ArabicNewSplits7_B_usingALLEssays_FineTuningAraBERT_run1_AugV5_k17_task1_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: 0.6874
• Qwk: 0.7518
• Mse: 0.6874
• Rmse: 0.8291

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	0.025	2	7.1018	0.0	7.1018	2.6649
No log	0.05	4	4.6295	0.0591	4.6295	2.1516
No log	0.075	6	4.3917	-0.0597	4.3917	2.0956
No log	0.1	8	3.1641	-0.1242	3.1641	1.7788
No log	0.125	10	2.3082	0.0342	2.3082	1.5193
No log	0.15	12	1.7902	0.1913	1.7902	1.3380
No log	0.175	14	1.7033	0.1754	1.7033	1.3051
No log	0.2	16	1.5895	0.2075	1.5895	1.2608
No log	0.225	18	1.6851	0.1154	1.6851	1.2981
No log	0.25	20	1.7063	0.0588	1.7063	1.3063
No log	0.275	22	1.6903	0.0784	1.6903	1.3001
No log	0.3	24	1.8010	0.3130	1.8010	1.3420
No log	0.325	26	2.0085	0.2362	2.0085	1.4172
No log	0.35	28	2.3038	0.0845	2.3038	1.5178
No log	0.375	30	2.3584	0.0979	2.3584	1.5357
No log	0.4	32	2.0004	0.2406	2.0004	1.4144
No log	0.425	34	1.6167	0.3051	1.6167	1.2715
No log	0.45	36	1.4658	0.3130	1.4658	1.2107
No log	0.475	38	1.4770	0.3051	1.4770	1.2153
No log	0.5	40	1.5210	0.3906	1.5210	1.2333
No log	0.525	42	1.6589	0.3721	1.6589	1.2880
No log	0.55	44	1.8440	0.3429	1.8440	1.3579
No log	0.575	46	2.2628	0.2331	2.2628	1.5043
No log	0.6	48	2.2156	0.2469	2.2156	1.4885
No log	0.625	50	1.9899	0.3648	1.9899	1.4106
No log	0.65	52	1.5370	0.4636	1.5370	1.2398
No log	0.675	54	1.3453	0.4444	1.3453	1.1599
No log	0.7	56	1.3535	0.4444	1.3535	1.1634
No log	0.725	58	1.3332	0.4496	1.3332	1.1547
No log	0.75	60	1.6090	0.5	1.6090	1.2685
No log	0.775	62	1.9498	0.3529	1.9498	1.3964
No log	0.8	64	2.3775	0.2424	2.3775	1.5419
No log	0.825	66	2.2173	0.2822	2.2173	1.4890
No log	0.85	68	1.6911	0.4636	1.6911	1.3004
No log	0.875	70	1.2709	0.5036	1.2709	1.1274
No log	0.9	72	1.3961	0.4848	1.3961	1.1816
No log	0.925	74	1.4863	0.4580	1.4863	1.2191
No log	0.95	76	1.4307	0.4308	1.4307	1.1961
No log	0.975	78	1.4506	0.4361	1.4506	1.2044
No log	1.0	80	1.5341	0.4113	1.5341	1.2386
No log	1.025	82	1.6388	0.4881	1.6388	1.2801
No log	1.05	84	1.6427	0.4671	1.6427	1.2817
No log	1.075	86	1.5816	0.4295	1.5816	1.2576
No log	1.1	88	1.5065	0.4552	1.5065	1.2274
No log	1.125	90	1.4159	0.4672	1.4159	1.1899
No log	1.15	92	1.4148	0.4604	1.4148	1.1895
No log	1.175	94	1.4521	0.4571	1.4521	1.2050
No log	1.2	96	1.2879	0.4928	1.2879	1.1349
No log	1.225	98	1.1131	0.5714	1.1131	1.0550
No log	1.25	100	1.0233	0.6087	1.0233	1.0116
No log	1.275	102	1.0675	0.5942	1.0675	1.0332
No log	1.3	104	1.3691	0.4526	1.3691	1.1701
No log	1.325	106	1.7017	0.4218	1.7017	1.3045
No log	1.35	108	2.2008	0.3277	2.2008	1.4835
No log	1.375	110	2.6586	0.3030	2.6586	1.6305
No log	1.4	112	2.5752	0.3200	2.5752	1.6048
No log	1.425	114	2.2369	0.3438	2.2369	1.4956
No log	1.45	116	1.9937	0.4194	1.9937	1.4120
No log	1.475	118	1.6629	0.4944	1.6629	1.2895
No log	1.5	120	1.2776	0.5909	1.2776	1.1303
No log	1.525	122	1.2120	0.5876	1.2120	1.1009
No log	1.55	124	0.9586	0.6625	0.9586	0.9791
No log	1.575	126	0.9468	0.6713	0.9468	0.9730
No log	1.6	128	0.9995	0.5972	0.9995	0.9997
No log	1.625	130	0.8345	0.7517	0.8345	0.9135
No log	1.65	132	0.9185	0.6543	0.9185	0.9584
No log	1.675	134	1.0661	0.6310	1.0661	1.0325
No log	1.7	136	0.8702	0.6962	0.8702	0.9328
No log	1.725	138	0.8489	0.7733	0.8489	0.9213
No log	1.75	140	0.8539	0.7651	0.8539	0.9241
No log	1.775	142	0.8429	0.7448	0.8429	0.9181
No log	1.8	144	0.8637	0.7297	0.8637	0.9294
No log	1.825	146	0.8874	0.6622	0.8874	0.9420
No log	1.85	148	0.8228	0.7432	0.8228	0.9071
No log	1.875	150	0.9349	0.6759	0.9349	0.9669
No log	1.9	152	1.2186	0.5180	1.2186	1.1039
No log	1.925	154	1.0915	0.5455	1.0915	1.0448
No log	1.95	156	0.8717	0.7020	0.8717	0.9337
No log	1.975	158	0.8573	0.7125	0.8573	0.9259
No log	2.0	160	0.9289	0.6909	0.9289	0.9638
No log	2.025	162	0.9912	0.7067	0.9912	0.9956
No log	2.05	164	1.1498	0.6620	1.1498	1.0723
No log	2.075	166	1.2663	0.5915	1.2663	1.1253
No log	2.1	168	1.1505	0.6	1.1505	1.0726
No log	2.125	170	1.0116	0.6471	1.0116	1.0058
No log	2.15	172	0.9645	0.6154	0.9645	0.9821
No log	2.175	174	0.9574	0.6202	0.9574	0.9785
No log	2.2	176	0.9676	0.625	0.9676	0.9837
No log	2.225	178	0.9324	0.6615	0.9324	0.9656
No log	2.25	180	0.9059	0.6565	0.9059	0.9518
No log	2.275	182	1.0019	0.6462	1.0019	1.0010
No log	2.3	184	1.0753	0.6154	1.0753	1.0370
No log	2.325	186	1.2349	0.5197	1.2349	1.1112
No log	2.35	188	1.4345	0.4545	1.4345	1.1977
No log	2.375	190	1.6183	0.3885	1.6183	1.2721
No log	2.4	192	1.3581	0.4928	1.3581	1.1654
No log	2.425	194	1.1232	0.6087	1.1232	1.0598
No log	2.45	196	1.0924	0.6581	1.0924	1.0452
No log	2.475	198	1.1819	0.6012	1.1819	1.0871
No log	2.5	200	1.2456	0.5644	1.2456	1.1160
No log	2.525	202	1.2848	0.5904	1.2848	1.1335
No log	2.55	204	1.2948	0.6036	1.2948	1.1379
No log	2.575	206	1.3554	0.6215	1.3554	1.1642
No log	2.6	208	1.0632	0.6386	1.0632	1.0311
No log	2.625	210	0.7975	0.7067	0.7975	0.8930
No log	2.65	212	0.6970	0.7582	0.6970	0.8349
No log	2.675	214	0.6691	0.7397	0.6691	0.8180
No log	2.7	216	0.7018	0.7162	0.7018	0.8377
No log	2.725	218	0.7338	0.7368	0.7338	0.8566
No log	2.75	220	0.7431	0.7162	0.7431	0.8620
No log	2.775	222	0.7880	0.72	0.7880	0.8877
No log	2.8	224	0.7440	0.7484	0.7440	0.8625
No log	2.825	226	0.7883	0.75	0.7883	0.8879
No log	2.85	228	0.8657	0.7251	0.8657	0.9305
No log	2.875	230	0.8161	0.7383	0.8161	0.9034
No log	2.9	232	0.8611	0.7285	0.8611	0.9280
No log	2.925	234	0.8894	0.7067	0.8894	0.9431
No log	2.95	236	0.7747	0.7417	0.7747	0.8802
No log	2.975	238	0.7697	0.7368	0.7697	0.8773
No log	3.0	240	0.8324	0.7273	0.8324	0.9123
No log	3.025	242	0.7777	0.7517	0.7777	0.8819
No log	3.05	244	0.7888	0.6866	0.7888	0.8881
No log	3.075	246	0.8798	0.6412	0.8798	0.9380
No log	3.1	248	0.9472	0.6412	0.9472	0.9732
No log	3.125	250	1.0180	0.5692	1.0180	1.0089
No log	3.15	252	0.9444	0.5692	0.9444	0.9718
No log	3.175	254	0.8456	0.6364	0.8456	0.9196
No log	3.2	256	0.7932	0.6957	0.7932	0.8906
No log	3.225	258	0.7539	0.7101	0.7539	0.8683
No log	3.25	260	0.8019	0.6364	0.8019	0.8955
No log	3.275	262	0.9597	0.5846	0.9597	0.9796
No log	3.3	264	0.9141	0.6338	0.9141	0.9561
No log	3.325	266	0.8909	0.6933	0.8909	0.9439
No log	3.35	268	0.9778	0.6871	0.9778	0.9889
No log	3.375	270	1.0515	0.6199	1.0515	1.0254
No log	3.4	272	0.9662	0.6914	0.9662	0.9830
No log	3.425	274	0.9551	0.6573	0.9551	0.9773
No log	3.45	276	1.0225	0.6324	1.0225	1.0112
No log	3.475	278	1.0084	0.5821	1.0084	1.0042
No log	3.5	280	0.9333	0.6475	0.9333	0.9661
No log	3.525	282	0.9100	0.6479	0.9100	0.9539
No log	3.55	284	0.9263	0.6667	0.9263	0.9624
No log	3.575	286	0.9115	0.6571	0.9115	0.9547
No log	3.6	288	1.0207	0.6573	1.0207	1.0103
No log	3.625	290	1.1231	0.5823	1.1231	1.0598
No log	3.65	292	1.1343	0.5935	1.1343	1.0650
No log	3.675	294	1.1092	0.5732	1.1092	1.0532
No log	3.7	296	0.9901	0.6755	0.9901	0.9951
No log	3.725	298	0.8783	0.7027	0.8783	0.9372
No log	3.75	300	0.8403	0.6618	0.8403	0.9167
No log	3.775	302	0.9072	0.6260	0.9072	0.9525
No log	3.8	304	0.9236	0.6260	0.9236	0.9611
No log	3.825	306	0.9935	0.6	0.9935	0.9967
No log	3.85	308	1.0233	0.5625	1.0233	1.0116
No log	3.875	310	0.9678	0.6154	0.9678	0.9838
No log	3.9	312	0.9390	0.625	0.9390	0.9690
No log	3.925	314	1.0059	0.5865	1.0059	1.0030
No log	3.95	316	1.0605	0.5672	1.0605	1.0298
No log	3.975	318	1.0547	0.6087	1.0547	1.0270
No log	4.0	320	1.0956	0.5692	1.0956	1.0467
No log	4.025	322	1.0204	0.6061	1.0204	1.0102
No log	4.05	324	0.9124	0.6849	0.9124	0.9552
No log	4.075	326	0.8251	0.7059	0.8251	0.9084
No log	4.1	328	0.7844	0.7564	0.7844	0.8857
No log	4.125	330	0.7751	0.7333	0.7751	0.8804
No log	4.15	332	0.7781	0.7211	0.7781	0.8821
No log	4.175	334	0.8013	0.7246	0.8013	0.8952
No log	4.2	336	0.8365	0.6912	0.8365	0.9146
No log	4.225	338	0.8577	0.6620	0.8577	0.9261
No log	4.25	340	0.8651	0.6667	0.8651	0.9301
No log	4.275	342	0.8725	0.6667	0.8725	0.9341
No log	4.3	344	0.9595	0.6667	0.9595	0.9795
No log	4.325	346	1.0738	0.6099	1.0738	1.0362
No log	4.35	348	1.0000	0.6405	1.0000	1.0000
No log	4.375	350	0.8714	0.7051	0.8714	0.9335
No log	4.4	352	0.7532	0.7248	0.7532	0.8679
No log	4.425	354	0.7321	0.7164	0.7321	0.8556
No log	4.45	356	0.7711	0.7068	0.7711	0.8781
No log	4.475	358	0.8312	0.6617	0.8312	0.9117
No log	4.5	360	0.8774	0.6412	0.8774	0.9367
No log	4.525	362	0.8889	0.6094	0.8889	0.9428
No log	4.55	364	0.9297	0.5512	0.9297	0.9642
No log	4.575	366	0.9285	0.6412	0.9285	0.9636
No log	4.6	368	0.9420	0.6565	0.9420	0.9705
No log	4.625	370	0.8882	0.7121	0.8882	0.9425
No log	4.65	372	0.7787	0.7368	0.7787	0.8824
No log	4.675	374	0.7441	0.7183	0.7441	0.8626
No log	4.7	376	0.8619	0.6713	0.8619	0.9284
No log	4.725	378	0.8520	0.7162	0.8520	0.9231
No log	4.75	380	0.8144	0.7237	0.8144	0.9024
No log	4.775	382	0.7664	0.75	0.7664	0.8754
No log	4.8	384	0.8010	0.7613	0.8010	0.8950
No log	4.825	386	0.8769	0.7531	0.8769	0.9364
No log	4.85	388	0.8896	0.7296	0.8896	0.9432
No log	4.875	390	0.8619	0.75	0.8619	0.9284
No log	4.9	392	0.8475	0.7643	0.8475	0.9206
No log	4.925	394	0.8425	0.7260	0.8425	0.9179
No log	4.95	396	0.8532	0.7467	0.8532	0.9237
No log	4.975	398	0.9062	0.6968	0.9062	0.9520
No log	5.0	400	0.9022	0.7160	0.9022	0.9499
No log	5.025	402	0.8777	0.7349	0.8777	0.9368
No log	5.05	404	0.7530	0.7439	0.7530	0.8677
No log	5.075	406	0.6718	0.7436	0.6718	0.8197
No log	5.1	408	0.7217	0.7273	0.7217	0.8495
No log	5.125	410	0.7871	0.7532	0.7871	0.8872
No log	5.15	412	0.9206	0.6887	0.9206	0.9595
No log	5.175	414	1.0083	0.6839	1.0083	1.0042
No log	5.2	416	1.0044	0.6832	1.0044	1.0022
No log	5.225	418	0.8457	0.7355	0.8457	0.9196
No log	5.25	420	0.7064	0.7101	0.7064	0.8405
No log	5.275	422	0.6806	0.7246	0.6806	0.8250
No log	5.3	424	0.6647	0.7299	0.6647	0.8153
No log	5.325	426	0.6700	0.7353	0.6700	0.8185
No log	5.35	428	0.6882	0.7407	0.6882	0.8296
No log	5.375	430	0.7133	0.7218	0.7133	0.8446
No log	5.4	432	0.7090	0.7164	0.7090	0.8420
No log	5.425	434	0.6949	0.7407	0.6949	0.8336
No log	5.45	436	0.6717	0.7445	0.6717	0.8196
No log	5.475	438	0.6700	0.7353	0.6700	0.8185
No log	5.5	440	0.6763	0.7206	0.6763	0.8224
No log	5.525	442	0.7250	0.7299	0.7250	0.8515
No log	5.55	444	0.7554	0.6912	0.7554	0.8691
No log	5.575	446	0.7366	0.6418	0.7366	0.8583
No log	5.6	448	0.7339	0.6716	0.7339	0.8567
No log	5.625	450	0.7592	0.6716	0.7592	0.8713
No log	5.65	452	0.7168	0.7153	0.7168	0.8466
No log	5.675	454	0.7015	0.7153	0.7015	0.8376
No log	5.7	456	0.6822	0.7153	0.6822	0.8260
No log	5.725	458	0.6712	0.7007	0.6712	0.8193
No log	5.75	460	0.6608	0.7445	0.6608	0.8129
No log	5.775	462	0.6615	0.7692	0.6615	0.8133
No log	5.8	464	0.6585	0.7397	0.6585	0.8115
No log	5.825	466	0.7083	0.7451	0.7083	0.8416
No log	5.85	468	0.7685	0.7020	0.7685	0.8767
No log	5.875	470	0.7978	0.7020	0.7978	0.8932
No log	5.9	472	0.7856	0.7152	0.7856	0.8864
No log	5.925	474	0.8296	0.7285	0.8296	0.9108
No log	5.95	476	0.7925	0.7260	0.7925	0.8902
No log	5.975	478	0.7162	0.7050	0.7162	0.8463
No log	6.0	480	0.6844	0.7194	0.6844	0.8273
No log	6.025	482	0.6922	0.7101	0.6922	0.8320
No log	6.05	484	0.7574	0.7	0.7574	0.8703
No log	6.075	486	0.8828	0.6434	0.8828	0.9396
No log	6.1	488	0.9308	0.6338	0.9308	0.9648
No log	6.125	490	0.9001	0.6338	0.9001	0.9487
No log	6.15	492	0.9035	0.6015	0.9035	0.9505
No log	6.175	494	0.9832	0.5581	0.9832	0.9916
No log	6.2	496	1.1032	0.5152	1.1032	1.0503
No log	6.225	498	1.1187	0.5414	1.1187	1.0577
0.4059	6.25	500	0.9607	0.6131	0.9607	0.9801
0.4059	6.275	502	0.8246	0.6716	0.8246	0.9081
0.4059	6.3	504	0.7654	0.7007	0.7654	0.8749
0.4059	6.325	506	0.7694	0.7007	0.7694	0.8771
0.4059	6.35	508	0.7740	0.6906	0.7740	0.8797
0.4059	6.375	510	0.7614	0.7143	0.7614	0.8726
0.4059	6.4	512	0.7584	0.7194	0.7584	0.8709
0.4059	6.425	514	0.7698	0.7338	0.7698	0.8774
0.4059	6.45	516	0.8088	0.7143	0.8088	0.8994
0.4059	6.475	518	0.8643	0.6475	0.8643	0.9297
0.4059	6.5	520	0.8651	0.6714	0.8651	0.9301
0.4059	6.525	522	0.8804	0.6475	0.8804	0.9383
0.4059	6.55	524	0.8802	0.6522	0.8802	0.9382
0.4059	6.575	526	0.8592	0.6571	0.8592	0.9269
0.4059	6.6	528	0.8159	0.6901	0.8159	0.9033
0.4059	6.625	530	0.7950	0.6901	0.7950	0.8916
0.4059	6.65	532	0.7994	0.6713	0.7994	0.8941
0.4059	6.675	534	0.8192	0.6713	0.8192	0.9051
0.4059	6.7	536	0.8360	0.6667	0.8360	0.9143
0.4059	6.725	538	0.8521	0.6515	0.8521	0.9231
0.4059	6.75	540	0.8549	0.6462	0.8549	0.9246
0.4059	6.775	542	0.8887	0.6667	0.8887	0.9427
0.4059	6.8	544	0.9164	0.6308	0.9164	0.9573
0.4059	6.825	546	0.8994	0.6418	0.8994	0.9484
0.4059	6.85	548	0.8424	0.6667	0.8424	0.9178
0.4059	6.875	550	0.8387	0.6849	0.8387	0.9158
0.4059	6.9	552	0.9143	0.6933	0.9143	0.9562
0.4059	6.925	554	0.9212	0.6842	0.9212	0.9598
0.4059	6.95	556	0.8424	0.7059	0.8424	0.9178
0.4059	6.975	558	0.7788	0.7417	0.7788	0.8825
0.4059	7.0	560	0.7125	0.7347	0.7125	0.8441
0.4059	7.025	562	0.7173	0.7347	0.7173	0.8469
0.4059	7.05	564	0.7518	0.7222	0.7518	0.8671
0.4059	7.075	566	0.7566	0.7222	0.7566	0.8698
0.4059	7.1	568	0.7462	0.7172	0.7462	0.8638
0.4059	7.125	570	0.7489	0.7222	0.7489	0.8654
0.4059	7.15	572	0.7277	0.7222	0.7277	0.8531
0.4059	7.175	574	0.6882	0.7286	0.6882	0.8296
0.4059	7.2	576	0.6766	0.7246	0.6766	0.8226
0.4059	7.225	578	0.6754	0.7376	0.6754	0.8219
0.4059	7.25	580	0.6848	0.7376	0.6848	0.8275
0.4059	7.275	582	0.7028	0.7361	0.7028	0.8383
0.4059	7.3	584	0.7318	0.7222	0.7318	0.8555
0.4059	7.325	586	0.7755	0.7333	0.7755	0.8806
0.4059	7.35	588	0.8488	0.7407	0.8488	0.9213
0.4059	7.375	590	0.8396	0.7407	0.8396	0.9163
0.4059	7.4	592	0.8034	0.7097	0.8034	0.8963
0.4059	7.425	594	0.8078	0.7013	0.8078	0.8988
0.4059	7.45	596	0.7771	0.7222	0.7771	0.8815
0.4059	7.475	598	0.7738	0.7310	0.7738	0.8797
0.4059	7.5	600	0.8029	0.7222	0.8029	0.8961
0.4059	7.525	602	0.8672	0.6944	0.8672	0.9312
0.4059	7.55	604	0.9095	0.6797	0.9095	0.9537
0.4059	7.575	606	0.9253	0.6879	0.9253	0.9619
0.4059	7.6	608	0.9012	0.7089	0.9012	0.9493
0.4059	7.625	610	0.8209	0.7453	0.8209	0.9061
0.4059	7.65	612	0.7826	0.7453	0.7826	0.8846
0.4059	7.675	614	0.7229	0.7383	0.7229	0.8502
0.4059	7.7	616	0.7161	0.76	0.7161	0.8462
0.4059	7.725	618	0.7002	0.7682	0.7002	0.8368
0.4059	7.75	620	0.6702	0.7333	0.6702	0.8186
0.4059	7.775	622	0.6615	0.7662	0.6615	0.8133
0.4059	7.8	624	0.6735	0.8176	0.6735	0.8207
0.4059	7.825	626	0.6860	0.8050	0.6860	0.8283
0.4059	7.85	628	0.6798	0.8176	0.6798	0.8245
0.4059	7.875	630	0.6824	0.8052	0.6824	0.8261
0.4059	7.9	632	0.6862	0.7550	0.6862	0.8284
0.4059	7.925	634	0.6888	0.7361	0.6888	0.8299
0.4059	7.95	636	0.6672	0.7361	0.6672	0.8168
0.4059	7.975	638	0.6435	0.7310	0.6435	0.8022
0.4059	8.0	640	0.6373	0.75	0.6373	0.7983
0.4059	8.025	642	0.6594	0.75	0.6594	0.8120
0.4059	8.05	644	0.6940	0.7338	0.6940	0.8331
0.4059	8.075	646	0.6770	0.7518	0.6770	0.8228
0.4059	8.1	648	0.6790	0.7407	0.6790	0.8240
0.4059	8.125	650	0.6908	0.7206	0.6908	0.8312
0.4059	8.15	652	0.6928	0.7353	0.6928	0.8323
0.4059	8.175	654	0.7137	0.7324	0.7137	0.8448
0.4059	8.2	656	0.7391	0.7234	0.7391	0.8597
0.4059	8.225	658	0.7202	0.7101	0.7202	0.8486
0.4059	8.25	660	0.7006	0.7206	0.7006	0.8370
0.4059	8.275	662	0.6995	0.7353	0.6995	0.8364
0.4059	8.3	664	0.6933	0.7194	0.6933	0.8327
0.4059	8.325	666	0.6596	0.7671	0.6596	0.8122
0.4059	8.35	668	0.6546	0.7651	0.6546	0.8091
0.4059	8.375	670	0.7573	0.7484	0.7573	0.8703
0.4059	8.4	672	0.7888	0.7059	0.7888	0.8882
0.4059	8.425	674	0.7324	0.7075	0.7324	0.8558
0.4059	8.45	676	0.6837	0.7234	0.6837	0.8268
0.4059	8.475	678	0.6595	0.7671	0.6595	0.8121
0.4059	8.5	680	0.6581	0.7550	0.6581	0.8112
0.4059	8.525	682	0.6932	0.7403	0.6932	0.8326
0.4059	8.55	684	0.6933	0.7484	0.6933	0.8327
0.4059	8.575	686	0.6740	0.7448	0.6740	0.8210
0.4059	8.6	688	0.6881	0.7376	0.6881	0.8295
0.4059	8.625	690	0.6883	0.7376	0.6883	0.8296
0.4059	8.65	692	0.6759	0.7397	0.6759	0.8221
0.4059	8.675	694	0.6695	0.7632	0.6695	0.8182
0.4059	8.7	696	0.6894	0.7848	0.6894	0.8303
0.4059	8.725	698	0.7071	0.7778	0.7071	0.8409
0.4059	8.75	700	0.6625	0.7821	0.6625	0.8140
0.4059	8.775	702	0.6431	0.7517	0.6431	0.8020
0.4059	8.8	704	0.6582	0.7183	0.6582	0.8113
0.4059	8.825	706	0.6839	0.7101	0.6839	0.8270
0.4059	8.85	708	0.7288	0.7143	0.7288	0.8537
0.4059	8.875	710	0.7652	0.7	0.7652	0.8747
0.4059	8.9	712	0.7432	0.6963	0.7432	0.8621
0.4059	8.925	714	0.7114	0.7059	0.7114	0.8435
0.4059	8.95	716	0.7121	0.7259	0.7121	0.8439
0.4059	8.975	718	0.7264	0.7259	0.7264	0.8523
0.4059	9.0	720	0.7317	0.7153	0.7317	0.8554
0.4059	9.025	722	0.7173	0.7194	0.7173	0.8469
0.4059	9.05	724	0.7132	0.7143	0.7132	0.8445
0.4059	9.075	726	0.7350	0.6957	0.7350	0.8573
0.4059	9.1	728	0.7290	0.6912	0.7290	0.8538
0.4059	9.125	730	0.7190	0.6963	0.7190	0.8479
0.4059	9.15	732	0.7264	0.7059	0.7264	0.8523
0.4059	9.175	734	0.7118	0.7299	0.7118	0.8437
0.4059	9.2	736	0.6810	0.7571	0.6810	0.8253
0.4059	9.225	738	0.6925	0.7571	0.6925	0.8322
0.4059	9.25	740	0.6959	0.7324	0.6959	0.8342
0.4059	9.275	742	0.7337	0.7172	0.7337	0.8566
0.4059	9.3	744	0.8205	0.6803	0.8205	0.9058
0.4059	9.325	746	0.8463	0.6803	0.8463	0.9199
0.4059	9.35	748	0.7857	0.7123	0.7857	0.8864
0.4059	9.375	750	0.7566	0.7347	0.7566	0.8698
0.4059	9.4	752	0.7422	0.7211	0.7422	0.8615
0.4059	9.425	754	0.7748	0.7673	0.7748	0.8802
0.4059	9.45	756	0.8459	0.7179	0.8459	0.9197
0.4059	9.475	758	0.8110	0.7383	0.8110	0.9006
0.4059	9.5	760	0.7395	0.7133	0.7395	0.8599
0.4059	9.525	762	0.7387	0.7626	0.7387	0.8595
0.4059	9.55	764	0.8543	0.6767	0.8543	0.9243
0.4059	9.575	766	0.9373	0.6212	0.9373	0.9682
0.4059	9.6	768	0.8487	0.6767	0.8487	0.9212
0.4059	9.625	770	0.7297	0.7626	0.7297	0.8542
0.4059	9.65	772	0.7112	0.7286	0.7112	0.8433
0.4059	9.675	774	0.7235	0.7234	0.7235	0.8506
0.4059	9.7	776	0.7368	0.7153	0.7368	0.8584
0.4059	9.725	778	0.7416	0.7015	0.7416	0.8612
0.4059	9.75	780	0.7416	0.7068	0.7416	0.8612
0.4059	9.775	782	0.7601	0.6917	0.7601	0.8718
0.4059	9.8	784	0.7554	0.6963	0.7554	0.8691
0.4059	9.825	786	0.7584	0.7273	0.7584	0.8709
0.4059	9.85	788	0.8042	0.7042	0.8042	0.8968
0.4059	9.875	790	0.8317	0.6986	0.8317	0.9120
0.4059	9.9	792	0.8830	0.7160	0.8830	0.9397
0.4059	9.925	794	0.8713	0.7160	0.8713	0.9334
0.4059	9.95	796	0.8205	0.7389	0.8205	0.9058
0.4059	9.975	798	0.7605	0.7310	0.7605	0.8720
0.4059	10.0	800	0.7207	0.7448	0.7207	0.8489
0.4059	10.025	802	0.7129	0.7671	0.7129	0.8443
0.4059	10.05	804	0.7026	0.7671	0.7026	0.8382
0.4059	10.075	806	0.6987	0.7310	0.6987	0.8359
0.4059	10.1	808	0.7338	0.7211	0.7338	0.8566
0.4059	10.125	810	0.7769	0.7211	0.7769	0.8814
0.4059	10.15	812	0.7626	0.7297	0.7626	0.8733
0.4059	10.175	814	0.7237	0.6944	0.7237	0.8507
0.4059	10.2	816	0.6981	0.7310	0.6981	0.8355
0.4059	10.225	818	0.6880	0.75	0.6880	0.8295
0.4059	10.25	820	0.7095	0.75	0.7095	0.8423
0.4059	10.275	822	0.7079	0.75	0.7079	0.8414
0.4059	10.3	824	0.7031	0.75	0.7031	0.8385
0.4059	10.325	826	0.7029	0.7273	0.7029	0.8384
0.4059	10.35	828	0.7434	0.7211	0.7434	0.8622
0.4059	10.375	830	0.7987	0.7467	0.7987	0.8937
0.4059	10.4	832	0.8081	0.7467	0.8081	0.8989
0.4059	10.425	834	0.7645	0.7662	0.7645	0.8744
0.4059	10.45	836	0.7040	0.75	0.7040	0.8390
0.4059	10.475	838	0.6819	0.7582	0.6819	0.8258
0.4059	10.5	840	0.6813	0.7550	0.6813	0.8254
0.4059	10.525	842	0.6793	0.76	0.6793	0.8242
0.4059	10.55	844	0.6720	0.7815	0.6720	0.8198
0.4059	10.575	846	0.6766	0.7517	0.6766	0.8225
0.4059	10.6	848	0.7198	0.7211	0.7198	0.8484
0.4059	10.625	850	0.7353	0.7211	0.7353	0.8575
0.4059	10.65	852	0.6992	0.7383	0.6992	0.8362
0.4059	10.675	854	0.6610	0.76	0.6610	0.8130
0.4059	10.7	856	0.6590	0.7703	0.6590	0.8118
0.4059	10.725	858	0.6715	0.7517	0.6715	0.8195
0.4059	10.75	860	0.6697	0.7703	0.6697	0.8183
0.4059	10.775	862	0.6627	0.7703	0.6627	0.8140
0.4059	10.8	864	0.6418	0.7703	0.6418	0.8011
0.4059	10.825	866	0.6320	0.7534	0.6320	0.7950
0.4059	10.85	868	0.6264	0.7619	0.6264	0.7915
0.4059	10.875	870	0.6244	0.7586	0.6244	0.7902
0.4059	10.9	872	0.6399	0.7518	0.6399	0.8000
0.4059	10.925	874	0.6529	0.7606	0.6529	0.8081
0.4059	10.95	876	0.6388	0.7639	0.6388	0.7992
0.4059	10.975	878	0.6287	0.7671	0.6287	0.7929
0.4059	11.0	880	0.6305	0.7671	0.6305	0.7941
0.4059	11.025	882	0.6388	0.7671	0.6388	0.7993
0.4059	11.05	884	0.6274	0.7671	0.6274	0.7921
0.4059	11.075	886	0.6548	0.7310	0.6548	0.8092
0.4059	11.1	888	0.6890	0.7222	0.6890	0.8300
0.4059	11.125	890	0.6787	0.7397	0.6787	0.8238
0.4059	11.15	892	0.6819	0.7448	0.6819	0.8258
0.4059	11.175	894	0.6934	0.7671	0.6934	0.8327
0.4059	11.2	896	0.7126	0.7671	0.7126	0.8442
0.4059	11.225	898	0.7304	0.7361	0.7304	0.8546
0.4059	11.25	900	0.7335	0.7310	0.7335	0.8564
0.4059	11.275	902	0.7590	0.7133	0.7590	0.8712
0.4059	11.3	904	0.7808	0.6993	0.7808	0.8836
0.4059	11.325	906	0.7952	0.6853	0.7952	0.8917
0.4059	11.35	908	0.7682	0.7133	0.7682	0.8765
0.4059	11.375	910	0.7585	0.7133	0.7585	0.8709
0.4059	11.4	912	0.7685	0.7248	0.7685	0.8766
0.4059	11.425	914	0.8061	0.7114	0.8061	0.8978
0.4059	11.45	916	0.7857	0.7451	0.7857	0.8864
0.4059	11.475	918	0.7253	0.7451	0.7253	0.8516
0.4059	11.5	920	0.6798	0.7532	0.6798	0.8245
0.4059	11.525	922	0.6657	0.7733	0.6657	0.8159
0.4059	11.55	924	0.6845	0.7763	0.6845	0.8273
0.4059	11.575	926	0.7327	0.7417	0.7327	0.8560
0.4059	11.6	928	0.7386	0.76	0.7386	0.8594
0.4059	11.625	930	0.7377	0.7483	0.7377	0.8589
0.4059	11.65	932	0.7359	0.7483	0.7359	0.8578
0.4059	11.675	934	0.7433	0.7483	0.7433	0.8621
0.4059	11.7	936	0.7248	0.7432	0.7248	0.8514
0.4059	11.725	938	0.7208	0.775	0.7208	0.8490
0.4059	11.75	940	0.7660	0.7692	0.7660	0.8752
0.4059	11.775	942	0.7622	0.7692	0.7622	0.8730
0.4059	11.8	944	0.7226	0.7607	0.7226	0.8501
0.4059	11.825	946	0.6858	0.7467	0.6858	0.8281
0.4059	11.85	948	0.6882	0.7397	0.6882	0.8296
0.4059	11.875	950	0.6793	0.7483	0.6793	0.8242
0.4059	11.9	952	0.6799	0.7534	0.6799	0.8246
0.4059	11.925	954	0.6673	0.76	0.6673	0.8169
0.4059	11.95	956	0.6871	0.7651	0.6871	0.8289
0.4059	11.975	958	0.7194	0.7467	0.7194	0.8482
0.4059	12.0	960	0.7069	0.7517	0.7069	0.8408
0.4059	12.025	962	0.7003	0.7534	0.7003	0.8369
0.4059	12.05	964	0.6960	0.75	0.6960	0.8343
0.4059	12.075	966	0.7074	0.7586	0.7074	0.8411
0.4059	12.1	968	0.7150	0.7534	0.7150	0.8456
0.4059	12.125	970	0.7196	0.7586	0.7196	0.8483
0.4059	12.15	972	0.7485	0.7260	0.7485	0.8652
0.4059	12.175	974	0.8260	0.7123	0.8260	0.9088
0.4059	12.2	976	0.8345	0.7123	0.8345	0.9135
0.4059	12.225	978	0.7912	0.7550	0.7912	0.8895
0.4059	12.25	980	0.7212	0.7333	0.7212	0.8492
0.4059	12.275	982	0.6652	0.7632	0.6652	0.8156
0.4059	12.3	984	0.6526	0.7651	0.6526	0.8079
0.4059	12.325	986	0.6835	0.7534	0.6835	0.8267
0.4059	12.35	988	0.7403	0.6957	0.7403	0.8604
0.4059	12.375	990	0.7542	0.6861	0.7542	0.8684
0.4059	12.4	992	0.7545	0.7299	0.7545	0.8686
0.4059	12.425	994	0.7784	0.7164	0.7784	0.8823
0.4059	12.45	996	0.8023	0.7164	0.8023	0.8957
0.4059	12.475	998	0.8129	0.6917	0.8129	0.9016
0.0753	12.5	1000	0.8160	0.6917	0.8160	0.9033
0.0753	12.525	1002	0.8240	0.6316	0.8240	0.9077
0.0753	12.55	1004	0.8422	0.6165	0.8422	0.9177
0.0753	12.575	1006	0.8133	0.6165	0.8133	0.9018
0.0753	12.6	1008	0.7331	0.7	0.7331	0.8562
0.0753	12.625	1010	0.6987	0.7518	0.6987	0.8359
0.0753	12.65	1012	0.7020	0.7552	0.7020	0.8379
0.0753	12.675	1014	0.7088	0.7222	0.7088	0.8419
0.0753	12.7	1016	0.7319	0.7133	0.7319	0.8555
0.0753	12.725	1018	0.7526	0.6906	0.7526	0.8675
0.0753	12.75	1020	0.7337	0.7310	0.7337	0.8566
0.0753	12.775	1022	0.7276	0.7448	0.7276	0.8530
0.0753	12.8	1024	0.7416	0.7310	0.7416	0.8611
0.0753	12.825	1026	0.7804	0.7550	0.7804	0.8834
0.0753	12.85	1028	0.7850	0.7578	0.7850	0.8860
0.0753	12.875	1030	0.7645	0.7758	0.7645	0.8744
0.0753	12.9	1032	0.7330	0.7758	0.7330	0.8562
0.0753	12.925	1034	0.6935	0.75	0.6935	0.8328
0.0753	12.95	1036	0.6960	0.7662	0.6960	0.8343
0.0753	12.975	1038	0.7227	0.7712	0.7227	0.8501
0.0753	13.0	1040	0.7351	0.7451	0.7351	0.8574
0.0753	13.025	1042	0.7728	0.7613	0.7728	0.8791
0.0753	13.05	1044	0.7980	0.7421	0.7980	0.8933
0.0753	13.075	1046	0.8520	0.6923	0.8520	0.9230
0.0753	13.1	1048	0.8701	0.6980	0.8701	0.9328
0.0753	13.125	1050	0.8619	0.6620	0.8619	0.9284
0.0753	13.15	1052	0.8073	0.7	0.8073	0.8985
0.0753	13.175	1054	0.7512	0.7324	0.7512	0.8667
0.0753	13.2	1056	0.7147	0.7376	0.7147	0.8454
0.0753	13.225	1058	0.6788	0.7376	0.6788	0.8239
0.0753	13.25	1060	0.6535	0.7376	0.6535	0.8084
0.0753	13.275	1062	0.6344	0.7724	0.6344	0.7965
0.0753	13.3	1064	0.6269	0.7361	0.6269	0.7917
0.0753	13.325	1066	0.6174	0.7671	0.6174	0.7857
0.0753	13.35	1068	0.6261	0.7568	0.6261	0.7913
0.0753	13.375	1070	0.6226	0.7838	0.6226	0.7891
0.0753	13.4	1072	0.6226	0.7724	0.6226	0.7890
0.0753	13.425	1074	0.6575	0.7310	0.6575	0.8108
0.0753	13.45	1076	0.6699	0.7310	0.6699	0.8185
0.0753	13.475	1078	0.6385	0.7724	0.6385	0.7990
0.0753	13.5	1080	0.6376	0.75	0.6376	0.7985
0.0753	13.525	1082	0.6766	0.7273	0.6766	0.8225
0.0753	13.55	1084	0.7164	0.7347	0.7164	0.8464
0.0753	13.575	1086	0.7262	0.7260	0.7262	0.8522
0.0753	13.6	1088	0.7124	0.7397	0.7124	0.8440
0.0753	13.625	1090	0.6737	0.7534	0.6737	0.8208
0.0753	13.65	1092	0.6486	0.7324	0.6486	0.8053
0.0753	13.675	1094	0.6625	0.7391	0.6625	0.8139
0.0753	13.7	1096	0.6853	0.7194	0.6853	0.8278
0.0753	13.725	1098	0.7178	0.7059	0.7178	0.8472
0.0753	13.75	1100	0.7223	0.7194	0.7223	0.8499
0.0753	13.775	1102	0.6789	0.7724	0.6789	0.8239
0.0753	13.8	1104	0.6517	0.7619	0.6517	0.8073
0.0753	13.825	1106	0.6750	0.7248	0.6750	0.8216
0.0753	13.85	1108	0.6874	0.7467	0.6874	0.8291
0.0753	13.875	1110	0.6968	0.7467	0.6968	0.8348
0.0753	13.9	1112	0.6831	0.7297	0.6831	0.8265
0.0753	13.925	1114	0.6958	0.7347	0.6958	0.8341
0.0753	13.95	1116	0.7145	0.7448	0.7145	0.8453
0.0753	13.975	1118	0.7386	0.7517	0.7386	0.8594
0.0753	14.0	1120	0.7523	0.7517	0.7523	0.8674
0.0753	14.025	1122	0.7488	0.7320	0.7488	0.8653
0.0753	14.05	1124	0.7439	0.7190	0.7439	0.8625
0.0753	14.075	1126	0.7762	0.7273	0.7762	0.8810
0.0753	14.1	1128	0.7690	0.7190	0.7690	0.8769
0.0753	14.125	1130	0.7208	0.7123	0.7208	0.8490
0.0753	14.15	1132	0.7297	0.7133	0.7297	0.8542
0.0753	14.175	1134	0.7742	0.6809	0.7742	0.8799
0.0753	14.2	1136	0.8031	0.6809	0.8031	0.8962
0.0753	14.225	1138	0.7792	0.6957	0.7792	0.8827
0.0753	14.25	1140	0.7542	0.7299	0.7542	0.8684
0.0753	14.275	1142	0.7412	0.7299	0.7412	0.8609
0.0753	14.3	1144	0.7307	0.7286	0.7307	0.8548
0.0753	14.325	1146	0.7226	0.7133	0.7226	0.8501
0.0753	14.35	1148	0.6973	0.7361	0.6973	0.8351
0.0753	14.375	1150	0.6683	0.7361	0.6683	0.8175
0.0753	14.4	1152	0.6654	0.7483	0.6654	0.8157
0.0753	14.425	1154	0.6786	0.7483	0.6786	0.8237
0.0753	14.45	1156	0.7527	0.7297	0.7527	0.8676
0.0753	14.475	1158	0.8158	0.6944	0.8158	0.9032
0.0753	14.5	1160	0.7919	0.7083	0.7919	0.8899
0.0753	14.525	1162	0.7583	0.7042	0.7583	0.8708
0.0753	14.55	1164	0.7213	0.7183	0.7213	0.8493
0.0753	14.575	1166	0.6994	0.7586	0.6994	0.8363
0.0753	14.6	1168	0.6908	0.7724	0.6908	0.8311
0.0753	14.625	1170	0.6810	0.7586	0.6810	0.8252
0.0753	14.65	1172	0.6637	0.7651	0.6637	0.8147
0.0753	14.675	1174	0.6836	0.7297	0.6836	0.8268
0.0753	14.7	1176	0.7315	0.7333	0.7315	0.8553
0.0753	14.725	1178	0.7474	0.7248	0.7474	0.8645
0.0753	14.75	1180	0.6984	0.7383	0.6984	0.8357
0.0753	14.775	1182	0.6716	0.7671	0.6716	0.8195
0.0753	14.8	1184	0.6702	0.7724	0.6702	0.8186
0.0753	14.825	1186	0.6697	0.7413	0.6697	0.8184
0.0753	14.85	1188	0.6699	0.7534	0.6699	0.8185
0.0753	14.875	1190	0.6606	0.7838	0.6606	0.8128
0.0753	14.9	1192	0.6538	0.7703	0.6538	0.8085
0.0753	14.925	1194	0.6569	0.7432	0.6569	0.8105
0.0753	14.95	1196	0.6652	0.7432	0.6652	0.8156
0.0753	14.975	1198	0.6745	0.7432	0.6745	0.8213
0.0753	15.0	1200	0.6857	0.7534	0.6857	0.8281
0.0753	15.025	1202	0.6939	0.7518	0.6939	0.8330
0.0753	15.05	1204	0.6995	0.7606	0.6995	0.8363
0.0753	15.075	1206	0.7003	0.7606	0.7003	0.8369
0.0753	15.1	1208	0.6976	0.7606	0.6976	0.8352
0.0753	15.125	1210	0.6918	0.7606	0.6918	0.8317
0.0753	15.15	1212	0.6971	0.7273	0.6971	0.8350
0.0753	15.175	1214	0.7250	0.7383	0.7250	0.8515
0.0753	15.2	1216	0.7668	0.7436	0.7668	0.8757
0.0753	15.225	1218	0.8077	0.7484	0.8077	0.8987
0.0753	15.25	1220	0.7771	0.75	0.7771	0.8815
0.0753	15.275	1222	0.7103	0.7722	0.7103	0.8428
0.0753	15.3	1224	0.6603	0.75	0.6603	0.8126
0.0753	15.325	1226	0.6374	0.7383	0.6374	0.7984
0.0753	15.35	1228	0.6383	0.7838	0.6383	0.7990
0.0753	15.375	1230	0.6554	0.7651	0.6554	0.8096
0.0753	15.4	1232	0.6738	0.7651	0.6738	0.8208
0.0753	15.425	1234	0.6903	0.7838	0.6903	0.8308
0.0753	15.45	1236	0.6961	0.7755	0.6961	0.8343
0.0753	15.475	1238	0.6864	0.7755	0.6864	0.8285
0.0753	15.5	1240	0.6720	0.7671	0.6720	0.8197
0.0753	15.525	1242	0.6548	0.7671	0.6548	0.8092
0.0753	15.55	1244	0.6430	0.7639	0.6430	0.8018
0.0753	15.575	1246	0.6340	0.7639	0.6340	0.7963
0.0753	15.6	1248	0.6380	0.7639	0.6380	0.7988
0.0753	15.625	1250	0.6587	0.7518	0.6587	0.8116
0.0753	15.65	1252	0.6717	0.7518	0.6717	0.8195
0.0753	15.675	1254	0.6796	0.7639	0.6796	0.8244
0.0753	15.7	1256	0.6808	0.7639	0.6808	0.8251
0.0753	15.725	1258	0.6833	0.7639	0.6833	0.8266
0.0753	15.75	1260	0.6882	0.7413	0.6882	0.8296
0.0753	15.775	1262	0.6959	0.7534	0.6959	0.8342
0.0753	15.8	1264	0.6927	0.7534	0.6927	0.8323
0.0753	15.825	1266	0.6866	0.7639	0.6866	0.8286
0.0753	15.85	1268	0.6941	0.7639	0.6941	0.8331
0.0753	15.875	1270	0.7051	0.7413	0.7051	0.8397
0.0753	15.9	1272	0.7069	0.7413	0.7069	0.8408
0.0753	15.925	1274	0.7148	0.7413	0.7148	0.8454
0.0753	15.95	1276	0.7076	0.7324	0.7076	0.8412
0.0753	15.975	1278	0.6975	0.7324	0.6975	0.8352
0.0753	16.0	1280	0.6919	0.7413	0.6919	0.8318
0.0753	16.025	1282	0.6921	0.7606	0.6921	0.8319
0.0753	16.05	1284	0.6883	0.7606	0.6883	0.8296
0.0753	16.075	1286	0.6959	0.7534	0.6959	0.8342
0.0753	16.1	1288	0.6905	0.7724	0.6905	0.8310
0.0753	16.125	1290	0.6949	0.7724	0.6949	0.8336
0.0753	16.15	1292	0.7215	0.7413	0.7215	0.8494
0.0753	16.175	1294	0.7351	0.7222	0.7351	0.8574
0.0753	16.2	1296	0.7478	0.7172	0.7478	0.8647
0.0753	16.225	1298	0.7435	0.7083	0.7435	0.8623
0.0753	16.25	1300	0.7017	0.7133	0.7017	0.8377
0.0753	16.275	1302	0.6576	0.7586	0.6576	0.8109
0.0753	16.3	1304	0.6332	0.7671	0.6332	0.7957
0.0753	16.325	1306	0.6251	0.7671	0.6251	0.7906
0.0753	16.35	1308	0.6279	0.7671	0.6279	0.7924
0.0753	16.375	1310	0.6383	0.7671	0.6383	0.7989
0.0753	16.4	1312	0.6587	0.7534	0.6587	0.8116
0.0753	16.425	1314	0.6617	0.7483	0.6617	0.8135
0.0753	16.45	1316	0.6575	0.7483	0.6575	0.8109
0.0753	16.475	1318	0.6810	0.7517	0.6810	0.8252
0.0753	16.5	1320	0.6769	0.7432	0.6769	0.8228
0.0753	16.525	1322	0.6661	0.7534	0.6661	0.8161
0.0753	16.55	1324	0.6625	0.7619	0.6625	0.8140
0.0753	16.575	1326	0.6576	0.75	0.6576	0.8109
0.0753	16.6	1328	0.6542	0.7703	0.6542	0.8088
0.0753	16.625	1330	0.6486	0.7703	0.6486	0.8053
0.0753	16.65	1332	0.6522	0.7552	0.6522	0.8076
0.0753	16.675	1334	0.6545	0.7552	0.6545	0.8090
0.0753	16.7	1336	0.6519	0.7552	0.6519	0.8074
0.0753	16.725	1338	0.6402	0.7671	0.6402	0.8002
0.0753	16.75	1340	0.6502	0.7619	0.6502	0.8064
0.0753	16.775	1342	0.6957	0.7297	0.6957	0.8341
0.0753	16.8	1344	0.7408	0.7383	0.7408	0.8607
0.0753	16.825	1346	0.7603	0.7211	0.7603	0.8720
0.0753	16.85	1348	0.7640	0.7123	0.7640	0.8740
0.0753	16.875	1350	0.7457	0.7083	0.7457	0.8636
0.0753	16.9	1352	0.7181	0.7183	0.7181	0.8474
0.0753	16.925	1354	0.7035	0.7183	0.7035	0.8387
0.0753	16.95	1356	0.6844	0.7183	0.6844	0.8273
0.0753	16.975	1358	0.6778	0.7133	0.6778	0.8233
0.0753	17.0	1360	0.7034	0.7211	0.7034	0.8387
0.0753	17.025	1362	0.7324	0.7083	0.7324	0.8558
0.0753	17.05	1364	0.7342	0.7083	0.7342	0.8569
0.0753	17.075	1366	0.7197	0.7183	0.7197	0.8484
0.0753	17.1	1368	0.7044	0.75	0.7044	0.8393
0.0753	17.125	1370	0.6843	0.7586	0.6843	0.8272
0.0753	17.15	1372	0.6523	0.7586	0.6523	0.8077
0.0753	17.175	1374	0.6357	0.7534	0.6357	0.7973
0.0753	17.2	1376	0.6314	0.7651	0.6314	0.7946
0.0753	17.225	1378	0.6425	0.7534	0.6425	0.8016
0.0753	17.25	1380	0.6680	0.7534	0.6680	0.8173
0.0753	17.275	1382	0.7039	0.7429	0.7039	0.8390
0.0753	17.3	1384	0.7282	0.7092	0.7282	0.8533
0.0753	17.325	1386	0.7458	0.7101	0.7458	0.8636
0.0753	17.35	1388	0.7452	0.7092	0.7452	0.8633
0.0753	17.375	1390	0.7356	0.7092	0.7356	0.8577
0.0753	17.4	1392	0.7166	0.7429	0.7166	0.8465
0.0753	17.425	1394	0.6971	0.7534	0.6971	0.8349
0.0753	17.45	1396	0.6819	0.7534	0.6819	0.8257
0.0753	17.475	1398	0.6784	0.7347	0.6784	0.8236
0.0753	17.5	1400	0.6872	0.7432	0.6872	0.8290
0.0753	17.525	1402	0.7101	0.75	0.7101	0.8427
0.0753	17.55	1404	0.7225	0.75	0.7225	0.8500
0.0753	17.575	1406	0.7449	0.7383	0.7449	0.8631
0.0753	17.6	1408	0.7379	0.7383	0.7379	0.8590
0.0753	17.625	1410	0.7417	0.7297	0.7417	0.8612
0.0753	17.65	1412	0.7559	0.7297	0.7559	0.8694
0.0753	17.675	1414	0.7877	0.7034	0.7877	0.8875
0.0753	17.7	1416	0.7792	0.7172	0.7792	0.8827
0.0753	17.725	1418	0.7551	0.7172	0.7551	0.8690
0.0753	17.75	1420	0.6946	0.7310	0.6946	0.8334
0.0753	17.775	1422	0.6653	0.7517	0.6653	0.8157
0.0753	17.8	1424	0.6501	0.7517	0.6501	0.8063
0.0753	17.825	1426	0.6521	0.7517	0.6521	0.8075
0.0753	17.85	1428	0.6489	0.7517	0.6489	0.8055
0.0753	17.875	1430	0.6474	0.7651	0.6474	0.8046
0.0753	17.9	1432	0.6516	0.7432	0.6516	0.8072
0.0753	17.925	1434	0.6734	0.7467	0.6734	0.8206
0.0753	17.95	1436	0.7007	0.7333	0.7007	0.8371
0.0753	17.975	1438	0.6928	0.7383	0.6928	0.8323
0.0753	18.0	1440	0.6714	0.7517	0.6714	0.8194
0.0753	18.025	1442	0.6610	0.7347	0.6610	0.8130
0.0753	18.05	1444	0.6522	0.7432	0.6522	0.8076
0.0753	18.075	1446	0.6570	0.7432	0.6570	0.8105
0.0753	18.1	1448	0.6590	0.7467	0.6590	0.8118
0.0753	18.125	1450	0.6717	0.7467	0.6717	0.8196
0.0753	18.15	1452	0.6922	0.7550	0.6922	0.8320
0.0753	18.175	1454	0.7134	0.7632	0.7134	0.8446
0.0753	18.2	1456	0.7006	0.7467	0.7006	0.8370
0.0753	18.225	1458	0.6953	0.7467	0.6953	0.8338
0.0753	18.25	1460	0.6941	0.7550	0.6941	0.8331
0.0753	18.275	1462	0.7062	0.7632	0.7062	0.8404
0.0753	18.3	1464	0.6916	0.7712	0.6916	0.8317
0.0753	18.325	1466	0.6805	0.7712	0.6805	0.8249
0.0753	18.35	1468	0.6862	0.7692	0.6862	0.8284
0.0753	18.375	1470	0.6915	0.7643	0.6915	0.8316
0.0753	18.4	1472	0.6963	0.7532	0.6963	0.8344
0.0753	18.425	1474	0.7077	0.7582	0.7077	0.8413
0.0753	18.45	1476	0.7103	0.7632	0.7103	0.8428
0.0753	18.475	1478	0.6941	0.7632	0.6941	0.8331
0.0753	18.5	1480	0.6609	0.7632	0.6609	0.8130
0.0753	18.525	1482	0.6482	0.7843	0.6482	0.8051
0.0753	18.55	1484	0.6485	0.7712	0.6485	0.8053
0.0753	18.575	1486	0.6588	0.7517	0.6588	0.8117
0.0753	18.6	1488	0.6443	0.7467	0.6443	0.8027
0.0753	18.625	1490	0.6343	0.7843	0.6343	0.7964
0.0753	18.65	1492	0.6528	0.7712	0.6528	0.8080
0.0753	18.675	1494	0.6860	0.7712	0.6860	0.8283
0.0753	18.7	1496	0.6958	0.7632	0.6958	0.8342
0.0753	18.725	1498	0.6684	0.7712	0.6684	0.8176
0.0582	18.75	1500	0.6352	0.7534	0.6352	0.7970
0.0582	18.775	1502	0.6345	0.7465	0.6345	0.7966
0.0582	18.8	1504	0.6645	0.7407	0.6645	0.8151
0.0582	18.825	1506	0.6846	0.7111	0.6846	0.8274
0.0582	18.85	1508	0.6845	0.7164	0.6845	0.8274
0.0582	18.875	1510	0.6874	0.7518	0.6874	0.8291

Framework versions

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