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MayBashendy/Arabic_FineTuningAraBERT_AugV4_k15_task2_organization_fold0

sourceHugging Faceupdated 2y agoView on Hugging Face

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ArabicFineTuningAraBERTAugV4k15task2organizationfold0

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: 0.5492
—Qwk: 0.475
—Mse: 0.5492
—Rmse: 0.7411

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
—trainbatchsize: 8
—evalbatchsize: 8
—seed: 42
—optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
—lrschedulertype: linear
—num_epochs: 10

Training results

Training Loss	Epoch	Step	Validation Loss	Qwk	Mse	Rmse
No log	0.0118	2	3.7078	0.0	3.7078	1.9256
No log	0.0235	4	2.3393	0.0172	2.3393	1.5295
No log	0.0353	6	1.0910	0.0	1.0910	1.0445
No log	0.0471	8	0.7474	0.2889	0.7474	0.8645
No log	0.0588	10	0.7291	0.0	0.7291	0.8539
No log	0.0706	12	1.0403	0.2699	1.0403	1.0199
No log	0.0824	14	1.2160	0.3077	1.2160	1.1027
No log	0.0941	16	0.9689	0.2913	0.9689	0.9843
No log	0.1059	18	0.6763	0.1793	0.6763	0.8224
No log	0.1176	20	0.7003	0.0612	0.7003	0.8369
No log	0.1294	22	0.7835	0.0386	0.7835	0.8852
No log	0.1412	24	0.7792	0.0	0.7792	0.8827
No log	0.1529	26	0.7423	0.0	0.7423	0.8615
No log	0.1647	28	0.7824	0.0	0.7824	0.8846
No log	0.1765	30	0.8180	0.0	0.8180	0.9044
No log	0.1882	32	0.7437	0.0	0.7437	0.8624
No log	0.2	34	0.7040	0.0	0.7040	0.8391
No log	0.2118	36	0.6927	0.0	0.6927	0.8323
No log	0.2235	38	0.8378	0.0708	0.8378	0.9153
No log	0.2353	40	1.1366	0.3000	1.1366	1.0661
No log	0.2471	42	1.1998	0.3000	1.1998	1.0953
No log	0.2588	44	0.9871	0.1637	0.9871	0.9935
No log	0.2706	46	0.7892	0.1398	0.7892	0.8884
No log	0.2824	48	0.6808	0.0	0.6808	0.8251
No log	0.2941	50	0.7330	0.0	0.7330	0.8561
No log	0.3059	52	0.7386	0.0679	0.7386	0.8594
No log	0.3176	54	0.7931	0.0386	0.7931	0.8906
No log	0.3294	56	0.9207	0.1637	0.9207	0.9595
No log	0.3412	58	1.0541	0.2814	1.0541	1.0267
No log	0.3529	60	1.1227	0.3000	1.1227	1.0596
No log	0.3647	62	0.9741	0.2814	0.9741	0.9870
No log	0.3765	64	0.8129	0.2814	0.8129	0.9016
No log	0.3882	66	0.7417	0.1840	0.7417	0.8612
No log	0.4	68	0.6810	0.2188	0.6810	0.8252
No log	0.4118	70	0.7212	0.3198	0.7212	0.8493
No log	0.4235	72	0.7027	0.3198	0.7027	0.8383
No log	0.4353	74	0.6589	0.4177	0.6589	0.8118
No log	0.4471	76	0.5867	0.4283	0.5867	0.7659
No log	0.4588	78	0.5632	0.4283	0.5632	0.7505
No log	0.4706	80	0.5659	0.4286	0.5659	0.7523
No log	0.4824	82	0.6352	0.4286	0.6352	0.7970
No log	0.4941	84	0.6965	0.4286	0.6965	0.8345
No log	0.5059	86	0.7837	0.3877	0.7837	0.8852
No log	0.5176	88	0.8305	0.3770	0.8305	0.9113
No log	0.5294	90	0.7574	0.3877	0.7574	0.8703
No log	0.5412	92	0.5742	0.3636	0.5742	0.7577
No log	0.5529	94	0.5175	0.5301	0.5175	0.7194
No log	0.5647	96	0.5364	0.4167	0.5364	0.7324
No log	0.5765	98	0.6146	0.4283	0.6146	0.7839
No log	0.5882	100	0.6768	0.4177	0.6768	0.8227
No log	0.6	102	0.7207	0.3731	0.7207	0.8489
No log	0.6118	104	0.7066	0.3731	0.7066	0.8406
No log	0.6235	106	0.6786	0.3687	0.6786	0.8238
No log	0.6353	108	0.6739	0.3333	0.6739	0.8209
No log	0.6471	110	0.6806	0.3333	0.6806	0.8250
No log	0.6588	112	0.7321	0.3731	0.7321	0.8557
No log	0.6706	114	0.7391	0.3731	0.7391	0.8597
No log	0.6824	116	0.7067	0.3731	0.7067	0.8407
No log	0.6941	118	0.6987	0.3731	0.6987	0.8359
No log	0.7059	120	0.7599	0.3770	0.7599	0.8717
No log	0.7176	122	0.6683	0.4187	0.6683	0.8175
No log	0.7294	124	0.6614	0.4177	0.6614	0.8133
No log	0.7412	126	0.8023	0.3770	0.8023	0.8957
No log	0.7529	128	0.8894	0.2426	0.8894	0.9431
No log	0.7647	130	0.8195	0.3770	0.8195	0.9053
No log	0.7765	132	0.6718	0.4177	0.6718	0.8197
No log	0.7882	134	0.5990	0.3811	0.5990	0.7739
No log	0.8	136	0.6008	0.4740	0.6008	0.7751
No log	0.8118	138	0.7207	0.496	0.7207	0.8490
No log	0.8235	140	0.7803	0.5258	0.7803	0.8833
No log	0.8353	142	0.7274	0.5	0.7274	0.8529
No log	0.8471	144	0.7324	0.5	0.7324	0.8558
No log	0.8588	146	0.9385	0.3306	0.9385	0.9688
No log	0.8706	148	1.0662	0.3017	1.0662	1.0325
No log	0.8824	150	0.9398	0.4209	0.9398	0.9694
No log	0.8941	152	0.6625	0.4286	0.6625	0.8139
No log	0.9059	154	0.6461	0.5084	0.6461	0.8038
No log	0.9176	156	0.7951	0.4553	0.7951	0.8917
No log	0.9294	158	0.9237	0.4215	0.9237	0.9611
No log	0.9412	160	0.9105	0.4195	0.9105	0.9542
No log	0.9529	162	0.7550	0.4187	0.7550	0.8689
No log	0.9647	164	0.7330	0.4195	0.7330	0.8561
No log	0.9765	166	0.8241	0.4195	0.8241	0.9078
No log	0.9882	168	0.6750	0.496	0.6750	0.8216
No log	1.0	170	0.6001	0.475	0.6001	0.7747
No log	1.0118	172	0.6227	0.496	0.6227	0.7891
No log	1.0235	174	0.6338	0.4667	0.6338	0.7961
No log	1.0353	176	0.6220	0.4667	0.6220	0.7887
No log	1.0471	178	0.5995	0.5767	0.5995	0.7743
No log	1.0588	180	0.6067	0.5214	0.6067	0.7789
No log	1.0706	182	0.6852	0.5359	0.6852	0.8278
No log	1.0824	184	0.9691	0.4362	0.9691	0.9844
No log	1.0941	186	1.1256	0.4299	1.1256	1.0610
No log	1.1059	188	0.9714	0.4531	0.9714	0.9856
No log	1.1176	190	0.7605	0.3656	0.7605	0.8721
No log	1.1294	192	0.6487	0.5084	0.6487	0.8054
No log	1.1412	194	0.6553	0.3980	0.6553	0.8095
No log	1.1529	196	0.7110	0.4913	0.7110	0.8432
No log	1.1647	198	0.6978	0.4878	0.6978	0.8353
No log	1.1765	200	0.6748	0.4954	0.6748	0.8215
No log	1.1882	202	0.6238	0.4806	0.6238	0.7898
No log	1.2	204	0.6344	0.4806	0.6344	0.7965
No log	1.2118	206	0.6747	0.5396	0.6747	0.8214
No log	1.2235	208	0.6893	0.496	0.6893	0.8302
No log	1.2353	210	0.7202	0.4924	0.7202	0.8486
No log	1.2471	212	0.6516	0.4727	0.6516	0.8072
No log	1.2588	214	0.6577	0.5116	0.6577	0.8110
No log	1.2706	216	0.6092	0.4983	0.6092	0.7805
No log	1.2824	218	0.6109	0.4448	0.6109	0.7816
No log	1.2941	220	0.6403	0.5059	0.6403	0.8002
No log	1.3059	222	0.6860	0.5545	0.6860	0.8283
No log	1.3176	224	0.8149	0.3780	0.8149	0.9027
No log	1.3294	226	0.8968	0.4034	0.8968	0.9470
No log	1.3412	228	0.7746	0.4018	0.7746	0.8801
No log	1.3529	230	0.6090	0.5406	0.6090	0.7804
No log	1.3647	232	0.5444	0.5024	0.5444	0.7379
No log	1.3765	234	0.5308	0.6050	0.5308	0.7286
No log	1.3882	236	0.5184	0.5832	0.5184	0.7200
No log	1.4	238	0.6140	0.5786	0.6140	0.7836
No log	1.4118	240	0.6404	0.4667	0.6404	0.8003
No log	1.4235	242	0.6164	0.5786	0.6164	0.7851
No log	1.4353	244	0.5670	0.5473	0.5670	0.7530
No log	1.4471	246	0.4814	0.6656	0.4814	0.6938
No log	1.4588	248	0.4824	0.5868	0.4824	0.6945
No log	1.4706	250	0.4696	0.7014	0.4696	0.6853
No log	1.4824	252	0.5162	0.5855	0.5162	0.7185
No log	1.4941	254	0.6345	0.4631	0.6345	0.7966
No log	1.5059	256	0.6704	0.4847	0.6704	0.8188
No log	1.5176	258	0.5639	0.4581	0.5639	0.7509
No log	1.5294	260	0.4352	0.6854	0.4352	0.6597
No log	1.5412	262	0.4368	0.5451	0.4368	0.6609
No log	1.5529	264	0.4664	0.5922	0.4664	0.6829
No log	1.5647	266	0.6003	0.4286	0.6003	0.7748
No log	1.5765	268	0.6017	0.4286	0.6017	0.7757
No log	1.5882	270	0.5303	0.5855	0.5303	0.7282
No log	1.6	272	0.5589	0.5546	0.5589	0.7476
No log	1.6118	274	0.7109	0.3780	0.7109	0.8432
No log	1.6235	276	0.9441	0.3967	0.9441	0.9717
No log	1.6353	278	0.9207	0.3967	0.9207	0.9595
No log	1.6471	280	0.7963	0.3569	0.7963	0.8924
No log	1.6588	282	0.6986	0.3619	0.6986	0.8358
No log	1.6706	284	0.6244	0.5545	0.6244	0.7902
No log	1.6824	286	0.6253	0.4465	0.6253	0.7907
No log	1.6941	288	0.7651	0.4202	0.7651	0.8747
No log	1.7059	290	0.8491	0.4209	0.8491	0.9215
No log	1.7176	292	0.7752	0.4878	0.7752	0.8804
No log	1.7294	294	0.6541	0.4667	0.6541	0.8088
No log	1.7412	296	0.5717	0.4185	0.5717	0.7561
No log	1.7529	298	0.5826	0.4185	0.5826	0.7633
No log	1.7647	300	0.6674	0.4378	0.6674	0.8169
No log	1.7765	302	0.8487	0.4878	0.8487	0.9213
No log	1.7882	304	0.8243	0.4913	0.8243	0.9079
No log	1.8	306	0.7830	0.4913	0.7830	0.8849
No log	1.8118	308	0.6553	0.4283	0.6553	0.8095
No log	1.8235	310	0.6082	0.3783	0.6082	0.7799
No log	1.8353	312	0.6078	0.3814	0.6078	0.7796
No log	1.8471	314	0.6575	0.4094	0.6575	0.8109
No log	1.8588	316	0.7864	0.4648	0.7864	0.8868
No log	1.8706	318	0.8121	0.4648	0.8121	0.9012
No log	1.8824	320	0.7406	0.4375	0.7406	0.8606
No log	1.8941	322	0.6178	0.4192	0.6178	0.7860
No log	1.9059	324	0.5856	0.5191	0.5856	0.7652
No log	1.9176	326	0.6145	0.4457	0.6145	0.7839
No log	1.9294	328	0.5696	0.4080	0.5696	0.7548
No log	1.9412	330	0.5879	0.4381	0.5879	0.7668
No log	1.9529	332	0.7059	0.4581	0.7059	0.8402
No log	1.9647	334	0.7502	0.4566	0.7502	0.8661
No log	1.9765	336	0.6470	0.4094	0.6470	0.8044
No log	1.9882	338	0.6321	0.4094	0.6321	0.7951
No log	2.0	340	0.7091	0.4094	0.7091	0.8421
No log	2.0118	342	0.7355	0.375	0.7355	0.8576
No log	2.0235	344	0.8363	0.3948	0.8363	0.9145
No log	2.0353	346	0.7871	0.3691	0.7871	0.8872
No log	2.0471	348	0.6842	0.3486	0.6842	0.8272
No log	2.0588	350	0.6120	0.4094	0.6120	0.7823
No log	2.0706	352	0.6789	0.375	0.6789	0.8240
No log	2.0824	354	0.7459	0.4018	0.7459	0.8637
No log	2.0941	356	0.8135	0.3927	0.8135	0.9019
No log	2.1059	358	0.8131	0.4034	0.8131	0.9017
No log	2.1176	360	0.8136	0.3780	0.8136	0.9020
No log	2.1294	362	0.7965	0.3780	0.7965	0.8925
No log	2.1412	364	0.7191	0.4465	0.7191	0.8480
No log	2.1529	366	0.6403	0.4381	0.6403	0.8002
No log	2.1647	368	0.6980	0.4597	0.6980	0.8355
No log	2.1765	370	0.7696	0.4503	0.7696	0.8773
No log	2.1882	372	0.7640	0.4503	0.7640	0.8740
No log	2.2	374	0.6283	0.4177	0.6283	0.7927
No log	2.2118	376	0.6000	0.4177	0.6000	0.7746
No log	2.2235	378	0.6731	0.4913	0.6731	0.8204
No log	2.2353	380	0.6837	0.4286	0.6837	0.8269
No log	2.2471	382	0.6457	0.3842	0.6457	0.8036
No log	2.2588	384	0.6051	0.5545	0.6051	0.7779
No log	2.2706	386	0.5793	0.6866	0.5793	0.7611
No log	2.2824	388	0.6798	0.4757	0.6798	0.8245
No log	2.2941	390	0.7785	0.4216	0.7785	0.8823
No log	2.3059	392	0.7322	0.4216	0.7322	0.8557
No log	2.3176	394	0.7911	0.4220	0.7911	0.8895
No log	2.3294	396	0.8022	0.3909	0.8022	0.8957
No log	2.3412	398	0.7081	0.3909	0.7081	0.8415
No log	2.3529	400	0.7316	0.3909	0.7316	0.8553
No log	2.3647	402	0.6383	0.375	0.6383	0.7989
No log	2.3765	404	0.5314	0.5546	0.5314	0.7290
No log	2.3882	406	0.4856	0.5625	0.4856	0.6968
No log	2.4	408	0.5271	0.4064	0.5271	0.7260
No log	2.4118	410	0.6613	0.4290	0.6613	0.8132
No log	2.4235	412	0.7023	0.4290	0.7023	0.8380
No log	2.4353	414	0.6589	0.4290	0.6589	0.8117
No log	2.4471	416	0.5797	0.4094	0.5797	0.7614
No log	2.4588	418	0.5685	0.4094	0.5685	0.7540
No log	2.4706	420	0.6154	0.4094	0.6154	0.7845
No log	2.4824	422	0.6186	0.5477	0.6186	0.7865
No log	2.4941	424	0.6107	0.5481	0.6107	0.7815
No log	2.5059	426	0.6872	0.5422	0.6872	0.8290
No log	2.5176	428	0.7840	0.4199	0.7840	0.8854
No log	2.5294	430	0.8899	0.4370	0.8899	0.9433
No log	2.5412	432	0.8669	0.4370	0.8669	0.9311
No log	2.5529	434	0.7754	0.4372	0.7754	0.8806
No log	2.5647	436	0.6540	0.4563	0.6540	0.8087
No log	2.5765	438	0.6046	0.3051	0.6046	0.7775
No log	2.5882	440	0.6120	0.3051	0.6120	0.7823
No log	2.6	442	0.6325	0.4563	0.6325	0.7953
No log	2.6118	444	0.6679	0.4192	0.6679	0.8173
No log	2.6235	446	0.7551	0.4451	0.7551	0.8690
No log	2.6353	448	0.7966	0.4444	0.7966	0.8926
No log	2.6471	450	0.7367	0.4199	0.7367	0.8583
No log	2.6588	452	0.7267	0.4199	0.7267	0.8524
No log	2.6706	454	0.7478	0.4451	0.7478	0.8648
No log	2.6824	456	0.7925	0.3691	0.7925	0.8902
No log	2.6941	458	0.8271	0.3691	0.8271	0.9095
No log	2.7059	460	0.7702	0.4288	0.7702	0.8776
No log	2.7176	462	0.6813	0.4378	0.6813	0.8254
No log	2.7294	464	0.6002	0.4831	0.6002	0.7748
No log	2.7412	466	0.5919	0.5832	0.5919	0.7693
No log	2.7529	468	0.6548	0.4803	0.6548	0.8092
No log	2.7647	470	0.7734	0.4290	0.7734	0.8794
No log	2.7765	472	0.8162	0.4847	0.8162	0.9035
No log	2.7882	474	0.7478	0.4566	0.7478	0.8647
No log	2.8	476	0.6450	0.4803	0.6450	0.8031
No log	2.8118	478	0.6381	0.4803	0.6381	0.7988
No log	2.8235	480	0.5752	0.3883	0.5752	0.7584
No log	2.8353	482	0.5796	0.3748	0.5796	0.7613
No log	2.8471	484	0.6244	0.4688	0.6244	0.7902
No log	2.8588	486	0.6218	0.4080	0.6218	0.7885
No log	2.8706	488	0.6436	0.4381	0.6436	0.8023
No log	2.8824	490	0.6707	0.4378	0.6707	0.8190
No log	2.8941	492	0.7546	0.4581	0.7546	0.8687
No log	2.9059	494	0.7742	0.4581	0.7742	0.8799
No log	2.9176	496	0.8001	0.4290	0.8001	0.8945
No log	2.9294	498	0.7225	0.4192	0.7225	0.8500
0.4459	2.9412	500	0.7154	0.4192	0.7154	0.8458
0.4459	2.9529	502	0.6825	0.4538	0.6825	0.8262
0.4459	2.9647	504	0.6749	0.4550	0.6749	0.8215
0.4459	2.9765	506	0.6105	0.4550	0.6105	0.7814
0.4459	2.9882	508	0.5586	0.4550	0.5586	0.7474
0.4459	3.0	510	0.5540	0.4550	0.5540	0.7443
0.4459	3.0118	512	0.5530	0.4550	0.5530	0.7437
0.4459	3.0235	514	0.5785	0.4550	0.5785	0.7606
0.4459	3.0353	516	0.5929	0.5545	0.5929	0.7700
0.4459	3.0471	518	0.6248	0.5545	0.6248	0.7905
0.4459	3.0588	520	0.6373	0.6461	0.6373	0.7983
0.4459	3.0706	522	0.6825	0.6461	0.6825	0.8262
0.4459	3.0824	524	0.6923	0.5545	0.6923	0.8320
0.4459	3.0941	526	0.6906	0.5484	0.6906	0.8310
0.4459	3.1059	528	0.6475	0.5545	0.6475	0.8047
0.4459	3.1176	530	0.6075	0.5545	0.6075	0.7794
0.4459	3.1294	532	0.5874	0.5545	0.5874	0.7664
0.4459	3.1412	534	0.6162	0.4465	0.6162	0.7850
0.4459	3.1529	536	0.6157	0.4474	0.6157	0.7847
0.4459	3.1647	538	0.6362	0.5039	0.6362	0.7976
0.4459	3.1765	540	0.7239	0.4878	0.7239	0.8508
0.4459	3.1882	542	0.7366	0.4878	0.7366	0.8583
0.4459	3.2	544	0.6880	0.4597	0.6880	0.8294
0.4459	3.2118	546	0.6383	0.4688	0.6383	0.7989
0.4459	3.2235	548	0.6239	0.4688	0.6239	0.7899
0.4459	3.2353	550	0.6365	0.4688	0.6365	0.7978
0.4459	3.2471	552	0.6224	0.5164	0.6224	0.7889
0.4459	3.2588	554	0.6582	0.5473	0.6582	0.8113
0.4459	3.2706	556	0.7272	0.4290	0.7272	0.8528
0.4459	3.2824	558	0.7695	0.4290	0.7695	0.8772
0.4459	3.2941	560	0.6959	0.5	0.6959	0.8342
0.4459	3.3059	562	0.6006	0.5191	0.6006	0.7750
0.4459	3.3176	564	0.5382	0.5618	0.5382	0.7336
0.4459	3.3294	566	0.5410	0.5612	0.5410	0.7355
0.4459	3.3412	568	0.5904	0.5191	0.5904	0.7684
0.4459	3.3529	570	0.6622	0.5039	0.6622	0.8138
0.4459	3.3647	572	0.6822	0.5	0.6822	0.8259
0.4459	3.3765	574	0.6154	0.5191	0.6154	0.7845
0.4459	3.3882	576	0.5800	0.5214	0.5800	0.7616
0.4459	3.4	578	0.5527	0.5612	0.5527	0.7434
0.4459	3.4118	580	0.5500	0.5545	0.5500	0.7416
0.4459	3.4235	582	0.5621	0.5545	0.5621	0.7497
0.4459	3.4353	584	0.5932	0.5191	0.5932	0.7702
0.4459	3.4471	586	0.6446	0.5191	0.6446	0.8029
0.4459	3.4588	588	0.6714	0.5191	0.6714	0.8194
0.4459	3.4706	590	0.6884	0.5191	0.6884	0.8297
0.4459	3.4824	592	0.6760	0.5191	0.6760	0.8222
0.4459	3.4941	594	0.6687	0.5191	0.6687	0.8177
0.4459	3.5059	596	0.7174	0.475	0.7174	0.8470
0.4459	3.5176	598	0.7236	0.4378	0.7236	0.8506
0.4459	3.5294	600	0.7024	0.4286	0.7024	0.8381
0.4459	3.5412	602	0.6481	0.4465	0.6481	0.8050
0.4459	3.5529	604	0.6472	0.4465	0.6472	0.8045
0.4459	3.5647	606	0.7145	0.4378	0.7145	0.8453
0.4459	3.5765	608	0.7971	0.4648	0.7971	0.8928
0.4459	3.5882	610	0.8435	0.4924	0.8435	0.9184
0.4459	3.6	612	0.7886	0.4648	0.7886	0.8880
0.4459	3.6118	614	0.8046	0.4631	0.8046	0.8970
0.4459	3.6235	616	0.7689	0.4648	0.7689	0.8769
0.4459	3.6353	618	0.7493	0.4727	0.7493	0.8656
0.4459	3.6471	620	0.7058	0.4457	0.7058	0.8401
0.4459	3.6588	622	0.6792	0.4457	0.6792	0.8241
0.4459	3.6706	624	0.6222	0.5477	0.6222	0.7888
0.4459	3.6824	626	0.6122	0.5477	0.6122	0.7825
0.4459	3.6941	628	0.6727	0.5	0.6727	0.8202
0.4459	3.7059	630	0.7262	0.4893	0.7262	0.8522
0.4459	3.7176	632	0.7447	0.4893	0.7447	0.8629
0.4459	3.7294	634	0.6501	0.5333	0.6501	0.8063
0.4459	3.7412	636	0.5408	0.475	0.5408	0.7354
0.4459	3.7529	638	0.4982	0.5832	0.4982	0.7059
0.4459	3.7647	640	0.4974	0.6123	0.4974	0.7053
0.4459	3.7765	642	0.5217	0.5406	0.5217	0.7223
0.4459	3.7882	644	0.5136	0.6419	0.5136	0.7167
0.4459	3.8	646	0.4990	0.5832	0.4990	0.7064
0.4459	3.8118	648	0.4959	0.5545	0.4959	0.7042
0.4459	3.8235	650	0.4620	0.5956	0.4620	0.6797
0.4459	3.8353	652	0.4827	0.6294	0.4827	0.6948
0.4459	3.8471	654	0.4938	0.6294	0.4938	0.7027
0.4459	3.8588	656	0.4987	0.6461	0.4987	0.7062
0.4459	3.8706	658	0.5884	0.5832	0.5884	0.7671
0.4459	3.8824	660	0.8082	0.4293	0.8082	0.8990
0.4459	3.8941	662	0.9948	0.4225	0.9948	0.9974
0.4459	3.9059	664	0.9959	0.3883	0.9959	0.9980
0.4459	3.9176	666	0.8598	0.4215	0.8598	0.9272
0.4459	3.9294	668	0.6702	0.4924	0.6702	0.8186
0.4459	3.9412	670	0.5522	0.4831	0.5522	0.7431
0.4459	3.9529	672	0.5106	0.4944	0.5106	0.7146
0.4459	3.9647	674	0.5088	0.4983	0.5088	0.7133
0.4459	3.9765	676	0.5257	0.5545	0.5257	0.7250
0.4459	3.9882	678	0.5854	0.5832	0.5854	0.7651
0.4459	4.0	680	0.7338	0.4648	0.7338	0.8566
0.4459	4.0118	682	0.9629	0.4295	0.9629	0.9813
0.4459	4.0235	684	1.0638	0.4295	1.0638	1.0314
0.4459	4.0353	686	1.0489	0.4295	1.0489	1.0241
0.4459	4.0471	688	0.9474	0.4295	0.9474	0.9733
0.4459	4.0588	690	0.7757	0.4893	0.7757	0.8807
0.4459	4.0706	692	0.6124	0.5039	0.6124	0.7825
0.4459	4.0824	694	0.5447	0.3249	0.5447	0.7380
0.4459	4.0941	696	0.5494	0.5458	0.5494	0.7412
0.4459	4.1059	698	0.5496	0.5458	0.5496	0.7414
0.4459	4.1176	700	0.5661	0.3855	0.5661	0.7524
0.4459	4.1294	702	0.6536	0.4378	0.6536	0.8085
0.4459	4.1412	704	0.7323	0.4648	0.7323	0.8557
0.4459	4.1529	706	0.7620	0.4924	0.7620	0.8729
0.4459	4.1647	708	0.7436	0.4581	0.7436	0.8623
0.4459	4.1765	710	0.6934	0.4	0.6934	0.8327
0.4459	4.1882	712	0.6672	0.4094	0.6672	0.8168
0.4459	4.2	714	0.6767	0.3980	0.6767	0.8226
0.4459	4.2118	716	0.6535	0.4080	0.6535	0.8084
0.4459	4.2235	718	0.6642	0.3980	0.6642	0.8150
0.4459	4.2353	720	0.7124	0.4286	0.7124	0.8440
0.4459	4.2471	722	0.7650	0.3927	0.7650	0.8747
0.4459	4.2588	724	0.7660	0.4034	0.7660	0.8752
0.4459	4.2706	726	0.7257	0.4648	0.7257	0.8519
0.4459	4.2824	728	0.6398	0.4185	0.6398	0.7999
0.4459	4.2941	730	0.5860	0.5545	0.5860	0.7655
0.4459	4.3059	732	0.5819	0.5545	0.5819	0.7628
0.4459	4.3176	734	0.6157	0.4185	0.6157	0.7846
0.4459	4.3294	736	0.7089	0.4375	0.7089	0.8419
0.4459	4.3412	738	0.8123	0.4292	0.8123	0.9013
0.4459	4.3529	740	0.8323	0.4292	0.8323	0.9123
0.4459	4.3647	742	0.7928	0.4648	0.7928	0.8904
0.4459	4.3765	744	0.6978	0.4106	0.6978	0.8354
0.4459	4.3882	746	0.6404	0.4185	0.6404	0.8002
0.4459	4.4	748	0.6035	0.4550	0.6035	0.7769
0.4459	4.4118	750	0.5932	0.3491	0.5932	0.7702
0.4459	4.4235	752	0.5956	0.4185	0.5956	0.7717
0.4459	4.4353	754	0.6450	0.4457	0.6450	0.8031
0.4459	4.4471	756	0.7091	0.4924	0.7091	0.8421
0.4459	4.4588	758	0.7170	0.4924	0.7170	0.8468
0.4459	4.4706	760	0.6722	0.496	0.6722	0.8199
0.4459	4.4824	762	0.6144	0.3980	0.6144	0.7839
0.4459	4.4941	764	0.5843	0.2786	0.5843	0.7644
0.4459	4.5059	766	0.5857	0.3679	0.5857	0.7653
0.4459	4.5176	768	0.5744	0.3383	0.5744	0.7579
0.4459	4.5294	770	0.5916	0.4094	0.5916	0.7692
0.4459	4.5412	772	0.5778	0.4185	0.5778	0.7601
0.4459	4.5529	774	0.5791	0.4185	0.5791	0.7610
0.4459	4.5647	776	0.5890	0.4185	0.5890	0.7675
0.4459	4.5765	778	0.6201	0.3814	0.6201	0.7874
0.4459	4.5882	780	0.6205	0.4550	0.6205	0.7877
0.4459	4.6	782	0.5882	0.5545	0.5882	0.7669
0.4459	4.6118	784	0.5980	0.5545	0.5980	0.7733
0.4459	4.6235	786	0.5974	0.5545	0.5974	0.7729
0.4459	4.6353	788	0.5950	0.5545	0.5950	0.7714
0.4459	4.6471	790	0.6309	0.4185	0.6309	0.7943
0.4459	4.6588	792	0.6929	0.4106	0.6929	0.8324
0.4459	4.6706	794	0.7019	0.4106	0.7019	0.8378
0.4459	4.6824	796	0.6884	0.4457	0.6884	0.8297
0.4459	4.6941	798	0.6157	0.4185	0.6157	0.7846
0.4459	4.7059	800	0.5906	0.4185	0.5906	0.7685
0.4459	4.7176	802	0.6125	0.4465	0.6125	0.7826
0.4459	4.7294	804	0.6169	0.4465	0.6169	0.7854
0.4459	4.7412	806	0.6409	0.4465	0.6409	0.8005
0.4459	4.7529	808	0.6114	0.4465	0.6114	0.7819
0.4459	4.7647	810	0.5470	0.4465	0.5470	0.7396
0.4459	4.7765	812	0.4978	0.6656	0.4978	0.7056
0.4459	4.7882	814	0.4917	0.6050	0.4917	0.7012
0.4459	4.8	816	0.4951	0.6578	0.4951	0.7036
0.4459	4.8118	818	0.5077	0.6578	0.5077	0.7125
0.4459	4.8235	820	0.5541	0.5618	0.5541	0.7444
0.4459	4.8353	822	0.6744	0.4451	0.6744	0.8212
0.4459	4.8471	824	0.7406	0.4451	0.7406	0.8606
0.4459	4.8588	826	0.7009	0.4451	0.7009	0.8372
0.4459	4.8706	828	0.5915	0.4878	0.5915	0.7691
0.4459	4.8824	830	0.5428	0.6578	0.5428	0.7368
0.4459	4.8941	832	0.5323	0.6111	0.5323	0.7296
0.4459	4.9059	834	0.5269	0.6578	0.5269	0.7259
0.4459	4.9176	836	0.5350	0.5618	0.5350	0.7315
0.4459	4.9294	838	0.5650	0.4861	0.5650	0.7516
0.4459	4.9412	840	0.6319	0.4457	0.6320	0.7950
0.4459	4.9529	842	0.6660	0.4290	0.6660	0.8161
0.4459	4.9647	844	0.6646	0.4290	0.6646	0.8152
0.4459	4.9765	846	0.6096	0.4727	0.6096	0.7808
0.4459	4.9882	848	0.5522	0.4474	0.5522	0.7431
0.4459	5.0	850	0.5206	0.5618	0.5206	0.7215
0.4459	5.0118	852	0.5005	0.6656	0.5005	0.7074
0.4459	5.0235	854	0.5029	0.6656	0.5029	0.7091
0.4459	5.0353	856	0.5152	0.6526	0.5152	0.7177
0.4459	5.0471	858	0.5602	0.4538	0.5602	0.7485
0.4459	5.0588	860	0.6513	0.4727	0.6513	0.8071
0.4459	5.0706	862	0.6734	0.496	0.6734	0.8206
0.4459	5.0824	864	0.6165	0.4457	0.6165	0.7852
0.4459	5.0941	866	0.5508	0.4094	0.5508	0.7421
0.4459	5.1059	868	0.4930	0.6747	0.4930	0.7022
0.4459	5.1176	870	0.4752	0.6747	0.4752	0.6893
0.4459	5.1294	872	0.4904	0.4483	0.4904	0.7003
0.4459	5.1412	874	0.5014	0.4064	0.5014	0.7081
0.4459	5.1529	876	0.5134	0.4064	0.5134	0.7165
0.4459	5.1647	878	0.5285	0.4563	0.5285	0.7270
0.4459	5.1765	880	0.5292	0.4563	0.5292	0.7274
0.4459	5.1882	882	0.5462	0.4538	0.5462	0.7390
0.4459	5.2	884	0.5752	0.4192	0.5752	0.7584
0.4459	5.2118	886	0.6063	0.4727	0.6063	0.7787
0.4459	5.2235	888	0.5910	0.4192	0.5910	0.7688
0.4459	5.2353	890	0.5844	0.4538	0.5844	0.7645
0.4459	5.2471	892	0.5730	0.4538	0.5730	0.7570
0.4459	5.2588	894	0.5680	0.5481	0.5680	0.7537
0.4459	5.2706	896	0.5723	0.5481	0.5723	0.7565
0.4459	5.2824	898	0.5646	0.4538	0.5646	0.7514
0.4459	5.2941	900	0.5583	0.4538	0.5583	0.7472
0.4459	5.3059	902	0.5532	0.4538	0.5532	0.7438
0.4459	5.3176	904	0.5230	0.4538	0.5230	0.7232
0.4459	5.3294	906	0.4979	0.5545	0.4979	0.7056
0.4459	5.3412	908	0.4770	0.6656	0.4770	0.6907
0.4459	5.3529	910	0.4715	0.6656	0.4715	0.6867
0.4459	5.3647	912	0.4665	0.6656	0.4665	0.6830
0.4459	5.3765	914	0.4694	0.6656	0.4694	0.6851
0.4459	5.3882	916	0.4685	0.6656	0.4685	0.6845
0.4459	5.4	918	0.4689	0.6526	0.4689	0.6848
0.4459	5.4118	920	0.4680	0.6410	0.4680	0.6841
0.4459	5.4235	922	0.4495	0.6526	0.4495	0.6704
0.4459	5.4353	924	0.4403	0.6526	0.4403	0.6636
0.4459	5.4471	926	0.4342	0.6410	0.4342	0.6590
0.4459	5.4588	928	0.4272	0.6526	0.4272	0.6536
0.4459	5.4706	930	0.4219	0.6526	0.4219	0.6495
0.4459	5.4824	932	0.4126	0.6656	0.4126	0.6424
0.4459	5.4941	934	0.4153	0.6656	0.4153	0.6444
0.4459	5.5059	936	0.4137	0.6656	0.4137	0.6432
0.4459	5.5176	938	0.4276	0.6526	0.4276	0.6539
0.4459	5.5294	940	0.4604	0.6410	0.4604	0.6785
0.4459	5.5412	942	0.5048	0.5751	0.5048	0.7105
0.4459	5.5529	944	0.5284	0.5751	0.5284	0.7269
0.4459	5.5647	946	0.5276	0.5751	0.5276	0.7264
0.4459	5.5765	948	0.5121	0.5481	0.5121	0.7156
0.4459	5.5882	950	0.4952	0.6526	0.4952	0.7037
0.4459	5.6	952	0.4967	0.6526	0.4967	0.7047
0.4459	5.6118	954	0.5042	0.5987	0.5042	0.7101
0.4459	5.6235	956	0.5108	0.6526	0.5108	0.7147
0.4459	5.6353	958	0.5353	0.5481	0.5353	0.7316
0.4459	5.6471	960	0.6033	0.5073	0.6033	0.7767
0.4459	5.6588	962	0.6298	0.5073	0.6298	0.7936
0.4459	5.6706	964	0.6103	0.5073	0.6103	0.7812
0.4459	5.6824	966	0.5786	0.5073	0.5786	0.7607
0.4459	5.6941	968	0.5353	0.4944	0.5353	0.7316
0.4459	5.7059	970	0.5228	0.5024	0.5228	0.7231
0.4459	5.7176	972	0.5392	0.5458	0.5392	0.7343
0.4459	5.7294	974	0.5479	0.5842	0.5479	0.7402
0.4459	5.7412	976	0.5358	0.6050	0.5358	0.7320
0.4459	5.7529	978	0.5349	0.5956	0.5349	0.7314
0.4459	5.7647	980	0.5542	0.4944	0.5542	0.7445
0.4459	5.7765	982	0.5705	0.5545	0.5705	0.7553
0.4459	5.7882	984	0.5697	0.6526	0.5697	0.7548
0.4459	5.8	986	0.5682	0.5956	0.5682	0.7538
0.4459	5.8118	988	0.5669	0.5956	0.5669	0.7529
0.4459	5.8235	990	0.5665	0.6461	0.5665	0.7527
0.4459	5.8353	992	0.5695	0.5481	0.5695	0.7547
0.4459	5.8471	994	0.5626	0.5545	0.5626	0.7501
0.4459	5.8588	996	0.5465	0.4550	0.5465	0.7393
0.4459	5.8706	998	0.5444	0.4550	0.5444	0.7379
0.1271	5.8824	1000	0.5371	0.4550	0.5371	0.7329
0.1271	5.8941	1002	0.5334	0.4550	0.5334	0.7303
0.1271	5.9059	1004	0.5232	0.5987	0.5232	0.7233
0.1271	5.9176	1006	0.5248	0.5987	0.5248	0.7245
0.1271	5.9294	1008	0.5267	0.5987	0.5267	0.7257
0.1271	5.9412	1010	0.5322	0.5987	0.5322	0.7295
0.1271	5.9529	1012	0.5465	0.6526	0.5465	0.7392
0.1271	5.9647	1014	0.5825	0.5545	0.5825	0.7632
0.1271	5.9765	1016	0.6126	0.4538	0.6126	0.7827
0.1271	5.9882	1018	0.5978	0.4550	0.5978	0.7732
0.1271	6.0	1020	0.5887	0.4550	0.5887	0.7673
0.1271	6.0118	1022	0.5619	0.4550	0.5619	0.7496
0.1271	6.0235	1024	0.5401	0.5545	0.5401	0.7349
0.1271	6.0353	1026	0.5426	0.5545	0.5426	0.7366
0.1271	6.0471	1028	0.5556	0.4550	0.5556	0.7454
0.1271	6.0588	1030	0.5745	0.4550	0.5745	0.7580
0.1271	6.0706	1032	0.5996	0.4538	0.5996	0.7743
0.1271	6.0824	1034	0.6107	0.5073	0.6107	0.7815
0.1271	6.0941	1036	0.6049	0.5073	0.6049	0.7778
0.1271	6.1059	1038	0.5855	0.5116	0.5855	0.7652
0.1271	6.1176	1040	0.5927	0.5116	0.5927	0.7699
0.1271	6.1294	1042	0.5644	0.4176	0.5644	0.7513
0.1271	6.1412	1044	0.5257	0.3883	0.5257	0.7250
0.1271	6.1529	1046	0.4945	0.6091	0.4945	0.7032
0.1271	6.1647	1048	0.4838	0.6091	0.4838	0.6956
0.1271	6.1765	1050	0.4851	0.6091	0.4851	0.6965
0.1271	6.1882	1052	0.5018	0.6526	0.5018	0.7084
0.1271	6.2	1054	0.5241	0.5545	0.5241	0.7240
0.1271	6.2118	1056	0.5305	0.6526	0.5305	0.7284
0.1271	6.2235	1058	0.5469	0.6526	0.5469	0.7396
0.1271	6.2353	1060	0.5783	0.5481	0.5783	0.7605
0.1271	6.2471	1062	0.5965	0.5481	0.5965	0.7723
0.1271	6.2588	1064	0.5993	0.5481	0.5993	0.7742
0.1271	6.2706	1066	0.5878	0.5481	0.5878	0.7667
0.1271	6.2824	1068	0.5676	0.5545	0.5676	0.7534
0.1271	6.2941	1070	0.5555	0.5545	0.5555	0.7453
0.1271	6.3059	1072	0.5537	0.5545	0.5537	0.7441
0.1271	6.3176	1074	0.5518	0.5545	0.5518	0.7428
0.1271	6.3294	1076	0.5407	0.5545	0.5407	0.7353
0.1271	6.3412	1078	0.5282	0.5545	0.5282	0.7268
0.1271	6.3529	1080	0.5215	0.5545	0.5215	0.7221
0.1271	6.3647	1082	0.5238	0.5545	0.5238	0.7237
0.1271	6.3765	1084	0.5237	0.5545	0.5237	0.7237
0.1271	6.3882	1086	0.5215	0.5545	0.5215	0.7222
0.1271	6.4	1088	0.5074	0.5545	0.5074	0.7123
0.1271	6.4118	1090	0.4876	0.4983	0.4876	0.6983
0.1271	6.4235	1092	0.4755	0.6091	0.4755	0.6896
0.1271	6.4353	1094	0.4688	0.6091	0.4688	0.6847
0.1271	6.4471	1096	0.4646	0.6091	0.4646	0.6816
0.1271	6.4588	1098	0.4680	0.4983	0.4680	0.6841
0.1271	6.4706	1100	0.4883	0.5545	0.4883	0.6988
0.1271	6.4824	1102	0.5023	0.5545	0.5023	0.7088
0.1271	6.4941	1104	0.4990	0.5545	0.4990	0.7064
0.1271	6.5059	1106	0.4947	0.5545	0.4947	0.7033
0.1271	6.5176	1108	0.5033	0.5545	0.5033	0.7094
0.1271	6.5294	1110	0.5175	0.5545	0.5175	0.7194
0.1271	6.5412	1112	0.5353	0.5481	0.5353	0.7316
0.1271	6.5529	1114	0.5496	0.5481	0.5496	0.7413
0.1271	6.5647	1116	0.5688	0.5481	0.5688	0.7542
0.1271	6.5765	1118	0.5791	0.5481	0.5791	0.7610
0.1271	6.5882	1120	0.5660	0.5481	0.5660	0.7524
0.1271	6.6	1122	0.5704	0.5481	0.5704	0.7553
0.1271	6.6118	1124	0.5685	0.5545	0.5685	0.7540
0.1271	6.6235	1126	0.5681	0.4944	0.5681	0.7537
0.1271	6.6353	1128	0.5833	0.4550	0.5833	0.7638
0.1271	6.6471	1130	0.6109	0.4550	0.6109	0.7816
0.1271	6.6588	1132	0.6411	0.5116	0.6411	0.8007
0.1271	6.6706	1134	0.6421	0.5116	0.6421	0.8013
0.1271	6.6824	1136	0.6173	0.5116	0.6173	0.7857
0.1271	6.6941	1138	0.5794	0.3883	0.5794	0.7612
0.1271	6.7059	1140	0.5566	0.3855	0.5566	0.7461
0.1271	6.7176	1142	0.5536	0.3855	0.5536	0.7440
0.1271	6.7294	1144	0.5640	0.3855	0.5640	0.7510
0.1271	6.7412	1146	0.5926	0.4831	0.5926	0.7698
0.1271	6.7529	1148	0.6221	0.5116	0.6221	0.7887
0.1271	6.7647	1150	0.6385	0.5073	0.6385	0.7991
0.1271	6.7765	1152	0.6298	0.5073	0.6298	0.7936
0.1271	6.7882	1154	0.5931	0.4550	0.5931	0.7701
0.1271	6.8	1156	0.5501	0.5618	0.5501	0.7417
0.1271	6.8118	1158	0.5290	0.6091	0.5290	0.7273
0.1271	6.8235	1160	0.5296	0.5451	0.5296	0.7278
0.1271	6.8353	1162	0.5328	0.5451	0.5328	0.7299
0.1271	6.8471	1164	0.5363	0.6091	0.5363	0.7323
0.1271	6.8588	1166	0.5465	0.5618	0.5465	0.7393
0.1271	6.8706	1168	0.5760	0.4550	0.5760	0.7590
0.1271	6.8824	1170	0.5953	0.4538	0.5953	0.7716
0.1271	6.8941	1172	0.6160	0.4727	0.6160	0.7849
0.1271	6.9059	1174	0.6270	0.4727	0.6270	0.7918
0.1271	6.9176	1176	0.6029	0.4727	0.6029	0.7765
0.1271	6.9294	1178	0.5693	0.4550	0.5693	0.7545
0.1271	6.9412	1180	0.5454	0.4550	0.5454	0.7385
0.1271	6.9529	1182	0.5361	0.5618	0.5361	0.7322
0.1271	6.9647	1184	0.5218	0.6656	0.5218	0.7224
0.1271	6.9765	1186	0.5132	0.6656	0.5132	0.7164
0.1271	6.9882	1188	0.5044	0.6656	0.5044	0.7102
0.1271	7.0	1190	0.5064	0.6656	0.5064	0.7116
0.1271	7.0118	1192	0.5072	0.6656	0.5072	0.7122
0.1271	7.0235	1194	0.5160	0.6656	0.5160	0.7183
0.1271	7.0353	1196	0.5093	0.6656	0.5093	0.7137
0.1271	7.0471	1198	0.5035	0.6656	0.5035	0.7096
0.1271	7.0588	1200	0.4953	0.6091	0.4953	0.7038
0.1271	7.0706	1202	0.4890	0.6091	0.4890	0.6993
0.1271	7.0824	1204	0.4859	0.6091	0.4859	0.6971
0.1271	7.0941	1206	0.4869	0.6091	0.4869	0.6978
0.1271	7.1059	1208	0.4888	0.6091	0.4888	0.6991
0.1271	7.1176	1210	0.4893	0.6091	0.4893	0.6995
0.1271	7.1294	1212	0.4909	0.6091	0.4909	0.7006
0.1271	7.1412	1214	0.5041	0.6091	0.5041	0.7100
0.1271	7.1529	1216	0.5355	0.4831	0.5355	0.7318
0.1271	7.1647	1218	0.5671	0.4803	0.5671	0.7531
0.1271	7.1765	1220	0.5747	0.4803	0.5747	0.7581
0.1271	7.1882	1222	0.5774	0.4803	0.5774	0.7599
0.1271	7.2	1224	0.5804	0.4803	0.5804	0.7619
0.1271	7.2118	1226	0.5804	0.4538	0.5804	0.7618
0.1271	7.2235	1228	0.5819	0.5481	0.5819	0.7628
0.1271	7.2353	1230	0.5862	0.5484	0.5862	0.7656
0.1271	7.2471	1232	0.5921	0.5484	0.5921	0.7695
0.1271	7.2588	1234	0.6025	0.5484	0.6025	0.7762
0.1271	7.2706	1236	0.6082	0.5481	0.6082	0.7799
0.1271	7.2824	1238	0.6119	0.5481	0.6119	0.7823
0.1271	7.2941	1240	0.6140	0.4538	0.6140	0.7836
0.1271	7.3059	1242	0.6194	0.4538	0.6194	0.7870
0.1271	7.3176	1244	0.6179	0.4538	0.6179	0.7861
0.1271	7.3294	1246	0.6017	0.4538	0.6017	0.7757
0.1271	7.3412	1248	0.5842	0.5481	0.5842	0.7643
0.1271	7.3529	1250	0.5782	0.5545	0.5782	0.7604
0.1271	7.3647	1252	0.5781	0.5545	0.5781	0.7603
0.1271	7.3765	1254	0.5856	0.5481	0.5856	0.7653
0.1271	7.3882	1256	0.5980	0.4538	0.5980	0.7733
0.1271	7.4	1258	0.6042	0.4538	0.6042	0.7773
0.1271	7.4118	1260	0.6181	0.4803	0.6181	0.7862
0.1271	7.4235	1262	0.6270	0.4803	0.6270	0.7918
0.1271	7.4353	1264	0.6260	0.4727	0.6260	0.7912
0.1271	7.4471	1266	0.5982	0.4538	0.5982	0.7735
0.1271	7.4588	1268	0.5624	0.4563	0.5624	0.7499
0.1271	7.4706	1270	0.5335	0.4983	0.5335	0.7304
0.1271	7.4824	1272	0.5184	0.6091	0.5184	0.7200
0.1271	7.4941	1274	0.5153	0.6050	0.5153	0.7179
0.1271	7.5059	1276	0.5149	0.6091	0.5149	0.7175
0.1271	7.5176	1278	0.5196	0.6091	0.5196	0.7208
0.1271	7.5294	1280	0.5358	0.5545	0.5358	0.7320
0.1271	7.5412	1282	0.5499	0.5545	0.5499	0.7415
0.1271	7.5529	1284	0.5579	0.4550	0.5579	0.7469
0.1271	7.5647	1286	0.5783	0.5073	0.5783	0.7605
0.1271	7.5765	1288	0.5924	0.4727	0.5924	0.7697
0.1271	7.5882	1290	0.5770	0.4727	0.5770	0.7596
0.1271	7.6	1292	0.5642	0.5073	0.5642	0.7512
0.1271	7.6118	1294	0.5452	0.4861	0.5452	0.7383
0.1271	7.6235	1296	0.5211	0.4563	0.5211	0.7219
0.1271	7.6353	1298	0.5095	0.4983	0.5095	0.7138
0.1271	7.6471	1300	0.5097	0.4983	0.5097	0.7139
0.1271	7.6588	1302	0.5144	0.4983	0.5144	0.7172
0.1271	7.6706	1304	0.5262	0.4563	0.5262	0.7254
0.1271	7.6824	1306	0.5387	0.4563	0.5387	0.7340
0.1271	7.6941	1308	0.5406	0.4563	0.5406	0.7353
0.1271	7.7059	1310	0.5365	0.4563	0.5365	0.7324
0.1271	7.7176	1312	0.5389	0.4563	0.5389	0.7341
0.1271	7.7294	1314	0.5361	0.5618	0.5361	0.7322
0.1271	7.7412	1316	0.5389	0.5618	0.5389	0.7341
0.1271	7.7529	1318	0.5368	0.5618	0.5368	0.7327
0.1271	7.7647	1320	0.5327	0.5618	0.5327	0.7298
0.1271	7.7765	1322	0.5313	0.5618	0.5313	0.7289
0.1271	7.7882	1324	0.5314	0.4563	0.5314	0.7289
0.1271	7.8	1326	0.5336	0.4563	0.5336	0.7304
0.1271	7.8118	1328	0.5361	0.4563	0.5361	0.7322
0.1271	7.8235	1330	0.5473	0.4550	0.5473	0.7398
0.1271	7.8353	1332	0.5568	0.4538	0.5568	0.7462
0.1271	7.8471	1334	0.5758	0.4538	0.5758	0.7588
0.1271	7.8588	1336	0.6020	0.4727	0.6020	0.7759
0.1271	7.8706	1338	0.6066	0.4727	0.6066	0.7788
0.1271	7.8824	1340	0.5876	0.4803	0.5876	0.7666
0.1271	7.8941	1342	0.5795	0.4831	0.5795	0.7613
0.1271	7.9059	1344	0.5631	0.3883	0.5631	0.7504
0.1271	7.9176	1346	0.5469	0.3855	0.5469	0.7395
0.1271	7.9294	1348	0.5360	0.3855	0.5360	0.7321
0.1271	7.9412	1350	0.5320	0.4983	0.5320	0.7294
0.1271	7.9529	1352	0.5344	0.3855	0.5344	0.7310
0.1271	7.9647	1354	0.5407	0.3883	0.5407	0.7353
0.1271	7.9765	1356	0.5461	0.3883	0.5461	0.7390
0.1271	7.9882	1358	0.5495	0.3883	0.5495	0.7413
0.1271	8.0	1360	0.5454	0.3883	0.5454	0.7385
0.1271	8.0118	1362	0.5378	0.3855	0.5378	0.7333
0.1271	8.0235	1364	0.5356	0.4983	0.5356	0.7318
0.1271	8.0353	1366	0.5398	0.3855	0.5398	0.7347
0.1271	8.0471	1368	0.5518	0.3883	0.5518	0.7428
0.1271	8.0588	1370	0.5585	0.4176	0.5585	0.7473
0.1271	8.0706	1372	0.5566	0.4474	0.5566	0.7461
0.1271	8.0824	1374	0.5486	0.4176	0.5486	0.7407
0.1271	8.0941	1376	0.5402	0.4474	0.5402	0.7350
0.1271	8.1059	1378	0.5260	0.4176	0.5260	0.7253
0.1271	8.1176	1380	0.5111	0.3855	0.5111	0.7149
0.1271	8.1294	1382	0.5020	0.4983	0.5020	0.7085
0.1271	8.1412	1384	0.4962	0.6091	0.4962	0.7044
0.1271	8.1529	1386	0.4951	0.6091	0.4951	0.7037
0.1271	8.1647	1388	0.4967	0.6091	0.4967	0.7047
0.1271	8.1765	1390	0.4993	0.6091	0.4993	0.7066
0.1271	8.1882	1392	0.5034	0.6091	0.5034	0.7095
0.1271	8.2	1394	0.5119	0.5987	0.5119	0.7155
0.1271	8.2118	1396	0.5325	0.4831	0.5325	0.7297
0.1271	8.2235	1398	0.5642	0.5116	0.5642	0.7511
0.1271	8.2353	1400	0.5850	0.4727	0.5850	0.7649
0.1271	8.2471	1402	0.5910	0.4727	0.5910	0.7688
0.1271	8.2588	1404	0.5848	0.4727	0.5848	0.7647
0.1271	8.2706	1406	0.5711	0.475	0.5711	0.7557
0.1271	8.2824	1408	0.5538	0.5116	0.5538	0.7442
0.1271	8.2941	1410	0.5303	0.5116	0.5303	0.7282
0.1271	8.3059	1412	0.5147	0.4831	0.5147	0.7174
0.1271	8.3176	1414	0.5091	0.5832	0.5091	0.7135
0.1271	8.3294	1416	0.5083	0.5832	0.5083	0.7129
0.1271	8.3412	1418	0.5131	0.4831	0.5131	0.7163
0.1271	8.3529	1420	0.5206	0.5116	0.5206	0.7216
0.1271	8.3647	1422	0.5304	0.5116	0.5304	0.7283
0.1271	8.3765	1424	0.5319	0.5116	0.5319	0.7293
0.1271	8.3882	1426	0.5326	0.5116	0.5326	0.7298
0.1271	8.4	1428	0.5297	0.5116	0.5297	0.7278
0.1271	8.4118	1430	0.5254	0.4831	0.5254	0.7248
0.1271	8.4235	1432	0.5161	0.6526	0.5161	0.7184
0.1271	8.4353	1434	0.5066	0.6526	0.5066	0.7118
0.1271	8.4471	1436	0.5038	0.6526	0.5038	0.7098
0.1271	8.4588	1438	0.5065	0.6526	0.5065	0.7117
0.1271	8.4706	1440	0.5116	0.6526	0.5116	0.7152
0.1271	8.4824	1442	0.5210	0.6526	0.5210	0.7218
0.1271	8.4941	1444	0.5338	0.4831	0.5338	0.7306
0.1271	8.5059	1446	0.5428	0.5116	0.5428	0.7367
0.1271	8.5176	1448	0.5516	0.475	0.5516	0.7427
0.1271	8.5294	1450	0.5572	0.4727	0.5572	0.7464
0.1271	8.5412	1452	0.5620	0.4727	0.5620	0.7496
0.1271	8.5529	1454	0.5534	0.475	0.5534	0.7439
0.1271	8.5647	1456	0.5508	0.475	0.5508	0.7422
0.1271	8.5765	1458	0.5531	0.475	0.5531	0.7437
0.1271	8.5882	1460	0.5550	0.475	0.5550	0.7450
0.1271	8.6	1462	0.5607	0.4727	0.5607	0.7488
0.1271	8.6118	1464	0.5629	0.4727	0.5629	0.7502
0.1271	8.6235	1466	0.5591	0.4727	0.5591	0.7478
0.1271	8.6353	1468	0.5507	0.475	0.5507	0.7421
0.1271	8.6471	1470	0.5428	0.475	0.5428	0.7367
0.1271	8.6588	1472	0.5313	0.5116	0.5313	0.7289
0.1271	8.6706	1474	0.5200	0.5545	0.5200	0.7211
0.1271	8.6824	1476	0.5164	0.5545	0.5164	0.7186
0.1271	8.6941	1478	0.5115	0.6526	0.5115	0.7152
0.1271	8.7059	1480	0.5105	0.6526	0.5105	0.7145
0.1271	8.7176	1482	0.5135	0.5545	0.5135	0.7166
0.1271	8.7294	1484	0.5221	0.5832	0.5221	0.7226
0.1271	8.7412	1486	0.5347	0.5116	0.5347	0.7313
0.1271	8.7529	1488	0.5430	0.475	0.5430	0.7369
0.1271	8.7647	1490	0.5449	0.475	0.5449	0.7382
0.1271	8.7765	1492	0.5391	0.475	0.5391	0.7342
0.1271	8.7882	1494	0.5371	0.475	0.5371	0.7329
0.1271	8.8	1496	0.5400	0.475	0.5400	0.7348
0.1271	8.8118	1498	0.5387	0.5116	0.5387	0.7340
0.0736	8.8235	1500	0.5412	0.5116	0.5412	0.7357
0.0736	8.8353	1502	0.5475	0.475	0.5475	0.7399
0.0736	8.8471	1504	0.5552	0.475	0.5552	0.7451
0.0736	8.8588	1506	0.5605	0.475	0.5605	0.7487
0.0736	8.8706	1508	0.5589	0.475	0.5589	0.7476
0.0736	8.8824	1510	0.5500	0.5116	0.5500	0.7416
0.0736	8.8941	1512	0.5377	0.4550	0.5377	0.7333
0.0736	8.9059	1514	0.5313	0.5618	0.5313	0.7289
0.0736	8.9176	1516	0.5289	0.5618	0.5289	0.7272
0.0736	8.9294	1518	0.5245	0.4983	0.5245	0.7242
0.0736	8.9412	1520	0.5213	0.4983	0.5213	0.7220
0.0736	8.9529	1522	0.5208	0.5618	0.5208	0.7217
0.0736	8.9647	1524	0.5250	0.4563	0.5250	0.7246
0.0736	8.9765	1526	0.5307	0.4831	0.5307	0.7285
0.0736	8.9882	1528	0.5426	0.475	0.5426	0.7366
0.0736	9.0	1530	0.5532	0.475	0.5532	0.7438
0.0736	9.0118	1532	0.5627	0.475	0.5627	0.7501
0.0736	9.0235	1534	0.5764	0.475	0.5764	0.7592
0.0736	9.0353	1536	0.5800	0.475	0.5800	0.7616
0.0736	9.0471	1538	0.5766	0.475	0.5766	0.7594
0.0736	9.0588	1540	0.5699	0.475	0.5699	0.7549
0.0736	9.0706	1542	0.5643	0.475	0.5643	0.7512
0.0736	9.0824	1544	0.5599	0.475	0.5599	0.7482
0.0736	9.0941	1546	0.5507	0.475	0.5507	0.7421
0.0736	9.1059	1548	0.5451	0.4831	0.5451	0.7383
0.0736	9.1176	1550	0.5409	0.4831	0.5409	0.7354
0.0736	9.1294	1552	0.5406	0.475	0.5406	0.7353
0.0736	9.1412	1554	0.5425	0.475	0.5425	0.7365
0.0736	9.1529	1556	0.5480	0.475	0.5480	0.7403
0.0736	9.1647	1558	0.5544	0.475	0.5544	0.7446
0.0736	9.1765	1560	0.5571	0.475	0.5571	0.7464
0.0736	9.1882	1562	0.5538	0.475	0.5538	0.7441
0.0736	9.2	1564	0.5521	0.475	0.5521	0.7430
0.0736	9.2118	1566	0.5520	0.475	0.5520	0.7430
0.0736	9.2235	1568	0.5489	0.475	0.5489	0.7409
0.0736	9.2353	1570	0.5510	0.475	0.5510	0.7423
0.0736	9.2471	1572	0.5535	0.475	0.5535	0.7440
0.0736	9.2588	1574	0.5554	0.475	0.5554	0.7452
0.0736	9.2706	1576	0.5584	0.475	0.5584	0.7473
0.0736	9.2824	1578	0.5619	0.475	0.5619	0.7496
0.0736	9.2941	1580	0.5698	0.475	0.5698	0.7548
0.0736	9.3059	1582	0.5751	0.475	0.5751	0.7584
0.0736	9.3176	1584	0.5768	0.475	0.5768	0.7595
0.0736	9.3294	1586	0.5752	0.475	0.5752	0.7584
0.0736	9.3412	1588	0.5713	0.475	0.5713	0.7559
0.0736	9.3529	1590	0.5650	0.475	0.5650	0.7517
0.0736	9.3647	1592	0.5588	0.475	0.5588	0.7475
0.0736	9.3765	1594	0.5559	0.475	0.5559	0.7456
0.0736	9.3882	1596	0.5544	0.475	0.5544	0.7446
0.0736	9.4	1598	0.5531	0.4776	0.5531	0.7437
0.0736	9.4118	1600	0.5517	0.4776	0.5517	0.7428
0.0736	9.4235	1602	0.5496	0.4776	0.5496	0.7414
0.0736	9.4353	1604	0.5474	0.4776	0.5474	0.7399
0.0736	9.4471	1606	0.5461	0.4776	0.5461	0.7390
0.0736	9.4588	1608	0.5427	0.4474	0.5427	0.7367
0.0736	9.4706	1610	0.5425	0.4474	0.5425	0.7365
0.0736	9.4824	1612	0.5433	0.4474	0.5433	0.7371
0.0736	9.4941	1614	0.5429	0.4474	0.5429	0.7368
0.0736	9.5059	1616	0.5446	0.4474	0.5446	0.7380
0.0736	9.5176	1618	0.5467	0.4465	0.5467	0.7394
0.0736	9.5294	1620	0.5498	0.4465	0.5498	0.7415
0.0736	9.5412	1622	0.5532	0.475	0.5532	0.7438
0.0736	9.5529	1624	0.5573	0.475	0.5573	0.7465
0.0736	9.5647	1626	0.5616	0.475	0.5616	0.7494
0.0736	9.5765	1628	0.5656	0.475	0.5656	0.7520
0.0736	9.5882	1630	0.5672	0.475	0.5672	0.7532
0.0736	9.6	1632	0.5662	0.475	0.5662	0.7525
0.0736	9.6118	1634	0.5657	0.475	0.5657	0.7521
0.0736	9.6235	1636	0.5643	0.475	0.5643	0.7512
0.0736	9.6353	1638	0.5648	0.475	0.5648	0.7515
0.0736	9.6471	1640	0.5664	0.475	0.5664	0.7526
0.0736	9.6588	1642	0.5667	0.475	0.5667	0.7528
0.0736	9.6706	1644	0.5655	0.475	0.5655	0.7520
0.0736	9.6824	1646	0.5624	0.475	0.5624	0.7499
0.0736	9.6941	1648	0.5598	0.475	0.5598	0.7482
0.0736	9.7059	1650	0.5571	0.475	0.5571	0.7464
0.0736	9.7176	1652	0.5549	0.475	0.5549	0.7449
0.0736	9.7294	1654	0.5518	0.475	0.5518	0.7428
0.0736	9.7412	1656	0.5481	0.475	0.5481	0.7403
0.0736	9.7529	1658	0.5445	0.475	0.5445	0.7379
0.0736	9.7647	1660	0.5429	0.475	0.5429	0.7368
0.0736	9.7765	1662	0.5422	0.475	0.5422	0.7363
0.0736	9.7882	1664	0.5417	0.475	0.5417	0.7360
0.0736	9.8	1666	0.5422	0.475	0.5422	0.7363
0.0736	9.8118	1668	0.5437	0.475	0.5437	0.7374
0.0736	9.8235	1670	0.5453	0.475	0.5453	0.7384
0.0736	9.8353	1672	0.5468	0.475	0.5468	0.7394
0.0736	9.8471	1674	0.5488	0.475	0.5488	0.7408
0.0736	9.8588	1676	0.5501	0.475	0.5501	0.7417
0.0736	9.8706	1678	0.5514	0.475	0.5514	0.7426
0.0736	9.8824	1680	0.5518	0.475	0.5518	0.7428
0.0736	9.8941	1682	0.5518	0.475	0.5518	0.7428
0.0736	9.9059	1684	0.5515	0.475	0.5515	0.7426
0.0736	9.9176	1686	0.5510	0.475	0.5510	0.7423
0.0736	9.9294	1688	0.5507	0.475	0.5507	0.7421
0.0736	9.9412	1690	0.5505	0.475	0.5505	0.7420
0.0736	9.9529	1692	0.5500	0.475	0.5500	0.7416
0.0736	9.9647	1694	0.5495	0.475	0.5495	0.7413
0.0736	9.9765	1696	0.5493	0.475	0.5493	0.7412
0.0736	9.9882	1698	0.5493	0.475	0.5493	0.7411
0.0736	10.0	1700	0.5492	0.475	0.5492	0.7411

Framework versions

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