ArabicNewSplits7_FineTuningAraBERT_run2_AugV5_k6_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: 0.7329
• Qwk: 0.0318
• Mse: 0.7329
• Rmse: 0.8561

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	0.1111	2	3.7430	0.0017	3.7430	1.9347
No log	0.2222	4	2.2719	-0.0498	2.2719	1.5073
No log	0.3333	6	1.7948	0.0	1.7948	1.3397
No log	0.4444	8	1.4340	0.0298	1.4340	1.1975
No log	0.5556	10	0.8206	0.0191	0.8206	0.9059
No log	0.6667	12	0.7081	-0.0101	0.7081	0.8415
No log	0.7778	14	0.6732	0.0	0.6732	0.8205
No log	0.8889	16	0.7075	0.0460	0.7075	0.8411
No log	1.0	18	1.0519	0.0909	1.0519	1.0256
No log	1.1111	20	1.0942	0.0469	1.0942	1.0460
No log	1.2222	22	0.8308	-0.0033	0.8308	0.9115
No log	1.3333	24	0.7882	-0.0264	0.7882	0.8878
No log	1.4444	26	0.7884	0.0416	0.7884	0.8879
No log	1.5556	28	0.7796	0.0416	0.7796	0.8829
No log	1.6667	30	0.8185	-0.0309	0.8185	0.9047
No log	1.7778	32	0.9330	-0.0894	0.9330	0.9659
No log	1.8889	34	0.9089	-0.0878	0.9089	0.9534
No log	2.0	36	0.7503	0.0460	0.7503	0.8662
No log	2.1111	38	0.7605	-0.0069	0.7605	0.8721
No log	2.2222	40	0.7878	-0.0188	0.7878	0.8876
No log	2.3333	42	1.1604	-0.0638	1.1604	1.0772
No log	2.4444	44	1.1086	-0.0638	1.1086	1.0529
No log	2.5556	46	0.8168	-0.0215	0.8168	0.9038
No log	2.6667	48	0.7850	-0.0125	0.7850	0.8860
No log	2.7778	50	0.9708	-0.0518	0.9708	0.9853
No log	2.8889	52	1.0659	0.0134	1.0659	1.0324
No log	3.0	54	0.9257	-0.0008	0.9257	0.9621
No log	3.1111	56	0.8401	0.0183	0.8401	0.9166
No log	3.2222	58	0.9434	0.0884	0.9434	0.9713
No log	3.3333	60	1.0074	0.0741	1.0074	1.0037
No log	3.4444	62	0.8286	0.1051	0.8286	0.9103
No log	3.5556	64	1.1896	-0.0827	1.1896	1.0907
No log	3.6667	66	1.3055	-0.0272	1.3055	1.1426
No log	3.7778	68	0.8240	0.1432	0.8240	0.9078
No log	3.8889	70	0.7963	0.1432	0.7963	0.8924
No log	4.0	72	1.0660	-0.0508	1.0660	1.0325
No log	4.1111	74	1.2492	-0.0293	1.2492	1.1177
No log	4.2222	76	0.8983	0.0935	0.8983	0.9478
No log	4.3333	78	0.9110	-0.0269	0.9110	0.9545
No log	4.4444	80	0.8840	0.1124	0.8840	0.9402
No log	4.5556	82	1.2170	-0.0159	1.2170	1.1032
No log	4.6667	84	1.3445	0.0251	1.3445	1.1595
No log	4.7778	86	0.9111	0.0129	0.9111	0.9545
No log	4.8889	88	0.8382	0.0998	0.8382	0.9155
No log	5.0	90	0.8501	-0.0061	0.8501	0.9220
No log	5.1111	92	0.8471	0.0109	0.8471	0.9204
No log	5.2222	94	1.0427	-0.0513	1.0427	1.0211
No log	5.3333	96	1.1543	-0.0575	1.1543	1.0744
No log	5.4444	98	1.0021	0.1385	1.0021	1.0011
No log	5.5556	100	0.8375	0.0623	0.8375	0.9151
No log	5.6667	102	0.8327	0.0935	0.8327	0.9125
No log	5.7778	104	0.9538	0.0636	0.9538	0.9766
No log	5.8889	106	0.9576	-0.0175	0.9576	0.9785
No log	6.0	108	0.8070	0.1268	0.8070	0.8983
No log	6.1111	110	0.8267	0.1991	0.8267	0.9092
No log	6.2222	112	0.8939	0.1598	0.8939	0.9454
No log	6.3333	114	1.1140	-0.0521	1.1140	1.0554
No log	6.4444	116	0.9357	0.1144	0.9357	0.9673
No log	6.5556	118	0.8365	0.0301	0.8365	0.9146
No log	6.6667	120	0.8317	0.0861	0.8317	0.9120
No log	6.7778	122	0.8389	0.1609	0.8389	0.9159
No log	6.8889	124	1.2875	-0.0372	1.2875	1.1347
No log	7.0	126	1.1447	0.0680	1.1447	1.0699
No log	7.1111	128	0.7763	0.0146	0.7763	0.8811
No log	7.2222	130	0.7478	0.0146	0.7478	0.8648
No log	7.3333	132	0.8046	-0.0322	0.8046	0.8970
No log	7.4444	134	0.9011	-0.0008	0.9011	0.9493
No log	7.5556	136	0.7733	0.1942	0.7733	0.8794
No log	7.6667	138	0.8440	0.1002	0.8440	0.9187
No log	7.7778	140	0.8373	0.1039	0.8373	0.9150
No log	7.8889	142	0.7917	0.1050	0.7917	0.8898
No log	8.0	144	0.9191	-0.0052	0.9191	0.9587
No log	8.1111	146	0.7826	0.1901	0.7826	0.8847
No log	8.2222	148	0.7855	0.1079	0.7855	0.8863
No log	8.3333	150	0.7884	0.0733	0.7884	0.8879
No log	8.4444	152	0.7245	0.2096	0.7245	0.8512
No log	8.5556	154	1.0264	-0.0539	1.0264	1.0131
No log	8.6667	156	1.0789	0.1609	1.0789	1.0387
No log	8.7778	158	0.8111	-0.0303	0.8111	0.9006
No log	8.8889	160	0.7396	0.2031	0.7396	0.8600
No log	9.0	162	0.7841	0.2123	0.7841	0.8855
No log	9.1111	164	0.7858	0.1724	0.7858	0.8865
No log	9.2222	166	0.8195	0.1415	0.8195	0.9053
No log	9.3333	168	1.1166	-0.0496	1.1166	1.0567
No log	9.4444	170	1.1281	-0.0496	1.1281	1.0621
No log	9.5556	172	0.9256	0.0406	0.9256	0.9621
No log	9.6667	174	0.8279	0.1924	0.8279	0.9099
No log	9.7778	176	0.9269	0.1612	0.9269	0.9627
No log	9.8889	178	0.8360	0.2324	0.8360	0.9143
No log	10.0	180	0.7955	0.0113	0.7955	0.8919
No log	10.1111	182	0.9265	0.1354	0.9265	0.9626
No log	10.2222	184	0.8299	0.0424	0.8299	0.9110
No log	10.3333	186	0.7566	0.0113	0.7566	0.8698
No log	10.4444	188	0.7293	0.1189	0.7293	0.8540
No log	10.5556	190	0.7251	0.1143	0.7251	0.8516
No log	10.6667	192	0.8098	0.1193	0.8098	0.8999
No log	10.7778	194	0.9694	0.1499	0.9694	0.9846
No log	10.8889	196	0.8381	0.0676	0.8381	0.9155
No log	11.0	198	0.6718	0.1828	0.6718	0.8196
No log	11.1111	200	0.6727	0.0914	0.6727	0.8202
No log	11.2222	202	0.7277	0.1506	0.7277	0.8531
No log	11.3333	204	0.9241	0.0566	0.9241	0.9613
No log	11.4444	206	0.9220	0.1026	0.9220	0.9602
No log	11.5556	208	0.7927	0.1818	0.7927	0.8904
No log	11.6667	210	0.7949	0.1255	0.7949	0.8916
No log	11.7778	212	0.8050	0.1051	0.8050	0.8972
No log	11.8889	214	0.9939	0.0537	0.9939	0.9969
No log	12.0	216	0.8741	0.1392	0.8741	0.9350
No log	12.1111	218	0.7544	0.0622	0.7544	0.8686
No log	12.2222	220	0.7868	0.1286	0.7868	0.8870
No log	12.3333	222	0.7411	0.1495	0.7411	0.8609
No log	12.4444	224	0.7263	0.1573	0.7263	0.8522
No log	12.5556	226	0.7505	0.1983	0.7505	0.8663
No log	12.6667	228	0.7885	0.0961	0.7885	0.8879
No log	12.7778	230	0.7745	0.1004	0.7745	0.8800
No log	12.8889	232	0.8085	0.1239	0.8085	0.8991
No log	13.0	234	0.7187	0.1599	0.7187	0.8478
No log	13.1111	236	0.7497	0.1304	0.7497	0.8659
No log	13.2222	238	0.7091	0.1673	0.7091	0.8421
No log	13.3333	240	0.7014	0.1553	0.7014	0.8375
No log	13.4444	242	0.6982	0.1553	0.6982	0.8356
No log	13.5556	244	0.7476	0.1660	0.7476	0.8646
No log	13.6667	246	0.7218	0.1899	0.7218	0.8496
No log	13.7778	248	0.6839	0.1675	0.6839	0.8270
No log	13.8889	250	0.7026	0.1095	0.7026	0.8382
No log	14.0	252	0.7111	0.1495	0.7111	0.8433
No log	14.1111	254	0.6879	0.1644	0.6879	0.8294
No log	14.2222	256	0.6906	0.1630	0.6906	0.8310
No log	14.3333	258	0.7863	0.1286	0.7863	0.8867
No log	14.4444	260	0.8318	0.1026	0.8318	0.9120
No log	14.5556	262	0.7318	0.1431	0.7318	0.8555
No log	14.6667	264	0.7460	0.0991	0.7460	0.8637
No log	14.7778	266	0.7715	0.1393	0.7715	0.8783
No log	14.8889	268	0.7266	0.1292	0.7266	0.8524
No log	15.0	270	0.8476	0.0636	0.8476	0.9207
No log	15.1111	272	0.8491	0.0668	0.8491	0.9214
No log	15.2222	274	0.7629	0.1617	0.7629	0.8734
No log	15.3333	276	0.7742	0.1315	0.7742	0.8799
No log	15.4444	278	0.7378	0.1630	0.7378	0.8589
No log	15.5556	280	0.7946	-0.0031	0.7946	0.8914
No log	15.6667	282	0.8006	-0.0008	0.8006	0.8947
No log	15.7778	284	0.7274	0.1001	0.7274	0.8529
No log	15.8889	286	0.7103	0.1096	0.7103	0.8428
No log	16.0	288	0.6968	0.0834	0.6968	0.8348
No log	16.1111	290	0.7069	0.0834	0.7069	0.8408
No log	16.2222	292	0.7868	0.0438	0.7868	0.8870
No log	16.3333	294	0.8679	0.1348	0.8679	0.9316
No log	16.4444	296	1.0198	0.0758	1.0198	1.0099
No log	16.5556	298	0.8840	0.1649	0.8840	0.9402
No log	16.6667	300	0.7686	0.0376	0.7686	0.8767
No log	16.7778	302	0.8061	-0.0620	0.8061	0.8978
No log	16.8889	304	0.7411	0.0503	0.7411	0.8609
No log	17.0	306	0.7737	0.1440	0.7737	0.8796
No log	17.1111	308	0.9384	0.0182	0.9384	0.9687
No log	17.2222	310	0.8923	0.1360	0.8923	0.9446
No log	17.3333	312	0.7377	0.1196	0.7377	0.8589
No log	17.4444	314	0.7395	0.1240	0.7395	0.8599
No log	17.5556	316	0.7711	0.1189	0.7711	0.8781
No log	17.6667	318	0.7965	0.0717	0.7965	0.8925
No log	17.7778	320	0.7926	0.0757	0.7926	0.8903
No log	17.8889	322	0.7958	0.0670	0.7958	0.8921
No log	18.0	324	0.8060	0.0424	0.8060	0.8978
No log	18.1111	326	0.7958	0.0041	0.7958	0.8921
No log	18.2222	328	0.7442	-0.0170	0.7442	0.8627
No log	18.3333	330	0.7869	-0.0322	0.7869	0.8871
No log	18.4444	332	0.7658	-0.0949	0.7658	0.8751
No log	18.5556	334	0.7410	0.0723	0.7410	0.8608
No log	18.6667	336	0.9234	0.0609	0.9234	0.9609
No log	18.7778	338	0.9852	0.0576	0.9852	0.9926
No log	18.8889	340	0.8472	0.0831	0.8472	0.9204
No log	19.0	342	0.7708	0.0639	0.7708	0.8779
No log	19.1111	344	0.7404	0.1144	0.7404	0.8604
No log	19.2222	346	0.7495	0.0680	0.7495	0.8657
No log	19.3333	348	0.8264	-0.0408	0.8264	0.9091
No log	19.4444	350	0.8057	0.0456	0.8057	0.8976
No log	19.5556	352	0.7586	0.0214	0.7586	0.8710
No log	19.6667	354	0.7582	0.0183	0.7582	0.8707
No log	19.7778	356	0.7894	0.0490	0.7894	0.8885
No log	19.8889	358	0.8125	0.0041	0.8125	0.9014
No log	20.0	360	0.7987	0.0041	0.7987	0.8937
No log	20.1111	362	0.7564	0.0723	0.7564	0.8697
No log	20.2222	364	0.7640	0.1644	0.7640	0.8741
No log	20.3333	366	0.8445	0.0392	0.8445	0.9190
No log	20.4444	368	0.8444	0.0438	0.8444	0.9189
No log	20.5556	370	0.7981	0.1705	0.7981	0.8934
No log	20.6667	372	0.7754	0.1298	0.7754	0.8806
No log	20.7778	374	0.7485	0.1298	0.7485	0.8651
No log	20.8889	376	0.7889	0.0913	0.7889	0.8882
No log	21.0	378	0.8378	-0.0031	0.8378	0.9153
No log	21.1111	380	0.7772	0.1001	0.7772	0.8816
No log	21.2222	382	0.7299	0.1196	0.7299	0.8543
No log	21.3333	384	0.7342	0.1196	0.7342	0.8569
No log	21.4444	386	0.7815	0.1001	0.7815	0.8840
No log	21.5556	388	0.8571	0.0320	0.8571	0.9258
No log	21.6667	390	0.8242	0.0407	0.8242	0.9079
No log	21.7778	392	0.7880	0.1001	0.7880	0.8877
No log	21.8889	394	0.7475	0.0690	0.7475	0.8646
No log	22.0	396	0.7548	0.1095	0.7548	0.8688
No log	22.1111	398	0.8730	0.0224	0.8730	0.9344
No log	22.2222	400	1.0264	0.0687	1.0264	1.0131
No log	22.3333	402	1.0590	0.0631	1.0590	1.0291
No log	22.4444	404	0.9051	-0.0815	0.9051	0.9514
No log	22.5556	406	0.8448	0.1538	0.8448	0.9192
No log	22.6667	408	0.8467	0.1168	0.8467	0.9201
No log	22.7778	410	0.8275	0.1400	0.8275	0.9097
No log	22.8889	412	0.9769	0.0470	0.9769	0.9884
No log	23.0	414	1.1296	0.0503	1.1296	1.0628
No log	23.1111	416	1.1057	0.0488	1.1057	1.0515
No log	23.2222	418	0.8776	0.0596	0.8776	0.9368
No log	23.3333	420	0.7453	0.2041	0.7453	0.8633
No log	23.4444	422	0.7397	0.1786	0.7397	0.8601
No log	23.5556	424	0.7342	0.0879	0.7342	0.8569
No log	23.6667	426	0.8010	0.1800	0.8010	0.8950
No log	23.7778	428	0.8996	0.1594	0.8996	0.9485
No log	23.8889	430	0.8351	0.1973	0.8351	0.9138
No log	24.0	432	0.7278	0.1659	0.7278	0.8531
No log	24.1111	434	0.7091	0.1371	0.7091	0.8421
No log	24.2222	436	0.7091	0.1371	0.7091	0.8421
No log	24.3333	438	0.7489	0.1627	0.7489	0.8654
No log	24.4444	440	0.8920	0.0986	0.8920	0.9445
No log	24.5556	442	0.9417	0.0556	0.9417	0.9704
No log	24.6667	444	0.8032	0.1286	0.8032	0.8962
No log	24.7778	446	0.7263	0.1395	0.7263	0.8522
No log	24.8889	448	0.7633	0.0995	0.7633	0.8737
No log	25.0	450	0.7338	0.1387	0.7338	0.8566
No log	25.1111	452	0.7265	0.1146	0.7265	0.8524
No log	25.2222	454	0.8226	0.0748	0.8226	0.9070
No log	25.3333	456	0.8253	0.0748	0.8253	0.9085
No log	25.4444	458	0.7625	0.1485	0.7625	0.8732
No log	25.5556	460	0.7868	0.1700	0.7868	0.8870
No log	25.6667	462	0.8241	0.1334	0.8241	0.9078
No log	25.7778	464	0.8061	0.1623	0.8061	0.8978
No log	25.8889	466	0.8311	0.0551	0.8311	0.9117
No log	26.0	468	0.9218	0.1065	0.9218	0.9601
No log	26.1111	470	0.9142	0.1065	0.9142	0.9562
No log	26.2222	472	0.8482	0.0484	0.8482	0.9210
No log	26.3333	474	0.8031	0.1139	0.8031	0.8962
No log	26.4444	476	0.7891	0.1228	0.7891	0.8883
No log	26.5556	478	0.7800	0.1143	0.7800	0.8832
No log	26.6667	480	0.7993	0.0484	0.7993	0.8940
No log	26.7778	482	0.9071	0.0651	0.9071	0.9524
No log	26.8889	484	0.9576	0.0125	0.9576	0.9786
No log	27.0	486	0.8993	0.1430	0.8993	0.9483
No log	27.1111	488	0.8481	0.0920	0.8481	0.9209
No log	27.2222	490	0.8503	0.0484	0.8503	0.9221
No log	27.3333	492	0.9027	0.0377	0.9027	0.9501
No log	27.4444	494	0.9202	0.0659	0.9202	0.9593
No log	27.5556	496	0.9026	0.0377	0.9026	0.9500
No log	27.6667	498	0.8732	0.0065	0.8732	0.9344
0.2507	27.7778	500	0.8741	0.0065	0.8741	0.9349
0.2507	27.8889	502	0.9302	0.0277	0.9302	0.9645
0.2507	28.0	504	1.0161	-0.0912	1.0161	1.0080
0.2507	28.1111	506	1.0323	-0.0925	1.0323	1.0160
0.2507	28.2222	508	0.9485	0.0498	0.9485	0.9739
0.2507	28.3333	510	0.8188	0.0913	0.8188	0.9049
0.2507	28.4444	512	0.8055	0.0509	0.8055	0.8975
0.2507	28.5556	514	0.8657	0.0999	0.8657	0.9304
0.2507	28.6667	516	0.8563	0.0999	0.8563	0.9253
0.2507	28.7778	518	0.8022	0.0757	0.8022	0.8957
0.2507	28.8889	520	0.8235	0.0456	0.8235	0.9075
0.2507	29.0	522	0.9002	0.1025	0.9002	0.9488
0.2507	29.1111	524	0.9063	0.1025	0.9063	0.9520
0.2507	29.2222	526	0.8367	0.1105	0.8367	0.9147
0.2507	29.3333	528	0.7801	0.1095	0.7801	0.8832
0.2507	29.4444	530	0.7791	0.1240	0.7791	0.8826
0.2507	29.5556	532	0.7817	0.1141	0.7817	0.8841
0.2507	29.6667	534	0.8238	0.0837	0.8238	0.9077
0.2507	29.7778	536	0.9309	0.0241	0.9309	0.9648
0.2507	29.8889	538	0.9416	0.0152	0.9416	0.9704
0.2507	30.0	540	0.8891	0.0986	0.8891	0.9429
0.2507	30.1111	542	0.8288	0.0871	0.8288	0.9104
0.2507	30.2222	544	0.8010	0.0956	0.8010	0.8950
0.2507	30.3333	546	0.7689	0.0236	0.7689	0.8769
0.2507	30.4444	548	0.7608	0.0741	0.7608	0.8722
0.2507	30.5556	550	0.7634	0.0783	0.7634	0.8737
0.2507	30.6667	552	0.7761	0.0269	0.7761	0.8810
0.2507	30.7778	554	0.8187	0.1235	0.8187	0.9048
0.2507	30.8889	556	0.8974	0.0949	0.8974	0.9473
0.2507	31.0	558	1.0021	0.0815	1.0021	1.0011
0.2507	31.1111	560	1.1001	0.0619	1.1001	1.0489
0.2507	31.2222	562	1.0334	0.0815	1.0334	1.0165
0.2507	31.3333	564	0.9058	0.0627	0.9058	0.9518
0.2507	31.4444	566	0.8032	0.1003	0.8032	0.8962
0.2507	31.5556	568	0.7918	0.0660	0.7918	0.8898
0.2507	31.6667	570	0.7974	0.1003	0.7974	0.8930
0.2507	31.7778	572	0.8166	0.0831	0.8166	0.9036
0.2507	31.8889	574	0.9073	0.0676	0.9073	0.9525
0.2507	32.0	576	1.0045	-0.0301	1.0045	1.0023
0.2507	32.1111	578	0.9717	-0.0285	0.9717	0.9857
0.2507	32.2222	580	0.8800	-0.0163	0.8800	0.9381
0.2507	32.3333	582	0.8038	0.0748	0.8038	0.8966
0.2507	32.4444	584	0.7806	0.0871	0.7806	0.8835
0.2507	32.5556	586	0.8075	0.0392	0.8075	0.8986
0.2507	32.6667	588	0.8292	0.0362	0.8292	0.9106
0.2507	32.7778	590	0.8485	0.0333	0.8485	0.9211
0.2507	32.8889	592	0.8387	0.0793	0.8387	0.9158
0.2507	33.0	594	0.8302	0.0793	0.8302	0.9111
0.2507	33.1111	596	0.8190	0.0793	0.8190	0.9050
0.2507	33.2222	598	0.8445	0.0333	0.8445	0.9190
0.2507	33.3333	600	0.8300	0.0755	0.8300	0.9110
0.2507	33.4444	602	0.8514	0.0755	0.8514	0.9227
0.2507	33.5556	604	0.8336	0.0831	0.8336	0.9130
0.2507	33.6667	606	0.8292	0.0876	0.8292	0.9106
0.2507	33.7778	608	0.8510	0.1235	0.8510	0.9225
0.2507	33.8889	610	0.8743	0.0793	0.8743	0.9350
0.2507	34.0	612	0.8934	0.0304	0.8934	0.9452
0.2507	34.1111	614	0.8571	0.0831	0.8571	0.9258
0.2507	34.2222	616	0.8036	0.0913	0.8036	0.8964
0.2507	34.3333	618	0.7640	0.1612	0.7640	0.8740
0.2507	34.4444	620	0.7353	0.1311	0.7353	0.8575
0.2507	34.5556	622	0.7437	0.1254	0.7437	0.8624
0.2507	34.6667	624	0.7664	0.1553	0.7664	0.8754
0.2507	34.7778	626	0.8083	0.0456	0.8083	0.8991
0.2507	34.8889	628	0.8293	0.0424	0.8293	0.9107
0.2507	35.0	630	0.8201	0.0876	0.8201	0.9056
0.2507	35.1111	632	0.8091	0.1379	0.8091	0.8995
0.2507	35.2222	634	0.8161	0.0876	0.8161	0.9034
0.2507	35.3333	636	0.8323	0.1235	0.8323	0.9123
0.2507	35.4444	638	0.8320	0.1235	0.8320	0.9121
0.2507	35.5556	640	0.8414	0.0831	0.8414	0.9173
0.2507	35.6667	642	0.8138	0.1243	0.8138	0.9021
0.2507	35.7778	644	0.7827	0.0867	0.7827	0.8847
0.2507	35.8889	646	0.7954	0.1243	0.7954	0.8918
0.2507	36.0	648	0.8324	0.1196	0.8324	0.9124
0.2507	36.1111	650	0.8378	0.0831	0.8378	0.9153
0.2507	36.2222	652	0.8591	0.1196	0.8591	0.9269
0.2507	36.3333	654	0.9075	0.1107	0.9075	0.9526
0.2507	36.4444	656	0.9271	0.0642	0.9271	0.9628
0.2507	36.5556	658	0.8997	0.0642	0.8997	0.9485
0.2507	36.6667	660	0.7941	0.1243	0.7941	0.8911
0.2507	36.7778	662	0.7276	0.1146	0.7276	0.8530
0.2507	36.8889	664	0.7220	0.0768	0.7220	0.8497
0.2507	37.0	666	0.7348	0.1199	0.7348	0.8572
0.2507	37.1111	668	0.7577	0.1146	0.7577	0.8704
0.2507	37.2222	670	0.7905	0.1395	0.7905	0.8891
0.2507	37.3333	672	0.8207	0.1395	0.8207	0.9059
0.2507	37.4444	674	0.7911	0.1395	0.7911	0.8894
0.2507	37.5556	676	0.7463	0.1506	0.7463	0.8639
0.2507	37.6667	678	0.7313	0.1506	0.7313	0.8552
0.2507	37.7778	680	0.7556	0.1342	0.7556	0.8692
0.2507	37.8889	682	0.8370	0.1107	0.8370	0.9149
0.2507	38.0	684	0.9554	0.0207	0.9554	0.9774
0.2507	38.1111	686	1.0799	-0.0943	1.0799	1.0392
0.2507	38.2222	688	1.0738	-0.0943	1.0738	1.0362
0.2507	38.3333	690	1.0192	-0.0923	1.0192	1.0096
0.2507	38.4444	692	0.8800	0.0755	0.8800	0.9381
0.2507	38.5556	694	0.7910	0.1800	0.7910	0.8894
0.2507	38.6667	696	0.7891	0.1539	0.7891	0.8883
0.2507	38.7778	698	0.8031	0.1508	0.8031	0.8962
0.2507	38.8889	700	0.8505	0.1633	0.8505	0.9222
0.2507	39.0	702	0.9236	-0.0054	0.9236	0.9611
0.2507	39.1111	704	0.9635	-0.1228	0.9635	0.9816
0.2507	39.2222	706	0.9545	-0.0870	0.9545	0.9770
0.2507	39.3333	708	0.8740	0.0755	0.8740	0.9349
0.2507	39.4444	710	0.7892	0.1387	0.7892	0.8884
0.2507	39.5556	712	0.7568	0.1440	0.7568	0.8699
0.2507	39.6667	714	0.7465	0.1336	0.7465	0.8640
0.2507	39.7778	716	0.7447	0.1336	0.7447	0.8629
0.2507	39.8889	718	0.7508	0.1336	0.7508	0.8665
0.2507	40.0	720	0.7590	0.1336	0.7590	0.8712
0.2507	40.1111	722	0.7593	0.1336	0.7593	0.8714
0.2507	40.2222	724	0.7550	0.1379	0.7550	0.8689
0.2507	40.3333	726	0.7540	0.1742	0.7540	0.8683
0.2507	40.4444	728	0.7387	0.1431	0.7387	0.8594
0.2507	40.5556	730	0.7241	0.1096	0.7241	0.8509
0.2507	40.6667	732	0.7158	0.1565	0.7158	0.8461
0.2507	40.7778	734	0.6979	0.0318	0.6979	0.8354
0.2507	40.8889	736	0.6916	0.0318	0.6916	0.8316
0.2507	41.0	738	0.6943	0.0318	0.6943	0.8333
0.2507	41.1111	740	0.7048	0.0318	0.7048	0.8395
0.2507	41.2222	742	0.7193	0.1199	0.7193	0.8481
0.2507	41.3333	744	0.7358	0.1199	0.7358	0.8578
0.2507	41.4444	746	0.7364	0.1199	0.7364	0.8581
0.2507	41.5556	748	0.7279	0.0768	0.7279	0.8532
0.2507	41.6667	750	0.7402	0.0768	0.7402	0.8604
0.2507	41.7778	752	0.7796	0.1387	0.7796	0.8829
0.2507	41.8889	754	0.7945	0.1336	0.7945	0.8914
0.2507	42.0	756	0.7751	0.1440	0.7751	0.8804
0.2507	42.1111	758	0.7423	0.0768	0.7423	0.8616
0.2507	42.2222	760	0.7319	0.0768	0.7319	0.8555
0.2507	42.3333	762	0.7274	0.0768	0.7274	0.8529
0.2507	42.4444	764	0.7235	0.1199	0.7235	0.8506
0.2507	42.5556	766	0.7423	0.2034	0.7423	0.8616
0.2507	42.6667	768	0.7762	0.1899	0.7762	0.8810
0.2507	42.7778	770	0.7805	0.1899	0.7805	0.8834
0.2507	42.8889	772	0.7379	0.1627	0.7379	0.8590
0.2507	43.0	774	0.7040	0.0768	0.7040	0.8390
0.2507	43.1111	776	0.7109	0.0768	0.7109	0.8431
0.2507	43.2222	778	0.7292	0.1199	0.7292	0.8539
0.2507	43.3333	780	0.7648	0.1047	0.7648	0.8745
0.2507	43.4444	782	0.7903	0.1387	0.7903	0.8890
0.2507	43.5556	784	0.8272	0.1701	0.8272	0.9095
0.2507	43.6667	786	0.8259	0.1701	0.8259	0.9088
0.2507	43.7778	788	0.8358	0.1701	0.8358	0.9142
0.2507	43.8889	790	0.8286	0.1701	0.8286	0.9103
0.2507	44.0	792	0.8252	0.1701	0.8252	0.9084
0.2507	44.1111	794	0.8243	0.1701	0.8243	0.9079
0.2507	44.2222	796	0.8214	0.1701	0.8214	0.9063
0.2507	44.3333	798	0.8191	0.1701	0.8191	0.9050
0.2507	44.4444	800	0.7945	0.1440	0.7945	0.8913
0.2507	44.5556	802	0.7817	0.1456	0.7817	0.8841
0.2507	44.6667	804	0.7754	0.1440	0.7754	0.8806
0.2507	44.7778	806	0.7981	0.0793	0.7981	0.8933
0.2507	44.8889	808	0.8186	0.1196	0.8186	0.9047
0.2507	45.0	810	0.8264	0.1196	0.8264	0.9091
0.2507	45.1111	812	0.7925	0.1243	0.7925	0.8903
0.2507	45.2222	814	0.7675	0.1775	0.7675	0.8760
0.2507	45.3333	816	0.7463	0.1817	0.7463	0.8639
0.2507	45.4444	818	0.7325	0.1047	0.7325	0.8558
0.2507	45.5556	820	0.7412	0.1617	0.7412	0.8609
0.2507	45.6667	822	0.7705	0.1139	0.7705	0.8778
0.2507	45.7778	824	0.8058	0.1829	0.8058	0.8977
0.2507	45.8889	826	0.8305	0.2145	0.8305	0.9113
0.2507	46.0	828	0.8603	0.1522	0.8603	0.9275
0.2507	46.1111	830	0.9001	0.1065	0.9001	0.9487
0.2507	46.2222	832	0.9200	0.0659	0.9200	0.9592
0.2507	46.3333	834	0.9169	0.0627	0.9169	0.9575
0.2507	46.4444	836	0.8960	0.0986	0.8960	0.9466
0.2507	46.5556	838	0.8745	0.1025	0.8745	0.9352
0.2507	46.6667	840	0.8375	0.1493	0.8375	0.9152
0.2507	46.7778	842	0.7970	0.1716	0.7970	0.8927
0.2507	46.8889	844	0.7457	0.1146	0.7457	0.8636
0.2507	47.0	846	0.7276	0.1254	0.7276	0.8530
0.2507	47.1111	848	0.7270	0.1311	0.7270	0.8527
0.2507	47.2222	850	0.7345	0.0723	0.7345	0.8570
0.2507	47.3333	852	0.7816	0.0956	0.7816	0.8841
0.2507	47.4444	854	0.8203	0.1243	0.8203	0.9057
0.2507	47.5556	856	0.8743	0.0711	0.8743	0.9351
0.2507	47.6667	858	0.8984	0.0949	0.8984	0.9478
0.2507	47.7778	860	0.8635	0.1150	0.8635	0.9293
0.2507	47.8889	862	0.8628	0.1150	0.8628	0.9289
0.2507	48.0	864	0.8643	0.0676	0.8643	0.9297
0.2507	48.1111	866	0.8123	0.1150	0.8123	0.9013
0.2507	48.2222	868	0.7972	0.1196	0.7972	0.8928
0.2507	48.3333	870	0.7928	0.1196	0.7928	0.8904
0.2507	48.4444	872	0.7903	0.1196	0.7903	0.8890
0.2507	48.5556	874	0.7741	0.1196	0.7741	0.8798
0.2507	48.6667	876	0.7558	0.1627	0.7558	0.8694
0.2507	48.7778	878	0.7711	0.1440	0.7711	0.8782
0.2507	48.8889	880	0.7896	0.1440	0.7896	0.8886
0.2507	49.0	882	0.8089	0.0831	0.8089	0.8994
0.2507	49.1111	884	0.8434	0.0755	0.8434	0.9183
0.2507	49.2222	886	0.8438	0.0755	0.8438	0.9186
0.2507	49.3333	888	0.8357	0.0755	0.8357	0.9141
0.2507	49.4444	890	0.7968	0.0871	0.7968	0.8926
0.2507	49.5556	892	0.7789	0.0956	0.7789	0.8826
0.2507	49.6667	894	0.7716	0.0956	0.7716	0.8784
0.2507	49.7778	896	0.7576	0.1440	0.7576	0.8704
0.2507	49.8889	898	0.7744	0.1243	0.7744	0.8800
0.2507	50.0	900	0.8174	0.1196	0.8174	0.9041
0.2507	50.1111	902	0.8306	0.0748	0.8306	0.9114
0.2507	50.2222	904	0.8258	0.1196	0.8258	0.9087
0.2507	50.3333	906	0.8216	0.1196	0.8216	0.9064
0.2507	50.4444	908	0.8116	0.0831	0.8116	0.9009
0.2507	50.5556	910	0.8141	0.1336	0.8141	0.9023
0.2507	50.6667	912	0.8106	0.1379	0.8106	0.9003
0.2507	50.7778	914	0.8564	0.0793	0.8564	0.9254
0.2507	50.8889	916	0.8965	0.0362	0.8965	0.9468
0.2507	51.0	918	0.9263	-0.0076	0.9263	0.9625
0.2507	51.1111	920	0.9704	0.0241	0.9704	0.9851
0.2507	51.2222	922	1.0472	0.0129	1.0472	1.0233
0.2507	51.3333	924	1.0504	0.0152	1.0504	1.0249
0.2507	51.4444	926	0.9690	0.0267	0.9690	0.9844
0.2507	51.5556	928	0.8949	0.1065	0.8949	0.9460
0.2507	51.6667	930	0.8492	0.1767	0.8492	0.9215
0.2507	51.7778	932	0.8323	0.1807	0.8323	0.9123
0.2507	51.8889	934	0.8083	0.0834	0.8083	0.8991
0.2507	52.0	936	0.7921	0.0834	0.7921	0.8900
0.2507	52.1111	938	0.7785	0.0828	0.7785	0.8823
0.2507	52.2222	940	0.7708	0.0338	0.7708	0.8779
0.2507	52.3333	942	0.7520	0.0338	0.7520	0.8672
0.2507	52.4444	944	0.7325	0.0918	0.7325	0.8559
0.2507	52.5556	946	0.7346	0.0922	0.7346	0.8571
0.2507	52.6667	948	0.7460	0.1404	0.7460	0.8637
0.2507	52.7778	950	0.7382	0.0922	0.7382	0.8592
0.2507	52.8889	952	0.7477	0.0318	0.7477	0.8647
0.2507	53.0	954	0.7920	0.1379	0.7920	0.8900
0.2507	53.1111	956	0.8406	0.1582	0.8406	0.9168
0.2507	53.2222	958	0.8451	0.1582	0.8451	0.9193
0.2507	53.3333	960	0.8435	0.1582	0.8435	0.9184
0.2507	53.4444	962	0.8153	0.1047	0.8153	0.9029
0.2507	53.5556	964	0.7956	0.0303	0.7956	0.8919
0.2507	53.6667	966	0.7864	0.0828	0.7864	0.8868
0.2507	53.7778	968	0.7850	0.1404	0.7850	0.8860
0.2507	53.8889	970	0.7816	0.0828	0.7816	0.8841
0.2507	54.0	972	0.7758	0.0338	0.7758	0.8808
0.2507	54.1111	974	0.7878	0.1047	0.7878	0.8876
0.2507	54.2222	976	0.8266	0.0831	0.8266	0.9092
0.2507	54.3333	978	0.8850	0.0711	0.8850	0.9407
0.2507	54.4444	980	0.8810	0.0711	0.8810	0.9386
0.2507	54.5556	982	0.8615	0.0711	0.8615	0.9282
0.2507	54.6667	984	0.8067	0.0831	0.8067	0.8982
0.2507	54.7778	986	0.7732	0.1047	0.7732	0.8793
0.2507	54.8889	988	0.7614	0.0318	0.7614	0.8726
0.2507	55.0	990	0.7592	0.0318	0.7592	0.8713
0.2507	55.1111	992	0.7572	0.0768	0.7572	0.8702
0.2507	55.2222	994	0.7625	0.1146	0.7625	0.8732
0.2507	55.3333	996	0.7695	0.1096	0.7695	0.8772
0.2507	55.4444	998	0.7696	0.0525	0.7696	0.8773
0.0541	55.5556	1000	0.7765	0.0525	0.7765	0.8812
0.0541	55.6667	1002	0.7837	0.0913	0.7837	0.8853
0.0541	55.7778	1004	0.7902	0.1286	0.7902	0.8889
0.0541	55.8889	1006	0.8073	0.1286	0.8073	0.8985
0.0541	56.0	1008	0.8266	0.0793	0.8266	0.9092
0.0541	56.1111	1010	0.8413	0.0793	0.8413	0.9172
0.0541	56.2222	1012	0.8294	0.1286	0.8294	0.9107
0.0541	56.3333	1014	0.8275	0.1286	0.8275	0.9096
0.0541	56.4444	1016	0.8318	0.1687	0.8318	0.9120
0.0541	56.5556	1018	0.8149	0.1431	0.8149	0.9027
0.0541	56.6667	1020	0.7940	0.1921	0.7940	0.8911
0.0541	56.7778	1022	0.7803	0.1986	0.7803	0.8834
0.0541	56.8889	1024	0.7705	0.2507	0.7705	0.8778
0.0541	57.0	1026	0.7696	0.1986	0.7696	0.8773
0.0541	57.1111	1028	0.7774	0.1440	0.7774	0.8817
0.0541	57.2222	1030	0.7741	0.0956	0.7741	0.8798
0.0541	57.3333	1032	0.7768	0.0956	0.7768	0.8814
0.0541	57.4444	1034	0.7697	0.0956	0.7697	0.8774
0.0541	57.5556	1036	0.7666	0.0956	0.7666	0.8756
0.0541	57.6667	1038	0.7391	0.1495	0.7391	0.8597
0.0541	57.7778	1040	0.7098	0.0914	0.7098	0.8425
0.0541	57.8889	1042	0.7162	0.1423	0.7162	0.8463
0.0541	58.0	1044	0.7383	0.1413	0.7383	0.8593
0.0541	58.1111	1046	0.7443	0.1413	0.7443	0.8627
0.0541	58.2222	1048	0.7426	0.1413	0.7426	0.8618
0.0541	58.3333	1050	0.7516	0.1362	0.7516	0.8670
0.0541	58.4444	1052	0.8096	0.0956	0.8096	0.8998
0.0541	58.5556	1054	0.8955	0.0659	0.8955	0.9463
0.0541	58.6667	1056	0.9312	0.0659	0.9312	0.9650
0.0541	58.7778	1058	0.9294	0.1025	0.9294	0.9641
0.0541	58.8889	1060	0.8894	0.0659	0.8894	0.9431
0.0541	59.0	1062	0.8053	0.0913	0.8053	0.8974
0.0541	59.1111	1064	0.7332	0.0768	0.7332	0.8563
0.0541	59.2222	1066	0.7199	0.0914	0.7199	0.8485
0.0541	59.3333	1068	0.7419	0.1404	0.7419	0.8613
0.0541	59.4444	1070	0.7439	0.1404	0.7439	0.8625
0.0541	59.5556	1072	0.7291	0.1413	0.7291	0.8539
0.0541	59.6667	1074	0.7365	0.0814	0.7365	0.8582
0.0541	59.7778	1076	0.7731	0.1096	0.7731	0.8793
0.0541	59.8889	1078	0.8117	0.1286	0.8117	0.9010
0.0541	60.0	1080	0.8378	0.1660	0.8378	0.9153
0.0541	60.1111	1082	0.8240	0.1660	0.8240	0.9077
0.0541	60.2222	1084	0.8006	0.1660	0.8006	0.8948
0.0541	60.3333	1086	0.7680	0.1096	0.7680	0.8764
0.0541	60.4444	1088	0.7503	0.1146	0.7503	0.8662
0.0541	60.5556	1090	0.7406	0.1146	0.7406	0.8606
0.0541	60.6667	1092	0.7299	0.0723	0.7299	0.8543
0.0541	60.7778	1094	0.7285	0.1311	0.7285	0.8535
0.0541	60.8889	1096	0.7304	0.0863	0.7304	0.8546
0.0541	61.0	1098	0.7358	0.0863	0.7358	0.8578
0.0541	61.1111	1100	0.7426	0.0863	0.7426	0.8617
0.0541	61.2222	1102	0.7725	0.1096	0.7725	0.8789
0.0541	61.3333	1104	0.8017	0.1387	0.8017	0.8954
0.0541	61.4444	1106	0.8425	0.1660	0.8425	0.9179
0.0541	61.5556	1108	0.8642	0.1196	0.8642	0.9296
0.0541	61.6667	1110	0.8767	0.1150	0.8767	0.9363
0.0541	61.7778	1112	0.8714	0.1196	0.8714	0.9335
0.0541	61.8889	1114	0.8685	0.1196	0.8685	0.9320
0.0541	62.0	1116	0.8751	0.1196	0.8751	0.9355
0.0541	62.1111	1118	0.8608	0.0793	0.8608	0.9278
0.0541	62.2222	1120	0.8610	0.0793	0.8610	0.9279
0.0541	62.3333	1122	0.8518	0.0793	0.8518	0.9230
0.0541	62.4444	1124	0.8487	0.0831	0.8487	0.9212
0.0541	62.5556	1126	0.8613	0.0793	0.8613	0.9280
0.0541	62.6667	1128	0.8643	0.1239	0.8643	0.9297
0.0541	62.7778	1130	0.8607	0.1239	0.8607	0.9278
0.0541	62.8889	1132	0.8579	0.1286	0.8579	0.9262
0.0541	63.0	1134	0.8703	0.1286	0.8703	0.9329
0.0541	63.1111	1136	0.8852	0.1239	0.8852	0.9408
0.0541	63.2222	1138	0.8596	0.1286	0.8596	0.9272
0.0541	63.3333	1140	0.8362	0.1281	0.8362	0.9145
0.0541	63.4444	1142	0.8275	0.0917	0.8275	0.9097
0.0541	63.5556	1144	0.8270	0.1286	0.8270	0.9094
0.0541	63.6667	1146	0.8123	0.1286	0.8123	0.9013
0.0541	63.7778	1148	0.8078	0.1286	0.8078	0.8988
0.0541	63.8889	1150	0.8043	0.1379	0.8043	0.8968
0.0541	64.0	1152	0.8073	0.1379	0.8073	0.8985
0.0541	64.1111	1154	0.8182	0.1687	0.8182	0.9046
0.0541	64.2222	1156	0.8459	0.1582	0.8459	0.9197
0.0541	64.3333	1158	0.8483	0.1582	0.8483	0.9210
0.0541	64.4444	1160	0.8458	0.1582	0.8458	0.9196
0.0541	64.5556	1162	0.8290	0.1286	0.8290	0.9105
0.0541	64.6667	1164	0.8145	0.1286	0.8145	0.9025
0.0541	64.7778	1166	0.8049	0.1336	0.8049	0.8972
0.0541	64.8889	1168	0.7971	0.1379	0.7971	0.8928
0.0541	65.0	1170	0.7963	0.1541	0.7963	0.8923
0.0541	65.1111	1172	0.7781	0.1143	0.7781	0.8821
0.0541	65.2222	1174	0.7703	0.0828	0.7703	0.8777
0.0541	65.3333	1176	0.7698	0.0828	0.7698	0.8774
0.0541	65.4444	1178	0.7710	0.0828	0.7710	0.8781
0.0541	65.5556	1180	0.7691	0.0828	0.7691	0.8770
0.0541	65.6667	1182	0.7572	0.0828	0.7572	0.8702
0.0541	65.7778	1184	0.7476	0.1362	0.7476	0.8646
0.0541	65.8889	1186	0.7448	0.0821	0.7448	0.8630
0.0541	66.0	1188	0.7488	0.1249	0.7488	0.8653
0.0541	66.1111	1190	0.7634	0.1599	0.7634	0.8737
0.0541	66.2222	1192	0.7796	0.1541	0.7796	0.8829
0.0541	66.3333	1194	0.8011	0.0562	0.8011	0.8951
0.0541	66.4444	1196	0.8512	0.1532	0.8512	0.9226
0.0541	66.5556	1198	0.8930	0.1065	0.8930	0.9450
0.0541	66.6667	1200	0.9081	0.1065	0.9081	0.9530
0.0541	66.7778	1202	0.8867	0.1105	0.8867	0.9416
0.0541	66.8889	1204	0.8551	0.1532	0.8551	0.9247
0.0541	67.0	1206	0.8190	0.0917	0.8190	0.9050
0.0541	67.1111	1208	0.7912	0.1096	0.7912	0.8895
0.0541	67.2222	1210	0.7682	0.0723	0.7682	0.8765
0.0541	67.3333	1212	0.7543	0.0768	0.7543	0.8685
0.0541	67.4444	1214	0.7468	0.0768	0.7468	0.8642
0.0541	67.5556	1216	0.7465	0.0768	0.7465	0.8640
0.0541	67.6667	1218	0.7471	0.0768	0.7471	0.8643
0.0541	67.7778	1220	0.7514	0.1146	0.7514	0.8668
0.0541	67.8889	1222	0.7550	0.1146	0.7550	0.8689
0.0541	68.0	1224	0.7684	0.1096	0.7684	0.8766
0.0541	68.1111	1226	0.7839	0.0562	0.7838	0.8854
0.0541	68.2222	1228	0.7976	0.0913	0.7976	0.8931
0.0541	68.3333	1230	0.7980	0.0956	0.7980	0.8933
0.0541	68.4444	1232	0.7855	0.0562	0.7855	0.8863
0.0541	68.5556	1234	0.7810	0.0562	0.7810	0.8837
0.0541	68.6667	1236	0.7759	0.0562	0.7759	0.8809
0.0541	68.7778	1238	0.7648	0.1047	0.7648	0.8746
0.0541	68.8889	1240	0.7493	0.1096	0.7493	0.8656
0.0541	69.0	1242	0.7522	0.1096	0.7522	0.8673
0.0541	69.1111	1244	0.7680	0.1047	0.7680	0.8763
0.0541	69.2222	1246	0.7784	0.0562	0.7784	0.8823
0.0541	69.3333	1248	0.7825	0.0562	0.7825	0.8846
0.0541	69.4444	1250	0.7875	0.0562	0.7875	0.8874
0.0541	69.5556	1252	0.7899	0.0562	0.7899	0.8888
0.0541	69.6667	1254	0.7879	0.0562	0.7879	0.8876
0.0541	69.7778	1256	0.7956	0.0913	0.7956	0.8919
0.0541	69.8889	1258	0.7995	0.0913	0.7995	0.8942
0.0541	70.0	1260	0.8038	0.0913	0.8038	0.8965
0.0541	70.1111	1262	0.8089	0.0913	0.8089	0.8994
0.0541	70.2222	1264	0.8182	0.1286	0.8182	0.9045
0.0541	70.3333	1266	0.8301	0.1286	0.8301	0.9111
0.0541	70.4444	1268	0.8315	0.1286	0.8315	0.9119
0.0541	70.5556	1270	0.8377	0.1286	0.8377	0.9152
0.0541	70.6667	1272	0.8513	0.1286	0.8513	0.9227
0.0541	70.7778	1274	0.8674	0.0831	0.8674	0.9313
0.0541	70.8889	1276	0.8859	0.1065	0.8859	0.9412
0.0541	71.0	1278	0.9176	0.1065	0.9176	0.9579
0.0541	71.1111	1280	0.9435	0.1445	0.9435	0.9713
0.0541	71.2222	1282	0.9422	0.1445	0.9422	0.9707
0.0541	71.3333	1284	0.9036	0.1065	0.9036	0.9506
0.0541	71.4444	1286	0.8819	0.0755	0.8819	0.9391
0.0541	71.5556	1288	0.8477	0.1286	0.8477	0.9207
0.0541	71.6667	1290	0.8145	0.1047	0.8145	0.9025
0.0541	71.7778	1292	0.7884	0.1199	0.7884	0.8879
0.0541	71.8889	1294	0.7713	0.0318	0.7713	0.8783
0.0541	72.0	1296	0.7635	0.0318	0.7635	0.8738
0.0541	72.1111	1298	0.7557	0.0318	0.7557	0.8693
0.0541	72.2222	1300	0.7411	0.0318	0.7411	0.8609
0.0541	72.3333	1302	0.7329	0.0318	0.7329	0.8561

Framework versions

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