0.7064	0.8405
0.3708	10.9583	526	0.7267	0.1047	0.7267	0.8525
0.3708	11.0	528	0.6936	0.0338	0.6936	0.8328
0.3708	11.0417	530	0.7783	0.0726	0.7783	0.8822
0.3708	11.0833	532	0.8425	0.0142	0.8425	0.9179
0.3708	11.125	534	0.7556	0.0683	0.7556	0.8693
0.3708	11.1667	536	0.7042	0.1146	0.7042	0.8391
0.3708	11.2083	538	0.7718	0.0748	0.7718	0.8785
0.3708	11.25	540	0.7547	0.1660	0.7547	0.8688
0.3708	11.2917	542	0.6728	0.0741	0.6728	0.8203
0.3708	11.3333	544	0.7185	0.1131	0.7185	0.8476
0.3708	11.375	546	0.7805	-0.0173	0.7805	0.8835
0.3708	11.4167	548	0.7109	0.0196	0.7109	0.8431
0.3708	11.4583	550	0.6762	0.0879	0.6762	0.8223
0.3708	11.5	552	0.6844	0.1292	0.6844	0.8273
0.3708	11.5417	554	0.6860	0.1292	0.6860	0.8283
0.3708	11.5833	556	0.6820	0.1292	0.6820	0.8258
0.3708	11.625	558	0.6820	0.0528	0.6820	0.8258
0.3708	11.6667	560	0.7073	0.0155	0.7073	0.8410
0.3708	11.7083	562	0.6873	0.0058	0.6873	0.8291
0.3708	11.75	564	0.7141	0.2181	0.7141	0.8450
0.3708	11.7917	566	0.7588	0.1593	0.7588	0.8711
0.3708	11.8333	568	0.7314	0.2194	0.7314	0.8552
0.3708	11.875	570	0.7261	0.1810	0.7261	0.8521
0.3708	11.9167	572	0.7468	0.0690	0.7468	0.8642
0.3708	11.9583	574	0.7832	-0.0377	0.7832	0.8850
0.3708	12.0	576	0.7233	0.0664	0.7233	0.8504
0.3708	12.0417	578	0.6912	0.1659	0.6912	0.8314
0.3708	12.0833	580	0.8160	0.0576	0.8160	0.9033
0.3708	12.125	582	0.8652	0.0089	0.8652	0.9302
0.3708	12.1667	584	0.7691	0.0409	0.7691	0.8770
0.3708	12.2083	586	0.6891	0.1796	0.6891	0.8301
0.3708	12.25	588	0.7902	0.0007	0.7902	0.8889
0.3708	12.2917	590	0.8389	0.0070	0.8389	0.9159
0.3708	12.3333	592	0.7815	0.0947	0.7815	0.8840
0.3708	12.375	594	0.7925	0.0831	0.7925	0.8902
0.3708	12.4167	596	0.8340	0.0260	0.8340	0.9132
0.3708	12.4583	598	0.8263	0.0748	0.8263	0.9090
0.3708	12.5	600	0.7546	0.1485	0.7546	0.8687
0.3708	12.5417	602	0.7221	0.1026	0.7221	0.8498
0.3708	12.5833	604	0.7403	0.0141	0.7403	0.8604
0.3708	12.625	606	0.7507	0.0428	0.7507	0.8664
0.3708	12.6667	608	0.7681	0.0428	0.7681	0.8764
0.3708	12.7083	610	0.7691	0.1095	0.7691	0.8770
0.3708	12.75	612	0.7832	0.1758	0.7832	0.8850
0.3708	12.7917	614	0.7770	0.1286	0.7770	0.8815
0.3708	12.8333	616	0.7706	0.0956	0.7706	0.8778
0.3708	12.875	618	0.7438	0.1096	0.7438	0.8624
0.3708	12.9167	620	0.7610	0.0078	0.7610	0.8723
0.3708	12.9583	622	0.8820	0.0070	0.8820	0.9391
0.3708	13.0	624	0.9048	0.0050	0.9048	0.9512
0.3708	13.0417	626	0.8484	-0.0394	0.8484	0.9211
0.3708	13.0833	628	0.8455	-0.0488	0.8455	0.9195
0.3708	13.125	630	0.8015	-0.0536	0.8015	0.8953
0.3708	13.1667	632	0.7755	0.1096	0.7755	0.8806
0.3708	13.2083	634	0.7877	0.1342	0.7877	0.8875
0.3708	13.25	636	0.7713	0.1001	0.7713	0.8782
0.3708	13.2917	638	0.7610	0.1146	0.7610	0.8724
0.3708	13.3333	640	0.7552	0.0	0.7552	0.8690
0.3708	13.375	642	0.7687	-0.0407	0.7687	0.8768
0.3708	13.4167	644	0.7391	-0.0086	0.7391	0.8597
0.3708	13.4583	646	0.7303	0.0357	0.7303	0.8546
0.3708	13.5	648	0.7232	0.0303	0.7232	0.8504
0.3708	13.5417	650	0.7325	0.0690	0.7325	0.8559
0.3708	13.5833	652	0.7361	0.0323	0.7361	0.8580
0.3708	13.625	654	0.7488	0.0357	0.7488	0.8653
0.3708	13.6667	656	0.7767	0.0650	0.7767	0.8813
0.3708	13.7083	658	0.7866	0.0959	0.7866	0.8869
0.3708	13.75	660	0.7606	0.1187	0.7606	0.8721
0.3708	13.7917	662	0.7967	-0.1111	0.7967	0.8926
0.3708	13.8333	664	0.8492	-0.1115	0.8492	0.9215
0.3708	13.875	666	0.9399	0.0403	0.9399	0.9695
0.3708	13.9167	668	0.9049	0.0403	0.9049	0.9513
0.3708	13.9583	670	0.7750	-0.0796	0.7750	0.8803
0.3708	14.0	672	0.8413	0.1196	0.8413	0.9172
0.3708	14.0417	674	0.9304	0.0134	0.9304	0.9646
0.3708	14.0833	676	0.8887	0.0233	0.8887	0.9427
0.3708	14.125	678	0.7375	0.1495	0.7375	0.8588
0.3708	14.1667	680	0.8074	-0.0138	0.8074	0.8985
0.3708	14.2083	682	0.8615	-0.0063	0.8615	0.9282
0.3708	14.25	684	0.8116	-0.0271	0.8116	0.9009
0.3708	14.2917	686	0.7407	0.0976	0.7407	0.8606
0.3708	14.3333	688	0.6897	0.0821	0.6897	0.8305
0.3708	14.375	690	0.6838	0.1495	0.6838	0.8269
0.3708	14.4167	692	0.7321	0.1387	0.7321	0.8556
0.3708	14.4583	694	0.7454	0.1495	0.7454	0.8633
0.3708	14.5	696	0.7259	0.0359	0.7259	0.8520
0.3708	14.5417	698	0.7784	0.0200	0.7784	0.8823
0.3708	14.5833	700	0.8377	-0.0424	0.8377	0.9153
0.3708	14.625	702	0.9036	0.0089	0.9036	0.9506
0.3708	14.6667	704	0.8622	-0.0061	0.8622	0.9286
0.3708	14.7083	706	0.8102	-0.0717	0.8102	0.9001
0.3708	14.75	708	0.7291	0.0303	0.7291	0.8539
0.3708	14.7917	710	0.7891	0.1150	0.7891	0.8883
0.3708	14.8333	712	0.8190	0.0984	0.8190	0.9050
0.3708	14.875	714	0.7602	0.1239	0.7602	0.8719
0.3708	14.9167	716	0.7475	0.0327	0.7475	0.8646
0.3708	14.9583	718	0.7786	-0.0248	0.7786	0.8824
0.3708	15.0	720	0.7583	0.0528	0.7583	0.8708
0.3708	15.0417	722	0.7352	0.0357	0.7352	0.8574
0.3708	15.0833	724	0.7347	0.1202	0.7347	0.8571
0.3708	15.125	726	0.7466	0.2034	0.7466	0.8641
0.3708	15.1667	728	0.7454	0.1146	0.7454	0.8634
0.3708	15.2083	730	0.7522	0.0376	0.7522	0.8673
0.3708	15.25	732	0.7556	0.0783	0.7556	0.8692
0.3708	15.2917	734	0.7660	0.1379	0.7660	0.8752
0.3708	15.3333	736	0.7544	0.0289	0.7544	0.8686
0.3708	15.375	738	0.7535	0.0289	0.7535	0.8681
0.3708	15.4167	740	0.7516	-0.0524	0.7516	0.8669
0.3708	15.4583	742	0.7549	-0.0426	0.7549	0.8688
0.3708	15.5	744	0.7625	0.0078	0.7625	0.8732
0.3708	15.5417	746	0.7879	-0.0159	0.7879	0.8876
0.3708	15.5833	748	0.7830	-0.0558	0.7830	0.8849
0.3708	15.625	750	0.7631	0.0053	0.7631	0.8736
0.3708	15.6667	752	0.7497	0.0027	0.7497	0.8659
0.3708	15.7083	754	0.7492	0.0027	0.7492	0.8656
0.3708	15.75	756	0.7338	-0.0407	0.7338	0.8566
0.3708	15.7917	758	0.7511	-0.0859	0.7511	0.8666
0.3708	15.8333	760	0.7759	-0.0675	0.7759	0.8808
0.3708	15.875	762	0.7749	-0.0717	0.7749	0.8803
0.3708	15.9167	764	0.7206	0.0874	0.7206	0.8489
0.3708	15.9583	766	0.7116	0.0338	0.7116	0.8436
0.3708	16.0	768	0.7257	0.0471	0.7257	0.8519
0.3708	16.0417	770	0.7698	0.0151	0.7698	0.8774
0.3708	16.0833	772	0.7513	0.0081	0.7513	0.8667
0.3708	16.125	774	0.7296	0.0471	0.7296	0.8542
0.3708	16.1667	776	0.7299	0.0471	0.7299	0.8543
0.3708	16.2083	778	0.7331	-0.0062	0.7331	0.8562
0.3708	16.25	780	0.7281	0.0857	0.7281	0.8533
0.3708	16.2917	782	0.7216	0.0807	0.7216	0.8495
0.3708	16.3333	784	0.7177	0.0395	0.7177	0.8472
0.3708	16.375	786	0.7237	0.0680	0.7237	0.8507
0.3708	16.4167	788	0.7419	0.1506	0.7419	0.8613
0.3708	16.4583	790	0.7685	0.1485	0.7685	0.8766
0.3708	16.5	792	0.7944	0.1387	0.7944	0.8913
0.3708	16.5417	794	0.7555	0.1518	0.7555	0.8692
0.3708	16.5833	796	0.7816	-0.0217	0.7816	0.8841
0.3708	16.625	798	0.8804	-0.0285	0.8804	0.9383
0.3708	16.6667	800	0.8607	-0.0638	0.8607	0.9277
0.3708	16.7083	802	0.7728	-0.0133	0.7728	0.8791
0.3708	16.75	804	0.7172	0.1340	0.7172	0.8469
0.3708	16.7917	806	0.7034	0.1362	0.7034	0.8387
0.3708	16.8333	808	0.7077	0.0814	0.7077	0.8412
0.3708	16.875	810	0.7113	0.0821	0.7113	0.8434
0.3708	16.9167	812	0.7131	0.0821	0.7131	0.8445
0.3708	16.9583	814	0.7222	0.1354	0.7222	0.8498
0.3708	17.0	816	0.7376	0.0412	0.7376	0.8588
0.3708	17.0417	818	0.7696	0.0139	0.7696	0.8773
0.3708	17.0833	820	0.7676	0.0889	0.7676	0.8761
0.3708	17.125	822	0.7850	0.0257	0.7850	0.8860
0.3708	17.1667	824	0.7969	0.0257	0.7969	0.8927
0.3708	17.2083	826	0.7800	0.0327	0.7800	0.8832
0.3708	17.25	828	0.7629	0.0893	0.7629	0.8734
0.3708	17.2917	830	0.7671	0.0129	0.7671	0.8758
0.3708	17.3333	832	0.7813	0.0595	0.7813	0.8839
0.3708	17.375	834	0.7795	0.0157	0.7795	0.8829
0.3708	17.4167	836	0.7707	-0.0314	0.7707	0.8779
0.3708	17.4583	838	0.7487	0.0465	0.7487	0.8653
0.3708	17.5	840	0.7358	0.1362	0.7358	0.8578
0.3708	17.5417	842	0.7333	0.1259	0.7333	0.8563
0.3708	17.5833	844	0.7358	0.1627	0.7358	0.8578
0.3708	17.625	846	0.7286	0.0714	0.7286	0.8536
0.3708	17.6667	848	0.7210	0.0814	0.7210	0.8491
0.3708	17.7083	850	0.7169	0.0768	0.7169	0.8467
0.3708	17.75	852	0.7199	0.0670	0.7199	0.8484
0.3708	17.7917	854	0.7263	0.0670	0.7263	0.8522
0.3708	17.8333	856	0.7311	0.0670	0.7311	0.8550
0.3708	17.875	858	0.7368	0.1047	0.7368	0.8584
0.3708	17.9167	860	0.7619	0.0999	0.7619	0.8729
0.3708	17.9583	862	0.7579	0.1047	0.7579	0.8706
0.3708	18.0	864	0.7598	0.0376	0.7598	0.8717
0.3708	18.0417	866	0.8218	-0.0550	0.8218	0.9065
0.3708	18.0833	868	0.8862	0.0029	0.8862	0.9414
0.3708	18.125	870	0.8778	-0.0089	0.8778	0.9369
0.3708	18.1667	872	0.7780	-0.0810	0.7780	0.8820
0.3708	18.2083	874	0.7235	0.0432	0.7235	0.8506
0.3708	18.25	876	0.7380	0.1097	0.7380	0.8591
0.3708	18.2917	878	0.7581	0.1047	0.7581	0.8707
0.3708	18.3333	880	0.7518	0.1047	0.7518	0.8671
0.3708	18.375	882	0.7444	0.1097	0.7444	0.8628
0.3708	18.4167	884	0.7338	0.1148	0.7338	0.8566
0.3708	18.4583	886	0.7271	0.0776	0.7271	0.8527
0.3708	18.5	888	0.7320	-0.0062	0.7320	0.8556
0.3708	18.5417	890	0.7481	-0.0469	0.7481	0.8649
0.3708	18.5833	892	0.7524	-0.0469	0.7524	0.8674
0.3708	18.625	894	0.7532	-0.0550	0.7532	0.8679
0.3708	18.6667	896	0.7519	0.0821	0.7519	0.8671
0.3708	18.7083	898	0.7483	0.0776	0.7483	0.8650
0.3708	18.75	900	0.7398	0.0768	0.7398	0.8601
0.3708	18.7917	902	0.7366	0.0768	0.7366	0.8582
0.3708	18.8333	904	0.7426	0.0723	0.7426	0.8617
0.3708	18.875	906	0.7357	0.0732	0.7357	0.8577
0.3708	18.9167	908	0.7372	0.0776	0.7372	0.8586
0.3708	18.9583	910	0.7401	-0.0524	0.7401	0.8603
0.3708	19.0	912	0.7405	0.0776	0.7405	0.8605
0.3708	19.0417	914	0.7584	0.1196	0.7584	0.8709
0.3708	19.0833	916	0.7833	0.1003	0.7833	0.8850
0.3708	19.125	918	0.7825	0.1336	0.7825	0.8846
0.3708	19.1667	920	0.7568	0.0732	0.7568	0.8699
0.3708	19.2083	922	0.7492	-0.1040	0.7492	0.8655
0.3708	19.25	924	0.7540	-0.0976	0.7540	0.8683
0.3708	19.2917	926	0.7616	-0.0469	0.7616	0.8727
0.3708	19.3333	928	0.7648	-0.0469	0.7648	0.8745
0.3708	19.375	930	0.7536	-0.0091	0.7536	0.8681
0.3708	19.4167	932	0.7707	-0.0179	0.7707	0.8779
0.3708	19.4583	934	0.7804	0.0670	0.7804	0.8834
0.3708	19.5	936	0.7617	0.0282	0.7617	0.8728
0.3708	19.5417	938	0.7460	-0.0118	0.7460	0.8637
0.3708	19.5833	940	0.7511	-0.0086	0.7511	0.8667
0.3708	19.625	942	0.7548	0.0732	0.7548	0.8688
0.3708	19.6667	944	0.7572	0.0732	0.7572	0.8701
0.3708	19.7083	946	0.7732	0.0909	0.7732	0.8793
0.3708	19.75	948	0.7625	0.0909	0.7625	0.8732
0.3708	19.7917	950	0.7326	0.0776	0.7326	0.8559
0.3708	19.8333	952	0.7569	-0.1737	0.7569	0.8700
0.3708	19.875	954	0.8367	-0.0843	0.8367	0.9147
0.3708	19.9167	956	0.8712	-0.0346	0.8712	0.9334
0.3708	19.9583	958	0.8201	-0.0492	0.8201	0.9056
0.3708	20.0	960	0.7691	-0.1795	0.7691	0.8770
0.3708	20.0417	962	0.7354	0.0776	0.7354	0.8575
0.3708	20.0833	964	0.7445	0.0639	0.7445	0.8629
0.3708	20.125	966	0.7820	0.0956	0.7820	0.8843
0.3708	20.1667	968	0.8113	0.1286	0.8113	0.9007
0.3708	20.2083	970	0.8019	0.0956	0.8019	0.8955
0.3708	20.25	972	0.8136	0.1286	0.8136	0.9020
0.3708	20.2917	974	0.8280	0.1286	0.8280	0.9099
0.3708	20.3333	976	0.8497	0.0786	0.8497	0.9218
0.3708	20.375	978	0.8752	-0.0474	0.8752	0.9355
0.3708	20.4167	980	0.8574	-0.0056	0.8574	0.9259
0.3708	20.4583	982	0.8067	0.0956	0.8067	0.8981
0.3708	20.5	984	0.7875	0.1047	0.7875	0.8874
0.3708	20.5417	986	0.7691	0.1047	0.7691	0.8770
0.3708	20.5833	988	0.7562	0.0723	0.7562	0.8696
0.3708	20.625	990	0.7621	-0.0138	0.7621	0.8730
0.3708	20.6667	992	0.7728	-0.0163	0.7728	0.8791
0.3708	20.7083	994	0.7881	0.1047	0.7881	0.8878
0.3708	20.75	996	0.8047	0.1047	0.8047	0.8971
0.3708	20.7917	998	0.8197	0.1387	0.8197	0.9054
0.0833	20.8333	1000	0.8167	-0.1334	0.8167	0.9037
0.0833	20.875	1002	0.8403	-0.0220	0.8403	0.9167
0.0833	20.9167	1004	0.8341	-0.0220	0.8341	0.9133
0.0833	20.9583	1006	0.8053	-0.0557	0.8053	0.8974
0.0833	21.0	1008	0.8087	0.1336	0.8087	0.8993
0.0833	21.0417	1010	0.7952	0.1146	0.7952	0.8917
0.0833	21.0833	1012	0.7921	-0.0186	0.7921	0.8900
0.0833	21.125	1014	0.7890	-0.0557	0.7890	0.8883
0.0833	21.1667	1016	0.8073	-0.0841	0.8073	0.8985
0.0833	21.2083	1018	0.8106	-0.0879	0.8106	0.9004
0.0833	21.25	1020	0.7829	-0.0557	0.7829	0.8848
0.0833	21.2917	1022	0.8087	0.0016	0.8087	0.8993
0.0833	21.3333	1024	0.8284	-0.0056	0.8284	0.9102
0.0833	21.375	1026	0.8117	0.0442	0.8117	0.9010
0.0833	21.4167	1028	0.7920	0.0476	0.7920	0.8900
0.0833	21.4583	1030	0.7911	-0.0483	0.7911	0.8894
0.0833	21.5	1032	0.8882	-0.0440	0.8882	0.9425
0.0833	21.5417	1034	1.0074	0.0492	1.0074	1.0037
0.0833	21.5833	1036	0.9825	0.0129	0.9825	0.9912
0.0833	21.625	1038	0.8581	0.0279	0.8581	0.9263
0.0833	21.6667	1040	0.7834	-0.0462	0.7834	0.8851
0.0833	21.7083	1042	0.8080	0.0068	0.8080	0.8989
0.0833	21.75	1044	0.8326	0.0316	0.8326	0.9125
0.0833	21.7917	1046	0.8347	0.0316	0.8347	0.9136
0.0833	21.8333	1048	0.8271	0.0676	0.8271	0.9095
0.0833	21.875	1050	0.8076	0.0676	0.8076	0.8987
0.0833	21.9167	1052	0.7908	-0.0149	0.7908	0.8892
0.0833	21.9583	1054	0.8058	-0.0816	0.8058	0.8977
0.0833	22.0	1056	0.8405	0.0590	0.8405	0.9168
0.0833	22.0417	1058	0.8623	0.0665	0.8623	0.9286
0.0833	22.0833	1060	0.8318	0.0211	0.8318	0.9120
0.0833	22.125	1062	0.7787	0.0361	0.7787	0.8824
0.0833	22.1667	1064	0.7690	0.0611	0.7690	0.8769
0.0833	22.2083	1066	0.7960	0.1395	0.7960	0.8922
0.0833	22.25	1068	0.7850	0.0999	0.7850	0.8860
0.0833	22.2917	1070	0.7624	0.0600	0.7624	0.8732
0.0833	22.3333	1072	0.7635	-0.0108	0.7635	0.8738
0.0833	22.375	1074	0.7832	-0.0300	0.7832	0.8850
0.0833	22.4167	1076	0.7708	-0.0762	0.7708	0.8780
0.0833	22.4583	1078	0.7356	0.0471	0.7356	0.8577
0.0833	22.5	1080	0.7169	0.0723	0.7169	0.8467
0.0833	22.5417	1082	0.7147	0.0723	0.7147	0.8454
0.0833	22.5833	1084	0.7146	0.0670	0.7146	0.8454
0.0833	22.625	1086	0.7125	0.0670	0.7125	0.8441
0.0833	22.6667	1088	0.7080	0.1433	0.7080	0.8414
0.0833	22.7083	1090	0.7337	0.0543	0.7337	0.8566
0.0833	22.75	1092	0.7422	-0.0350	0.7422	0.8615
0.0833	22.7917	1094	0.7130	0.1387	0.7130	0.8444
0.0833	22.8333	1096	0.6963	0.1362	0.6963	0.8345
0.0833	22.875	1098	0.6975	0.0999	0.6975	0.8351
0.0833	22.9167	1100	0.7225	0.1342	0.7225	0.8500
0.0833	22.9583	1102	0.7286	0.1342	0.7286	0.8536
0.0833	23.0	1104	0.7267	0.1342	0.7267	0.8525
0.0833	23.0417	1106	0.7100	0.0999	0.7100	0.8426
0.0833	23.0833	1108	0.7020	0.1148	0.7020	0.8379
0.0833	23.125	1110	0.7058	0.1413	0.7058	0.8401
0.0833	23.1667	1112	0.7476	-0.0634	0.7476	0.8647
0.0833	23.2083	1114	0.7845	-0.1045	0.7845	0.8857
0.0833	23.25	1116	0.8140	0.0220	0.8140	0.9022
0.0833	23.2917	1118	0.7892	-0.0248	0.7892	0.8884
0.0833	23.3333	1120	0.7401	0.0355	0.7401	0.8603
0.0833	23.375	1122	0.7740	0.0549	0.7740	0.8798
0.0833	23.4167	1124	0.8632	-0.0143	0.8632	0.9291
0.0833	23.4583	1126	0.9174	-0.0163	0.9174	0.9578
0.0833	23.5	1128	0.8991	-0.0143	0.8991	0.9482
0.0833	23.5417	1130	0.8172	0.1342	0.8172	0.9040
0.0833	23.5833	1132	0.7863	0.0549	0.7863	0.8867
0.0833	23.625	1134	0.7406	0.1047	0.7406	0.8606
0.0833	23.6667	1136	0.7296	-0.0062	0.7296	0.8541
0.0833	23.7083	1138	0.7406	-0.0488	0.7406	0.8606
0.0833	23.75	1140	0.7562	0.0058	0.7562	0.8696
0.0833	23.7917	1142	0.7907	0.0644	0.7907	0.8892
0.0833	23.8333	1144	0.7840	0.0179	0.7840	0.8854
0.0833	23.875	1146	0.7615	-0.0859	0.7615	0.8727
0.0833	23.9167	1148	0.7523	-0.0113	0.7523	0.8673
0.0833	23.9583	1150	0.7559	0.1199	0.7559	0.8694
0.0833	24.0	1152	0.7493	0.1259	0.7493	0.8656
0.0833	24.0417	1154	0.7393	0.1371	0.7393	0.8598
0.0833	24.0833	1156	0.7462	0.0375	0.7462	0.8638
0.0833	24.125	1158	0.7430	-0.0086	0.7430	0.8620
0.0833	24.1667	1160	0.7375	-0.0086	0.7375	0.8588
0.0833	24.2083	1162	0.7336	-0.0029	0.7336	0.8565
0.0833	24.25	1164	0.7306	0.0394	0.7306	0.8548
0.0833	24.2917	1166	0.7400	-0.0029	0.7400	0.8602
0.0833	24.3333	1168	0.7413	0.0428	0.7413	0.8610
0.0833	24.375	1170	0.7422	0.0393	0.7422	0.8615
0.0833	24.4167	1172	0.7575	0.0460	0.7575	0.8703
0.0833	24.4583	1174	0.7677	0.0460	0.7677	0.8762
0.0833	24.5	1176	0.7795	0.0460	0.7795	0.8829
0.0833	24.5417	1178	0.7813	0.0460	0.7813	0.8839
0.0833	24.5833	1180	0.7922	0.0488	0.7922	0.8900
0.0833	24.625	1182	0.7930	0.0905	0.7930	0.8905
0.0833	24.6667	1184	0.7931	0.1294	0.7931	0.8906
0.0833	24.7083	1186	0.7997	0.0955	0.7997	0.8942
0.0833	24.75	1188	0.8105	0.0580	0.8105	0.9003
0.0833	24.7917	1190	0.8146	0.0580	0.8146	0.9025
0.0833	24.8333	1192	0.8066	0.0547	0.8066	0.8981
0.0833	24.875	1194	0.8048	0.0026	0.8048	0.8971
0.0833	24.9167	1196	0.8165	0.0535	0.8165	0.9036
0.0833	24.9583	1198	0.8119	0.0101	0.8119	0.9010
0.0833	25.0	1200	0.7912	0.0053	0.7912	0.8895
0.0833	25.0417	1202	0.7812	-0.0500	0.7812	0.8839
0.0833	25.0833	1204	0.7888	0.0	0.7888	0.8882
0.0833	25.125	1206	0.8002	0.0509	0.8002	0.8945
0.0833	25.1667	1208	0.8140	0.0509	0.8140	0.9022
0.0833	25.2083	1210	0.8033	0.0509	0.8033	0.8963
0.0833	25.25	1212	0.7810	0.0027	0.7810	0.8837
0.0833	25.2917	1214	0.7923	0.0495	0.7923	0.8901
0.0833	25.3333	1216	0.7866	0.0027	0.7866	0.8869
0.0833	25.375	1218	0.7911	0.0027	0.7911	0.8895
0.0833	25.4167	1220	0.7781	0.0	0.7781	0.8821
0.0833	25.4583	1222	0.7539	0.0	0.7539	0.8683
0.0833	25.5	1224	0.7347	0.0414	0.7347	0.8571
0.0833	25.5417	1226	0.7242	-0.0118	0.7242	0.8510
0.0833	25.5833	1228	0.7204	0.0863	0.7204	0.8488
0.0833	25.625	1230	0.7248	0.0680	0.7248	0.8513
0.0833	25.6667	1232	0.7366	0.0628	0.7366	0.8583
0.0833	25.7083	1234	0.7444	0.1047	0.7444	0.8628
0.0833	25.75	1236	0.7390	0.0639	0.7390	0.8596
0.0833	25.7917	1238	0.7375	0.0723	0.7375	0.8588
0.0833	25.8333	1240	0.7436	-0.0541	0.7436	0.8623
0.0833	25.875	1242	0.7547	-0.0483	0.7547	0.8687
0.0833	25.9167	1244	0.7575	-0.0483	0.7575	0.8703
0.0833	25.9583	1246	0.7537	-0.0500	0.7537	0.8681
0.0833	26.0	1248	0.7604	-0.0483	0.7604	0.8720
0.0833	26.0417	1250	0.7623	-0.0483	0.7623	0.8731
0.0833	26.0833	1252	0.7476	-0.0483	0.7476	0.8646
0.0833	26.125	1254	0.7431	-0.0483	0.7431	0.8620
0.0833	26.1667	1256	0.7405	0.0639	0.7405	0.8605
0.0833	26.2083	1258	0.7765	0.0953	0.7765	0.8812
0.0833	26.25	1260	0.8043	0.1716	0.8043	0.8968
0.0833	26.2917	1262	0.7967	0.0953	0.7967	0.8926
0.0833	26.3333	1264	0.7874	0.1001	0.7874	0.8874
0.0833	26.375	1266	0.7808	0.1001	0.7808	0.8836
0.0833	26.4167	1268	0.7751	0.1001	0.7751	0.8804
0.0833	26.4583	1270	0.7781	0.1001	0.7781	0.8821
0.0833	26.5	1272	0.7743	0.1047	0.7743	0.8800
0.0833	26.5417	1274	0.7814	0.1001	0.7814	0.8840
0.0833	26.5833	1276	0.7970	0.0999	0.7970	0.8927
0.0833	26.625	1278	0.8168	0.1660	0.8168	0.9038
0.0833	26.6667	1280	0.7684	0.0999	0.7684	0.8766
0.0833	26.7083	1282	0.7405	0.1047	0.7405	0.8605
0.0833	26.75	1284	0.7379	0.1095	0.7379	0.8590
0.0833	26.7917	1286	0.7464	-0.0156	0.7464	0.8640
0.0833	26.8333	1288	0.7561	-0.0079	0.7561	0.8696
0.0833	26.875	1290	0.7583	-0.0079	0.7583	0.8708
0.0833	26.9167	1292	0.7617	-0.0186	0.7617	0.8728
0.0833	26.9583	1294	0.8009	0.1387	0.8009	0.8949
0.0833	27.0	1296	0.8008	0.1395	0.8008	0.8948
0.0833	27.0417	1298	0.7560	0.0639	0.7560	0.8695
0.0833	27.0833	1300	0.7370	-0.0082	0.7370	0.8585
0.0833	27.125	1302	0.7385	0.0	0.7385	0.8594
0.0833	27.1667	1304	0.7225	0.0412	0.7225	0.8500
0.0833	27.2083	1306	0.7232	0.0428	0.7232	0.8504
0.0833	27.25	1308	0.7213	0.0393	0.7213	0.8493
0.0833	27.2917	1310	0.7213	0.0791	0.7213	0.8493
0.0833	27.3333	1312	0.7357	-0.0027	0.7357	0.8577
0.0833	27.375	1314	0.7589	-0.0408	0.7589	0.8711
0.0833	27.4167	1316	0.7942	0.0488	0.7942	0.8912
0.0833	27.4583	1318	0.7886	0.0437	0.7886	0.8881
0.0833	27.5	1320	0.7704	-0.0860	0.7704	0.8778
0.0833	27.5417	1322	0.7468	0.0680	0.7468	0.8642
0.0833	27.5833	1324	0.7677	0.1395	0.7677	0.8762
0.0833	27.625	1326	0.8004	0.1342	0.8004	0.8947
0.0833	27.6667	1328	0.7770	0.1342	0.7770	0.8815
0.0833	27.7083	1330	0.7462	0.1342	0.7462	0.8638
0.0833	27.75	1332	0.7386	0.1342	0.7386	0.8594
0.0833	27.7917	1334	0.7200	0.1395	0.7200	0.8485
0.0833	27.8333	1336	0.7156	0.0723	0.7156	0.8459
0.0833	27.875	1338	0.7247	-0.0195	0.7247	0.8513
0.0833	27.9167	1340	0.7502	-0.0051	0.7502	0.8661
0.0833	27.9583	1342	0.7680	0.0078	0.7680	0.8763
0.0833	28.0	1344	0.7465	-0.0462	0.7465	0.8640
0.0833	28.0417	1346	0.7241	0.1199	0.7241	0.8509
0.0833	28.0833	1348	0.7160	0.1146	0.7160	0.8462
0.0833	28.125	1350	0.7127	0.1047	0.7127	0.8442
0.0833	28.1667	1352	0.7020	0.1097	0.7020	0.8379
0.0833	28.2083	1354	0.6921	0.1097	0.6921	0.8319
0.0833	28.25	1356	0.6871	0.1148	0.6871	0.8289
0.0833	28.2917	1358	0.6870	0.1097	0.6870	0.8289
0.0833	28.3333	1360	0.6871	0.1097	0.6871	0.8289
0.0833	28.375	1362	0.6865	0.1565	0.6865	0.8286
0.0833	28.4167	1364	0.6894	0.1612	0.6894	0.8303
0.0833	28.4583	1366	0.6863	0.1199	0.6863	0.8284
0.0833	28.5	1368	0.6838	0.1199	0.6838	0.8269
0.0833	28.5417	1370	0.6834	0.1199	0.6834	0.8267
0.0833	28.5833	1372	0.6887	0.1148	0.6887	0.8299
0.0833	28.625	1374	0.7062	0.1506	0.7062	0.8403
0.0833	28.6667	1376	0.7144	0.1395	0.7144	0.8452
0.0833	28.7083	1378	0.7442	0.1342	0.7442	0.8627
0.0833	28.75	1380	0.7483	0.0867	0.7483	0.8651
0.0833	28.7917	1382	0.7324	0.1395	0.7324	0.8558
0.0833	28.8333	1384	0.7079	0.1565	0.7079	0.8414
0.0833	28.875	1386	0.6947	0.0768	0.6947	0.8335
0.0833	28.9167	1388	0.6913	0.0768	0.6913	0.8315
0.0833	28.9583	1390	0.6874	0.0768	0.6874	0.8291
0.0833	29.0	1392	0.6894	0.1254	0.6894	0.8303
0.0833	29.0417	1394	0.6921	0.1254	0.6921	0.8319
0.0833	29.0833	1396	0.6938	0.1254	0.6938	0.8329
0.0833	29.125	1398	0.7100	0.1769	0.7100	0.8426
0.0833	29.1667	1400	0.7339	0.0078	0.7339	0.8567
0.0833	29.2083	1402	0.7367	0.0078	0.7367	0.8583
0.0833	29.25	1404	0.7145	0.2239	0.7145	0.8453
0.0833	29.2917	1406	0.6856	0.1199	0.6856	0.8280
0.0833	29.3333	1408	0.6881	0.1565	0.6881	0.8295
0.0833	29.375	1410	0.7128	0.1291	0.7128	0.8442
0.0833	29.4167	1412	0.7168	0.1291	0.7168	0.8467
0.0833	29.4583	1414	0.6958	0.1148	0.6958	0.8341
0.0833	29.5	1416	0.6817	0.0759	0.6817	0.8256
0.0833	29.5417	1418	0.6853	0.0768	0.6853	0.8278
0.0833	29.5833	1420	0.6862	0.0768	0.6862	0.8284
0.0833	29.625	1422	0.6948	0.0303	0.6948	0.8335
0.0833	29.6667	1424	0.7198	0.1047	0.7198	0.8484
0.0833	29.7083	1426	0.7652	0.0956	0.7652	0.8748
0.0833	29.75	1428	0.8252	0.0831	0.8252	0.9084
0.0833	29.7917	1430	0.8622	0.0362	0.8622	0.9285
0.0833	29.8333	1432	0.8264	0.1243	0.8264	0.9091
0.0833	29.875	1434	0.7505	0.1001	0.7505	0.8663
0.0833	29.9167	1436	0.7203	0.0791	0.7203	0.8487
0.0833	29.9583	1438	0.7715	0.1686	0.7715	0.8783
0.0833	30.0	1440	0.7776	0.0922	0.7776	0.8818
0.0833	30.0417	1442	0.7273	0.0884	0.7273	0.8528
0.0833	30.0833	1444	0.6977	0.0768	0.6977	0.8353
0.0833	30.125	1446	0.7229	0.1001	0.7229	0.8502
0.0833	30.1667	1448	0.7451	0.0953	0.7451	0.8632
0.0833	30.2083	1450	0.7266	0.1001	0.7266	0.8524
0.0833	30.25	1452	0.7066	0.0690	0.7066	0.8406
0.0833	30.2917	1454	0.7136	0.0828	0.7136	0.8447
0.0833	30.3333	1456	0.7181	0.1354	0.7181	0.8474
0.0833	30.375	1458	0.7522	0.0947	0.7522	0.8673
0.0833	30.4167	1460	0.7532	0.0947	0.7532	0.8679
0.0833	30.4583	1462	0.7276	0.0940	0.7276	0.8530
0.0833	30.5	1464	0.7072	0.1413	0.7072	0.8410
0.0833	30.5417	1466	0.6961	0.1769	0.6961	0.8343
0.0833	30.5833	1468	0.7017	0.1769	0.7017	0.8377
0.0833	30.625	1470	0.7139	0.0879	0.7139	0.8450
0.0833	30.6667	1472	0.7374	0.0028	0.7374	0.8587
0.0833	30.7083	1474	0.7533	0.0081	0.7533	0.8680
0.0833	30.75	1476	0.7564	-0.0717	0.7564	0.8697
0.0833	30.7917	1478	0.7124	0.1413	0.7124	0.8441
0.0833	30.8333	1480	0.6927	0.1304	0.6927	0.8323
0.0833	30.875	1482	0.7023	0.1096	0.7023	0.8381
0.0833	30.9167	1484	0.7247	0.1449	0.7247	0.8513
0.0833	30.9583	1486	0.7177	0.1449	0.7177	0.8472
0.0833	31.0	1488	0.6910	0.1807	0.6910	0.8313
0.0833	31.0417	1490	0.7332	-0.0810	0.7332	0.8563
0.0833	31.0833	1492	0.7842	-0.0595	0.7842	0.8855
0.0833	31.125	1494	0.7805	-0.0226	0.7805	0.8835
0.0833	31.1667	1496	0.7350	0.0085	0.7350	0.8573
0.0833	31.2083	1498	0.6978	0.1423	0.6978	0.8354
0.0532	31.25	1500	0.6982	0.0863	0.6982	0.8356
0.0532	31.2917	1502	0.7076	0.0863	0.7076	0.8412
0.0532	31.3333	1504	0.7163	-0.0056	0.7163	0.8463
0.0532	31.375	1506	0.7474	0.0518	0.7474	0.8645
0.0532	31.4167	1508	0.8306	0.0200	0.8306	0.9114
0.0532	31.4583	1510	0.8618	-0.0488	0.8618	0.9283

Framework versions

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