Arabic_FineTuningAraBERT_AugV4_k5_task3_organization_fold0

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: 0.9330
• Qwk: 0.0892
• Mse: 0.9330
• Rmse: 0.9659

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: 10

Training results

Training Loss	Epoch	Step	Validation Loss	Qwk	Mse	Rmse
No log	0.0153	2	4.2766	0.0	4.2766	2.0680
No log	0.0305	4	2.5068	-0.0722	2.5068	1.5833
No log	0.0458	6	1.0188	0.0320	1.0188	1.0094
No log	0.0611	8	0.9264	-0.0185	0.9264	0.9625
No log	0.0763	10	0.9432	0.2361	0.9432	0.9712
No log	0.0916	12	1.0067	0.2361	1.0067	1.0034
No log	0.1069	14	0.9134	0.3016	0.9134	0.9557
No log	0.1221	16	0.9363	-0.1786	0.9363	0.9676
No log	0.1374	18	0.7937	0.0	0.7937	0.8909
No log	0.1527	20	0.8537	0.1538	0.8537	0.9239
No log	0.1679	22	0.8179	0.0	0.8179	0.9044
No log	0.1832	24	0.7919	0.0	0.7919	0.8899
No log	0.1985	26	0.7931	0.0	0.7931	0.8906
No log	0.2137	28	0.8169	0.0	0.8169	0.9038
No log	0.2290	30	0.9926	0.0494	0.9926	0.9963
No log	0.2443	32	1.0816	0.0	1.0816	1.0400
No log	0.2595	34	0.8057	0.0	0.8057	0.8976
No log	0.2748	36	0.7892	0.0	0.7892	0.8884
No log	0.2901	38	0.9170	0.2092	0.9170	0.9576
No log	0.3053	40	1.3083	0.0	1.3083	1.1438
No log	0.3206	42	1.5976	0.0	1.5976	1.2639
No log	0.3359	44	1.3913	0.0	1.3913	1.1795
No log	0.3511	46	1.0728	0.0	1.0728	1.0357
No log	0.3664	48	0.8486	0.0	0.8486	0.9212
No log	0.3817	50	0.8223	0.0	0.8223	0.9068
No log	0.3969	52	0.8417	0.0	0.8417	0.9174
No log	0.4122	54	0.9197	-0.0342	0.9197	0.9590
No log	0.4275	56	1.1179	0.0	1.1179	1.0573
No log	0.4427	58	1.1734	0.0	1.1734	1.0832
No log	0.4580	60	1.1169	-0.1058	1.1169	1.0568
No log	0.4733	62	0.9915	0.2092	0.9915	0.9958
No log	0.4885	64	0.9645	0.2092	0.9645	0.9821
No log	0.5038	66	1.0507	0.0351	1.0507	1.0251
No log	0.5191	68	1.2051	0.0	1.2051	1.0978
No log	0.5344	70	1.2587	0.0	1.2587	1.1219
No log	0.5496	72	1.1514	0.1270	1.1514	1.0730
No log	0.5649	74	1.0892	0.0351	1.0892	1.0437
No log	0.5802	76	0.8454	0.1037	0.8454	0.9195
No log	0.5954	78	1.1412	0.0351	1.1412	1.0682
No log	0.6107	80	1.2754	-0.1058	1.2754	1.1293
No log	0.6260	82	1.0387	0.0494	1.0387	1.0191
No log	0.6412	84	1.2547	-0.1058	1.2547	1.1201
No log	0.6565	86	1.2967	0.0	1.2967	1.1387
No log	0.6718	88	1.2616	-0.0936	1.2616	1.1232
No log	0.6870	90	1.2622	0.1270	1.2622	1.1235
No log	0.7023	92	1.3857	0.1270	1.3857	1.1772
No log	0.7176	94	0.9974	-0.0694	0.9974	0.9987
No log	0.7328	96	1.0305	-0.0694	1.0305	1.0151
No log	0.7481	98	1.5691	0.0222	1.5691	1.2526
No log	0.7634	100	1.7305	-0.1058	1.7305	1.3155
No log	0.7786	102	1.3272	0.1270	1.3272	1.1520
No log	0.7939	104	1.2026	0.1444	1.2026	1.0966
No log	0.8092	106	1.6150	-0.1058	1.6150	1.2708
No log	0.8244	108	1.6609	-0.1058	1.6609	1.2888
No log	0.8397	110	1.7014	-0.1058	1.7014	1.3044
No log	0.8550	112	1.8752	-0.1058	1.8752	1.3694
No log	0.8702	114	1.6341	0.1270	1.6341	1.2783
No log	0.8855	116	1.1688	0.2924	1.1688	1.0811
No log	0.9008	118	1.1369	0.1444	1.1369	1.0662
No log	0.9160	120	1.1873	0.1270	1.1873	1.0896
No log	0.9313	122	1.2741	-0.1058	1.2741	1.1288
No log	0.9466	124	1.1439	0.0222	1.1439	1.0695
No log	0.9618	126	0.8914	0.2924	0.8914	0.9441
No log	0.9771	128	0.8996	0.2924	0.8996	0.9485
No log	0.9924	130	1.2395	0.1270	1.2395	1.1133
No log	1.0076	132	1.6103	0.0	1.6103	1.2690
No log	1.0229	134	1.6772	0.1270	1.6772	1.2951
No log	1.0382	136	1.6863	0.1270	1.6863	1.2986
No log	1.0534	138	1.3871	0.1444	1.3871	1.1777
No log	1.0687	140	1.8130	0.1270	1.8130	1.3465
No log	1.0840	142	2.3489	-0.0154	2.3489	1.5326
No log	1.0992	144	2.2579	-0.0087	2.2579	1.5026
No log	1.1145	146	1.4691	0.1270	1.4691	1.2121
No log	1.1298	148	1.0002	0.2924	1.0002	1.0001
No log	1.1450	150	0.7671	0.2092	0.7671	0.8758
No log	1.1603	152	0.8412	0.2924	0.8412	0.9172
No log	1.1756	154	1.4410	0.1270	1.4410	1.2004
No log	1.1908	156	1.6156	0.0	1.6156	1.2711
No log	1.2061	158	1.3798	0.0	1.3798	1.1747
No log	1.2214	160	0.8080	0.2361	0.8080	0.8989
No log	1.2366	162	0.6331	0.1852	0.6331	0.7957
No log	1.2519	164	0.6532	0.1852	0.6532	0.8082
No log	1.2672	166	0.8697	0.3210	0.8697	0.9326
No log	1.2824	168	1.0972	0.1270	1.0972	1.0475
No log	1.2977	170	1.0974	0.1270	1.0974	1.0476
No log	1.3130	172	0.8863	0.2092	0.8863	0.9415
No log	1.3282	174	0.7797	0.2361	0.7797	0.8830
No log	1.3435	176	0.8597	0.2092	0.8597	0.9272
No log	1.3588	178	1.2267	0.2667	1.2267	1.1076
No log	1.3740	180	1.3895	0.1270	1.3895	1.1788
No log	1.3893	182	1.3533	0.2667	1.3533	1.1633
No log	1.4046	184	1.1769	0.2924	1.1769	1.0849
No log	1.4198	186	1.0537	0.2924	1.0537	1.0265
No log	1.4351	188	1.0080	0.2924	1.0080	1.0040
No log	1.4504	190	1.5829	0.1270	1.5829	1.2581
No log	1.4656	192	1.7650	0.0	1.7650	1.3285
No log	1.4809	194	1.3246	0.1270	1.3246	1.1509
No log	1.4962	196	0.7753	0.3529	0.7753	0.8805
No log	1.5115	198	0.6774	-0.0342	0.6774	0.8231
No log	1.5267	200	0.8219	0.3529	0.8219	0.9066
No log	1.5420	202	1.2223	0.0	1.2223	1.1056
No log	1.5573	204	1.3988	0.0	1.3988	1.1827
No log	1.5725	206	1.4266	0.0	1.4266	1.1944
No log	1.5878	208	1.3397	0.0	1.3397	1.1575
No log	1.6031	210	0.9493	0.3210	0.9493	0.9743
No log	1.6183	212	0.7270	-0.0185	0.7270	0.8527
No log	1.6336	214	0.7255	0.0	0.7255	0.8518
No log	1.6489	216	0.7833	0.1270	0.7833	0.8851
No log	1.6641	218	0.9407	0.2924	0.9407	0.9699
No log	1.6794	220	0.9618	0.2924	0.9618	0.9807
No log	1.6947	222	0.7321	0.1852	0.7321	0.8556
No log	1.7099	224	0.6984	0.0	0.6984	0.8357
No log	1.7252	226	0.8502	0.3210	0.8502	0.9221
No log	1.7405	228	1.1221	0.2924	1.1221	1.0593
No log	1.7557	230	1.0064	0.2924	1.0064	1.0032
No log	1.7710	232	1.0630	0.2924	1.0630	1.0310
No log	1.7863	234	0.8616	0.3210	0.8616	0.9282
No log	1.8015	236	0.9153	0.2924	0.9153	0.9567
No log	1.8168	238	1.0485	0.2924	1.0485	1.0239
No log	1.8321	240	0.8937	0.2924	0.8937	0.9454
No log	1.8473	242	0.7468	0.2361	0.7468	0.8642
No log	1.8626	244	0.8573	0.2924	0.8573	0.9259
No log	1.8779	246	1.1610	0.1444	1.1610	1.0775
No log	1.8931	248	1.1393	0.1444	1.1393	1.0674
No log	1.9084	250	0.8546	0.3210	0.8546	0.9245
No log	1.9237	252	0.7976	0.3210	0.7976	0.8931
No log	1.9389	254	1.1444	0.2924	1.1444	1.0697
No log	1.9542	256	1.6424	0.1270	1.6424	1.2816
No log	1.9695	258	1.5541	0.1270	1.5541	1.2466
No log	1.9847	260	1.0795	0.1444	1.0795	1.0390
No log	2.0	262	0.6258	0.1270	0.6258	0.7911
No log	2.0153	264	0.6231	0.2080	0.6231	0.7894
No log	2.0305	266	0.6205	0.3419	0.6205	0.7877
No log	2.0458	268	0.9054	0.3210	0.9054	0.9515
No log	2.0611	270	1.5746	0.1270	1.5746	1.2548
No log	2.0763	272	1.7217	0.1270	1.7217	1.3121
No log	2.0916	274	1.4493	0.1270	1.4493	1.2039
No log	2.1069	276	0.8935	0.3210	0.8935	0.9453
No log	2.1221	278	0.6328	0.2361	0.6328	0.7955
No log	2.1374	280	0.6370	0.2361	0.6370	0.7981
No log	2.1527	282	0.8189	0.3210	0.8189	0.9049
No log	2.1679	284	1.1139	0.1444	1.1139	1.0554
No log	2.1832	286	1.1616	0.1444	1.1616	1.0778
No log	2.1985	288	1.0823	0.1444	1.0823	1.0404
No log	2.2137	290	0.7935	0.3210	0.7935	0.8908
No log	2.2290	292	0.8381	0.3210	0.8381	0.9155
No log	2.2443	294	0.9494	0.3210	0.9494	0.9744
No log	2.2595	296	0.8912	0.3210	0.8912	0.9440
No log	2.2748	298	0.8468	0.3210	0.8468	0.9202
No log	2.2901	300	0.6478	0.2361	0.6478	0.8049
No log	2.3053	302	0.6602	0.2092	0.6602	0.8126
No log	2.3206	304	0.8020	0.3210	0.8020	0.8956
No log	2.3359	306	0.9703	0.3210	0.9703	0.9851
No log	2.3511	308	1.1134	0.1637	1.1134	1.0552
No log	2.3664	310	0.8589	0.3210	0.8589	0.9268
No log	2.3817	312	0.6451	0.3529	0.6451	0.8032
No log	2.3969	314	0.6557	0.2293	0.6557	0.8097
No log	2.4122	316	0.7798	0.3529	0.7798	0.8830
No log	2.4275	318	1.1006	0.1637	1.1006	1.0491
No log	2.4427	320	1.3529	0.0	1.3529	1.1631
No log	2.4580	322	1.3367	0.0	1.3367	1.1562
No log	2.4733	324	1.1426	0.1444	1.1426	1.0689
No log	2.4885	326	0.9796	0.1637	0.9796	0.9898
No log	2.5038	328	1.0710	0.1444	1.0710	1.0349
No log	2.5191	330	1.0103	0.1637	1.0103	1.0052
No log	2.5344	332	0.8370	0.0723	0.8370	0.9149
No log	2.5496	334	0.8721	0.0494	0.8721	0.9339
No log	2.5649	336	1.2399	0.1444	1.2399	1.1135
No log	2.5802	338	1.3848	0.1444	1.3848	1.1768
No log	2.5954	340	1.0179	0.1637	1.0179	1.0089
No log	2.6107	342	0.7172	0.2361	0.7172	0.8468
No log	2.6260	344	0.6965	0.2361	0.6965	0.8346
No log	2.6412	346	0.8676	0.3210	0.8676	0.9314
No log	2.6565	348	1.2307	0.1444	1.2307	1.1094
No log	2.6718	350	1.1144	0.1637	1.1144	1.0557
No log	2.6870	352	0.7773	0.3529	0.7773	0.8816
No log	2.7023	354	0.6812	0.1037	0.6812	0.8253
No log	2.7176	356	0.7268	0.3529	0.7268	0.8526
No log	2.7328	358	0.9154	0.3210	0.9154	0.9567
No log	2.7481	360	0.8732	0.3529	0.8732	0.9344
No log	2.7634	362	0.6802	0.3529	0.6802	0.8247
No log	2.7786	364	0.6573	0.2361	0.6573	0.8108
No log	2.7939	366	0.7723	0.3529	0.7723	0.8788
No log	2.8092	368	1.1264	0.1270	1.1264	1.0613
No log	2.8244	370	1.2688	0.1270	1.2688	1.1264
No log	2.8397	372	1.0650	0.1270	1.0650	1.0320
No log	2.8550	374	0.7300	0.2361	0.7300	0.8544
No log	2.8702	376	0.6525	0.4762	0.6525	0.8078
No log	2.8855	378	0.6419	-0.0185	0.6419	0.8012
No log	2.9008	380	0.6541	-0.2222	0.6541	0.8087
No log	2.9160	382	0.7651	0.3529	0.7651	0.8747
No log	2.9313	384	0.9529	0.2924	0.9529	0.9762
No log	2.9466	386	0.9248	0.3529	0.9248	0.9616
No log	2.9618	388	0.7569	0.3529	0.7569	0.8700
No log	2.9771	390	0.6581	-0.2222	0.6581	0.8112
No log	2.9924	392	0.6568	-0.2222	0.6568	0.8105
No log	3.0076	394	0.7216	0.3529	0.7216	0.8495
No log	3.0229	396	0.9176	0.3529	0.9176	0.9579
No log	3.0382	398	1.0068	0.2667	1.0068	1.0034
No log	3.0534	400	0.8738	0.3529	0.8738	0.9348
No log	3.0687	402	0.6897	0.2361	0.6897	0.8305
No log	3.0840	404	0.7079	0.3529	0.7079	0.8413
No log	3.0992	406	0.7591	0.3529	0.7591	0.8712
No log	3.1145	408	0.8216	0.3529	0.8216	0.9064
No log	3.1298	410	0.8063	0.3529	0.8063	0.8979
No log	3.1450	412	0.7392	0.3529	0.7392	0.8598
No log	3.1603	414	0.7323	0.3529	0.7323	0.8558
No log	3.1756	416	0.7979	0.3529	0.7979	0.8933
No log	3.1908	418	0.7529	0.3529	0.7529	0.8677
No log	3.2061	420	0.6677	0.2361	0.6677	0.8171
No log	3.2214	422	0.5998	0.4762	0.5998	0.7745
No log	3.2366	424	0.6591	0.3529	0.6591	0.8118
No log	3.2519	426	0.8753	0.3210	0.8753	0.9356
No log	3.2672	428	0.8511	0.3210	0.8511	0.9225
No log	3.2824	430	0.6808	0.3529	0.6808	0.8251
No log	3.2977	432	0.6557	0.3529	0.6557	0.8097
No log	3.3130	434	0.7339	0.3529	0.7339	0.8567
No log	3.3282	436	0.8320	0.3529	0.8320	0.9122
No log	3.3435	438	1.0242	0.3210	1.0242	1.0120
No log	3.3588	440	1.0989	0.1270	1.0989	1.0483
No log	3.3740	442	0.9908	0.1444	0.9908	0.9954
No log	3.3893	444	0.7312	0.3529	0.7312	0.8551
No log	3.4046	446	0.6287	0.2080	0.6287	0.7929
No log	3.4198	448	0.6386	0.2080	0.6386	0.7991
No log	3.4351	450	0.6383	-0.0185	0.6383	0.7989
No log	3.4504	452	0.8016	0.3529	0.8016	0.8953
No log	3.4656	454	1.1876	0.1270	1.1876	1.0897
No log	3.4809	456	1.4097	0.0	1.4097	1.1873
No log	3.4962	458	1.3797	0.0	1.3797	1.1746
No log	3.5115	460	1.1772	0.1270	1.1772	1.0850
No log	3.5267	462	0.8968	0.3529	0.8968	0.9470
No log	3.5420	464	0.6542	0.2361	0.6542	0.8089
No log	3.5573	466	0.6225	0.2080	0.6225	0.7890
No log	3.5725	468	0.6509	0.2080	0.6509	0.8068
No log	3.5878	470	0.6283	0.5075	0.6283	0.7927
No log	3.6031	472	0.6542	0.3529	0.6542	0.8088
No log	3.6183	474	0.9035	0.3529	0.9035	0.9505
No log	3.6336	476	1.0198	0.3529	1.0198	1.0098
No log	3.6489	478	0.9141	0.3529	0.9141	0.9561
No log	3.6641	480	0.7124	0.3529	0.7124	0.8440
No log	3.6794	482	0.6181	0.2361	0.6181	0.7862
No log	3.6947	484	0.6085	0.3419	0.6085	0.7801
No log	3.7099	486	0.6234	0.3016	0.6234	0.7895
No log	3.7252	488	0.7072	0.3529	0.7072	0.8409
No log	3.7405	490	0.8949	0.3529	0.8949	0.9460
No log	3.7557	492	0.9236	0.3210	0.9236	0.9610
No log	3.7710	494	0.8355	0.3529	0.8355	0.9141
No log	3.7863	496	0.6988	0.3529	0.6988	0.8359
No log	3.8015	498	0.6874	0.2293	0.6874	0.8291
0.3807	3.8168	500	0.7334	0.2293	0.7334	0.8564
0.3807	3.8321	502	0.7939	0.3373	0.7939	0.8910
0.3807	3.8473	504	0.7975	0.3373	0.7975	0.8930
0.3807	3.8626	506	0.7804	0.3373	0.7804	0.8834
0.3807	3.8779	508	0.8204	0.3529	0.8204	0.9057
0.3807	3.8931	510	0.9181	0.1637	0.9181	0.9582
0.3807	3.9084	512	0.8577	0.3529	0.8577	0.9261
0.3807	3.9237	514	0.7077	0.3016	0.7077	0.8413
0.3807	3.9389	516	0.6649	0.3016	0.6649	0.8154
0.3807	3.9542	518	0.6904	0.3016	0.6904	0.8309
0.3807	3.9695	520	0.8649	0.3529	0.8649	0.9300
0.3807	3.9847	522	1.0293	0.1444	1.0293	1.0146
0.3807	4.0	524	0.9740	0.2924	0.9740	0.9869
0.3807	4.0153	526	0.8392	0.3529	0.8392	0.9161
0.3807	4.0305	528	0.7031	0.1037	0.7031	0.8385
0.3807	4.0458	530	0.6748	0.3016	0.6748	0.8214
0.3807	4.0611	532	0.7498	0.3529	0.7498	0.8659
0.3807	4.0763	534	1.0149	0.2924	1.0149	1.0074
0.3807	4.0916	536	1.1672	0.1444	1.1672	1.0804
0.3807	4.1069	538	1.1101	0.1444	1.1101	1.0536
0.3807	4.1221	540	0.9053	0.3210	0.9053	0.9515
0.3807	4.1374	542	0.6733	0.3016	0.6733	0.8205
0.3807	4.1527	544	0.6280	0.3636	0.6280	0.7924
0.3807	4.1679	546	0.6253	0.3636	0.6253	0.7908
0.3807	4.1832	548	0.6860	0.2361	0.6860	0.8282
0.3807	4.1985	550	0.7298	0.2361	0.7298	0.8543
0.3807	4.2137	552	0.7081	0.2361	0.7081	0.8415
0.3807	4.2290	554	0.6919	0.2361	0.6919	0.8318
0.3807	4.2443	556	0.6399	0.1037	0.6399	0.7999
0.3807	4.2595	558	0.6302	0.1037	0.6302	0.7938
0.3807	4.2748	560	0.6858	0.2361	0.6858	0.8281
0.3807	4.2901	562	0.7379	0.3529	0.7379	0.8590
0.3807	4.3053	564	0.7474	0.3529	0.7474	0.8645
0.3807	4.3206	566	0.6504	0.2361	0.6504	0.8065
0.3807	4.3359	568	0.6029	0.3889	0.6029	0.7764
0.3807	4.3511	570	0.5996	0.3889	0.5996	0.7743
0.3807	4.3664	572	0.6175	0.3016	0.6175	0.7858
0.3807	4.3817	574	0.7769	0.3529	0.7769	0.8814
0.3807	4.3969	576	0.9705	0.1444	0.9705	0.9851
0.3807	4.4122	578	0.9738	0.1444	0.9738	0.9868
0.3807	4.4275	580	0.7993	0.3529	0.7993	0.8940
0.3807	4.4427	582	0.6466	0.2361	0.6466	0.8041
0.3807	4.4580	584	0.5873	0.4923	0.5873	0.7664
0.3807	4.4733	586	0.5871	0.4923	0.5871	0.7662
0.3807	4.4885	588	0.6265	0.2361	0.6265	0.7915
0.3807	4.5038	590	0.7243	0.3529	0.7243	0.8511
0.3807	4.5191	592	0.8416	0.3529	0.8416	0.9174
0.3807	4.5344	594	0.8260	0.3529	0.8260	0.9089
0.3807	4.5496	596	0.7507	0.3529	0.7507	0.8664
0.3807	4.5649	598	0.6892	0.2361	0.6892	0.8302
0.3807	4.5802	600	0.7512	0.3529	0.7512	0.8667
0.3807	4.5954	602	0.7946	0.3529	0.7946	0.8914
0.3807	4.6107	604	0.8611	0.3529	0.8611	0.9279
0.3807	4.6260	606	0.8539	0.3529	0.8539	0.9241
0.3807	4.6412	608	0.9561	0.1637	0.9561	0.9778
0.3807	4.6565	610	0.9528	0.1637	0.9528	0.9761
0.3807	4.6718	612	0.8043	0.3529	0.8043	0.8968
0.3807	4.6870	614	0.6805	0.1037	0.6805	0.8249
0.3807	4.7023	616	0.6821	0.1037	0.6821	0.8259
0.3807	4.7176	618	0.8055	0.3529	0.8055	0.8975
0.3807	4.7328	620	1.0131	0.1637	1.0131	1.0065
0.3807	4.7481	622	1.0558	0.1637	1.0558	1.0275
0.3807	4.7634	624	0.9518	0.3529	0.9518	0.9756
0.3807	4.7786	626	0.7493	0.2361	0.7493	0.8656
0.3807	4.7939	628	0.6587	0.3419	0.6587	0.8116
0.3807	4.8092	630	0.6508	0.3419	0.6508	0.8067
0.3807	4.8244	632	0.6803	0.1037	0.6803	0.8248
0.3807	4.8397	634	0.8083	0.3529	0.8083	0.8991
0.3807	4.8550	636	0.8656	0.3529	0.8656	0.9304
0.3807	4.8702	638	0.7784	0.3529	0.7784	0.8823
0.3807	4.8855	640	0.6923	0.3529	0.6923	0.8320
0.3807	4.9008	642	0.6929	0.3529	0.6929	0.8324
0.3807	4.9160	644	0.6553	0.2361	0.6553	0.8095
0.3807	4.9313	646	0.6585	0.2361	0.6585	0.8115
0.3807	4.9466	648	0.6963	0.3529	0.6963	0.8344
0.3807	4.9618	650	0.7369	0.3529	0.7369	0.8584
0.3807	4.9771	652	0.6817	0.3529	0.6817	0.8256
0.3807	4.9924	654	0.6606	0.2484	0.6606	0.8128
0.3807	5.0076	656	0.6739	0.1081	0.6739	0.8209
0.3807	5.0229	658	0.7253	0.2361	0.7253	0.8517
0.3807	5.0382	660	0.7956	0.2361	0.7956	0.8920
0.3807	5.0534	662	0.8078	0.2361	0.8078	0.8988
0.3807	5.0687	664	0.7775	0.2361	0.7775	0.8818
0.3807	5.0840	666	0.7626	0.1037	0.7626	0.8733
0.3807	5.0992	668	0.7351	0.1037	0.7351	0.8574
0.3807	5.1145	670	0.7424	0.1037	0.7424	0.8616
0.3807	5.1298	672	0.7420	0.1037	0.7420	0.8614
0.3807	5.1450	674	0.8007	0.2361	0.8007	0.8948
0.3807	5.1603	676	0.8299	0.2361	0.8299	0.9110
0.3807	5.1756	678	0.7775	0.2361	0.7775	0.8818
0.3807	5.1908	680	0.7405	0.1037	0.7405	0.8605
0.3807	5.2061	682	0.7403	0.1037	0.7403	0.8604
0.3807	5.2214	684	0.7391	0.1037	0.7391	0.8597
0.3807	5.2366	686	0.7528	0.2361	0.7528	0.8677
0.3807	5.2519	688	0.7453	0.1037	0.7453	0.8633
0.3807	5.2672	690	0.7501	0.1037	0.7501	0.8661
0.3807	5.2824	692	0.7618	0.2361	0.7618	0.8728
0.3807	5.2977	694	0.8286	0.2361	0.8286	0.9103
0.3807	5.3130	696	0.8618	0.2361	0.8618	0.9284
0.3807	5.3282	698	0.8052	0.2361	0.8052	0.8973
0.3807	5.3435	700	0.7674	0.1037	0.7674	0.8760
0.3807	5.3588	702	0.7711	0.1037	0.7711	0.8781
0.3807	5.3740	704	0.7652	0.1037	0.7652	0.8747
0.3807	5.3893	706	0.7591	0.1037	0.7591	0.8712
0.3807	5.4046	708	0.7831	0.1037	0.7831	0.8849
0.3807	5.4198	710	0.8068	0.1037	0.8068	0.8982
0.3807	5.4351	712	0.8533	0.2361	0.8533	0.9237
0.3807	5.4504	714	0.8865	0.2361	0.8865	0.9416
0.3807	5.4656	716	0.8860	0.2361	0.8860	0.9413
0.3807	5.4809	718	0.8961	0.2361	0.8961	0.9466
0.3807	5.4962	720	0.9022	0.0892	0.9022	0.9499
0.3807	5.5115	722	0.8938	0.0892	0.8938	0.9454
0.3807	5.5267	724	0.8858	-0.0248	0.8858	0.9412
0.3807	5.5420	726	0.8740	-0.0248	0.8740	0.9349
0.3807	5.5573	728	0.8635	-0.0248	0.8635	0.9293
0.3807	5.5725	730	0.8655	-0.0405	0.8655	0.9303
0.3807	5.5878	732	0.8714	0.0892	0.8714	0.9335
0.3807	5.6031	734	0.8785	0.0892	0.8785	0.9373
0.3807	5.6183	736	0.9101	0.0892	0.9101	0.9540
0.3807	5.6336	738	0.9061	0.0892	0.9061	0.9519
0.3807	5.6489	740	0.8997	0.0892	0.8997	0.9485
0.3807	5.6641	742	0.9063	0.0892	0.9063	0.9520
0.3807	5.6794	744	0.8989	0.0892	0.8989	0.9481
0.3807	5.6947	746	0.9081	0.0892	0.9081	0.9529
0.3807	5.7099	748	0.8956	0.0892	0.8956	0.9463
0.3807	5.7252	750	0.8811	0.0892	0.8811	0.9387
0.3807	5.7405	752	0.8810	0.3851	0.8810	0.9386
0.3807	5.7557	754	0.8970	0.0892	0.8970	0.9471
0.3807	5.7710	756	0.9616	0.0892	0.9616	0.9806
0.3807	5.7863	758	0.9625	0.0892	0.9625	0.9811
0.3807	5.8015	760	0.9061	0.0892	0.9061	0.9519
0.3807	5.8168	762	0.8742	0.2568	0.8742	0.9350
0.3807	5.8321	764	0.8754	0.2568	0.8754	0.9356
0.3807	5.8473	766	0.8768	0.2568	0.8768	0.9364
0.3807	5.8626	768	0.8738	0.2568	0.8738	0.9348
0.3807	5.8779	770	0.8777	0.2568	0.8777	0.9368
0.3807	5.8931	772	0.8733	0.2568	0.8733	0.9345
0.3807	5.9084	774	0.8818	0.0892	0.8818	0.9390
0.3807	5.9237	776	0.8939	0.0892	0.8939	0.9455
0.3807	5.9389	778	0.9236	0.0892	0.9236	0.9610
0.3807	5.9542	780	0.9155	0.0892	0.9155	0.9568
0.3807	5.9695	782	0.8714	0.0892	0.8714	0.9335
0.3807	5.9847	784	0.8572	0.3851	0.8572	0.9259
0.3807	6.0	786	0.8527	0.1316	0.8527	0.9234
0.3807	6.0153	788	0.8495	0.2568	0.8495	0.9217
0.3807	6.0305	790	0.8563	0.2568	0.8563	0.9253
0.3807	6.0458	792	0.8609	0.2568	0.8609	0.9279
0.3807	6.0611	794	0.8360	0.2568	0.8360	0.9143
0.3807	6.0763	796	0.8322	-0.1818	0.8322	0.9122
0.3807	6.0916	798	0.8245	-0.1818	0.8245	0.9080
0.3807	6.1069	800	0.8227	-0.0288	0.8227	0.9070
0.3807	6.1221	802	0.8355	0.2568	0.8355	0.9140
0.3807	6.1374	804	0.8477	0.0892	0.8477	0.9207
0.3807	6.1527	806	0.8429	0.0892	0.8429	0.9181
0.3807	6.1679	808	0.8486	0.0892	0.8486	0.9212
0.3807	6.1832	810	0.8416	0.3851	0.8416	0.9174
0.3807	6.1985	812	0.8633	0.1538	0.8633	0.9292
0.3807	6.2137	814	0.8544	0.1316	0.8544	0.9243
0.3807	6.2290	816	0.8492	0.0892	0.8492	0.9215
0.3807	6.2443	818	0.9276	0.2361	0.9276	0.9631
0.3807	6.2595	820	0.9878	0.2092	0.9878	0.9939
0.3807	6.2748	822	0.9758	0.2092	0.9758	0.9878
0.3807	6.2901	824	0.9014	0.2361	0.9014	0.9494
0.3807	6.3053	826	0.8261	0.4296	0.8261	0.9089
0.3807	6.3206	828	0.8148	-0.1846	0.8148	0.9027
0.3807	6.3359	830	0.8436	0.0149	0.8436	0.9185
0.3807	6.3511	832	0.8556	0.0320	0.8556	0.9250
0.3807	6.3664	834	0.8390	0.0	0.8390	0.9159
0.3807	6.3817	836	0.8367	0.2568	0.8367	0.9147
0.3807	6.3969	838	0.8842	0.2361	0.8842	0.9403
0.3807	6.4122	840	0.9097	0.2361	0.9097	0.9538
0.3807	6.4275	842	0.8877	0.2361	0.8877	0.9422
0.3807	6.4427	844	0.8759	0.2361	0.8759	0.9359
0.3807	6.4580	846	0.8664	0.0892	0.8664	0.9308
0.3807	6.4733	848	0.8615	0.2361	0.8615	0.9281
0.3807	6.4885	850	0.8626	0.2361	0.8626	0.9287
0.3807	6.5038	852	0.8778	0.2361	0.8778	0.9369
0.3807	6.5191	854	0.8637	0.2361	0.8637	0.9293
0.3807	6.5344	856	0.8489	0.2361	0.8489	0.9214
0.3807	6.5496	858	0.8458	0.2361	0.8458	0.9197
0.3807	6.5649	860	0.8330	0.4296	0.8330	0.9127
0.3807	6.5802	862	0.8416	0.2361	0.8416	0.9174
0.3807	6.5954	864	0.8401	0.2361	0.8401	0.9166
0.3807	6.6107	866	0.8584	0.2361	0.8584	0.9265
0.3807	6.6260	868	0.8746	0.2361	0.8746	0.9352
0.3807	6.6412	870	0.8849	0.2361	0.8849	0.9407
0.3807	6.6565	872	0.8818	0.2361	0.8818	0.9390
0.3807	6.6718	874	0.9114	0.2361	0.9114	0.9547
0.3807	6.6870	876	0.9537	0.2361	0.9537	0.9766
0.3807	6.7023	878	0.9473	0.2361	0.9473	0.9733
0.3807	6.7176	880	0.8935	0.2361	0.8935	0.9453
0.3807	6.7328	882	0.8623	0.0892	0.8623	0.9286
0.3807	6.7481	884	0.8550	0.2568	0.8550	0.9247
0.3807	6.7634	886	0.8637	0.4296	0.8637	0.9294
0.3807	6.7786	888	0.9058	0.2361	0.9058	0.9517
0.3807	6.7939	890	0.9279	0.2361	0.9279	0.9633
0.3807	6.8092	892	0.9228	0.2361	0.9228	0.9606
0.3807	6.8244	894	0.8989	0.2361	0.8989	0.9481
0.3807	6.8397	896	0.8923	0.2361	0.8923	0.9446
0.3807	6.8550	898	0.8949	0.2361	0.8949	0.9460
0.3807	6.8702	900	0.9124	0.2361	0.9124	0.9552
0.3807	6.8855	902	0.9703	0.2361	0.9703	0.9850
0.3807	6.9008	904	1.0073	0.2361	1.0073	1.0036
0.3807	6.9160	906	0.9953	0.2361	0.9953	0.9977
0.3807	6.9313	908	0.9634	0.2361	0.9634	0.9815
0.3807	6.9466	910	0.9331	0.2361	0.9331	0.9660
0.3807	6.9618	912	0.9325	0.2361	0.9325	0.9657
0.3807	6.9771	914	0.9501	0.2361	0.9501	0.9747
0.3807	6.9924	916	0.9580	0.2361	0.9580	0.9788
0.3807	7.0076	918	0.9509	0.2361	0.9509	0.9751
0.3807	7.0229	920	0.9662	0.2361	0.9662	0.9830
0.3807	7.0382	922	0.9357	0.2361	0.9357	0.9673
0.3807	7.0534	924	0.9151	0.1037	0.9151	0.9566
0.3807	7.0687	926	0.9128	0.1037	0.9128	0.9554
0.3807	7.0840	928	0.9251	0.2361	0.9251	0.9618
0.3807	7.0992	930	0.9242	0.2361	0.9242	0.9613
0.3807	7.1145	932	0.9181	0.2361	0.9181	0.9582
0.3807	7.1298	934	0.9154	0.1037	0.9154	0.9568
0.3807	7.1450	936	0.9366	0.2361	0.9366	0.9678
0.3807	7.1603	938	0.9682	0.2361	0.9682	0.9840
0.3807	7.1756	940	0.9700	0.2361	0.9700	0.9849
0.3807	7.1908	942	0.9548	0.2361	0.9548	0.9772
0.3807	7.2061	944	0.9534	0.2361	0.9534	0.9764
0.3807	7.2214	946	0.9545	0.2361	0.9545	0.9770
0.3807	7.2366	948	0.9325	0.2361	0.9325	0.9657
0.3807	7.2519	950	0.9209	0.2361	0.9209	0.9596
0.3807	7.2672	952	0.9277	0.2361	0.9277	0.9632
0.3807	7.2824	954	0.9412	0.2361	0.9412	0.9702
0.3807	7.2977	956	0.9556	0.2361	0.9556	0.9776
0.3807	7.3130	958	0.9600	0.2361	0.9600	0.9798
0.3807	7.3282	960	0.9384	0.2361	0.9384	0.9687
0.3807	7.3435	962	0.9214	0.2361	0.9214	0.9599
0.3807	7.3588	964	0.8962	0.2361	0.8962	0.9467
0.3807	7.3740	966	0.8828	0.1037	0.8828	0.9396
0.3807	7.3893	968	0.8813	-0.1846	0.8813	0.9388
0.3807	7.4046	970	0.8927	-0.1846	0.8927	0.9448
0.3807	7.4198	972	0.8957	-0.1846	0.8957	0.9464
0.3807	7.4351	974	0.8964	0.1295	0.8964	0.9468
0.3807	7.4504	976	0.9305	0.2361	0.9305	0.9646
0.3807	7.4656	978	1.0067	0.2361	1.0067	1.0033
0.3807	7.4809	980	1.0504	0.2092	1.0504	1.0249
0.3807	7.4962	982	1.0473	0.2092	1.0473	1.0234
0.3807	7.5115	984	1.0013	0.2361	1.0013	1.0007
0.3807	7.5267	986	0.9438	0.2361	0.9438	0.9715
0.3807	7.5420	988	0.9072	0.1295	0.9072	0.9525
0.3807	7.5573	990	0.9011	-0.1846	0.9011	0.9493
0.3807	7.5725	992	0.9080	0.3016	0.9080	0.9529
0.3807	7.5878	994	0.9400	0.2361	0.9400	0.9696
0.3807	7.6031	996	0.9653	0.2361	0.9653	0.9825
0.3807	7.6183	998	0.9912	0.2361	0.9912	0.9956
0.087	7.6336	1000	0.9865	0.2361	0.9865	0.9932
0.087	7.6489	1002	0.9686	0.2361	0.9686	0.9842
0.087	7.6641	1004	0.9613	0.2361	0.9613	0.9804
0.087	7.6794	1006	0.9340	0.2361	0.9340	0.9664
0.087	7.6947	1008	0.9163	0.0892	0.9163	0.9572
0.087	7.7099	1010	0.9105	0.0892	0.9105	0.9542
0.087	7.7252	1012	0.9085	0.0892	0.9085	0.9532
0.087	7.7405	1014	0.9238	0.2361	0.9238	0.9611
0.087	7.7557	1016	0.9662	0.2361	0.9662	0.9830
0.087	7.7710	1018	0.9851	0.2361	0.9851	0.9925
0.087	7.7863	1020	0.9612	0.2361	0.9612	0.9804
0.087	7.8015	1022	0.9170	0.2361	0.9170	0.9576
0.087	7.8168	1024	0.8865	0.1037	0.8865	0.9415
0.087	7.8321	1026	0.8744	-0.0405	0.8744	0.9351
0.087	7.8473	1028	0.8718	-0.0405	0.8718	0.9337
0.087	7.8626	1030	0.8725	0.1037	0.8725	0.9341
0.087	7.8779	1032	0.8726	0.1037	0.8726	0.9341
0.087	7.8931	1034	0.8818	0.2361	0.8818	0.9391
0.087	7.9084	1036	0.8814	0.2361	0.8814	0.9388
0.087	7.9237	1038	0.8918	0.2361	0.8918	0.9444
0.087	7.9389	1040	0.8904	0.2361	0.8904	0.9436
0.087	7.9542	1042	0.8752	0.2361	0.8752	0.9355
0.087	7.9695	1044	0.8745	0.2361	0.8745	0.9351
0.087	7.9847	1046	0.8832	0.0892	0.8832	0.9398
0.087	8.0	1048	0.8857	-0.0405	0.8857	0.9411
0.087	8.0153	1050	0.8945	-0.0405	0.8945	0.9458
0.087	8.0305	1052	0.9052	-0.0405	0.9052	0.9514
0.087	8.0458	1054	0.9201	0.0892	0.9201	0.9592
0.087	8.0611	1056	0.9379	0.0892	0.9379	0.9685
0.087	8.0763	1058	0.9541	0.0892	0.9541	0.9768
0.087	8.0916	1060	0.9556	0.0892	0.9556	0.9775
0.087	8.1069	1062	0.9420	0.0892	0.9420	0.9706
0.087	8.1221	1064	0.9297	0.0892	0.9297	0.9642
0.087	8.1374	1066	0.9261	-0.0405	0.9261	0.9624
0.087	8.1527	1068	0.9281	0.0892	0.9281	0.9634
0.087	8.1679	1070	0.9308	0.0892	0.9308	0.9648
0.087	8.1832	1072	0.9364	0.0892	0.9364	0.9677
0.087	8.1985	1074	0.9457	0.0892	0.9457	0.9725
0.087	8.2137	1076	0.9435	0.0892	0.9435	0.9714
0.087	8.2290	1078	0.9392	0.0892	0.9392	0.9691
0.087	8.2443	1080	0.9503	0.0892	0.9503	0.9748
0.087	8.2595	1082	0.9516	0.0892	0.9516	0.9755
0.087	8.2748	1084	0.9610	0.0892	0.9610	0.9803
0.087	8.2901	1086	0.9610	0.0892	0.9610	0.9803
0.087	8.3053	1088	0.9531	0.2361	0.9531	0.9763
0.087	8.3206	1090	0.9430	0.0892	0.9430	0.9711
0.087	8.3359	1092	0.9407	0.2361	0.9407	0.9699
0.087	8.3511	1094	0.9382	0.2361	0.9382	0.9686
0.087	8.3664	1096	0.9328	0.2361	0.9328	0.9658
0.087	8.3817	1098	0.9353	0.2361	0.9353	0.9671
0.087	8.3969	1100	0.9306	0.0892	0.9306	0.9647
0.087	8.4122	1102	0.9234	-0.0405	0.9234	0.9609
0.087	8.4275	1104	0.9188	-0.0405	0.9188	0.9586
0.087	8.4427	1106	0.9213	-0.0405	0.9213	0.9598
0.087	8.4580	1108	0.9322	0.0892	0.9322	0.9655
0.087	8.4733	1110	0.9427	0.0892	0.9427	0.9709
0.087	8.4885	1112	0.9410	0.0892	0.9410	0.9701
0.087	8.5038	1114	0.9337	0.0892	0.9337	0.9663
0.087	8.5191	1116	0.9299	0.0892	0.9299	0.9643
0.087	8.5344	1118	0.9239	-0.0405	0.9239	0.9612
0.087	8.5496	1120	0.9259	0.0892	0.9259	0.9622
0.087	8.5649	1122	0.9243	0.0892	0.9243	0.9614
0.087	8.5802	1124	0.9243	0.0892	0.9243	0.9614
0.087	8.5954	1126	0.9253	0.0892	0.9253	0.9619
0.087	8.6107	1128	0.9231	0.0892	0.9231	0.9608
0.087	8.6260	1130	0.9190	-0.0405	0.9190	0.9587
0.087	8.6412	1132	0.9153	-0.0405	0.9153	0.9567
0.087	8.6565	1134	0.9147	-0.0405	0.9147	0.9564
0.087	8.6718	1136	0.9205	0.0892	0.9205	0.9594
0.087	8.6870	1138	0.9304	0.0892	0.9304	0.9646
0.087	8.7023	1140	0.9445	0.2361	0.9445	0.9718
0.087	8.7176	1142	0.9506	0.2361	0.9506	0.9750
0.087	8.7328	1144	0.9472	0.2361	0.9472	0.9732
0.087	8.7481	1146	0.9323	0.0892	0.9323	0.9655
0.087	8.7634	1148	0.9226	0.0892	0.9226	0.9605
0.087	8.7786	1150	0.9164	-0.0405	0.9164	0.9573
0.087	8.7939	1152	0.9152	-0.0405	0.9152	0.9567
0.087	8.8092	1154	0.9148	-0.0405	0.9148	0.9565
0.087	8.8244	1156	0.9141	-0.0405	0.9141	0.9561
0.087	8.8397	1158	0.9133	-0.0405	0.9133	0.9557
0.087	8.8550	1160	0.9156	-0.0405	0.9156	0.9569
0.087	8.8702	1162	0.9187	-0.0405	0.9187	0.9585
0.087	8.8855	1164	0.9213	0.0892	0.9213	0.9599
0.087	8.9008	1166	0.9281	0.0892	0.9281	0.9634
0.087	8.9160	1168	0.9358	0.0892	0.9358	0.9674
0.087	8.9313	1170	0.9462	0.0892	0.9462	0.9727
0.087	8.9466	1172	0.9494	0.0892	0.9494	0.9744
0.087	8.9618	1174	0.9505	0.0892	0.9505	0.9749
0.087	8.9771	1176	0.9498	0.0892	0.9498	0.9746
0.087	8.9924	1178	0.9470	0.0892	0.9470	0.9731
0.087	9.0076	1180	0.9395	0.0892	0.9395	0.9693
0.087	9.0229	1182	0.9342	0.0892	0.9342	0.9665
0.087	9.0382	1184	0.9280	0.0892	0.9280	0.9633
0.087	9.0534	1186	0.9244	0.0892	0.9244	0.9615
0.087	9.0687	1188	0.9174	0.0892	0.9174	0.9578
0.087	9.0840	1190	0.9126	0.0892	0.9126	0.9553
0.087	9.0992	1192	0.9114	0.0892	0.9114	0.9547
0.087	9.1145	1194	0.9114	0.0892	0.9114	0.9547
0.087	9.1298	1196	0.9142	0.0892	0.9142	0.9561
0.087	9.1450	1198	0.9166	0.0892	0.9166	0.9574
0.087	9.1603	1200	0.9198	0.0892	0.9198	0.9590
0.087	9.1756	1202	0.9207	0.0892	0.9207	0.9595
0.087	9.1908	1204	0.9225	0.0892	0.9225	0.9605
0.087	9.2061	1206	0.9256	0.0892	0.9256	0.9621
0.087	9.2214	1208	0.9329	0.0892	0.9329	0.9659
0.087	9.2366	1210	0.9378	0.0892	0.9378	0.9684
0.087	9.2519	1212	0.9381	0.0892	0.9381	0.9686
0.087	9.2672	1214	0.9363	0.0892	0.9363	0.9676
0.087	9.2824	1216	0.9413	0.0892	0.9413	0.9702
0.087	9.2977	1218	0.9500	0.0892	0.9500	0.9747
0.087	9.3130	1220	0.9571	0.0892	0.9571	0.9783
0.087	9.3282	1222	0.9591	0.0892	0.9591	0.9793
0.087	9.3435	1224	0.9566	0.0892	0.9566	0.9781
0.087	9.3588	1226	0.9502	0.0892	0.9502	0.9748
0.087	9.3740	1228	0.9433	0.0892	0.9433	0.9712
0.087	9.3893	1230	0.9383	0.0892	0.9383	0.9686
0.087	9.4046	1232	0.9384	0.0892	0.9384	0.9687
0.087	9.4198	1234	0.9379	0.0892	0.9379	0.9685
0.087	9.4351	1236	0.9400	0.0892	0.9400	0.9695
0.087	9.4504	1238	0.9392	0.0892	0.9392	0.9691
0.087	9.4656	1240	0.9384	0.0892	0.9384	0.9687
0.087	9.4809	1242	0.9363	0.0892	0.9363	0.9676
0.087	9.4962	1244	0.9356	0.0892	0.9356	0.9672
0.087	9.5115	1246	0.9352	0.0892	0.9352	0.9670
0.087	9.5267	1248	0.9350	0.0892	0.9350	0.9670
0.087	9.5420	1250	0.9323	0.0892	0.9323	0.9656
0.087	9.5573	1252	0.9317	0.0892	0.9317	0.9652
0.087	9.5725	1254	0.9326	0.0892	0.9326	0.9657
0.087	9.5878	1256	0.9358	0.0892	0.9358	0.9674
0.087	9.6031	1258	0.9395	0.0892	0.9395	0.9693
0.087	9.6183	1260	0.9440	0.0892	0.9440	0.9716
0.087	9.6336	1262	0.9496	0.0892	0.9496	0.9745
0.087	9.6489	1264	0.9536	0.0892	0.9536	0.9765
0.087	9.6641	1266	0.9552	0.0892	0.9552	0.9773
0.087	9.6794	1268	0.9538	0.0892	0.9538	0.9766
0.087	9.6947	1270	0.9504	0.0892	0.9504	0.9749
0.087	9.7099	1272	0.9450	0.0892	0.9450	0.9721
0.087	9.7252	1274	0.9408	0.0892	0.9408	0.9700
0.087	9.7405	1276	0.9379	0.0892	0.9379	0.9685
0.087	9.7557	1278	0.9349	0.0892	0.9349	0.9669
0.087	9.7710	1280	0.9324	0.0892	0.9324	0.9656
0.087	9.7863	1282	0.9316	0.0892	0.9316	0.9652
0.087	9.8015	1284	0.9307	0.0892	0.9307	0.9647
0.087	9.8168	1286	0.9303	0.0892	0.9303	0.9645
0.087	9.8321	1288	0.9297	0.0892	0.9297	0.9642
0.087	9.8473	1290	0.9290	0.0892	0.9290	0.9639
0.087	9.8626	1292	0.9292	0.0892	0.9292	0.9640
0.087	9.8779	1294	0.9296	0.0892	0.9296	0.9642
0.087	9.8931	1296	0.9301	0.0892	0.9301	0.9644
0.087	9.9084	1298	0.9304	0.0892	0.9304	0.9646
0.087	9.9237	1300	0.9309	0.0892	0.9309	0.9648
0.087	9.9389	1302	0.9314	0.0892	0.9314	0.9651
0.087	9.9542	1304	0.9321	0.0892	0.9321	0.9654
0.087	9.9695	1306	0.9326	0.0892	0.9326	0.9657
0.087	9.9847	1308	0.9328	0.0892	0.9328	0.9658
0.087	10.0	1310	0.9330	0.0892	0.9330	0.9659

Framework versions

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