ArabicNewSplits7_OSS_usingWellWrittenEssays_FineTuningAraBERT_run2_AugV5_k7_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: 0.7836
• Qwk: -0.0488
• Mse: 0.7836
• Rmse: 0.8852

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	0.0556	2	3.6117	0.0048	3.6117	1.9005
No log	0.1111	4	1.8583	0.0325	1.8583	1.3632
No log	0.1667	6	2.1915	-0.0101	2.1915	1.4804
No log	0.2222	8	2.2725	0.0218	2.2725	1.5075
No log	0.2778	10	0.8910	-0.0056	0.8910	0.9439
No log	0.3333	12	0.7637	-0.0035	0.7637	0.8739
No log	0.3889	14	0.8810	-0.0240	0.8810	0.9386
No log	0.4444	16	0.9442	-0.1701	0.9442	0.9717
No log	0.5	18	0.9439	-0.1715	0.9439	0.9715
No log	0.5556	20	1.0431	-0.2044	1.0431	1.0213
No log	0.6111	22	1.0690	-0.0606	1.0690	1.0339
No log	0.6667	24	1.0790	-0.1286	1.0790	1.0387
No log	0.7222	26	1.0189	-0.1277	1.0189	1.0094
No log	0.7778	28	0.8438	-0.0766	0.8438	0.9186
No log	0.8333	30	0.7526	-0.0679	0.7526	0.8675
No log	0.8889	32	0.7508	-0.0679	0.7508	0.8665
No log	0.9444	34	0.7930	-0.0679	0.7930	0.8905
No log	1.0	36	0.7890	-0.0695	0.7890	0.8882
No log	1.0556	38	0.8388	-0.1730	0.8388	0.9159
No log	1.1111	40	0.8807	-0.1253	0.8807	0.9385
No log	1.1667	42	0.7894	-0.0711	0.7894	0.8885
No log	1.2222	44	0.7815	0.1659	0.7815	0.8840
No log	1.2778	46	1.1815	0.0947	1.1815	1.0870
No log	1.3333	48	1.3048	0.0706	1.3048	1.1423
No log	1.3889	50	0.9701	0.0327	0.9701	0.9849
No log	1.4444	52	0.8425	0.0804	0.8425	0.9179
No log	1.5	54	0.8419	0.0376	0.8419	0.9176
No log	1.5556	56	0.8501	0.1049	0.8501	0.9220
No log	1.6111	58	0.8469	0.1050	0.8469	0.9203
No log	1.6667	60	0.8835	0.2038	0.8835	0.9399
No log	1.7222	62	0.9503	0.1102	0.9503	0.9748
No log	1.7778	64	0.9758	0.1328	0.9758	0.9878
No log	1.8333	66	0.8711	0.0816	0.8711	0.9333
No log	1.8889	68	0.9329	0.0277	0.9329	0.9659
No log	1.9444	70	0.9467	-0.0093	0.9467	0.9730
No log	2.0	72	0.8851	-0.1027	0.8851	0.9408
No log	2.0556	74	0.9020	-0.0983	0.9020	0.9497
No log	2.1111	76	0.8790	0.0757	0.8790	0.9375
No log	2.1667	78	1.0029	-0.0789	1.0029	1.0014
No log	2.2222	80	1.1678	0.0076	1.1678	1.0807
No log	2.2778	82	1.1048	0.0296	1.1048	1.0511
No log	2.3333	84	0.9758	0.0892	0.9758	0.9878
No log	2.3889	86	1.0119	0.1029	1.0119	1.0059
No log	2.4444	88	1.0110	0.1354	1.0110	1.0055
No log	2.5	90	1.3177	0.1476	1.3177	1.1479
No log	2.5556	92	1.2206	0.0666	1.2206	1.1048
No log	2.6111	94	0.9377	-0.1027	0.9377	0.9683
No log	2.6667	96	0.9475	0.1475	0.9475	0.9734
No log	2.7222	98	0.9408	-0.0851	0.9408	0.9699
No log	2.7778	100	1.1032	0.0612	1.1032	1.0503
No log	2.8333	102	1.2915	0.1724	1.2915	1.1364
No log	2.8889	104	1.1997	0.1175	1.1997	1.0953
No log	2.9444	106	1.1280	0.1117	1.1280	1.0621
No log	3.0	108	1.0518	0.1122	1.0518	1.0256
No log	3.0556	110	1.1912	0.0673	1.1912	1.0914
No log	3.1111	112	1.1710	0.0379	1.1710	1.0821
No log	3.1667	114	1.0158	0.0262	1.0158	1.0079
No log	3.2222	116	1.0209	0.0906	1.0209	1.0104
No log	3.2778	118	1.0372	0.0272	1.0372	1.0184
No log	3.3333	120	1.1442	0.1206	1.1442	1.0697
No log	3.3889	122	1.1616	0.0487	1.1616	1.0778
No log	3.4444	124	1.0750	0.0986	1.0750	1.0368
No log	3.5	126	1.1161	0.1204	1.1161	1.0565
No log	3.5556	128	1.1652	0.0964	1.1652	1.0794
No log	3.6111	130	0.9769	0.0746	0.9769	0.9884
No log	3.6667	132	0.9444	0.1053	0.9444	0.9718
No log	3.7222	134	0.9307	0.0511	0.9307	0.9648
No log	3.7778	136	0.9145	0.0852	0.9145	0.9563
No log	3.8333	138	0.8749	0.1168	0.8749	0.9354
No log	3.8889	140	0.8783	0.0768	0.8783	0.9372
No log	3.9444	142	1.0274	0.1719	1.0274	1.0136
No log	4.0	144	1.3039	0.1470	1.3039	1.1419
No log	4.0556	146	1.2912	0.1459	1.2912	1.1363
No log	4.1111	148	0.9798	0.1775	0.9798	0.9899
No log	4.1667	150	0.8265	0.2987	0.8265	0.9091
No log	4.2222	152	0.8527	0.1528	0.8527	0.9234
No log	4.2778	154	0.9991	0.0379	0.9991	0.9995
No log	4.3333	156	0.9729	0.0044	0.9729	0.9863
No log	4.3889	158	0.8485	0.0093	0.8485	0.9211
No log	4.4444	160	0.8298	0.1604	0.8298	0.9109
No log	4.5	162	0.8338	0.2002	0.8338	0.9131
No log	4.5556	164	0.9179	0.0246	0.9179	0.9581
No log	4.6111	166	1.0238	0.0957	1.0238	1.0118
No log	4.6667	168	0.8492	0.1580	0.8492	0.9215
No log	4.7222	170	0.8346	0.2447	0.8346	0.9135
No log	4.7778	172	0.9643	0.0291	0.9643	0.9820
No log	4.8333	174	1.3180	0.1251	1.3180	1.1480
No log	4.8889	176	1.1666	-0.0222	1.1666	1.0801
No log	4.9444	178	0.9263	0.0283	0.9263	0.9625
No log	5.0	180	0.9884	0.1188	0.9884	0.9942
No log	5.0556	182	0.9665	0.0064	0.9665	0.9831
No log	5.1111	184	1.2558	0.0122	1.2558	1.1206
No log	5.1667	186	1.4360	0.1022	1.4360	1.1983
No log	5.2222	188	1.2291	0.0174	1.2291	1.1087
No log	5.2778	190	0.8938	0.0866	0.8938	0.9454
No log	5.3333	192	0.8507	0.1144	0.8507	0.9224
No log	5.3889	194	0.8183	0.1144	0.8183	0.9046
No log	5.4444	196	0.8104	0.0426	0.8104	0.9002
No log	5.5	198	0.8125	0.0488	0.8125	0.9014
No log	5.5556	200	0.8511	-0.0228	0.8511	0.9226
No log	5.6111	202	0.8851	0.0178	0.8851	0.9408
No log	5.6667	204	0.8914	0.0518	0.8914	0.9442
No log	5.7222	206	0.8678	0.0796	0.8678	0.9316
No log	5.7778	208	0.9289	0.0129	0.9289	0.9638
No log	5.8333	210	0.9906	0.0268	0.9906	0.9953
No log	5.8889	212	0.9615	0.0148	0.9615	0.9805
No log	5.9444	214	0.9160	0.0437	0.9160	0.9571
No log	6.0	216	0.9495	0.0529	0.9495	0.9744
No log	6.0556	218	0.9971	-0.0074	0.9971	0.9985
No log	6.1111	220	0.9398	0.0883	0.9398	0.9694
No log	6.1667	222	0.8848	0.1573	0.8848	0.9406
No log	6.2222	224	0.8917	0.1185	0.8917	0.9443
No log	6.2778	226	0.8378	0.2748	0.8378	0.9153
No log	6.3333	228	0.9009	0.0223	0.9009	0.9491
No log	6.3889	230	0.9809	0.0713	0.9809	0.9904
No log	6.4444	232	0.8070	0.2057	0.8070	0.8983
No log	6.5	234	0.7824	0.1485	0.7824	0.8845
No log	6.5556	236	0.8000	0.1644	0.8000	0.8944
No log	6.6111	238	0.9069	-0.0167	0.9069	0.9523
No log	6.6667	240	0.9835	-0.0356	0.9835	0.9917
No log	6.7222	242	0.9624	0.0471	0.9624	0.9810
No log	6.7778	244	1.0584	0.0274	1.0584	1.0288
No log	6.8333	246	1.2116	0.0931	1.2116	1.1007
No log	6.8889	248	1.0272	0.0199	1.0272	1.0135
No log	6.9444	250	0.9084	-0.0049	0.9084	0.9531
No log	7.0	252	0.8551	0.0732	0.8551	0.9247
No log	7.0556	254	0.8386	-0.0992	0.8386	0.9157
No log	7.1111	256	0.8748	-0.1523	0.8748	0.9353
No log	7.1667	258	0.9502	-0.0468	0.9502	0.9748
No log	7.2222	260	0.8926	0.0518	0.8926	0.9448
No log	7.2778	262	0.9096	0.0421	0.9096	0.9537
No log	7.3333	264	1.0031	0.0532	1.0031	1.0016
No log	7.3889	266	1.1624	-0.0141	1.1624	1.0781
No log	7.4444	268	1.0297	-0.0638	1.0297	1.0147
No log	7.5	270	0.8636	0.0810	0.8636	0.9293
No log	7.5556	272	0.8595	0.0700	0.8595	0.9271
No log	7.6111	274	0.8713	0.0426	0.8713	0.9335
No log	7.6667	276	1.0003	-0.0356	1.0003	1.0002
No log	7.7222	278	0.9644	0.0189	0.9644	0.9820
No log	7.7778	280	0.8964	0.0643	0.8964	0.9468
No log	7.8333	282	0.8986	0.0856	0.8986	0.9479
No log	7.8889	284	0.9108	0.1209	0.9108	0.9544
No log	7.9444	286	0.9629	-0.0119	0.9629	0.9813
No log	8.0	288	0.8810	0.1569	0.8810	0.9386
No log	8.0556	290	0.8796	0.0344	0.8796	0.9379
No log	8.1111	292	0.9474	-0.0452	0.9474	0.9733
No log	8.1667	294	0.9409	-0.0771	0.9409	0.9700
No log	8.2222	296	0.8208	0.1236	0.8208	0.9060
No log	8.2778	298	0.8088	0.0700	0.8088	0.8993
No log	8.3333	300	0.8287	0.1048	0.8287	0.9103
No log	8.3889	302	0.8456	0.1192	0.8456	0.9196
No log	8.4444	304	0.9419	-0.0119	0.9419	0.9705
No log	8.5	306	0.9988	-0.0382	0.9988	0.9994
No log	8.5556	308	0.9954	-0.0053	0.9954	0.9977
No log	8.6111	310	0.9392	-0.0115	0.9392	0.9691
No log	8.6667	312	0.8816	-0.0025	0.8816	0.9389
No log	8.7222	314	0.8822	0.0097	0.8822	0.9393
No log	8.7778	316	0.9252	0.0230	0.9252	0.9618
No log	8.8333	318	0.9085	0.0537	0.9085	0.9532
No log	8.8889	320	1.0096	-0.0282	1.0096	1.0048
No log	8.9444	322	1.0785	0.0356	1.0785	1.0385
No log	9.0	324	0.9841	0.0262	0.9841	0.9920
No log	9.0556	326	0.8543	0.0783	0.8543	0.9243
No log	9.1111	328	0.8583	0.0236	0.8583	0.9265
No log	9.1667	330	0.8378	0.0893	0.8378	0.9153
No log	9.2222	332	0.9699	0.0301	0.9699	0.9848
No log	9.2778	334	1.0493	-0.0870	1.0493	1.0244
No log	9.3333	336	0.9111	0.0569	0.9111	0.9545
No log	9.3889	338	0.8484	0.0119	0.8484	0.9211
No log	9.4444	340	0.8311	0.2063	0.8311	0.9116
No log	9.5	342	0.8543	0.2817	0.8543	0.9243
No log	9.5556	344	0.9323	0.0540	0.9323	0.9655
No log	9.6111	346	0.9134	0.0550	0.9134	0.9557
No log	9.6667	348	0.8728	0.0883	0.8728	0.9342
No log	9.7222	350	0.8848	-0.0099	0.8848	0.9407
No log	9.7778	352	0.8387	0.0913	0.8387	0.9158
No log	9.8333	354	0.7882	0.2443	0.7882	0.8878
No log	9.8889	356	0.7649	0.2443	0.7649	0.8746
No log	9.9444	358	0.7720	0.2443	0.7720	0.8786
No log	10.0	360	0.7904	0.1508	0.7904	0.8890
No log	10.0556	362	0.8320	0.2218	0.8320	0.9121
No log	10.1111	364	0.9948	0.0862	0.9948	0.9974
No log	10.1667	366	1.3391	0.1248	1.3391	1.1572
No log	10.2222	368	1.3545	0.0995	1.3545	1.1638
No log	10.2778	370	1.1427	0.0653	1.1427	1.0690
No log	10.3333	372	0.9282	0.0827	0.9282	0.9634
No log	10.3889	374	0.8832	0.1465	0.8832	0.9398
No log	10.4444	376	0.8526	0.1767	0.8526	0.9234
No log	10.5	378	0.8166	0.2063	0.8166	0.9037
No log	10.5556	380	0.8446	0.1251	0.8446	0.9190
No log	10.6111	382	0.8386	0.1942	0.8386	0.9157
No log	10.6667	384	0.8268	0.1922	0.8268	0.9093
No log	10.7222	386	0.8287	0.2443	0.8287	0.9103
No log	10.7778	388	0.8232	0.2087	0.8232	0.9073
No log	10.8333	390	0.8345	0.0455	0.8345	0.9135
No log	10.8889	392	0.8320	0.2443	0.8320	0.9121
No log	10.9444	394	0.8576	0.1863	0.8576	0.9260
No log	11.0	396	0.8703	0.1179	0.8703	0.9329
No log	11.0556	398	0.8650	0.1224	0.8650	0.9301
No log	11.1111	400	0.8309	0.0851	0.8309	0.9116
No log	11.1667	402	0.8069	0.0	0.8069	0.8983
No log	11.2222	404	0.7801	0.0412	0.7801	0.8832
No log	11.2778	406	0.7893	0.2180	0.7893	0.8884
No log	11.3333	408	0.7951	0.2150	0.7951	0.8917
No log	11.3889	410	0.8221	0.1644	0.8221	0.9067
No log	11.4444	412	0.8339	0.2046	0.8339	0.9132
No log	11.5	414	0.8684	0.1586	0.8684	0.9319
No log	11.5556	416	0.8459	0.1923	0.8459	0.9197
No log	11.6111	418	0.8063	0.2024	0.8063	0.8980
No log	11.6667	420	0.7776	0.2046	0.7776	0.8818
No log	11.7222	422	0.7939	0.1673	0.7939	0.8910
No log	11.7778	424	0.9039	0.0939	0.9039	0.9508
No log	11.8333	426	0.8398	0.1244	0.8398	0.9164
No log	11.8889	428	0.7715	0.1550	0.7715	0.8783
No log	11.9444	430	0.7921	0.1485	0.7921	0.8900
No log	12.0	432	0.8071	0.1485	0.8071	0.8984
No log	12.0556	434	0.8392	0.0437	0.8392	0.9161
No log	12.1111	436	0.9295	0.0255	0.9295	0.9641
No log	12.1667	438	0.9020	0.0883	0.9020	0.9497
No log	12.2222	440	0.8430	0.0330	0.8430	0.9182
No log	12.2778	442	0.8812	0.1286	0.8812	0.9387
No log	12.3333	444	0.9181	0.1196	0.9181	0.9582
No log	12.3889	446	0.8164	0.1001	0.8164	0.9035
No log	12.4444	448	0.8046	0.0	0.8046	0.8970
No log	12.5	450	0.9205	-0.0076	0.9205	0.9594
No log	12.5556	452	0.9196	-0.0424	0.9196	0.9590
No log	12.6111	454	0.8731	0.0526	0.8731	0.9344
No log	12.6667	456	0.8348	0.1139	0.8348	0.9137
No log	12.7222	458	0.8464	0.1049	0.8464	0.9200
No log	12.7778	460	0.8610	0.0025	0.8610	0.9279
No log	12.8333	462	0.8856	0.0469	0.8856	0.9411
No log	12.8889	464	0.8613	0.0437	0.8613	0.9281
No log	12.9444	466	0.8319	0.0798	0.8319	0.9121
No log	13.0	468	0.8031	-0.0056	0.8031	0.8961
No log	13.0556	470	0.7816	0.0412	0.7816	0.8841
No log	13.1111	472	0.8020	-0.0741	0.8020	0.8955
No log	13.1667	474	0.8313	-0.0257	0.8313	0.9117
No log	13.2222	476	0.8282	0.0469	0.8282	0.9100
No log	13.2778	478	0.8043	0.1095	0.8043	0.8969
No log	13.3333	480	0.7922	0.1095	0.7922	0.8900
No log	13.3889	482	0.7982	0.1282	0.7982	0.8934
No log	13.4444	484	0.8729	-0.0622	0.8729	0.9343
No log	13.5	486	0.8993	-0.0550	0.8993	0.9483
No log	13.5556	488	0.8602	-0.0660	0.8602	0.9275
No log	13.6111	490	0.8343	0.1561	0.8343	0.9134
No log	13.6667	492	0.8489	0.1353	0.8489	0.9213
No log	13.7222	494	0.8842	0.0066	0.8842	0.9403
No log	13.7778	496	0.9564	-0.0381	0.9564	0.9779
No log	13.8333	498	0.9218	-0.0870	0.9218	0.9601
0.2939	13.8889	500	0.8192	-0.0741	0.8192	0.9051
0.2939	13.9444	502	0.7667	0.0863	0.7667	0.8756
0.2939	14.0	504	0.7478	0.0857	0.7478	0.8648
0.2939	14.0556	506	0.7454	0.1318	0.7454	0.8634
0.2939	14.1111	508	0.7495	0.1311	0.7495	0.8657
0.2939	14.1667	510	0.7851	0.0481	0.7851	0.8860
0.2939	14.2222	512	0.8740	-0.0920	0.8740	0.9349
0.2939	14.2778	514	0.8423	0.0455	0.8423	0.9178
0.2939	14.3333	516	0.8175	0.1353	0.8175	0.9042
0.2939	14.3889	518	0.9511	0.0989	0.9511	0.9753
0.2939	14.4444	520	0.9432	0.1297	0.9432	0.9712
0.2939	14.5	522	0.8040	0.1049	0.8040	0.8967
0.2939	14.5556	524	0.8095	0.0455	0.8095	0.8997
0.2939	14.6111	526	0.9246	0.0734	0.9246	0.9615
0.2939	14.6667	528	0.8885	-0.0306	0.8885	0.9426
0.2939	14.7222	530	0.7743	-0.1271	0.7743	0.8799
0.2939	14.7778	532	0.7508	0.1758	0.7508	0.8665
0.2939	14.8333	534	0.8162	0.1899	0.8162	0.9034
0.2939	14.8889	536	0.8182	0.1965	0.8182	0.9045
0.2939	14.9444	538	0.7974	0.1144	0.7974	0.8930
0.2939	15.0	540	0.8347	0.1209	0.8347	0.9136
0.2939	15.0556	542	0.9328	0.0277	0.9328	0.9658
0.2939	15.1111	544	0.9660	0.0977	0.9660	0.9829
0.2939	15.1667	546	0.9135	0.0972	0.9135	0.9558
0.2939	15.2222	548	0.7992	0.0	0.7992	0.8940
0.2939	15.2778	550	0.7673	0.0282	0.7673	0.8759
0.2939	15.3333	552	0.7633	0.0282	0.7633	0.8736
0.2939	15.3889	554	0.7456	-0.0179	0.7456	0.8635
0.2939	15.4444	556	0.7653	0.0394	0.7653	0.8748
0.2939	15.5	558	0.8779	0.0307	0.8779	0.9370
0.2939	15.5556	560	0.9537	0.0378	0.9537	0.9766
0.2939	15.6111	562	0.8830	0.0549	0.8830	0.9397
0.2939	15.6667	564	0.8105	0.0376	0.8105	0.9003
0.2939	15.7222	566	0.8668	0.1272	0.8668	0.9310
0.2939	15.7778	568	0.8892	0.1609	0.8892	0.9430
0.2939	15.8333	570	0.8490	0.0257	0.8490	0.9214
0.2939	15.8889	572	0.8375	0.0376	0.8375	0.9151
0.2939	15.9444	574	0.8284	-0.0462	0.8284	0.9102
0.2939	16.0	576	0.7782	0.0821	0.7782	0.8822
0.2939	16.0556	578	0.7496	0.1740	0.7496	0.8658
0.2939	16.1111	580	0.7345	0.1691	0.7345	0.8570
0.2939	16.1667	582	0.7129	0.0857	0.7129	0.8444
0.2939	16.2222	584	0.7146	0.0863	0.7146	0.8454
0.2939	16.2778	586	0.7644	0.0488	0.7644	0.8743
0.2939	16.3333	588	0.8183	-0.0558	0.8183	0.9046
0.2939	16.3889	590	0.7945	-0.0257	0.7945	0.8914
0.2939	16.4444	592	0.7417	0.1249	0.7417	0.8612
0.2939	16.5	594	0.7623	0.2390	0.7623	0.8731
0.2939	16.5556	596	0.7637	0.2757	0.7637	0.8739
0.2939	16.6111	598	0.7354	0.1675	0.7354	0.8576
0.2939	16.6667	600	0.7255	0.0375	0.7255	0.8518
0.2939	16.7222	602	0.7436	-0.0056	0.7436	0.8623
0.2939	16.7778	604	0.7859	0.0444	0.7859	0.8865
0.2939	16.8333	606	0.7817	-0.0483	0.7817	0.8842
0.2939	16.8889	608	0.7930	0.1244	0.7930	0.8905
0.2939	16.9444	610	0.8209	0.2169	0.8209	0.9061
0.2939	17.0	612	0.8326	0.1456	0.8326	0.9125
0.2939	17.0556	614	0.8639	0.0771	0.8639	0.9294
0.2939	17.1111	616	0.8655	-0.0391	0.8655	0.9303
0.2939	17.1667	618	0.8020	0.0828	0.8020	0.8955
0.2939	17.2222	620	0.7604	0.1254	0.7604	0.8720
0.2939	17.2778	622	0.7804	0.1859	0.7804	0.8834
0.2939	17.3333	624	0.7772	0.2220	0.7772	0.8816
0.2939	17.3889	626	0.7531	0.2009	0.7531	0.8678
0.2939	17.4444	628	0.7655	0.0821	0.7655	0.8749
0.2939	17.5	630	0.8306	-0.1219	0.8306	0.9114
0.2939	17.5556	632	0.8816	-0.1027	0.8816	0.9389
0.2939	17.6111	634	0.8955	-0.0408	0.8955	0.9463
0.2939	17.6667	636	0.9225	-0.0408	0.9225	0.9605
0.2939	17.7222	638	0.9563	0.0090	0.9563	0.9779
0.2939	17.7778	640	0.9654	0.0042	0.9654	0.9826
0.2939	17.8333	642	0.9399	0.0	0.9399	0.9695
0.2939	17.8889	644	0.9015	0.0023	0.9015	0.9495
0.2939	17.9444	646	0.8713	0.0408	0.8713	0.9334
0.2939	18.0	648	0.8594	-0.0357	0.8594	0.9270
0.2939	18.0556	650	0.8202	0.0828	0.8202	0.9056
0.2939	18.1111	652	0.8031	0.1095	0.8031	0.8962
0.2939	18.1667	654	0.8116	0.1475	0.8116	0.9009
0.2939	18.2222	656	0.8123	0.1094	0.8123	0.9013
0.2939	18.2778	658	0.8134	0.1192	0.8134	0.9019
0.2939	18.3333	660	0.8166	0.1095	0.8166	0.9037
0.2939	18.3889	662	0.8289	0.1727	0.8289	0.9104
0.2939	18.4444	664	0.8297	0.1465	0.8297	0.9109
0.2939	18.5	666	0.8616	0.0816	0.8616	0.9282
0.2939	18.5556	668	0.9318	-0.0156	0.9318	0.9653
0.2939	18.6111	670	0.9058	-0.0156	0.9058	0.9517
0.2939	18.6667	672	0.8452	0.1138	0.8452	0.9193
0.2939	18.7222	674	0.8778	0.1815	0.8778	0.9369
0.2939	18.7778	676	0.8999	0.2193	0.8999	0.9487
0.2939	18.8333	678	0.8294	0.1228	0.8294	0.9107
0.2939	18.8889	680	0.7873	0.0375	0.7873	0.8873
0.2939	18.9444	682	0.7823	0.0375	0.7823	0.8845
0.2939	19.0	684	0.7902	0.0375	0.7902	0.8889
0.2939	19.0556	686	0.8206	0.0444	0.8206	0.9059
0.2939	19.1111	688	0.8026	0.0828	0.8026	0.8959
0.2939	19.1667	690	0.8004	0.1196	0.8004	0.8946
0.2939	19.2222	692	0.8079	0.1196	0.8079	0.8988
0.2939	19.2778	694	0.8250	0.1187	0.8250	0.9083
0.2939	19.3333	696	0.8505	-0.0373	0.8505	0.9222
0.2939	19.3889	698	0.8194	-0.0027	0.8194	0.9052
0.2939	19.4444	700	0.7934	0.0821	0.7934	0.8908
0.2939	19.5	702	0.7815	0.1740	0.7815	0.8840
0.2939	19.5556	704	0.7877	0.0394	0.7877	0.8875
0.2939	19.6111	706	0.8026	-0.0939	0.8026	0.8959
0.2939	19.6667	708	0.7993	0.0828	0.7993	0.8941
0.2939	19.7222	710	0.8058	0.1244	0.8058	0.8976
0.2939	19.7778	712	0.8118	0.1240	0.8118	0.9010
0.2939	19.8333	714	0.8601	0.0024	0.8601	0.9274
0.2939	19.8889	716	0.8888	0.0024	0.8888	0.9428
0.2939	19.9444	718	0.8761	-0.0051	0.8761	0.9360
0.2939	20.0	720	0.8825	0.1737	0.8825	0.9394
0.2939	20.0556	722	0.8760	0.0688	0.8760	0.9360
0.2939	20.1111	724	0.8734	0.0408	0.8734	0.9346
0.2939	20.1667	726	0.8979	-0.1305	0.8979	0.9476
0.2939	20.2222	728	0.9082	-0.0468	0.9082	0.9530
0.2939	20.2778	730	0.8712	-0.0357	0.8712	0.9334
0.2939	20.3333	732	0.8216	0.1249	0.8216	0.9064
0.2939	20.3889	734	0.8553	0.1415	0.8553	0.9248
0.2939	20.4444	736	0.8583	0.1318	0.8583	0.9265
0.2939	20.5	738	0.8282	0.1465	0.8282	0.9101
0.2939	20.5556	740	0.8622	-0.0373	0.8622	0.9286
0.2939	20.6111	742	0.9404	-0.0341	0.9404	0.9698
0.2939	20.6667	744	0.9264	-0.0341	0.9264	0.9625
0.2939	20.7222	746	0.8493	0.0426	0.8493	0.9215
0.2939	20.7778	748	0.8049	0.1415	0.8049	0.8972
0.2939	20.8333	750	0.8345	0.1379	0.8345	0.9135
0.2939	20.8889	752	0.8401	0.2092	0.8401	0.9166
0.2939	20.9444	754	0.8138	0.1841	0.8138	0.9021
0.2939	21.0	756	0.8268	0.0764	0.8268	0.9093
0.2939	21.0556	758	0.8884	-0.0123	0.8884	0.9426
0.2939	21.1111	760	0.9015	-0.0727	0.9015	0.9495
0.2939	21.1667	762	0.8466	-0.0288	0.8466	0.9201
0.2939	21.2222	764	0.7850	0.0776	0.7850	0.8860
0.2939	21.2778	766	0.7680	0.1691	0.7680	0.8763
0.2939	21.3333	768	0.7640	0.1691	0.7640	0.8740
0.2939	21.3889	770	0.7680	0.0776	0.7680	0.8764
0.2939	21.4444	772	0.7810	0.0776	0.7810	0.8837
0.2939	21.5	774	0.7758	0.0776	0.7758	0.8808
0.2939	21.5556	776	0.7713	0.0776	0.7713	0.8783
0.2939	21.6111	778	0.7782	0.0821	0.7782	0.8822
0.2939	21.6667	780	0.8292	0.0503	0.8292	0.9106
0.2939	21.7222	782	0.8796	-0.0056	0.8796	0.9379
0.2939	21.7778	784	0.8890	-0.0381	0.8890	0.9429
0.2939	21.8333	786	0.8387	0.0078	0.8387	0.9158
0.2939	21.8889	788	0.8061	0.0783	0.8061	0.8978
0.2939	21.9444	790	0.8009	0.1196	0.8009	0.8950
0.2939	22.0	792	0.8099	0.1196	0.8099	0.9000
0.2939	22.0556	794	0.8249	0.1604	0.8249	0.9082
0.2939	22.1111	796	0.8399	0.0771	0.8399	0.9165
0.2939	22.1667	798	0.8415	0.0771	0.8415	0.9173
0.2939	22.2222	800	0.8105	0.0393	0.8105	0.9003
0.2939	22.2778	802	0.7824	0.1691	0.7824	0.8845
0.2939	22.3333	804	0.7792	0.1691	0.7792	0.8827
0.2939	22.3889	806	0.7821	0.0768	0.7821	0.8844
0.2939	22.4444	808	0.7993	0.0776	0.7993	0.8941
0.2939	22.5	810	0.8115	-0.0051	0.8115	0.9008
0.2939	22.5556	812	0.8046	0.0768	0.8046	0.8970
0.2939	22.6111	814	0.8119	0.0768	0.8119	0.9010
0.2939	22.6667	816	0.8103	0.0768	0.8103	0.9002
0.2939	22.7222	818	0.8071	0.0768	0.8071	0.8984
0.2939	22.7778	820	0.8120	-0.0108	0.8120	0.9011
0.2939	22.8333	822	0.8360	0.0455	0.8360	0.9143
0.2939	22.8889	824	0.8373	0.0025	0.8373	0.9150
0.2939	22.9444	826	0.8390	0.0376	0.8390	0.9160
0.2939	23.0	828	0.8261	0.0289	0.8261	0.9089
0.2939	23.0556	830	0.8178	-0.0138	0.8178	0.9043
0.2939	23.1111	832	0.8230	-0.0108	0.8230	0.9072
0.2939	23.1667	834	0.8740	-0.0672	0.8740	0.9349
0.2939	23.2222	836	0.8975	-0.0816	0.8975	0.9474
0.2939	23.2778	838	0.8708	-0.1021	0.8708	0.9332
0.2939	23.3333	840	0.8193	-0.0082	0.8193	0.9052
0.2939	23.3889	842	0.8103	0.1199	0.8103	0.9001
0.2939	23.4444	844	0.8224	0.1199	0.8224	0.9068
0.2939	23.5	846	0.8282	0.1196	0.8282	0.9101
0.2939	23.5556	848	0.8305	0.0308	0.8305	0.9113
0.2939	23.6111	850	0.8467	-0.0079	0.8467	0.9202
0.2939	23.6667	852	0.8896	-0.0284	0.8896	0.9432
0.2939	23.7222	854	0.9280	0.0206	0.9280	0.9633
0.2939	23.7778	856	0.9198	0.0189	0.9198	0.9591
0.2939	23.8333	858	0.8653	0.0810	0.8653	0.9302
0.2939	23.8889	860	0.8252	0.0791	0.8252	0.9084
0.2939	23.9444	862	0.8215	0.0791	0.8215	0.9063
0.2939	24.0	864	0.8342	-0.0079	0.8342	0.9133
0.2939	24.0556	866	0.8554	0.0441	0.8554	0.9249
0.2939	24.1111	868	0.8437	-0.0462	0.8437	0.9185
0.2939	24.1667	870	0.8255	0.0709	0.8255	0.9086
0.2939	24.2222	872	0.8179	0.0966	0.8179	0.9044
0.2939	24.2778	874	0.8115	0.0966	0.8115	0.9008
0.2939	24.3333	876	0.8137	0.0776	0.8137	0.9020
0.2939	24.3889	878	0.8095	0.0834	0.8095	0.8997
0.2939	24.4444	880	0.8306	-0.0426	0.8306	0.9114
0.2939	24.5	882	0.8338	0.0025	0.8338	0.9131
0.2939	24.5556	884	0.7978	0.0776	0.7978	0.8932
0.2939	24.6111	886	0.7934	0.0768	0.7934	0.8907
0.2939	24.6667	888	0.8042	0.0776	0.8042	0.8968
0.2939	24.7222	890	0.8148	0.0776	0.8148	0.9026
0.2939	24.7778	892	0.8589	0.0455	0.8589	0.9268
0.2939	24.8333	894	0.8684	0.0114	0.8684	0.9319
0.2939	24.8889	896	0.8214	-0.0108	0.8214	0.9063
0.2939	24.9444	898	0.8015	0.0776	0.8015	0.8953
0.2939	25.0	900	0.8072	0.0776	0.8072	0.8985
0.2939	25.0556	902	0.8311	-0.0108	0.8311	0.9116
0.2939	25.1111	904	0.8537	0.0255	0.8537	0.9239
0.2939	25.1667	906	0.8687	0.0255	0.8687	0.9320
0.2939	25.2222	908	0.8562	0.0541	0.8562	0.9253
0.2939	25.2778	910	0.8457	0.1049	0.8457	0.9196
0.2939	25.3333	912	0.8460	0.0236	0.8460	0.9198
0.2939	25.3889	914	0.8735	0.0349	0.8735	0.9346
0.2939	25.4444	916	0.9130	-0.0634	0.9130	0.9555
0.2939	25.5	918	0.8981	-0.0277	0.8981	0.9477
0.2939	25.5556	920	0.8663	-0.0079	0.8663	0.9308
0.2939	25.6111	922	0.8535	0.1049	0.8535	0.9238
0.2939	25.6667	924	0.8340	0.1529	0.8340	0.9132
0.2939	25.7222	926	0.8091	0.0776	0.8091	0.8995
0.2939	25.7778	928	0.8305	-0.0841	0.8305	0.9113
0.2939	25.8333	930	0.8240	-0.1273	0.8240	0.9077
0.2939	25.8889	932	0.7880	-0.0567	0.7880	0.8877
0.2939	25.9444	934	0.7525	0.0814	0.7525	0.8674
0.2939	26.0	936	0.7593	0.1691	0.7593	0.8714
0.2939	26.0556	938	0.7823	0.1691	0.7823	0.8845
0.2939	26.1111	940	0.7905	0.1612	0.7905	0.8891
0.2939	26.1667	942	0.7977	0.1612	0.7977	0.8932
0.2939	26.2222	944	0.8608	0.0049	0.8608	0.9278
0.2939	26.2778	946	0.9592	-0.0195	0.9592	0.9794
0.2939	26.3333	948	0.9868	0.0122	0.9868	0.9934
0.2939	26.3889	950	0.9275	-0.0051	0.9275	0.9631
0.2939	26.4444	952	0.8461	-0.0443	0.8461	0.9198
0.2939	26.5	954	0.8149	0.1565	0.8149	0.9027
0.2939	26.5556	956	0.8108	0.1565	0.8108	0.9005
0.2939	26.6111	958	0.8170	0.1565	0.8170	0.9039
0.2939	26.6667	960	0.8232	0.0776	0.8232	0.9073
0.2939	26.7222	962	0.8170	-0.0138	0.8170	0.9039
0.2939	26.7778	964	0.8027	-0.0113	0.8027	0.8959
0.2939	26.8333	966	0.7950	0.0821	0.7950	0.8916
0.2939	26.8889	968	0.8174	0.0410	0.8174	0.9041
0.2939	26.9444	970	0.8502	-0.0672	0.8502	0.9221
0.2939	27.0	972	0.8813	-0.0193	0.8813	0.9388
0.2939	27.0556	974	0.8633	0.0074	0.8633	0.9292
0.2939	27.1111	976	0.8173	-0.0113	0.8173	0.9040
0.2939	27.1667	978	0.8050	-0.0170	0.8050	0.8972
0.2939	27.2222	980	0.8018	0.0814	0.8018	0.8954
0.2939	27.2778	982	0.8075	0.0814	0.8075	0.8986
0.2939	27.3333	984	0.8212	-0.0483	0.8212	0.9062
0.2939	27.3889	986	0.8210	-0.1333	0.8210	0.9061
0.2939	27.4444	988	0.7906	-0.0612	0.7906	0.8892
0.2939	27.5	990	0.7681	0.0857	0.7681	0.8764
0.2939	27.5556	992	0.7907	0.1202	0.7907	0.8892
0.2939	27.6111	994	0.8250	0.1096	0.8250	0.9083
0.2939	27.6667	996	0.8309	0.0723	0.8309	0.9116
0.2939	27.7222	998	0.8443	0.0359	0.8443	0.9188
0.0676	27.7778	1000	0.8663	0.0024	0.8663	0.9307
0.0676	27.8333	1002	0.8869	-0.0611	0.8869	0.9418
0.0676	27.8889	1004	0.8575	-0.0326	0.8575	0.9260
0.0676	27.9444	1006	0.8019	-0.0108	0.8019	0.8955
0.0676	28.0	1008	0.7693	0.1259	0.7693	0.8771
0.0676	28.0556	1010	0.7531	0.1259	0.7531	0.8678
0.0676	28.1111	1012	0.7467	0.1259	0.7467	0.8641
0.0676	28.1667	1014	0.7403	0.1259	0.7403	0.8604
0.0676	28.2222	1016	0.7494	0.1379	0.7494	0.8657
0.0676	28.2778	1018	0.7968	0.0471	0.7968	0.8926
0.0676	28.3333	1020	0.8405	-0.0687	0.8405	0.9168
0.0676	28.3889	1022	0.8342	0.0481	0.8342	0.9134
0.0676	28.4444	1024	0.8001	0.0821	0.8001	0.8945
0.0676	28.5	1026	0.8051	0.1612	0.8051	0.8973
0.0676	28.5556	1028	0.8238	0.1379	0.8238	0.9077
0.0676	28.6111	1030	0.8352	0.1379	0.8352	0.9139
0.0676	28.6667	1032	0.8381	0.1415	0.8381	0.9155
0.0676	28.7222	1034	0.8457	0.1143	0.8457	0.9196
0.0676	28.7778	1036	0.8670	0.0733	0.8670	0.9311
0.0676	28.8333	1038	0.8777	-0.0326	0.8777	0.9368
0.0676	28.8889	1040	0.8911	-0.0838	0.8911	0.9440
0.0676	28.9444	1042	0.8429	0.0081	0.8429	0.9181
0.0676	29.0	1044	0.7815	-0.0532	0.7815	0.8840
0.0676	29.0556	1046	0.7553	0.0814	0.7553	0.8691
0.0676	29.1111	1048	0.7662	0.0814	0.7662	0.8753
0.0676	29.1667	1050	0.7770	0.0814	0.7770	0.8815
0.0676	29.2222	1052	0.7895	0.0821	0.7895	0.8885
0.0676	29.2778	1054	0.8021	0.0821	0.8021	0.8956
0.0676	29.3333	1056	0.8230	-0.0054	0.8230	0.9072
0.0676	29.3889	1058	0.8412	-0.0054	0.8412	0.9172
0.0676	29.4444	1060	0.8292	-0.0082	0.8292	0.9106
0.0676	29.5	1062	0.8087	0.0814	0.8087	0.8993
0.0676	29.5556	1064	0.8099	0.0768	0.8099	0.8999
0.0676	29.6111	1066	0.8157	0.0814	0.8157	0.9031
0.0676	29.6667	1068	0.8256	0.1192	0.8256	0.9086
0.0676	29.7222	1070	0.8461	-0.0113	0.8461	0.9198
0.0676	29.7778	1072	0.8712	-0.1067	0.8712	0.9334
0.0676	29.8333	1074	0.8744	-0.1067	0.8744	0.9351
0.0676	29.8889	1076	0.8419	-0.0444	0.8419	0.9176
0.0676	29.9444	1078	0.8139	0.0375	0.8139	0.9022
0.0676	30.0	1080	0.7916	0.0355	0.7915	0.8897
0.0676	30.0556	1082	0.7722	0.1318	0.7722	0.8787
0.0676	30.1111	1084	0.7623	0.1318	0.7623	0.8731
0.0676	30.1667	1086	0.7552	0.1318	0.7552	0.8690
0.0676	30.2222	1088	0.7516	0.1318	0.7516	0.8669
0.0676	30.2778	1090	0.7537	0.1318	0.7537	0.8681
0.0676	30.3333	1092	0.7692	0.0814	0.7692	0.8770
0.0676	30.3889	1094	0.7919	0.0821	0.7919	0.8899
0.0676	30.4444	1096	0.8103	0.0776	0.8103	0.9002
0.0676	30.5	1098	0.8422	-0.0113	0.8422	0.9177
0.0676	30.5556	1100	0.8693	0.0426	0.8693	0.9324
0.0676	30.6111	1102	0.8682	-0.0054	0.8682	0.9318
0.0676	30.6667	1104	0.8637	-0.0108	0.8637	0.9293
0.0676	30.7222	1106	0.8573	0.1049	0.8573	0.9259
0.0676	30.7778	1108	0.8775	0.1673	0.8775	0.9368
0.0676	30.8333	1110	0.8855	0.1560	0.8855	0.9410
0.0676	30.8889	1112	0.8589	0.1048	0.8589	0.9268
0.0676	30.9444	1114	0.8518	-0.0082	0.8518	0.9229
0.0676	31.0	1116	0.8624	0.0469	0.8624	0.9287
0.0676	31.0556	1118	0.9055	-0.0076	0.9055	0.9516
0.0676	31.1111	1120	0.9110	-0.0055	0.9110	0.9545
0.0676	31.1667	1122	0.8563	0.0547	0.8563	0.9254
0.0676	31.2222	1124	0.7892	-0.0113	0.7892	0.8883
0.0676	31.2778	1126	0.7557	0.0814	0.7557	0.8693
0.0676	31.3333	1128	0.7477	0.0814	0.7477	0.8647
0.0676	31.3889	1130	0.7481	0.0814	0.7481	0.8649
0.0676	31.4444	1132	0.7543	0.0814	0.7543	0.8685
0.0676	31.5	1134	0.7703	0.0814	0.7703	0.8777
0.0676	31.5556	1136	0.7936	0.0814	0.7936	0.8908
0.0676	31.6111	1138	0.8262	0.1196	0.8262	0.9089
0.0676	31.6667	1140	0.8538	0.1007	0.8538	0.9240
0.0676	31.7222	1142	0.8601	0.1094	0.8601	0.9274
0.0676	31.7778	1144	0.8536	0.1187	0.8536	0.9239
0.0676	31.8333	1146	0.8307	0.0828	0.8307	0.9114
0.0676	31.8889	1148	0.8061	0.0821	0.8061	0.8979
0.0676	31.9444	1150	0.7870	0.0814	0.7870	0.8871
0.0676	32.0	1152	0.7825	0.0814	0.7825	0.8846
0.0676	32.0556	1154	0.8016	-0.0113	0.8016	0.8953
0.0676	32.1111	1156	0.8291	0.0	0.8291	0.9106
0.0676	32.1667	1158	0.8215	-0.0054	0.8215	0.9064
0.0676	32.2222	1160	0.8175	-0.0113	0.8175	0.9042
0.0676	32.2778	1162	0.8170	0.1199	0.8170	0.9039
0.0676	32.3333	1164	0.8345	0.1096	0.8345	0.9135
0.0676	32.3889	1166	0.8472	0.0961	0.8472	0.9204
0.0676	32.4444	1168	0.8544	0.0586	0.8544	0.9243
0.0676	32.5	1170	0.8597	0.0961	0.8597	0.9272
0.0676	32.5556	1172	0.8577	0.0586	0.8577	0.9261
0.0676	32.6111	1174	0.8397	0.0741	0.8397	0.9163
0.0676	32.6667	1176	0.8212	0.0821	0.8212	0.9062
0.0676	32.7222	1178	0.7971	0.0375	0.7971	0.8928
0.0676	32.7778	1180	0.7603	0.0355	0.7603	0.8720
0.0676	32.8333	1182	0.7422	0.1318	0.7422	0.8615
0.0676	32.8889	1184	0.7452	0.1318	0.7452	0.8633
0.0676	32.9444	1186	0.7609	0.1758	0.7609	0.8723
0.0676	33.0	1188	0.7692	0.1758	0.7692	0.8770
0.0676	33.0556	1190	0.7696	0.1254	0.7696	0.8772
0.0676	33.1111	1192	0.7764	0.0821	0.7764	0.8811
0.0676	33.1667	1194	0.8009	0.0828	0.8009	0.8949
0.0676	33.2222	1196	0.8215	-0.0054	0.8215	0.9064
0.0676	33.2778	1198	0.8182	-0.0082	0.8182	0.9045
0.0676	33.3333	1200	0.8124	0.0269	0.8124	0.9013
0.0676	33.3889	1202	0.8069	0.0680	0.8069	0.8983
0.0676	33.4444	1204	0.8000	0.0680	0.8000	0.8944
0.0676	33.5	1206	0.7910	0.0269	0.7910	0.8894
0.0676	33.5556	1208	0.7887	0.0828	0.7887	0.8881
0.0676	33.6111	1210	0.8128	0.0426	0.8128	0.9015
0.0676	33.6667	1212	0.8403	0.0093	0.8403	0.9167
0.0676	33.7222	1214	0.8484	0.0093	0.8484	0.9211
0.0676	33.7778	1216	0.8345	0.0426	0.8345	0.9135
0.0676	33.8333	1218	0.8213	-0.0113	0.8213	0.9062
0.0676	33.8889	1220	0.8229	0.0303	0.8229	0.9071
0.0676	33.9444	1222	0.8204	0.0821	0.8204	0.9058
0.0676	34.0	1224	0.8063	0.0821	0.8063	0.8979
0.0676	34.0556	1226	0.7962	0.0821	0.7962	0.8923
0.0676	34.1111	1228	0.8025	0.1202	0.8025	0.8959
0.0676	34.1667	1230	0.8130	0.2248	0.8130	0.9017
0.0676	34.2222	1232	0.8009	0.0282	0.8009	0.8949
0.0676	34.2778	1234	0.7860	0.0814	0.7860	0.8866
0.0676	34.3333	1236	0.7839	0.0828	0.7839	0.8854
0.0676	34.3889	1238	0.7967	0.0828	0.7967	0.8926
0.0676	34.4444	1240	0.7822	0.0828	0.7822	0.8844
0.0676	34.5	1242	0.7569	0.0821	0.7569	0.8700
0.0676	34.5556	1244	0.7455	0.0814	0.7455	0.8634
0.0676	34.6111	1246	0.7483	0.1318	0.7483	0.8651
0.0676	34.6667	1248	0.7542	0.1148	0.7542	0.8685
0.0676	34.7222	1250	0.7518	0.1148	0.7518	0.8670
0.0676	34.7778	1252	0.7431	0.0814	0.7431	0.8620
0.0676	34.8333	1254	0.7569	0.0821	0.7569	0.8700
0.0676	34.8889	1256	0.8054	0.0393	0.8054	0.8974
0.0676	34.9444	1258	0.8293	0.0455	0.8293	0.9107
0.0676	35.0	1260	0.8113	0.1292	0.8113	0.9007
0.0676	35.0556	1262	0.7742	0.0821	0.7742	0.8799
0.0676	35.1111	1264	0.7557	0.0814	0.7557	0.8693
0.0676	35.1667	1266	0.7437	0.0814	0.7437	0.8624
0.0676	35.2222	1268	0.7442	0.0814	0.7442	0.8627
0.0676	35.2778	1270	0.7442	0.0814	0.7442	0.8627
0.0676	35.3333	1272	0.7524	0.0814	0.7524	0.8674
0.0676	35.3889	1274	0.7679	0.0814	0.7679	0.8763
0.0676	35.4444	1276	0.7777	0.0814	0.7777	0.8819
0.0676	35.5	1278	0.7869	0.0814	0.7869	0.8871
0.0676	35.5556	1280	0.7874	0.0768	0.7874	0.8874
0.0676	35.6111	1282	0.7813	0.0768	0.7813	0.8839
0.0676	35.6667	1284	0.7692	0.0768	0.7692	0.8770
0.0676	35.7222	1286	0.7589	0.0714	0.7589	0.8711
0.0676	35.7778	1288	0.7531	0.0714	0.7531	0.8678
0.0676	35.8333	1290	0.7550	0.0714	0.7550	0.8689
0.0676	35.8889	1292	0.7547	0.1318	0.7547	0.8687
0.0676	35.9444	1294	0.7612	0.0814	0.7612	0.8725
0.0676	36.0	1296	0.7679	0.0814	0.7679	0.8763
0.0676	36.0556	1298	0.7741	0.0814	0.7741	0.8798
0.0676	36.1111	1300	0.7817	0.0814	0.7817	0.8841
0.0676	36.1667	1302	0.7788	0.0814	0.7788	0.8825
0.0676	36.2222	1304	0.7752	0.0814	0.7752	0.8804
0.0676	36.2778	1306	0.7630	0.1199	0.7630	0.8735
0.0676	36.3333	1308	0.7517	0.1199	0.7517	0.8670
0.0676	36.3889	1310	0.7409	0.0814	0.7409	0.8607
0.0676	36.4444	1312	0.7508	0.0814	0.7508	0.8665
0.0676	36.5	1314	0.7750	0.0874	0.7750	0.8803
0.0676	36.5556	1316	0.7949	0.0828	0.7949	0.8916
0.0676	36.6111	1318	0.8056	0.0828	0.8056	0.8976
0.0676	36.6667	1320	0.8200	0.1518	0.8200	0.9055
0.0676	36.7222	1322	0.8334	0.1529	0.8334	0.9129
0.0676	36.7778	1324	0.8506	0.1560	0.8506	0.9223
0.0676	36.8333	1326	0.8567	0.1560	0.8567	0.9256
0.0676	36.8889	1328	0.8172	0.1800	0.8172	0.9040
0.0676	36.9444	1330	0.7781	0.1199	0.7781	0.8821
0.0676	37.0	1332	0.7573	0.0768	0.7573	0.8702
0.0676	37.0556	1334	0.7546	0.0814	0.7546	0.8687
0.0676	37.1111	1336	0.7956	0.0393	0.7956	0.8920
0.0676	37.1667	1338	0.8067	0.0393	0.8067	0.8982
0.0676	37.2222	1340	0.8000	0.1292	0.8000	0.8944
0.0676	37.2778	1342	0.8078	0.0393	0.8078	0.8988
0.0676	37.3333	1344	0.8037	0.1292	0.8037	0.8965
0.0676	37.3889	1346	0.7823	0.1249	0.7823	0.8845
0.0676	37.4444	1348	0.7825	0.1001	0.7825	0.8846
0.0676	37.5	1350	0.7868	0.1001	0.7868	0.8870
0.0676	37.5556	1352	0.7736	0.1495	0.7736	0.8795
0.0676	37.6111	1354	0.7695	0.1553	0.7695	0.8772
0.0676	37.6667	1356	0.7640	0.1553	0.7640	0.8741
0.0676	37.7222	1358	0.7585	0.1675	0.7585	0.8709
0.0676	37.7778	1360	0.7732	0.0821	0.7732	0.8793
0.0676	37.8333	1362	0.7795	0.0828	0.7795	0.8829
0.0676	37.8889	1364	0.7811	0.0828	0.7811	0.8838
0.0676	37.9444	1366	0.7735	0.0821	0.7735	0.8795
0.0676	38.0	1368	0.7701	0.1675	0.7701	0.8776
0.0676	38.0556	1370	0.7756	0.1495	0.7756	0.8807
0.0676	38.1111	1372	0.7665	0.1675	0.7665	0.8755
0.0676	38.1667	1374	0.7534	0.0814	0.7534	0.8680
0.0676	38.2222	1376	0.7489	0.0814	0.7489	0.8654
0.0676	38.2778	1378	0.7523	0.0814	0.7523	0.8674
0.0676	38.3333	1380	0.7544	0.0814	0.7544	0.8685
0.0676	38.3889	1382	0.7596	0.0814	0.7596	0.8716
0.0676	38.4444	1384	0.7572	0.1254	0.7572	0.8702
0.0676	38.5	1386	0.7657	0.2034	0.7657	0.8750
0.0676	38.5556	1388	0.7697	0.2034	0.7697	0.8773
0.0676	38.6111	1390	0.7532	0.2180	0.7532	0.8679
0.0676	38.6667	1392	0.7472	0.1758	0.7472	0.8644
0.0676	38.7222	1394	0.7498	0.1254	0.7498	0.8659
0.0676	38.7778	1396	0.7648	0.0814	0.7648	0.8745
0.0676	38.8333	1398	0.7739	0.0821	0.7739	0.8797
0.0676	38.8889	1400	0.7772	0.0821	0.7772	0.8816
0.0676	38.9444	1402	0.7853	0.0821	0.7853	0.8862
0.0676	39.0	1404	0.7848	0.0821	0.7848	0.8859
0.0676	39.0556	1406	0.7865	0.0828	0.7865	0.8868
0.0676	39.1111	1408	0.7832	0.0828	0.7832	0.8850
0.0676	39.1667	1410	0.7769	0.0821	0.7769	0.8814
0.0676	39.2222	1412	0.7825	0.1196	0.7825	0.8846
0.0676	39.2778	1414	0.7882	0.1199	0.7882	0.8878
0.0676	39.3333	1416	0.7864	0.1196	0.7864	0.8868
0.0676	39.3889	1418	0.7860	0.1196	0.7860	0.8866
0.0676	39.4444	1420	0.7964	-0.0082	0.7964	0.8924
0.0676	39.5	1422	0.8312	0.0455	0.8312	0.9117
0.0676	39.5556	1424	0.8242	-0.0320	0.8242	0.9079
0.0676	39.6111	1426	0.7931	-0.0967	0.7931	0.8906
0.0676	39.6667	1428	0.7518	0.0355	0.7518	0.8671
0.0676	39.7222	1430	0.7281	0.0814	0.7281	0.8533
0.0676	39.7778	1432	0.7231	0.0814	0.7231	0.8503
0.0676	39.8333	1434	0.7211	0.1318	0.7211	0.8492
0.0676	39.8889	1436	0.7258	0.0814	0.7258	0.8519
0.0676	39.9444	1438	0.7401	0.0814	0.7401	0.8603
0.0676	40.0	1440	0.7467	0.0814	0.7467	0.8641
0.0676	40.0556	1442	0.7540	0.0768	0.7540	0.8683
0.0676	40.1111	1444	0.7655	0.1199	0.7655	0.8749
0.0676	40.1667	1446	0.7821	0.0821	0.7821	0.8843
0.0676	40.2222	1448	0.7890	0.0821	0.7890	0.8883
0.0676	40.2778	1450	0.7928	0.0821	0.7928	0.8904
0.0676	40.3333	1452	0.7868	0.0814	0.7868	0.8870
0.0676	40.3889	1454	0.7817	0.0768	0.7817	0.8841
0.0676	40.4444	1456	0.7776	0.1541	0.7776	0.8818
0.0676	40.5	1458	0.7886	0.1495	0.7886	0.8880
0.0676	40.5556	1460	0.7878	0.1495	0.7878	0.8876
0.0676	40.6111	1462	0.7806	0.1495	0.7806	0.8835
0.0676	40.6667	1464	0.7705	0.1495	0.7705	0.8778
0.0676	40.7222	1466	0.7674	0.1495	0.7674	0.8760
0.0676	40.7778	1468	0.7645	0.1495	0.7645	0.8744
0.0676	40.8333	1470	0.7648	0.1048	0.7648	0.8745
0.0676	40.8889	1472	0.7738	0.0768	0.7738	0.8796
0.0676	40.9444	1474	0.7851	0.0776	0.7851	0.8861
0.0676	41.0	1476	0.7939	0.1143	0.7939	0.8910
0.0676	41.0556	1478	0.7889	0.1143	0.7889	0.8882
0.0676	41.1111	1480	0.7785	0.0776	0.7785	0.8823
0.0676	41.1667	1482	0.7707	0.0776	0.7707	0.8779
0.0676	41.2222	1484	0.7586	0.0680	0.7586	0.8710
0.0676	41.2778	1486	0.7610	0.1495	0.7610	0.8724
0.0676	41.3333	1488	0.7917	0.2092	0.7917	0.8898
0.0676	41.3889	1490	0.8252	0.1954	0.8252	0.9084
0.0676	41.4444	1492	0.8023	0.2092	0.8023	0.8957
0.0676	41.5	1494	0.7738	0.1495	0.7738	0.8797
0.0676	41.5556	1496	0.7627	0.1199	0.7627	0.8733
0.0676	41.6111	1498	0.7873	0.0821	0.7873	0.8873
0.0456	41.6667	1500	0.8049	0.1282	0.8049	0.8972
0.0456	41.7222	1502	0.7920	0.1292	0.7920	0.8899
0.0456	41.7778	1504	0.7696	0.0821	0.7696	0.8773
0.0456	41.8333	1506	0.7462	0.1259	0.7462	0.8639
0.0456	41.8889	1508	0.7495	0.1259	0.7495	0.8657
0.0456	41.9444	1510	0.7667	0.1495	0.7667	0.8756
0.0456	42.0	1512	0.7811	0.1379	0.7811	0.8838
0.0456	42.0556	1514	0.7822	0.1379	0.7822	0.8844
0.0456	42.1111	1516	0.7802	0.1859	0.7802	0.8833
0.0456	42.1667	1518	0.7894	0.1144	0.7894	0.8885
0.0456	42.2222	1520	0.7923	0.1144	0.7923	0.8901
0.0456	42.2778	1522	0.7861	0.1144	0.7861	0.8866
0.0456	42.3333	1524	0.7754	0.1144	0.7754	0.8806
0.0456	42.3889	1526	0.7662	0.1612	0.7662	0.8753
0.0456	42.4444	1528	0.7471	0.1612	0.7471	0.8644
0.0456	42.5	1530	0.7312	0.1259	0.7312	0.8551
0.0456	42.5556	1532	0.7177	0.1259	0.7177	0.8472
0.0456	42.6111	1534	0.7040	0.1318	0.7040	0.8390
0.0456	42.6667	1536	0.7132	0.0914	0.7132	0.8445
0.0456	42.7222	1538	0.7494	0.0454	0.7494	0.8657
0.0456	42.7778	1540	0.7784	-0.0921	0.7784	0.8823
0.0456	42.8333	1542	0.7957	-0.0870	0.7957	0.8920
0.0456	42.8889	1544	0.7836	-0.0488	0.7836	0.8852

Framework versions

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