ArabicNewSplits7_FineTuningAraBERT_run1_AugV5_k11_task5_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: 0.8545
• Qwk: 0.3827
• Mse: 0.8545
• Rmse: 0.9244

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	0.0690	2	4.2093	-0.0087	4.2093	2.0517
No log	0.1379	4	3.0506	-0.0089	3.0506	1.7466
No log	0.2069	6	2.2145	-0.0264	2.2145	1.4881
No log	0.2759	8	1.2738	0.1444	1.2738	1.1286
No log	0.3448	10	1.0849	0.1408	1.0849	1.0416
No log	0.4138	12	1.0723	0.1685	1.0723	1.0355
No log	0.4828	14	1.2675	0.1624	1.2675	1.1258
No log	0.5517	16	1.3089	0.1536	1.3089	1.1441
No log	0.6207	18	1.1215	0.2203	1.1215	1.0590
No log	0.6897	20	0.9812	0.3294	0.9812	0.9906
No log	0.7586	22	1.0172	0.3935	1.0172	1.0086
No log	0.8276	24	1.0019	0.3435	1.0019	1.0009
No log	0.8966	26	0.9642	0.1545	0.9642	0.9819
No log	0.9655	28	0.9517	0.1516	0.9517	0.9756
No log	1.0345	30	0.9777	0.1516	0.9777	0.9888
No log	1.1034	32	0.8983	0.2008	0.8983	0.9478
No log	1.1724	34	0.9063	0.3577	0.9063	0.9520
No log	1.2414	36	1.1562	0.3534	1.1562	1.0753
No log	1.3103	38	1.1708	0.3185	1.1708	1.0820
No log	1.3793	40	0.9924	0.3772	0.9924	0.9962
No log	1.4483	42	0.9773	0.1418	0.9773	0.9886
No log	1.5172	44	1.1067	0.0604	1.1067	1.0520
No log	1.5862	46	1.1339	0.0445	1.1339	1.0648
No log	1.6552	48	1.0950	0.1699	1.0950	1.0464
No log	1.7241	50	1.0634	0.2114	1.0634	1.0312
No log	1.7931	52	1.0246	0.2566	1.0246	1.0122
No log	1.8621	54	0.9945	0.2467	0.9945	0.9973
No log	1.9310	56	0.9659	0.3130	0.9659	0.9828
No log	2.0	58	0.9493	0.3561	0.9493	0.9743
No log	2.0690	60	0.9690	0.2236	0.9690	0.9844
No log	2.1379	62	1.0416	0.1203	1.0416	1.0206
No log	2.2069	64	1.0209	0.1233	1.0209	1.0104
No log	2.2759	66	1.0725	0.0111	1.0725	1.0356
No log	2.3448	68	1.1388	0.1009	1.1388	1.0671
No log	2.4138	70	1.2400	0.0860	1.2400	1.1136
No log	2.4828	72	1.2313	0.0926	1.2313	1.1096
No log	2.5517	74	1.0737	0.0741	1.0737	1.0362
No log	2.6207	76	0.8921	0.3678	0.8921	0.9445
No log	2.6897	78	0.8585	0.3011	0.8585	0.9266
No log	2.7586	80	0.9673	0.2226	0.9673	0.9835
No log	2.8276	82	1.2188	0.1649	1.2188	1.1040
No log	2.8966	84	1.3392	0.1294	1.3392	1.1572
No log	2.9655	86	1.2956	0.0919	1.2956	1.1383
No log	3.0345	88	1.1896	0.1233	1.1896	1.0907
No log	3.1034	90	1.0483	0.2983	1.0483	1.0239
No log	3.1724	92	1.1165	0.3538	1.1165	1.0566
No log	3.2414	94	1.1013	0.3595	1.1013	1.0494
No log	3.3103	96	0.9795	0.3686	0.9795	0.9897
No log	3.3793	98	0.9096	0.375	0.9096	0.9538
No log	3.4483	100	0.7469	0.5307	0.7469	0.8643
No log	3.5172	102	0.6460	0.6154	0.6460	0.8038
No log	3.5862	104	0.6548	0.6324	0.6548	0.8092
No log	3.6552	106	0.9389	0.4752	0.9389	0.9690
No log	3.7241	108	1.2668	0.3581	1.2668	1.1255
No log	3.7931	110	1.3174	0.3505	1.3174	1.1478
No log	3.8621	112	1.1326	0.3739	1.1326	1.0642
No log	3.9310	114	0.8883	0.5318	0.8883	0.9425
No log	4.0	116	0.7432	0.5912	0.7432	0.8621
No log	4.0690	118	0.6255	0.6422	0.6255	0.7909
No log	4.1379	120	0.5897	0.6539	0.5897	0.7680
No log	4.2069	122	0.6117	0.6137	0.6117	0.7821
No log	4.2759	124	0.6352	0.6455	0.6352	0.7970
No log	4.3448	126	0.6087	0.6849	0.6087	0.7802
No log	4.4138	128	0.5889	0.6958	0.5889	0.7674
No log	4.4828	130	0.5608	0.6996	0.5608	0.7489
No log	4.5517	132	0.5493	0.6715	0.5493	0.7412
No log	4.6207	134	0.5912	0.6588	0.5912	0.7689
No log	4.6897	136	0.7566	0.6291	0.7566	0.8698
No log	4.7586	138	0.9293	0.4969	0.9293	0.9640
No log	4.8276	140	0.9417	0.5321	0.9417	0.9704
No log	4.8966	142	0.7638	0.5279	0.7638	0.8739
No log	4.9655	144	0.7237	0.5416	0.7237	0.8507
No log	5.0345	146	0.7872	0.5579	0.7872	0.8873
No log	5.1034	148	0.9755	0.4885	0.9755	0.9877
No log	5.1724	150	1.1187	0.3544	1.1187	1.0577
No log	5.2414	152	0.9299	0.5078	0.9299	0.9643
No log	5.3103	154	0.6411	0.5400	0.6411	0.8007
No log	5.3793	156	0.6199	0.5568	0.6199	0.7873
No log	5.4483	158	0.6647	0.5614	0.6647	0.8153
No log	5.5172	160	0.5875	0.5316	0.5875	0.7665
No log	5.5862	162	0.6017	0.5927	0.6017	0.7757
No log	5.6552	164	0.7279	0.5867	0.7279	0.8532
No log	5.7241	166	0.8814	0.5908	0.8814	0.9388
No log	5.7931	168	0.8584	0.5644	0.8584	0.9265
No log	5.8621	170	0.7845	0.5561	0.7845	0.8857
No log	5.9310	172	0.7900	0.5561	0.7900	0.8888
No log	6.0	174	0.8021	0.5994	0.8021	0.8956
No log	6.0690	176	0.6995	0.5618	0.6995	0.8364
No log	6.1379	178	0.6018	0.6327	0.6018	0.7758
No log	6.2069	180	0.5715	0.5823	0.5715	0.7559
No log	6.2759	182	0.5827	0.5823	0.5827	0.7634
No log	6.3448	184	0.6061	0.6255	0.6061	0.7785
No log	6.4138	186	0.6530	0.5981	0.6530	0.8081
No log	6.4828	188	0.6931	0.5763	0.6931	0.8325
No log	6.5517	190	0.6523	0.5546	0.6523	0.8076
No log	6.6207	192	0.6427	0.5546	0.6427	0.8017
No log	6.6897	194	0.6160	0.6051	0.6160	0.7848
No log	6.7586	196	0.6057	0.5168	0.6057	0.7783
No log	6.8276	198	0.6084	0.5142	0.6084	0.7800
No log	6.8966	200	0.6746	0.6039	0.6746	0.8214
No log	6.9655	202	0.8575	0.4987	0.8575	0.9260
No log	7.0345	204	0.9292	0.4975	0.9292	0.9639
No log	7.1034	206	0.8927	0.4767	0.8927	0.9448
No log	7.1724	208	0.7465	0.5400	0.7465	0.8640
No log	7.2414	210	0.6851	0.5490	0.6851	0.8277
No log	7.3103	212	0.6968	0.5966	0.6968	0.8347
No log	7.3793	214	0.7205	0.5463	0.7205	0.8488
No log	7.4483	216	0.7935	0.4932	0.7935	0.8908
No log	7.5172	218	0.8353	0.5154	0.8353	0.9139
No log	7.5862	220	0.8217	0.4926	0.8217	0.9065
No log	7.6552	222	0.8218	0.4926	0.8218	0.9065
No log	7.7241	224	0.8126	0.4186	0.8126	0.9015
No log	7.7931	226	0.7606	0.4745	0.7606	0.8721
No log	7.8621	228	0.7402	0.5127	0.7402	0.8603
No log	7.9310	230	0.7032	0.4642	0.7032	0.8385
No log	8.0	232	0.6667	0.5142	0.6667	0.8165
No log	8.0690	234	0.6527	0.6154	0.6527	0.8079
No log	8.1379	236	0.6890	0.6300	0.6890	0.8301
No log	8.2069	238	0.7388	0.6442	0.7388	0.8595
No log	8.2759	240	0.7124	0.6442	0.7124	0.8440
No log	8.3448	242	0.5915	0.6906	0.5915	0.7691
No log	8.4138	244	0.5476	0.6219	0.5476	0.7400
No log	8.4828	246	0.5304	0.6286	0.5304	0.7283
No log	8.5517	248	0.5328	0.6425	0.5328	0.7299
No log	8.6207	250	0.5582	0.6425	0.5582	0.7471
No log	8.6897	252	0.5851	0.6043	0.5851	0.7649
No log	8.7586	254	0.6423	0.6567	0.6423	0.8015
No log	8.8276	256	0.6755	0.6240	0.6755	0.8219
No log	8.8966	258	0.6867	0.6137	0.6867	0.8287
No log	8.9655	260	0.6665	0.5146	0.6665	0.8164
No log	9.0345	262	0.6682	0.4295	0.6682	0.8174
No log	9.1034	264	0.6468	0.5359	0.6468	0.8042
No log	9.1724	266	0.6399	0.5577	0.6399	0.8000
No log	9.2414	268	0.6319	0.5359	0.6319	0.7949
No log	9.3103	270	0.6784	0.6137	0.6784	0.8236
No log	9.3793	272	0.7189	0.5912	0.7189	0.8479
No log	9.4483	274	0.6770	0.6240	0.6770	0.8228
No log	9.5172	276	0.6259	0.5688	0.6259	0.7911
No log	9.5862	278	0.5906	0.5246	0.5906	0.7685
No log	9.6552	280	0.5715	0.5710	0.5715	0.7560
No log	9.7241	282	0.5604	0.5932	0.5604	0.7486
No log	9.7931	284	0.5675	0.5905	0.5675	0.7533
No log	9.8621	286	0.5883	0.6177	0.5883	0.7670
No log	9.9310	288	0.5965	0.6361	0.5965	0.7723
No log	10.0	290	0.6067	0.6361	0.6067	0.7789
No log	10.0690	292	0.6222	0.6352	0.6222	0.7888
No log	10.1379	294	0.6447	0.6240	0.6447	0.8030
No log	10.2069	296	0.6691	0.6053	0.6691	0.8180
No log	10.2759	298	0.6375	0.5018	0.6375	0.7985
No log	10.3448	300	0.6238	0.4498	0.6238	0.7898
No log	10.4138	302	0.6193	0.5018	0.6193	0.7870
No log	10.4828	304	0.6218	0.5495	0.6218	0.7886
No log	10.5517	306	0.6508	0.6489	0.6508	0.8067
No log	10.6207	308	0.6460	0.6112	0.6460	0.8038
No log	10.6897	310	0.6685	0.6015	0.6685	0.8176
No log	10.7586	312	0.7266	0.6089	0.7266	0.8524
No log	10.8276	314	0.7106	0.6199	0.7106	0.8430
No log	10.8966	316	0.6978	0.6015	0.6978	0.8354
No log	10.9655	318	0.6878	0.6300	0.6878	0.8293
No log	11.0345	320	0.6142	0.6731	0.6142	0.7837
No log	11.1034	322	0.5740	0.5960	0.5740	0.7576
No log	11.1724	324	0.5892	0.5960	0.5892	0.7676
No log	11.2414	326	0.6150	0.5850	0.6150	0.7842
No log	11.3103	328	0.6615	0.6272	0.6615	0.8133
No log	11.3793	330	0.7090	0.5938	0.7090	0.8420
No log	11.4483	332	0.7167	0.5938	0.7167	0.8466
No log	11.5172	334	0.7716	0.5916	0.7716	0.8784
No log	11.5862	336	0.8057	0.5968	0.8057	0.8976
No log	11.6552	338	0.7631	0.5800	0.7631	0.8735
No log	11.7241	340	0.6912	0.5429	0.6912	0.8314
No log	11.7931	342	0.6500	0.5850	0.6500	0.8062
No log	11.8621	344	0.6743	0.6003	0.6743	0.8212
No log	11.9310	346	0.7607	0.5675	0.7607	0.8722
No log	12.0	348	0.9393	0.5295	0.9393	0.9692
No log	12.0690	350	0.9582	0.4542	0.9582	0.9789
No log	12.1379	352	0.7968	0.5435	0.7968	0.8926
No log	12.2069	354	0.6632	0.6021	0.6632	0.8143
No log	12.2759	356	0.6486	0.5698	0.6486	0.8053
No log	12.3448	358	0.6971	0.5822	0.6971	0.8349
No log	12.4138	360	0.8253	0.5	0.8253	0.9085
No log	12.4828	362	0.8625	0.5	0.8625	0.9287
No log	12.5517	364	0.7892	0.5591	0.7892	0.8884
No log	12.6207	366	0.7021	0.5220	0.7021	0.8379
No log	12.6897	368	0.6750	0.5618	0.6750	0.8216
No log	12.7586	370	0.6685	0.5835	0.6685	0.8176
No log	12.8276	372	0.6906	0.5740	0.6906	0.8310
No log	12.8966	374	0.7024	0.5822	0.7024	0.8381
No log	12.9655	376	0.6658	0.5948	0.6658	0.8160
No log	13.0345	378	0.6500	0.6282	0.6500	0.8062
No log	13.1034	380	0.6347	0.6282	0.6347	0.7967
No log	13.1724	382	0.6021	0.6325	0.6021	0.7759
No log	13.2414	384	0.5813	0.6286	0.5813	0.7624
No log	13.3103	386	0.5779	0.5516	0.5779	0.7602
No log	13.3793	388	0.5817	0.6084	0.5817	0.7627
No log	13.4483	390	0.5943	0.6301	0.5943	0.7709
No log	13.5172	392	0.5973	0.5850	0.5973	0.7729
No log	13.5862	394	0.6087	0.5733	0.6087	0.7802
No log	13.6552	396	0.6486	0.6112	0.6486	0.8053
No log	13.7241	398	0.6783	0.5964	0.6783	0.8236
No log	13.7931	400	0.7558	0.5777	0.7558	0.8694
No log	13.8621	402	0.8496	0.5207	0.8496	0.9217
No log	13.9310	404	0.8200	0.5435	0.8200	0.9056
No log	14.0	406	0.7489	0.5777	0.7489	0.8654
No log	14.0690	408	0.7148	0.6137	0.7148	0.8454
No log	14.1379	410	0.6613	0.6042	0.6613	0.8132
No log	14.2069	412	0.6801	0.6367	0.6801	0.8247
No log	14.2759	414	0.7817	0.5532	0.7817	0.8842
No log	14.3448	416	0.9106	0.5058	0.9106	0.9542
No log	14.4138	418	0.9071	0.5066	0.9071	0.9524
No log	14.4828	420	0.7801	0.5333	0.7801	0.8832
No log	14.5517	422	0.6643	0.6178	0.6643	0.8150
No log	14.6207	424	0.6140	0.6032	0.6140	0.7836
No log	14.6897	426	0.6178	0.6377	0.6178	0.7860
No log	14.7586	428	0.6668	0.6071	0.6668	0.8166
No log	14.8276	430	0.7887	0.5451	0.7887	0.8881
No log	14.8966	432	0.8822	0.5089	0.8822	0.9392
No log	14.9655	434	0.8437	0.4993	0.8437	0.9186
No log	15.0345	436	0.7302	0.5800	0.7302	0.8545
No log	15.1034	438	0.7106	0.5160	0.7106	0.8430
No log	15.1724	440	0.6964	0.5740	0.6964	0.8345
No log	15.2414	442	0.6892	0.5740	0.6892	0.8302
No log	15.3103	444	0.6893	0.5858	0.6893	0.8302
No log	15.3793	446	0.6717	0.6063	0.6717	0.8195
No log	15.4483	448	0.6758	0.6063	0.6758	0.8221
No log	15.5172	450	0.6714	0.6063	0.6714	0.8194
No log	15.5862	452	0.6683	0.5763	0.6683	0.8175
No log	15.6552	454	0.6840	0.6291	0.6840	0.8271
No log	15.7241	456	0.7287	0.5798	0.7287	0.8536
No log	15.7931	458	0.8176	0.5584	0.8176	0.9042
No log	15.8621	460	0.8603	0.5019	0.8603	0.9275
No log	15.9310	462	0.7899	0.5584	0.7899	0.8887
No log	16.0	464	0.7629	0.5822	0.7629	0.8734
No log	16.0690	466	0.7509	0.5534	0.7509	0.8665
No log	16.1379	468	0.7765	0.5266	0.7765	0.8812
No log	16.2069	470	0.8219	0.5	0.8219	0.9066
No log	16.2759	472	0.8145	0.5	0.8145	0.9025
No log	16.3448	474	0.8258	0.5405	0.8258	0.9087
No log	16.4138	476	0.7687	0.5978	0.7687	0.8768
No log	16.4828	478	0.6820	0.6558	0.6820	0.8258
No log	16.5517	480	0.6150	0.6371	0.6150	0.7842
No log	16.6207	482	0.6132	0.6567	0.6132	0.7831
No log	16.6897	484	0.6322	0.6455	0.6322	0.7951
No log	16.7586	486	0.6821	0.6199	0.6821	0.8259
No log	16.8276	488	0.7336	0.6061	0.7336	0.8565
No log	16.8966	490	0.7256	0.5877	0.7256	0.8518
No log	16.9655	492	0.6456	0.6305	0.6456	0.8035
No log	17.0345	494	0.6192	0.6231	0.6192	0.7869
No log	17.1034	496	0.6476	0.6422	0.6476	0.8047
No log	17.1724	498	0.7547	0.5928	0.7547	0.8687
0.3013	17.2414	500	0.9561	0.4449	0.9561	0.9778
0.3013	17.3103	502	1.0821	0.4542	1.0821	1.0402
0.3013	17.3793	504	1.0008	0.4748	1.0008	1.0004
0.3013	17.4483	506	0.8220	0.5644	0.8220	0.9066
0.3013	17.5172	508	0.6948	0.5858	0.6948	0.8335
0.3013	17.5862	510	0.6743	0.5208	0.6743	0.8212
0.3013	17.6552	512	0.6944	0.5886	0.6944	0.8333
0.3013	17.7241	514	0.7545	0.5387	0.7545	0.8686
0.3013	17.7931	516	0.7722	0.5598	0.7722	0.8787
0.3013	17.8621	518	0.7259	0.5546	0.7259	0.8520
0.3013	17.9310	520	0.6798	0.6051	0.6798	0.8245
0.3013	18.0	522	0.6562	0.5593	0.6562	0.8100
0.3013	18.0690	524	0.6686	0.5909	0.6686	0.8177
0.3013	18.1379	526	0.7301	0.5953	0.7301	0.8545
0.3013	18.2069	528	0.7506	0.5675	0.7506	0.8664
0.3013	18.2759	530	0.8021	0.5319	0.8021	0.8956
0.3013	18.3448	532	0.8112	0.5405	0.8112	0.9006
0.3013	18.4138	534	0.7342	0.5717	0.7342	0.8569
0.3013	18.4828	536	0.7016	0.5872	0.7016	0.8376
0.3013	18.5517	538	0.7059	0.5521	0.7059	0.8402
0.3013	18.6207	540	0.7083	0.6071	0.7083	0.8416
0.3013	18.6897	542	0.6766	0.5654	0.6766	0.8225
0.3013	18.7586	544	0.6467	0.5455	0.6467	0.8042
0.3013	18.8276	546	0.6478	0.5894	0.6478	0.8048
0.3013	18.8966	548	0.6740	0.6003	0.6740	0.8210
0.3013	18.9655	550	0.7468	0.5655	0.7468	0.8642
0.3013	19.0345	552	0.8059	0.5745	0.8059	0.8977
0.3013	19.1034	554	0.7741	0.5745	0.7741	0.8798
0.3013	19.1724	556	0.7082	0.5521	0.7082	0.8416
0.3013	19.2414	558	0.6883	0.5534	0.6883	0.8297
0.3013	19.3103	560	0.6609	0.5676	0.6609	0.8130
0.3013	19.3793	562	0.6453	0.5472	0.6453	0.8033
0.3013	19.4483	564	0.6503	0.5921	0.6503	0.8064
0.3013	19.5172	566	0.6628	0.5654	0.6628	0.8141
0.3013	19.5862	568	0.6613	0.5833	0.6613	0.8132
0.3013	19.6552	570	0.6467	0.5810	0.6467	0.8041
0.3013	19.7241	572	0.6376	0.5146	0.6376	0.7985
0.3013	19.7931	574	0.6466	0.5146	0.6466	0.8041
0.3013	19.8621	576	0.6465	0.5822	0.6465	0.8041
0.3013	19.9310	578	0.6569	0.5700	0.6569	0.8105
0.3013	20.0	580	0.6604	0.5373	0.6604	0.8126
0.3013	20.0690	582	0.6606	0.5373	0.6606	0.8127
0.3013	20.1379	584	0.6830	0.5645	0.6830	0.8265
0.3013	20.2069	586	0.7406	0.6015	0.7406	0.8606
0.3013	20.2759	588	0.7580	0.5572	0.7580	0.8707
0.3013	20.3448	590	0.7340	0.5614	0.7340	0.8567
0.3013	20.4138	592	0.7358	0.4726	0.7358	0.8578
0.3013	20.4828	594	0.7866	0.5241	0.7866	0.8869
0.3013	20.5517	596	0.8115	0.4889	0.8115	0.9008
0.3013	20.6207	598	0.8196	0.4889	0.8196	0.9053
0.3013	20.6897	600	0.8007	0.4785	0.8007	0.8948
0.3013	20.7586	602	0.7302	0.4857	0.7302	0.8545
0.3013	20.8276	604	0.6996	0.5135	0.6996	0.8364
0.3013	20.8966	606	0.7040	0.4772	0.7040	0.8390
0.3013	20.9655	608	0.7262	0.4519	0.7262	0.8522
0.3013	21.0345	610	0.7773	0.4832	0.7773	0.8817
0.3013	21.1034	612	0.8512	0.4560	0.8512	0.9226
0.3013	21.1724	614	0.8605	0.4560	0.8605	0.9276
0.3013	21.2414	616	0.7957	0.4102	0.7957	0.8920
0.3013	21.3103	618	0.7379	0.4368	0.7379	0.8590
0.3013	21.3793	620	0.7157	0.4254	0.7157	0.8460
0.3013	21.4483	622	0.7107	0.4757	0.7107	0.8430
0.3013	21.5172	624	0.7324	0.5516	0.7324	0.8558
0.3013	21.5862	626	0.8182	0.5219	0.8182	0.9045
0.3013	21.6552	628	0.8204	0.5417	0.8204	0.9057
0.3013	21.7241	630	0.7947	0.5526	0.7947	0.8915
0.3013	21.7931	632	0.7356	0.5675	0.7356	0.8577
0.3013	21.8621	634	0.6576	0.5953	0.6576	0.8109
0.3013	21.9310	636	0.6449	0.5953	0.6449	0.8030
0.3013	22.0	638	0.6684	0.5953	0.6684	0.8176
0.3013	22.0690	640	0.7175	0.5358	0.7175	0.8470
0.3013	22.1379	642	0.7873	0.5447	0.7873	0.8873
0.3013	22.2069	644	0.8377	0.5644	0.8377	0.9152
0.3013	22.2759	646	0.8196	0.5447	0.8196	0.9053
0.3013	22.3448	648	0.7863	0.5241	0.7863	0.8867
0.3013	22.4138	650	0.7223	0.5509	0.7223	0.8499
0.3013	22.4828	652	0.7165	0.5527	0.7165	0.8464
0.3013	22.5517	654	0.7569	0.5598	0.7569	0.8700
0.3013	22.6207	656	0.7731	0.5598	0.7731	0.8793
0.3013	22.6897	658	0.7771	0.5978	0.7771	0.8815
0.3013	22.7586	660	0.7370	0.5584	0.7370	0.8585
0.3013	22.8276	662	0.7060	0.5602	0.7060	0.8403
0.3013	22.8966	664	0.6645	0.5528	0.6645	0.8151
0.3013	22.9655	666	0.6585	0.5528	0.6585	0.8115
0.3013	23.0345	668	0.6474	0.5472	0.6474	0.8046
0.3013	23.1034	670	0.6359	0.5032	0.6359	0.7974
0.3013	23.1724	672	0.6309	0.5156	0.6309	0.7943
0.3013	23.2414	674	0.6296	0.5490	0.6296	0.7935
0.3013	23.3103	676	0.6593	0.5634	0.6593	0.8120
0.3013	23.3793	678	0.6993	0.5718	0.6993	0.8363
0.3013	23.4483	680	0.6991	0.5718	0.6991	0.8361
0.3013	23.5172	682	0.6957	0.5718	0.6957	0.8341
0.3013	23.5862	684	0.7033	0.5810	0.7033	0.8386
0.3013	23.6552	686	0.6936	0.5833	0.6936	0.8328
0.3013	23.7241	688	0.6809	0.5833	0.6809	0.8252
0.3013	23.7931	690	0.6642	0.5740	0.6642	0.8150
0.3013	23.8621	692	0.6381	0.5552	0.6381	0.7988
0.3013	23.9310	694	0.6305	0.5654	0.6305	0.7941
0.3013	24.0	696	0.6491	0.5833	0.6491	0.8057
0.3013	24.0690	698	0.7161	0.5854	0.7161	0.8462
0.3013	24.1379	700	0.7350	0.5854	0.7350	0.8573
0.3013	24.2069	702	0.7295	0.5854	0.7295	0.8541
0.3013	24.2759	704	0.6981	0.5584	0.6981	0.8355
0.3013	24.3448	706	0.7132	0.5470	0.7132	0.8445
0.3013	24.4138	708	0.7175	0.5788	0.7175	0.8471
0.3013	24.4828	710	0.7221	0.5978	0.7221	0.8497
0.3013	24.5517	712	0.7135	0.5788	0.7135	0.8447
0.3013	24.6207	714	0.7379	0.5968	0.7379	0.8590
0.3013	24.6897	716	0.7242	0.5579	0.7242	0.8510
0.3013	24.7586	718	0.7487	0.5567	0.7487	0.8653
0.3013	24.8276	720	0.7283	0.5705	0.7283	0.8534
0.3013	24.8966	722	0.6950	0.5598	0.6950	0.8336
0.3013	24.9655	724	0.7082	0.5598	0.7082	0.8415
0.3013	25.0345	726	0.7362	0.5579	0.7362	0.8580
0.3013	25.1034	728	0.7682	0.5756	0.7682	0.8764
0.3013	25.1724	730	0.7705	0.6132	0.7705	0.8778
0.3013	25.2414	732	0.6906	0.5777	0.6906	0.8310
0.3013	25.3103	734	0.6407	0.5810	0.6407	0.8004
0.3013	25.3793	736	0.6267	0.5833	0.6267	0.7916
0.3013	25.4483	738	0.6421	0.5833	0.6421	0.8013
0.3013	25.5172	740	0.6661	0.5927	0.6661	0.8162
0.3013	25.5862	742	0.6706	0.5717	0.6706	0.8189
0.3013	25.6552	744	0.6664	0.5927	0.6664	0.8164
0.3013	25.7241	746	0.6812	0.5695	0.6812	0.8254
0.3013	25.7931	748	0.7228	0.5579	0.7228	0.8502
0.3013	25.8621	750	0.7288	0.5579	0.7288	0.8537
0.3013	25.9310	752	0.6827	0.5584	0.6827	0.8263
0.3013	26.0	754	0.6731	0.5697	0.6731	0.8205
0.3013	26.0690	756	0.6902	0.5584	0.6902	0.8308
0.3013	26.1379	758	0.7503	0.5470	0.7503	0.8662
0.3013	26.2069	760	0.8090	0.5756	0.8090	0.8995
0.3013	26.2759	762	0.7840	0.5561	0.7840	0.8855
0.3013	26.3448	764	0.7250	0.5902	0.7250	0.8515
0.3013	26.4138	766	0.6850	0.5572	0.6850	0.8276
0.3013	26.4828	768	0.6875	0.5348	0.6875	0.8292
0.3013	26.5517	770	0.7276	0.5622	0.7276	0.8530
0.3013	26.6207	772	0.8065	0.5229	0.8065	0.8981
0.3013	26.6897	774	0.8180	0.4885	0.8180	0.9044
0.3013	26.7586	776	0.7801	0.5788	0.7801	0.8832
0.3013	26.8276	778	0.7206	0.5584	0.7206	0.8489
0.3013	26.8966	780	0.6890	0.5584	0.6890	0.8301
0.3013	26.9655	782	0.7131	0.5777	0.7131	0.8445
0.3013	27.0345	784	0.7775	0.5735	0.7775	0.8818
0.3013	27.1034	786	0.8407	0.5628	0.8407	0.9169
0.3013	27.1724	788	0.8286	0.5735	0.8286	0.9103
0.3013	27.2414	790	0.7428	0.5777	0.7428	0.8618
0.3013	27.3103	792	0.6828	0.5718	0.6828	0.8263
0.3013	27.3793	794	0.6676	0.5534	0.6676	0.8171
0.3013	27.4483	796	0.6535	0.5442	0.6535	0.8084
0.3013	27.5172	798	0.6576	0.5442	0.6576	0.8109
0.3013	27.5862	800	0.6902	0.5516	0.6902	0.8308
0.3013	27.6552	802	0.7335	0.5697	0.7335	0.8564
0.3013	27.7241	804	0.7765	0.5888	0.7765	0.8812
0.3013	27.7931	806	0.7539	0.5697	0.7539	0.8683
0.3013	27.8621	808	0.7158	0.5516	0.7158	0.8461
0.3013	27.9310	810	0.6943	0.4974	0.6943	0.8333
0.3013	28.0	812	0.7087	0.5093	0.7087	0.8418
0.3013	28.0690	814	0.7235	0.4973	0.7235	0.8506
0.3013	28.1379	816	0.7543	0.4966	0.7543	0.8685
0.3013	28.2069	818	0.7692	0.5651	0.7692	0.8770
0.3013	28.2759	820	0.7618	0.5775	0.7618	0.8728
0.3013	28.3448	822	0.7318	0.5552	0.7318	0.8554
0.3013	28.4138	824	0.6876	0.5552	0.6876	0.8292
0.3013	28.4828	826	0.6757	0.5534	0.6757	0.8220
0.3013	28.5517	828	0.6824	0.5697	0.6824	0.8261
0.3013	28.6207	830	0.6893	0.5584	0.6893	0.8302
0.3013	28.6897	832	0.7034	0.5963	0.7034	0.8387
0.3013	28.7586	834	0.7023	0.6071	0.7023	0.8380
0.3013	28.8276	836	0.7073	0.6071	0.7073	0.8410
0.3013	28.8966	838	0.7008	0.6071	0.7008	0.8371
0.3013	28.9655	840	0.6797	0.5888	0.6797	0.8244
0.3013	29.0345	842	0.6467	0.5833	0.6467	0.8042
0.3013	29.1034	844	0.6478	0.5833	0.6478	0.8049
0.3013	29.1724	846	0.6736	0.6199	0.6736	0.8208
0.3013	29.2414	848	0.7177	0.6089	0.7177	0.8472
0.3013	29.3103	850	0.7311	0.6089	0.7311	0.8550
0.3013	29.3793	852	0.7458	0.6089	0.7458	0.8636
0.3013	29.4483	854	0.7149	0.6089	0.7149	0.8455
0.3013	29.5172	856	0.6847	0.5383	0.6847	0.8275
0.3013	29.5862	858	0.6884	0.5498	0.6884	0.8297
0.3013	29.6552	860	0.7261	0.5383	0.7261	0.8521
0.3013	29.7241	862	0.8008	0.5463	0.8008	0.8949
0.3013	29.7931	864	0.8315	0.5346	0.8315	0.9119
0.3013	29.8621	866	0.8571	0.4889	0.8571	0.9258
0.3013	29.9310	868	0.8361	0.4893	0.8361	0.9144
0.3013	30.0	870	0.8017	0.5252	0.8017	0.8954
0.3013	30.0690	872	0.7865	0.5265	0.7865	0.8868
0.3013	30.1379	874	0.7850	0.5375	0.7850	0.8860
0.3013	30.2069	876	0.7405	0.5622	0.7405	0.8605
0.3013	30.2759	878	0.7034	0.5622	0.7034	0.8387
0.3013	30.3448	880	0.6957	0.5622	0.6957	0.8341
0.3013	30.4138	882	0.7103	0.5584	0.7103	0.8428
0.3013	30.4828	884	0.7173	0.5584	0.7173	0.8469
0.3013	30.5517	886	0.7234	0.5584	0.7234	0.8505
0.3013	30.6207	888	0.7555	0.5356	0.7555	0.8692
0.3013	30.6897	890	0.7873	0.5344	0.7872	0.8873
0.3013	30.7586	892	0.7767	0.5147	0.7767	0.8813
0.3013	30.8276	894	0.7260	0.5504	0.7260	0.8521
0.3013	30.8966	896	0.6899	0.5622	0.6899	0.8306
0.3013	30.9655	898	0.6647	0.4960	0.6647	0.8153
0.3013	31.0345	900	0.6472	0.5459	0.6472	0.8045
0.3013	31.1034	902	0.6537	0.5413	0.6537	0.8085
0.3013	31.1724	904	0.7035	0.5470	0.7035	0.8388
0.3013	31.2414	906	0.8322	0.6025	0.8322	0.9122
0.3013	31.3103	908	0.9459	0.5186	0.9459	0.9726
0.3013	31.3793	910	0.9163	0.5405	0.9163	0.9572
0.3013	31.4483	912	0.8402	0.6025	0.8402	0.9166
0.3013	31.5172	914	0.7474	0.5455	0.7474	0.8645
0.3013	31.5862	916	0.6942	0.5504	0.6942	0.8332
0.3013	31.6552	918	0.6869	0.5504	0.6869	0.8288
0.3013	31.7241	920	0.6808	0.5504	0.6808	0.8251
0.3013	31.7931	922	0.7129	0.5470	0.7129	0.8443
0.3013	31.8621	924	0.7566	0.5647	0.7566	0.8698
0.3013	31.9310	926	0.7492	0.5455	0.7492	0.8656
0.3013	32.0	928	0.6878	0.5487	0.6878	0.8294
0.3013	32.0690	930	0.6525	0.5516	0.6525	0.8078
0.3013	32.1379	932	0.6453	0.5089	0.6453	0.8033
0.3013	32.2069	934	0.6648	0.5498	0.6648	0.8154
0.3013	32.2759	936	0.7403	0.5470	0.7403	0.8604
0.3013	32.3448	938	0.8467	0.5725	0.8467	0.9201
0.3013	32.4138	940	0.8870	0.5526	0.8870	0.9418
0.3013	32.4828	942	0.8528	0.5128	0.8528	0.9235
0.3013	32.5517	944	0.7849	0.5279	0.7849	0.8860
0.3013	32.6207	946	0.7572	0.4579	0.7572	0.8702
0.3013	32.6897	948	0.7439	0.4579	0.7439	0.8625
0.3013	32.7586	950	0.7527	0.4579	0.7527	0.8676
0.3013	32.8276	952	0.7539	0.4581	0.7539	0.8682
0.3013	32.8966	954	0.7646	0.5279	0.7646	0.8744
0.3013	32.9655	956	0.7850	0.4921	0.7850	0.8860
0.3013	33.0345	958	0.8176	0.4796	0.8176	0.9042
0.3013	33.1034	960	0.8276	0.4796	0.8276	0.9097
0.3013	33.1724	962	0.7875	0.4911	0.7875	0.8874
0.3013	33.2414	964	0.7395	0.5470	0.7395	0.8599
0.3013	33.3103	966	0.6945	0.5504	0.6945	0.8334
0.3013	33.3793	968	0.6759	0.5622	0.6759	0.8221
0.3013	33.4483	970	0.6922	0.5622	0.6922	0.8320
0.3013	33.5172	972	0.7287	0.5254	0.7287	0.8536
0.3013	33.5862	974	0.7437	0.5254	0.7437	0.8624
0.3013	33.6552	976	0.7450	0.5254	0.7450	0.8631
0.3013	33.7241	978	0.7831	0.4911	0.7831	0.8849
0.3013	33.7931	980	0.7914	0.4911	0.7914	0.8896
0.3013	33.8621	982	0.7925	0.4911	0.7925	0.8902
0.3013	33.9310	984	0.7573	0.5254	0.7573	0.8702
0.3013	34.0	986	0.7186	0.5385	0.7186	0.8477
0.3013	34.0690	988	0.7160	0.5170	0.7160	0.8462
0.3013	34.1379	990	0.7425	0.5370	0.7425	0.8617
0.3013	34.2069	992	0.7618	0.5385	0.7618	0.8728
0.3013	34.2759	994	0.8152	0.4916	0.8152	0.9029
0.3013	34.3448	996	0.8944	0.4565	0.8944	0.9457
0.3013	34.4138	998	0.9205	0.4885	0.9205	0.9594
0.0573	34.4828	1000	0.8764	0.4565	0.8764	0.9362
0.0573	34.5517	1002	0.7940	0.5504	0.7940	0.8911
0.0573	34.6207	1004	0.7529	0.4850	0.7529	0.8677
0.0573	34.6897	1006	0.7457	0.4850	0.7457	0.8635
0.0573	34.7586	1008	0.7490	0.4850	0.7490	0.8655
0.0573	34.8276	1010	0.7584	0.5076	0.7584	0.8709
0.0573	34.8966	1012	0.7713	0.5487	0.7713	0.8782
0.0573	34.9655	1014	0.7801	0.5254	0.7801	0.8832
0.0573	35.0345	1016	0.7522	0.5279	0.7522	0.8673
0.0573	35.1034	1018	0.7309	0.4960	0.7309	0.8549
0.0573	35.1724	1020	0.7035	0.4960	0.7035	0.8387
0.0573	35.2414	1022	0.6977	0.4960	0.6977	0.8353
0.0573	35.3103	1024	0.7066	0.5279	0.7066	0.8406
0.0573	35.3793	1026	0.7268	0.5470	0.7268	0.8525
0.0573	35.4483	1028	0.7149	0.5470	0.7149	0.8455
0.0573	35.5172	1030	0.6998	0.5397	0.6998	0.8365
0.0573	35.5862	1032	0.7183	0.5751	0.7183	0.8475
0.0573	35.6552	1034	0.7507	0.5509	0.7507	0.8664
0.0573	35.7241	1036	0.7615	0.5491	0.7615	0.8727
0.0573	35.7931	1038	0.7641	0.5491	0.7641	0.8741
0.0573	35.8621	1040	0.7170	0.5279	0.7170	0.8467
0.0573	35.9310	1042	0.7096	0.5397	0.7096	0.8424
0.0573	36.0	1044	0.7106	0.5584	0.7106	0.8430
0.0573	36.0690	1046	0.7070	0.5584	0.7070	0.8408
0.0573	36.1379	1048	0.7230	0.5584	0.7230	0.8503
0.0573	36.2069	1050	0.7404	0.5470	0.7404	0.8604
0.0573	36.2759	1052	0.7547	0.5470	0.7547	0.8687
0.0573	36.3448	1054	0.7549	0.5504	0.7549	0.8688
0.0573	36.4138	1056	0.7421	0.5292	0.7421	0.8615
0.0573	36.4828	1058	0.7188	0.5413	0.7188	0.8478
0.0573	36.5517	1060	0.7196	0.5413	0.7196	0.8483
0.0573	36.6207	1062	0.7444	0.5470	0.7444	0.8628
0.0573	36.6897	1064	0.7619	0.5470	0.7619	0.8728
0.0573	36.7586	1066	0.7671	0.5470	0.7671	0.8758
0.0573	36.8276	1068	0.7463	0.5470	0.7463	0.8639
0.0573	36.8966	1070	0.7163	0.5397	0.7163	0.8463
0.0573	36.9655	1072	0.6968	0.5883	0.6968	0.8348
0.0573	37.0345	1074	0.6964	0.5894	0.6964	0.8345
0.0573	37.1034	1076	0.7065	0.5869	0.7065	0.8405
0.0573	37.1724	1078	0.7487	0.5397	0.7487	0.8653
0.0573	37.2414	1080	0.8150	0.4575	0.8150	0.9028
0.0573	37.3103	1082	0.8741	0.4681	0.8741	0.9349
0.0573	37.3793	1084	0.8867	0.4563	0.8867	0.9417
0.0573	37.4483	1086	0.8671	0.4560	0.8671	0.9312
0.0573	37.5172	1088	0.8356	0.4326	0.8356	0.9141
0.0573	37.5862	1090	0.8035	0.5292	0.8035	0.8964
0.0573	37.6552	1092	0.7806	0.4843	0.7806	0.8835
0.0573	37.7241	1094	0.7790	0.4843	0.7790	0.8826
0.0573	37.7931	1096	0.8029	0.5279	0.8029	0.8960
0.0573	37.8621	1098	0.8405	0.4911	0.8405	0.9168
0.0573	37.9310	1100	0.8377	0.4911	0.8377	0.9152
0.0573	38.0	1102	0.7920	0.5470	0.7920	0.8899
0.0573	38.0690	1104	0.7476	0.5516	0.7476	0.8646
0.0573	38.1379	1106	0.7361	0.5397	0.7361	0.8580
0.0573	38.2069	1108	0.7328	0.5516	0.7328	0.8560
0.0573	38.2759	1110	0.7563	0.5728	0.7563	0.8697
0.0573	38.3448	1112	0.7566	0.5397	0.7566	0.8698
0.0573	38.4138	1114	0.7531	0.4954	0.7531	0.8678
0.0573	38.4828	1116	0.7786	0.4832	0.7786	0.8824
0.0573	38.5517	1118	0.7885	0.4586	0.7885	0.8880
0.0573	38.6207	1120	0.8198	0.4696	0.8198	0.9054
0.0573	38.6897	1122	0.8630	0.4577	0.8630	0.9290
0.0573	38.7586	1124	0.8926	0.5208	0.8926	0.9448
0.0573	38.8276	1126	0.8834	0.5208	0.8834	0.9399
0.0573	38.8966	1128	0.8157	0.4695	0.8157	0.9031
0.0573	38.9655	1130	0.7381	0.4954	0.7381	0.8591
0.0573	39.0345	1132	0.6952	0.5076	0.6952	0.8338
0.0573	39.1034	1134	0.6819	0.5565	0.6819	0.8258
0.0573	39.1724	1136	0.6790	0.5565	0.6790	0.8240
0.0573	39.2414	1138	0.6857	0.5197	0.6857	0.8281
0.0573	39.3103	1140	0.7156	0.5397	0.7156	0.8459
0.0573	39.3793	1142	0.7444	0.5279	0.7444	0.8628
0.0573	39.4483	1144	0.7862	0.5255	0.7862	0.8867
0.0573	39.5172	1146	0.7966	0.5041	0.7966	0.8925
0.0573	39.5862	1148	0.8069	0.4695	0.8069	0.8983
0.0573	39.6552	1150	0.7935	0.4588	0.7935	0.8908
0.0573	39.7241	1152	0.7814	0.4836	0.7814	0.8840
0.0573	39.7931	1154	0.7899	0.4584	0.7899	0.8888
0.0573	39.8621	1156	0.8148	0.3972	0.8148	0.9027
0.0573	39.9310	1158	0.8420	0.4450	0.8420	0.9176
0.0573	40.0	1160	0.8445	0.4450	0.8445	0.9190
0.0573	40.0690	1162	0.8284	0.4450	0.8284	0.9102
0.0573	40.1379	1164	0.7786	0.4954	0.7786	0.8824
0.0573	40.2069	1166	0.7479	0.4954	0.7479	0.8648
0.0573	40.2759	1168	0.7224	0.4954	0.7224	0.8499
0.0573	40.3448	1170	0.7114	0.5076	0.7114	0.8434
0.0573	40.4138	1172	0.7096	0.5076	0.7096	0.8424
0.0573	40.4828	1174	0.7084	0.5279	0.7084	0.8417
0.0573	40.5517	1176	0.7130	0.5279	0.7130	0.8444
0.0573	40.6207	1178	0.7579	0.5666	0.7579	0.8706
0.0573	40.6897	1180	0.8363	0.5636	0.8363	0.9145
0.0573	40.7586	1182	0.8440	0.5306	0.8440	0.9187
0.0573	40.8276	1184	0.7732	0.5854	0.7732	0.8793
0.0573	40.8966	1186	0.6984	0.5397	0.6984	0.8357
0.0573	40.9655	1188	0.6819	0.5740	0.6819	0.8257
0.0573	41.0345	1190	0.6946	0.4954	0.6946	0.8334
0.0573	41.1034	1192	0.7231	0.4954	0.7231	0.8504
0.0573	41.1724	1194	0.7574	0.5279	0.7574	0.8703
0.0573	41.2414	1196	0.8093	0.5041	0.8093	0.8996
0.0573	41.3103	1198	0.8609	0.4560	0.8609	0.9279
0.0573	41.3793	1200	0.8600	0.4801	0.8600	0.9274
0.0573	41.4483	1202	0.8429	0.4695	0.8429	0.9181
0.0573	41.5172	1204	0.8271	0.4695	0.8271	0.9095
0.0573	41.5862	1206	0.8126	0.5041	0.8126	0.9014
0.0573	41.6552	1208	0.7986	0.5041	0.7986	0.8937
0.0573	41.7241	1210	0.7873	0.5160	0.7873	0.8873
0.0573	41.7931	1212	0.8037	0.5041	0.8037	0.8965
0.0573	41.8621	1214	0.8254	0.4695	0.8254	0.9085
0.0573	41.9310	1216	0.8342	0.4455	0.8342	0.9134
0.0573	42.0	1218	0.8028	0.4695	0.8028	0.8960
0.0573	42.0690	1220	0.7677	0.4818	0.7677	0.8762
0.0573	42.1379	1222	0.7409	0.5305	0.7409	0.8608
0.0573	42.2069	1224	0.7377	0.5292	0.7377	0.8589
0.0573	42.2759	1226	0.7404	0.5397	0.7404	0.8605
0.0573	42.3448	1228	0.7433	0.5397	0.7433	0.8622
0.0573	42.4138	1230	0.7456	0.5383	0.7456	0.8635
0.0573	42.4828	1232	0.7627	0.5046	0.7627	0.8733
0.0573	42.5517	1234	0.7933	0.5033	0.7933	0.8907
0.0573	42.6207	1236	0.8386	0.4916	0.8386	0.9157
0.0573	42.6897	1238	0.8429	0.4916	0.8429	0.9181
0.0573	42.7586	1240	0.8005	0.5255	0.8005	0.8947
0.0573	42.8276	1242	0.7622	0.5383	0.7622	0.8731
0.0573	42.8966	1244	0.7449	0.5498	0.7449	0.8631
0.0573	42.9655	1246	0.7372	0.5410	0.7372	0.8586
0.0573	43.0345	1248	0.7394	0.5516	0.7394	0.8599
0.0573	43.1034	1250	0.7475	0.5516	0.7475	0.8646
0.0573	43.1724	1252	0.7370	0.4968	0.7370	0.8585
0.0573	43.2414	1254	0.7298	0.4968	0.7298	0.8543
0.0573	43.3103	1256	0.7467	0.5410	0.7467	0.8641
0.0573	43.3793	1258	0.7559	0.5410	0.7559	0.8694
0.0573	43.4483	1260	0.7651	0.5516	0.7651	0.8747
0.0573	43.5172	1262	0.7902	0.5054	0.7902	0.8889
0.0573	43.5862	1264	0.8181	0.4695	0.8181	0.9045
0.0573	43.6552	1266	0.8089	0.4696	0.8089	0.8994
0.0573	43.7241	1268	0.7943	0.4696	0.7943	0.8912
0.0573	43.7931	1270	0.8049	0.4696	0.8049	0.8972
0.0573	43.8621	1272	0.8398	0.4349	0.8398	0.9164
0.0573	43.9310	1274	0.8909	0.4107	0.8909	0.9439
0.0573	44.0	1276	0.9113	0.4652	0.9113	0.9546
0.0573	44.0690	1278	0.9212	0.4771	0.9212	0.9598
0.0573	44.1379	1280	0.8974	0.4459	0.8974	0.9473
0.0573	44.2069	1282	0.8551	0.4577	0.8551	0.9247
0.0573	44.2759	1284	0.8053	0.4696	0.8053	0.8974
0.0573	44.3448	1286	0.7895	0.4929	0.7895	0.8885
0.0573	44.4138	1288	0.7568	0.5383	0.7568	0.8699
0.0573	44.4828	1290	0.7509	0.5383	0.7509	0.8665
0.0573	44.5517	1292	0.7524	0.5170	0.7524	0.8674
0.0573	44.6207	1294	0.7373	0.5170	0.7373	0.8587
0.0573	44.6897	1296	0.7359	0.5170	0.7359	0.8579
0.0573	44.7586	1298	0.7459	0.5170	0.7459	0.8637
0.0573	44.8276	1300	0.7642	0.4696	0.7642	0.8742
0.0573	44.8966	1302	0.7752	0.4696	0.7752	0.8804
0.0573	44.9655	1304	0.8048	0.4907	0.8048	0.8971
0.0573	45.0345	1306	0.8553	0.4548	0.8553	0.9248
0.0573	45.1034	1308	0.8825	0.4207	0.8825	0.9394
0.0573	45.1724	1310	0.8528	0.4548	0.8528	0.9235
0.0573	45.2414	1312	0.8105	0.5035	0.8105	0.9003
0.0573	45.3103	1314	0.7759	0.4818	0.7759	0.8808
0.0573	45.3793	1316	0.7393	0.5397	0.7393	0.8598
0.0573	45.4483	1318	0.7341	0.5397	0.7341	0.8568
0.0573	45.5172	1320	0.7405	0.5383	0.7405	0.8605
0.0573	45.5862	1322	0.7673	0.5383	0.7673	0.8760
0.0573	45.6552	1324	0.7836	0.5584	0.7836	0.8852
0.0573	45.7241	1326	0.7720	0.5383	0.7720	0.8786
0.0573	45.7931	1328	0.7349	0.5397	0.7349	0.8572
0.0573	45.8621	1330	0.7037	0.4954	0.7037	0.8389
0.0573	45.9310	1332	0.6914	0.4858	0.6914	0.8315
0.0573	46.0	1334	0.6950	0.4858	0.6950	0.8336
0.0573	46.0690	1336	0.7068	0.4728	0.7068	0.8407
0.0573	46.1379	1338	0.7320	0.4960	0.7320	0.8555
0.0573	46.2069	1340	0.7541	0.4711	0.7541	0.8684
0.0573	46.2759	1342	0.7732	0.4711	0.7732	0.8793
0.0573	46.3448	1344	0.7787	0.4711	0.7787	0.8824
0.0573	46.4138	1346	0.7778	0.4350	0.7778	0.8819
0.0573	46.4828	1348	0.7712	0.5170	0.7712	0.8782
0.0573	46.5517	1350	0.7683	0.5170	0.7683	0.8765
0.0573	46.6207	1352	0.7564	0.5170	0.7564	0.8697
0.0573	46.6897	1354	0.7579	0.5160	0.7579	0.8706
0.0573	46.7586	1356	0.7512	0.5160	0.7512	0.8667
0.0573	46.8276	1358	0.7459	0.5170	0.7459	0.8636
0.0573	46.8966	1360	0.7446	0.5170	0.7446	0.8629
0.0573	46.9655	1362	0.7638	0.4818	0.7638	0.8740
0.0573	47.0345	1364	0.7738	0.5157	0.7738	0.8797
0.0573	47.1034	1366	0.7802	0.4818	0.7802	0.8833
0.0573	47.1724	1368	0.7799	0.4815	0.7799	0.8831
0.0573	47.2414	1370	0.7798	0.4815	0.7798	0.8831
0.0573	47.3103	1372	0.7885	0.4815	0.7885	0.8880
0.0573	47.3793	1374	0.7931	0.5033	0.7931	0.8906
0.0573	47.4483	1376	0.7787	0.5255	0.7787	0.8824
0.0573	47.5172	1378	0.7660	0.5584	0.7660	0.8752
0.0573	47.5862	1380	0.7441	0.5584	0.7441	0.8626
0.0573	47.6552	1382	0.7289	0.5584	0.7289	0.8538
0.0573	47.7241	1384	0.7112	0.5584	0.7112	0.8433
0.0573	47.7931	1386	0.6930	0.5383	0.6930	0.8325
0.0573	47.8621	1388	0.7064	0.5383	0.7064	0.8405
0.0573	47.9310	1390	0.7216	0.5584	0.7216	0.8495
0.0573	48.0	1392	0.7310	0.5584	0.7310	0.8550
0.0573	48.0690	1394	0.7308	0.5370	0.7308	0.8548
0.0573	48.1379	1396	0.7199	0.5170	0.7199	0.8485
0.0573	48.2069	1398	0.7092	0.5170	0.7092	0.8422
0.0573	48.2759	1400	0.7077	0.5170	0.7077	0.8412
0.0573	48.3448	1402	0.7103	0.5062	0.7103	0.8428
0.0573	48.4138	1404	0.7244	0.5170	0.7244	0.8511
0.0573	48.4828	1406	0.7435	0.5170	0.7435	0.8623
0.0573	48.5517	1408	0.7455	0.5170	0.7455	0.8634
0.0573	48.6207	1410	0.7518	0.5170	0.7518	0.8670
0.0573	48.6897	1412	0.7572	0.5170	0.7572	0.8702
0.0573	48.7586	1414	0.7741	0.5170	0.7741	0.8799
0.0573	48.8276	1416	0.7888	0.5370	0.7888	0.8881
0.0573	48.8966	1418	0.7943	0.5370	0.7943	0.8913
0.0573	48.9655	1420	0.7882	0.5266	0.7882	0.8878
0.0573	49.0345	1422	0.7522	0.5163	0.7522	0.8673
0.0573	49.1034	1424	0.7371	0.4948	0.7371	0.8585
0.0573	49.1724	1426	0.7212	0.4948	0.7212	0.8492
0.0573	49.2414	1428	0.7262	0.4954	0.7262	0.8522
0.0573	49.3103	1430	0.7238	0.4491	0.7238	0.8508
0.0573	49.3793	1432	0.7216	0.4487	0.7216	0.8495
0.0573	49.4483	1434	0.7295	0.4487	0.7295	0.8541
0.0573	49.5172	1436	0.7365	0.4599	0.7365	0.8582
0.0573	49.5862	1438	0.7457	0.4712	0.7457	0.8635
0.0573	49.6552	1440	0.7581	0.4711	0.7581	0.8707
0.0573	49.7241	1442	0.7656	0.5292	0.7656	0.8750
0.0573	49.7931	1444	0.7790	0.5292	0.7790	0.8826
0.0573	49.8621	1446	0.7814	0.4821	0.7814	0.8840
0.0573	49.9310	1448	0.7632	0.4615	0.7632	0.8736
0.0573	50.0	1450	0.7411	0.4995	0.7411	0.8609
0.0573	50.0690	1452	0.7268	0.4995	0.7268	0.8525
0.0573	50.1379	1454	0.7237	0.4858	0.7237	0.8507
0.0573	50.2069	1456	0.7221	0.5084	0.7221	0.8498
0.0573	50.2759	1458	0.7147	0.5084	0.7147	0.8454
0.0573	50.3448	1460	0.7058	0.4960	0.7058	0.8401
0.0573	50.4138	1462	0.6937	0.5459	0.6937	0.8329
0.0573	50.4828	1464	0.6904	0.5565	0.6904	0.8309
0.0573	50.5517	1466	0.6995	0.5425	0.6995	0.8364
0.0573	50.6207	1468	0.7125	0.4954	0.7125	0.8441
0.0573	50.6897	1470	0.7202	0.4711	0.7202	0.8486
0.0573	50.7586	1472	0.7362	0.4711	0.7362	0.8580
0.0573	50.8276	1474	0.7555	0.4350	0.7555	0.8692
0.0573	50.8966	1476	0.7662	0.4350	0.7662	0.8753
0.0573	50.9655	1478	0.7681	0.4818	0.7681	0.8764
0.0573	51.0345	1480	0.7539	0.4603	0.7539	0.8683
0.0573	51.1034	1482	0.7341	0.4954	0.7341	0.8568
0.0573	51.1724	1484	0.7197	0.4954	0.7197	0.8484
0.0573	51.2414	1486	0.7134	0.4854	0.7134	0.8446
0.0573	51.3103	1488	0.7213	0.4960	0.7213	0.8493
0.0573	51.3793	1490	0.7412	0.4954	0.7412	0.8610
0.0573	51.4483	1492	0.7741	0.4350	0.7741	0.8798
0.0573	51.5172	1494	0.8188	0.4818	0.8188	0.9049
0.0573	51.5862	1496	0.8581	0.4573	0.8581	0.9263
0.0573	51.6552	1498	0.8821	0.4228	0.8821	0.9392
0.0446	51.7241	1500	0.8648	0.4218	0.8648	0.9300
0.0446	51.7931	1502	0.8408	0.4696	0.8408	0.9169
0.0446	51.8621	1504	0.8056	0.4350	0.8056	0.8975
0.0446	51.9310	1506	0.7797	0.4335	0.7797	0.8830
0.0446	52.0	1508	0.7713	0.4327	0.7713	0.8782
0.0446	52.0690	1510	0.7710	0.4327	0.7710	0.8781
0.0446	52.1379	1512	0.7669	0.4599	0.7669	0.8757
0.0446	52.2069	1514	0.7610	0.4954	0.7610	0.8724
0.0446	52.2759	1516	0.7719	0.5054	0.7719	0.8786
0.0446	52.3448	1518	0.7936	0.5255	0.7936	0.8908
0.0446	52.4138	1520	0.8122	0.5439	0.8122	0.9012
0.0446	52.4828	1522	0.8384	0.5330	0.8384	0.9156
0.0446	52.5517	1524	0.8557	0.5330	0.8557	0.9250
0.0446	52.6207	1526	0.8571	0.5439	0.8571	0.9258
0.0446	52.6897	1528	0.8284	0.5756	0.8284	0.9102
0.0446	52.7586	1530	0.7881	0.5756	0.7881	0.8877
0.0446	52.8276	1532	0.7248	0.5888	0.7248	0.8513
0.0446	52.8966	1534	0.6789	0.5634	0.6789	0.8240
0.0446	52.9655	1536	0.6551	0.5197	0.6551	0.8094
0.0446	53.0345	1538	0.6469	0.5565	0.6469	0.8043
0.0446	53.1034	1540	0.6464	0.5565	0.6464	0.8040
0.0446	53.1724	1542	0.6597	0.5634	0.6597	0.8122
0.0446	53.2414	1544	0.6835	0.5634	0.6835	0.8267
0.0446	53.3103	1546	0.6932	0.5810	0.6932	0.8326
0.0446	53.3793	1548	0.7005	0.5697	0.7005	0.8369
0.0446	53.4483	1550	0.7032	0.5487	0.7032	0.8386
0.0446	53.5172	1552	0.7061	0.5487	0.7061	0.8403
0.0446	53.5862	1554	0.7056	0.5279	0.7056	0.8400
0.0446	53.6552	1556	0.7020	0.5292	0.7020	0.8378
0.0446	53.7241	1558	0.6981	0.5292	0.6981	0.8355
0.0446	53.7931	1560	0.6978	0.5292	0.6978	0.8354
0.0446	53.8621	1562	0.7276	0.5170	0.7276	0.8530
0.0446	53.9310	1564	0.7681	0.5170	0.7681	0.8764
0.0446	54.0	1566	0.8171	0.5254	0.8171	0.9040
0.0446	54.0690	1568	0.8415	0.5128	0.8415	0.9174
0.0446	54.1379	1570	0.8487	0.5013	0.8487	0.9213
0.0446	54.2069	1572	0.8336	0.5128	0.8336	0.9130
0.0446	54.2759	1574	0.7986	0.5470	0.7986	0.8937
0.0446	54.3448	1576	0.7592	0.5397	0.7592	0.8713
0.0446	54.4138	1578	0.7291	0.4974	0.7291	0.8539
0.0446	54.4828	1580	0.7157	0.4974	0.7157	0.8460
0.0446	54.5517	1582	0.7069	0.4743	0.7069	0.8407
0.0446	54.6207	1584	0.7027	0.4629	0.7027	0.8383
0.0446	54.6897	1586	0.7069	0.4743	0.7069	0.8408
0.0446	54.7586	1588	0.7243	0.4974	0.7243	0.8511
0.0446	54.8276	1590	0.7460	0.4954	0.7460	0.8637
0.0446	54.8966	1592	0.7781	0.5397	0.7781	0.8821
0.0446	54.9655	1594	0.8049	0.5487	0.8049	0.8972
0.0446	55.0345	1596	0.8085	0.5487	0.8085	0.8992
0.0446	55.1034	1598	0.7930	0.5279	0.7930	0.8905
0.0446	55.1724	1600	0.7810	0.5279	0.7810	0.8837
0.0446	55.2414	1602	0.7758	0.5279	0.7758	0.8808
0.0446	55.3103	1604	0.7769	0.4832	0.7769	0.8814
0.0446	55.3793	1606	0.7754	0.4832	0.7754	0.8806
0.0446	55.4483	1608	0.7639	0.5279	0.7639	0.8740
0.0446	55.5172	1610	0.7560	0.5397	0.7560	0.8695
0.0446	55.5862	1612	0.7573	0.5266	0.7573	0.8702
0.0446	55.6552	1614	0.7569	0.5470	0.7569	0.8700
0.0446	55.7241	1616	0.7634	0.5666	0.7634	0.8737
0.0446	55.7931	1618	0.7457	0.5584	0.7457	0.8635
0.0446	55.8621	1620	0.7156	0.5383	0.7156	0.8459
0.0446	55.9310	1622	0.7026	0.5397	0.7026	0.8382
0.0446	56.0	1624	0.7081	0.5397	0.7081	0.8415
0.0446	56.0690	1626	0.7180	0.5584	0.7180	0.8474
0.0446	56.1379	1628	0.7262	0.5584	0.7262	0.8522
0.0446	56.2069	1630	0.7327	0.5777	0.7327	0.8560
0.0446	56.2759	1632	0.7569	0.5777	0.7569	0.8700
0.0446	56.3448	1634	0.7738	0.5756	0.7738	0.8796
0.0446	56.4138	1636	0.7760	0.5756	0.7760	0.8809
0.0446	56.4828	1638	0.7737	0.5756	0.7737	0.8796
0.0446	56.5517	1640	0.7696	0.5566	0.7696	0.8773
0.0446	56.6207	1642	0.7849	0.5455	0.7849	0.8860
0.0446	56.6897	1644	0.7765	0.5487	0.7765	0.8812
0.0446	56.7586	1646	0.7468	0.4954	0.7468	0.8642
0.0446	56.8276	1648	0.7218	0.5076	0.7218	0.8496
0.0446	56.8966	1650	0.7024	0.5084	0.7024	0.8381
0.0446	56.9655	1652	0.6955	0.5208	0.6955	0.8340
0.0446	57.0345	1654	0.6977	0.5208	0.6977	0.8353
0.0446	57.1034	1656	0.7145	0.5076	0.7145	0.8453
0.0446	57.1724	1658	0.7293	0.5076	0.7293	0.8540
0.0446	57.2414	1660	0.7532	0.5516	0.7532	0.8679
0.0446	57.3103	1662	0.7905	0.5131	0.7905	0.8891
0.0446	57.3793	1664	0.8014	0.5131	0.8014	0.8952
0.0446	57.4483	1666	0.7996	0.5131	0.7996	0.8942
0.0446	57.5172	1668	0.7925	0.5131	0.7925	0.8902
0.0446	57.5862	1670	0.7749	0.5255	0.7749	0.8803
0.0446	57.6552	1672	0.7616	0.5163	0.7616	0.8727
0.0446	57.7241	1674	0.7502	0.5054	0.7502	0.8661
0.0446	57.7931	1676	0.7555	0.5054	0.7555	0.8692
0.0446	57.8621	1678	0.7699	0.5054	0.7699	0.8774
0.0446	57.9310	1680	0.8011	0.5241	0.8011	0.8951
0.0446	58.0	1682	0.8305	0.5124	0.8305	0.9113
0.0446	58.0690	1684	0.8522	0.5007	0.8522	0.9231
0.0446	58.1379	1686	0.8536	0.5007	0.8536	0.9239
0.0446	58.2069	1688	0.8323	0.4787	0.8323	0.9123
0.0446	58.2759	1690	0.7877	0.5035	0.7877	0.8875
0.0446	58.3448	1692	0.7524	0.4480	0.7524	0.8674
0.0446	58.4138	1694	0.7253	0.5076	0.7253	0.8516
0.0446	58.4828	1696	0.7075	0.5084	0.7075	0.8412
0.0446	58.5517	1698	0.7097	0.5076	0.7097	0.8424
0.0446	58.6207	1700	0.7307	0.5076	0.7307	0.8548
0.0446	58.6897	1702	0.7578	0.4480	0.7578	0.8705
0.0446	58.7586	1704	0.7924	0.4480	0.7924	0.8901
0.0446	58.8276	1706	0.8175	0.4357	0.8175	0.9042
0.0446	58.8966	1708	0.8508	0.3954	0.8508	0.9224
0.0446	58.9655	1710	0.8545	0.3827	0.8545	0.9244

Framework versions

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