README.md

metadata

library_name: transformers
base_model: aubmindlab/bert-base-arabertv02
tags:
  - generated_from_trainer
model-index:
  - name: arabert_augmented_with_original_k15_organization_task1_fold0
    results: []

arabert_augmented_with_original_k15_organization_task1_fold0

This model is a fine-tuned version of aubmindlab/bert-base-arabertv02 on the None dataset. It achieves the following results on the evaluation set:

• Loss: 0.6135
• Qwk: 0.6942
• Mse: 0.6135
• Rmse: 0.7832

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

• learning_rate: 2e-05
• train_batch_size: 8
• eval_batch_size: 8
• seed: 42
• optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
• lr_scheduler_type: linear
• num_epochs: 10

Training results

Training Loss	Epoch	Step	Validation Loss	Qwk	Mse	Rmse
No log	0.0121	2	4.2309	0.0192	4.2309	2.0569
No log	0.0242	4	1.8552	0.1558	1.8552	1.3621
No log	0.0364	6	1.1578	0.2025	1.1578	1.0760
No log	0.0485	8	1.6065	0.1152	1.6065	1.2675
No log	0.0606	10	1.6938	0.1000	1.6938	1.3015
No log	0.0727	12	1.5488	0.0696	1.5488	1.2445
No log	0.0848	14	1.3415	0.0742	1.3415	1.1582
No log	0.0970	16	1.3156	0.0	1.3156	1.1470
No log	0.1091	18	1.4577	0.0	1.4577	1.2073
No log	0.1212	20	1.8118	0.1161	1.8118	1.3460
No log	0.1333	22	1.8397	0.1058	1.8397	1.3564
No log	0.1455	24	1.6004	0.1663	1.6004	1.2651
No log	0.1576	26	1.2517	0.0742	1.2517	1.1188
No log	0.1697	28	1.1728	0.0	1.1728	1.0829
No log	0.1818	30	1.2517	0.0	1.2517	1.1188
No log	0.1939	32	1.4009	0.0	1.4009	1.1836
No log	0.2061	34	1.4486	0.0	1.4486	1.2036
No log	0.2182	36	1.2531	0.0	1.2531	1.1194
No log	0.2303	38	1.1749	0.0742	1.1749	1.0839
No log	0.2424	40	1.0110	0.3947	1.0110	1.0055
No log	0.2545	42	1.0251	0.3553	1.0251	1.0125
No log	0.2667	44	1.1319	0.2770	1.1319	1.0639
No log	0.2788	46	1.4169	0.2380	1.4169	1.1904
No log	0.2909	48	1.6742	0.2463	1.6742	1.2939
No log	0.3030	50	1.9203	0.1221	1.9203	1.3858
No log	0.3152	52	1.8962	0.1221	1.8962	1.3770
No log	0.3273	54	1.6262	0.2463	1.6262	1.2752
No log	0.3394	56	1.4879	0.2607	1.4879	1.2198
No log	0.3515	58	1.4714	0.2687	1.4714	1.2130
No log	0.3636	60	1.3208	0.1939	1.3208	1.1493
No log	0.3758	62	1.1559	0.1250	1.1559	1.0751
No log	0.3879	64	1.1892	-0.0024	1.1892	1.0905
No log	0.4	66	1.1324	0.1250	1.1324	1.0641
No log	0.4121	68	1.0649	0.3292	1.0649	1.0320
No log	0.4242	70	1.0510	0.4310	1.0510	1.0252
No log	0.4364	72	1.1332	0.2528	1.1332	1.0645
No log	0.4485	74	1.1546	0.0742	1.1546	1.0745
No log	0.4606	76	1.1617	0.2689	1.1617	1.0778
No log	0.4727	78	1.2486	0.2236	1.2486	1.1174
No log	0.4848	80	1.2876	0.2380	1.2876	1.1347
No log	0.4970	82	1.2090	0.2607	1.2090	1.0995
No log	0.5091	84	1.1775	0.3383	1.1775	1.0851
No log	0.5212	86	1.3863	0.1736	1.3863	1.1774
No log	0.5333	88	1.3717	0.0742	1.3717	1.1712
No log	0.5455	90	1.1099	0.1463	1.1099	1.0535
No log	0.5576	92	0.9634	0.3399	0.9634	0.9815
No log	0.5697	94	0.9078	0.4576	0.9078	0.9528
No log	0.5818	96	0.9610	0.4296	0.9610	0.9803
No log	0.5939	98	0.9035	0.4059	0.9035	0.9505
No log	0.6061	100	0.9012	0.4916	0.9012	0.9493
No log	0.6182	102	1.0382	0.3319	1.0382	1.0189
No log	0.6303	104	1.1428	0.3383	1.1428	1.0690
No log	0.6424	106	1.1338	0.3319	1.1338	1.0648
No log	0.6545	108	1.0940	0.2875	1.0940	1.0459
No log	0.6667	110	1.0702	0.2875	1.0702	1.0345
No log	0.6788	112	1.1047	0.3173	1.1047	1.0510
No log	0.6909	114	1.0117	0.3981	1.0117	1.0058
No log	0.7030	116	0.8907	0.4070	0.8907	0.9438
No log	0.7152	118	0.8924	0.4070	0.8924	0.9447
No log	0.7273	120	0.9852	0.4465	0.9852	0.9926
No log	0.7394	122	0.9622	0.4070	0.9622	0.9809
No log	0.7515	124	0.9136	0.5108	0.9136	0.9558
No log	0.7636	126	0.8825	0.4291	0.8825	0.9394
No log	0.7758	128	0.9297	0.3830	0.9297	0.9642
No log	0.7879	130	0.9762	0.3808	0.9762	0.9880
No log	0.8	132	0.9893	0.3808	0.9893	0.9946
No log	0.8121	134	1.0301	0.2032	1.0301	1.0150
No log	0.8242	136	1.1413	0.2125	1.1413	1.0683
No log	0.8364	138	1.2888	0.3035	1.2888	1.1352
No log	0.8485	140	1.4841	0.2685	1.4841	1.2182
No log	0.8606	142	1.5699	0.2685	1.5699	1.2530
No log	0.8727	144	1.5292	0.2685	1.5292	1.2366
No log	0.8848	146	1.4031	0.3173	1.4031	1.1845
No log	0.8970	148	1.2617	0.2597	1.2617	1.1232
No log	0.9091	150	1.1352	0.1736	1.1352	1.0654
No log	0.9212	152	1.0606	0.1414	1.0606	1.0298
No log	0.9333	154	0.9785	0.4173	0.9785	0.9892
No log	0.9455	156	0.9671	0.4364	0.9671	0.9834
No log	0.9576	158	0.9451	0.3016	0.9451	0.9721
No log	0.9697	160	0.9395	0.2885	0.9395	0.9693
No log	0.9818	162	1.0209	0.3035	1.0209	1.0104
No log	0.9939	164	1.1539	0.3443	1.1539	1.0742
No log	1.0061	166	1.2117	0.3498	1.2117	1.1008
No log	1.0182	168	1.1211	0.3443	1.1211	1.0588
No log	1.0303	170	0.9587	0.4279	0.9587	0.9791
No log	1.0424	172	0.8211	0.4419	0.8211	0.9062
No log	1.0545	174	0.7442	0.5648	0.7442	0.8627
No log	1.0667	176	0.7188	0.5096	0.7188	0.8478
No log	1.0788	178	0.9126	0.5815	0.9126	0.9553
No log	1.0909	180	0.9156	0.5805	0.9156	0.9568
No log	1.1030	182	0.8224	0.5805	0.8224	0.9069
No log	1.1152	184	0.7514	0.4603	0.7514	0.8668
No log	1.1273	186	0.7922	0.4867	0.7922	0.8900
No log	1.1394	188	0.8862	0.4899	0.8862	0.9414
No log	1.1515	190	1.0453	0.3319	1.0453	1.0224
No log	1.1636	192	1.0814	0.3383	1.0814	1.0399
No log	1.1758	194	1.0260	0.3175	1.0260	1.0129
No log	1.1879	196	0.9672	0.2788	0.9672	0.9835
No log	1.2	198	0.9077	0.3256	0.9077	0.9528
No log	1.2121	200	0.8936	0.2674	0.8936	0.9453
No log	1.2242	202	0.8919	0.3399	0.8919	0.9444
No log	1.2364	204	0.8585	0.5105	0.8585	0.9266
No log	1.2485	206	0.8167	0.5105	0.8167	0.9037
No log	1.2606	208	0.7815	0.5096	0.7815	0.8840
No log	1.2727	210	0.7543	0.5096	0.7543	0.8685
No log	1.2848	212	0.7190	0.5853	0.7190	0.8479
No log	1.2970	214	0.7029	0.5438	0.7029	0.8384
No log	1.3091	216	0.7104	0.5754	0.7104	0.8428
No log	1.3212	218	0.6860	0.5914	0.6860	0.8283
No log	1.3333	220	0.6624	0.5972	0.6624	0.8139
No log	1.3455	222	0.6597	0.5818	0.6597	0.8122
No log	1.3576	224	0.6682	0.6003	0.6682	0.8175
No log	1.3697	226	0.7053	0.6003	0.7053	0.8398
No log	1.3818	228	0.7728	0.5682	0.7728	0.8791
No log	1.3939	230	0.8337	0.5305	0.8337	0.9131
No log	1.4061	232	0.8642	0.5323	0.8642	0.9296
No log	1.4182	234	0.9000	0.5095	0.9000	0.9487
No log	1.4303	236	0.9113	0.5095	0.9113	0.9546
No log	1.4424	238	0.9513	0.4400	0.9513	0.9754
No log	1.4545	240	0.9686	0.4639	0.9686	0.9842
No log	1.4667	242	0.9706	0.4412	0.9706	0.9852
No log	1.4788	244	0.9999	0.3256	0.9999	0.9999
No log	1.4909	246	1.0074	0.3256	1.0074	1.0037
No log	1.5030	248	0.9936	0.3256	0.9936	0.9968
No log	1.5152	250	0.9236	0.4400	0.9236	0.9610
No log	1.5273	252	0.8477	0.4310	0.8477	0.9207
No log	1.5394	254	0.8497	0.4296	0.8497	0.9218
No log	1.5515	256	0.9256	0.5795	0.9256	0.9621
No log	1.5636	258	0.9874	0.6697	0.9874	0.9937
No log	1.5758	260	0.8866	0.5068	0.8866	0.9416
No log	1.5879	262	0.8122	0.4603	0.8122	0.9012
No log	1.6	264	0.8694	0.4490	0.8694	0.9324
No log	1.6121	266	0.9705	0.3900	0.9705	0.9852
No log	1.6242	268	1.1486	0.3236	1.1486	1.0717
No log	1.6364	270	1.1644	0.2685	1.1644	1.0791
No log	1.6485	272	1.0240	0.3981	1.0240	1.0119
No log	1.6606	274	0.9147	0.4779	0.9147	0.9564
No log	1.6727	276	0.8563	0.4500	0.8563	0.9254
No log	1.6848	278	0.8326	0.4639	0.8326	0.9125
No log	1.6970	280	0.8375	0.5095	0.8375	0.9152
No log	1.7091	282	0.8353	0.4639	0.8353	0.9140
No log	1.7212	284	0.8112	0.4639	0.8112	0.9007
No log	1.7333	286	0.7648	0.5095	0.7648	0.8745
No log	1.7455	288	0.7215	0.5290	0.7215	0.8494
No log	1.7576	290	0.7274	0.5482	0.7274	0.8529
No log	1.7697	292	0.7453	0.6503	0.7453	0.8633
No log	1.7818	294	0.7027	0.5997	0.7027	0.8383
No log	1.7939	296	0.6977	0.5640	0.6977	0.8353
No log	1.8061	298	0.8066	0.4419	0.8066	0.8981
No log	1.8182	300	0.9334	0.4779	0.9334	0.9662
No log	1.8303	302	0.9886	0.4279	0.9886	0.9943
No log	1.8424	304	0.9755	0.4279	0.9755	0.9877
No log	1.8545	306	0.9605	0.3900	0.9605	0.9801
No log	1.8667	308	0.9416	0.4419	0.9416	0.9704
No log	1.8788	310	0.9244	0.3488	0.9244	0.9615
No log	1.8909	312	0.9261	0.3418	0.9261	0.9623
No log	1.9030	314	0.9092	0.3418	0.9092	0.9535
No log	1.9152	316	0.8785	0.3418	0.8785	0.9373
No log	1.9273	318	0.8391	0.4291	0.8391	0.9160
No log	1.9394	320	0.7821	0.5468	0.7821	0.8844
No log	1.9515	322	0.7551	0.5653	0.7551	0.8690
No log	1.9636	324	0.7443	0.5633	0.7443	0.8627
No log	1.9758	326	0.7361	0.5653	0.7361	0.8580
No log	1.9879	328	0.7135	0.5653	0.7135	0.8447
No log	2.0	330	0.6940	0.5653	0.6940	0.8330
No log	2.0121	332	0.6814	0.5653	0.6814	0.8255
No log	2.0242	334	0.6791	0.6274	0.6791	0.8240
No log	2.0364	336	0.6590	0.6274	0.6590	0.8118
No log	2.0485	338	0.6460	0.6274	0.6460	0.8037
No log	2.0606	340	0.6388	0.6274	0.6388	0.7993
No log	2.0727	342	0.6474	0.5965	0.6474	0.8046
No log	2.0848	344	0.6875	0.5281	0.6875	0.8291
No log	2.0970	346	0.7607	0.5488	0.7607	0.8722
No log	2.1091	348	0.7991	0.6143	0.7991	0.8939
No log	2.1212	350	0.7868	0.5488	0.7868	0.8870
No log	2.1333	352	0.8066	0.5488	0.8066	0.8981
No log	2.1455	354	0.8293	0.6143	0.8293	0.9107
No log	2.1576	356	0.8685	0.5495	0.8685	0.9319
No log	2.1697	358	0.8948	0.4648	0.8948	0.9459
No log	2.1818	360	0.9416	0.3556	0.9416	0.9704
No log	2.1939	362	0.9686	0.3418	0.9686	0.9842
No log	2.2061	364	0.9227	0.3553	0.9227	0.9606
No log	2.2182	366	0.8506	0.4207	0.8506	0.9223
No log	2.2303	368	0.8188	0.5972	0.8188	0.9049
No log	2.2424	370	0.7928	0.5793	0.7928	0.8904
No log	2.2545	372	0.7954	0.5793	0.7954	0.8919
No log	2.2667	374	0.8457	0.4419	0.8457	0.9196
No log	2.2788	376	0.8898	0.4465	0.8898	0.9433
No log	2.2909	378	0.8924	0.4465	0.8924	0.9447
No log	2.3030	380	0.8039	0.5611	0.8039	0.8966
No log	2.3152	382	0.6958	0.5793	0.6958	0.8341
No log	2.3273	384	0.6743	0.6441	0.6743	0.8212
No log	2.3394	386	0.7604	0.6190	0.7604	0.8720
No log	2.3515	388	0.8719	0.6242	0.8719	0.9337
No log	2.3636	390	0.9726	0.5532	0.9726	0.9862
No log	2.3758	392	1.0169	0.5059	1.0169	1.0084
No log	2.3879	394	0.9447	0.5082	0.9447	0.9720
No log	2.4	396	0.8239	0.5333	0.8239	0.9077
No log	2.4121	398	0.7532	0.5106	0.7532	0.8678
No log	2.4242	400	0.7307	0.5807	0.7307	0.8548
No log	2.4364	402	0.7403	0.5807	0.7403	0.8604
No log	2.4485	404	0.7366	0.6120	0.7366	0.8583
No log	2.4606	406	0.6952	0.5588	0.6952	0.8338
No log	2.4727	408	0.6831	0.5588	0.6831	0.8265
No log	2.4848	410	0.6982	0.5588	0.6982	0.8356
No log	2.4970	412	0.6950	0.5972	0.6950	0.8337
No log	2.5091	414	0.7001	0.5972	0.7001	0.8367
No log	2.5212	416	0.7072	0.6003	0.7072	0.8410
No log	2.5333	418	0.7246	0.5660	0.7246	0.8512
No log	2.5455	420	0.7399	0.5085	0.7399	0.8602
No log	2.5576	422	0.7468	0.5312	0.7468	0.8642
No log	2.5697	424	0.7723	0.4830	0.7723	0.8788
No log	2.5818	426	0.7628	0.4830	0.7628	0.8734
No log	2.5939	428	0.7429	0.4830	0.7429	0.8619
No log	2.6061	430	0.7194	0.5304	0.7194	0.8482
No log	2.6182	432	0.7071	0.4867	0.7071	0.8409
No log	2.6303	434	0.6895	0.5297	0.6895	0.8304
No log	2.6424	436	0.6746	0.5462	0.6746	0.8213
No log	2.6545	438	0.6709	0.5698	0.6709	0.8191
No log	2.6667	440	0.7007	0.5304	0.7007	0.8371
No log	2.6788	442	0.7348	0.6143	0.7348	0.8572
No log	2.6909	444	0.7145	0.5295	0.7145	0.8453
No log	2.7030	446	0.6793	0.5698	0.6793	0.8242
No log	2.7152	448	0.6605	0.5633	0.6605	0.8127
No log	2.7273	450	0.6582	0.5633	0.6582	0.8113
No log	2.7394	452	0.6826	0.6114	0.6826	0.8262
No log	2.7515	454	0.7007	0.58	0.7007	0.8371
No log	2.7636	456	0.7257	0.5825	0.7257	0.8519
No log	2.7758	458	0.7792	0.5668	0.7792	0.8827
No log	2.7879	460	0.8270	0.5299	0.8270	0.9094
No log	2.8	462	0.8407	0.5293	0.8407	0.9169
No log	2.8121	464	0.8172	0.5484	0.8172	0.9040
No log	2.8242	466	0.7517	0.5668	0.7517	0.8670
No log	2.8364	468	0.7012	0.5668	0.7012	0.8374
No log	2.8485	470	0.6631	0.5660	0.6631	0.8143
No log	2.8606	472	0.6468	0.5706	0.6468	0.8042
No log	2.8727	474	0.6440	0.5682	0.6440	0.8025
No log	2.8848	476	0.6405	0.615	0.6405	0.8003
No log	2.8970	478	0.6982	0.5268	0.6982	0.8356
No log	2.9091	480	0.8237	0.4950	0.8237	0.9076
No log	2.9212	482	0.8915	0.4950	0.8915	0.9442
No log	2.9333	484	0.8451	0.4950	0.8451	0.9193
No log	2.9455	486	0.7749	0.5648	0.7749	0.8803
No log	2.9576	488	0.7265	0.5853	0.7265	0.8524
No log	2.9697	490	0.6856	0.5853	0.6856	0.8280
No log	2.9818	492	0.6744	0.6595	0.6744	0.8212
No log	2.9939	494	0.6752	0.6719	0.6752	0.8217
No log	3.0061	496	0.6753	0.6661	0.6753	0.8218
No log	3.0182	498	0.6833	0.6885	0.6833	0.8266
0.8448	3.0303	500	0.6879	0.6613	0.6879	0.8294
0.8448	3.0424	502	0.6931	0.6441	0.6931	0.8325
0.8448	3.0545	504	0.7028	0.5972	0.7028	0.8383
0.8448	3.0667	506	0.7348	0.5972	0.7348	0.8572
0.8448	3.0788	508	0.7425	0.5972	0.7425	0.8617
0.8448	3.0909	510	0.7462	0.5972	0.7462	0.8638
0.8448	3.1030	512	0.7379	0.5793	0.7379	0.8590
0.8448	3.1152	514	0.7340	0.5793	0.7340	0.8568
0.8448	3.1273	516	0.7247	0.5793	0.7247	0.8513
0.8448	3.1394	518	0.7080	0.5965	0.7080	0.8415
0.8448	3.1515	520	0.6984	0.5965	0.6984	0.8357
0.8448	3.1636	522	0.6981	0.6108	0.6981	0.8355
0.8448	3.1758	524	0.7044	0.6108	0.7044	0.8393
0.8448	3.1879	526	0.7122	0.6108	0.7122	0.8439
0.8448	3.2	528	0.7328	0.6452	0.7328	0.8561
0.8448	3.2121	530	0.7313	0.6280	0.7313	0.8551
0.8448	3.2242	532	0.7079	0.5793	0.7079	0.8414
0.8448	3.2364	534	0.6979	0.5793	0.6979	0.8354
0.8448	3.2485	536	0.6936	0.5793	0.6936	0.8328
0.8448	3.2606	538	0.6828	0.5793	0.6828	0.8263
0.8448	3.2727	540	0.6729	0.5818	0.6729	0.8203
0.8448	3.2848	542	0.6517	0.5818	0.6517	0.8073
0.8448	3.2970	544	0.6580	0.6003	0.6580	0.8112
0.8448	3.3091	546	0.7439	0.5458	0.7439	0.8625
0.8448	3.3212	548	0.8199	0.4779	0.8199	0.9055
0.8448	3.3333	550	0.8379	0.4393	0.8379	0.9154
0.8448	3.3455	552	0.8503	0.4569	0.8503	0.9221
0.8448	3.3576	554	0.8465	0.4134	0.8465	0.9200
0.8448	3.3697	556	0.8266	0.4134	0.8266	0.9092
0.8448	3.3818	558	0.7999	0.4898	0.7999	0.8944
0.8448	3.3939	560	0.7733	0.5299	0.7733	0.8794
0.8448	3.4061	562	0.7627	0.5648	0.7627	0.8733
0.8448	3.4182	564	0.7765	0.4589	0.7765	0.8812
0.8448	3.4303	566	0.8060	0.4779	0.8060	0.8978
0.8448	3.4424	568	0.8431	0.4779	0.8431	0.9182
0.8448	3.4545	570	0.8282	0.4779	0.8282	0.9101
0.8448	3.4667	572	0.7492	0.5611	0.7492	0.8656
0.8448	3.4788	574	0.6831	0.5450	0.6831	0.8265
0.8448	3.4909	576	0.6708	0.5660	0.6708	0.8190
0.8448	3.5030	578	0.6947	0.5305	0.6947	0.8335
0.8448	3.5152	580	0.7291	0.5295	0.7291	0.8539
0.8448	3.5273	582	0.7129	0.5295	0.7129	0.8443
0.8448	3.5394	584	0.6766	0.5514	0.6766	0.8226
0.8448	3.5515	586	0.6534	0.5898	0.6534	0.8083
0.8448	3.5636	588	0.6189	0.6613	0.6189	0.7867
0.8448	3.5758	590	0.6105	0.6280	0.6105	0.7814
0.8448	3.5879	592	0.6189	0.6280	0.6189	0.7867
0.8448	3.6	594	0.6274	0.6280	0.6274	0.7921
0.8448	3.6121	596	0.6317	0.6114	0.6317	0.7948
0.8448	3.6242	598	0.6269	0.6114	0.6269	0.7918
0.8448	3.6364	600	0.6272	0.6563	0.6272	0.7920
0.8448	3.6485	602	0.6375	0.6724	0.6375	0.7984
0.8448	3.6606	604	0.6495	0.6557	0.6495	0.8059
0.8448	3.6727	606	0.6617	0.6557	0.6617	0.8135
0.8448	3.6848	608	0.7215	0.5990	0.7215	0.8494
0.8448	3.6970	610	0.7654	0.5990	0.7654	0.8749
0.8448	3.7091	612	0.7856	0.6303	0.7856	0.8863
0.8448	3.7212	614	0.8429	0.5990	0.8429	0.9181
0.8448	3.7333	616	0.7785	0.7204	0.7785	0.8824
0.8448	3.7455	618	0.6687	0.7141	0.6687	0.8177
0.8448	3.7576	620	0.6217	0.6989	0.6217	0.7885
0.8448	3.7697	622	0.6329	0.6316	0.6329	0.7955
0.8448	3.7818	624	0.6634	0.6044	0.6634	0.8145
0.8448	3.7939	626	0.7083	0.4942	0.7083	0.8416
0.8448	3.8061	628	0.7507	0.4950	0.7507	0.8664
0.8448	3.8182	630	0.7634	0.5618	0.7634	0.8737
0.8448	3.8303	632	0.7542	0.5618	0.7542	0.8685
0.8448	3.8424	634	0.7441	0.5484	0.7441	0.8626
0.8448	3.8545	636	0.7315	0.5096	0.7315	0.8553
0.8448	3.8667	638	0.7403	0.5313	0.7403	0.8604
0.8448	3.8788	640	0.7529	0.5313	0.7529	0.8677
0.8448	3.8909	642	0.7669	0.5313	0.7669	0.8757
0.8448	3.9030	644	0.7581	0.5313	0.7581	0.8707
0.8448	3.9152	646	0.7340	0.5313	0.7340	0.8567
0.8448	3.9273	648	0.7000	0.5096	0.7000	0.8366
0.8448	3.9394	650	0.6808	0.5097	0.6808	0.8251
0.8448	3.9515	652	0.6578	0.5818	0.6578	0.8110
0.8448	3.9636	654	0.6503	0.5818	0.6503	0.8064
0.8448	3.9758	656	0.6496	0.5825	0.6496	0.8060
0.8448	3.9879	658	0.6612	0.5825	0.6612	0.8131
0.8448	4.0	660	0.6819	0.6182	0.6819	0.8258
0.8448	4.0121	662	0.7174	0.5997	0.7174	0.8470
0.8448	4.0242	664	0.7634	0.5653	0.7634	0.8737
0.8448	4.0364	666	0.7588	0.5653	0.7588	0.8711
0.8448	4.0485	668	0.7435	0.5653	0.7435	0.8623
0.8448	4.0606	670	0.7715	0.5653	0.7715	0.8784
0.8448	4.0727	672	0.7954	0.5698	0.7954	0.8919
0.8448	4.0848	674	0.7751	0.5295	0.7751	0.8804
0.8448	4.0970	676	0.7550	0.5295	0.7550	0.8689
0.8448	4.1091	678	0.7422	0.5288	0.7422	0.8615
0.8448	4.1212	680	0.7628	0.5682	0.7628	0.8734
0.8448	4.1333	682	0.7965	0.4161	0.7965	0.8925
0.8448	4.1455	684	0.8255	0.4355	0.8255	0.9086
0.8448	4.1576	686	0.8334	0.4324	0.8334	0.9129
0.8448	4.1697	688	0.8369	0.3673	0.8369	0.9148
0.8448	4.1818	690	0.8305	0.5305	0.8305	0.9113
0.8448	4.1939	692	0.8193	0.5295	0.8193	0.9052
0.8448	4.2061	694	0.8190	0.5295	0.8190	0.9050
0.8448	4.2182	696	0.8003	0.5088	0.8003	0.8946
0.8448	4.2303	698	0.7875	0.5482	0.7875	0.8874
0.8448	4.2424	700	0.7854	0.5482	0.7854	0.8862
0.8448	4.2545	702	0.7788	0.5468	0.7788	0.8825
0.8448	4.2667	704	0.7763	0.5482	0.7763	0.8811
0.8448	4.2788	706	0.7779	0.5088	0.7779	0.8820
0.8448	4.2909	708	0.7754	0.5088	0.7754	0.8806
0.8448	4.3030	710	0.7685	0.5088	0.7685	0.8767
0.8448	4.3152	712	0.7679	0.5089	0.7679	0.8763
0.8448	4.3273	714	0.7723	0.5089	0.7723	0.8788
0.8448	4.3394	716	0.7701	0.6175	0.7701	0.8775
0.8448	4.3515	718	0.7784	0.6402	0.7784	0.8822
0.8448	4.3636	720	0.8026	0.6713	0.8026	0.8959
0.8448	4.3758	722	0.8505	0.6396	0.8505	0.9222
0.8448	4.3879	724	0.8132	0.6880	0.8132	0.9018
0.8448	4.4	726	0.7611	0.6880	0.7611	0.8724
0.8448	4.4121	728	0.7376	0.6880	0.7376	0.8589
0.8448	4.4242	730	0.6982	0.6880	0.6982	0.8356
0.8448	4.4364	732	0.6760	0.6719	0.6760	0.8222
0.8448	4.4485	734	0.6577	0.6613	0.6577	0.8110
0.8448	4.4606	736	0.6507	0.5972	0.6507	0.8066
0.8448	4.4727	738	0.6635	0.5972	0.6635	0.8146
0.8448	4.4848	740	0.6780	0.6452	0.6780	0.8234
0.8448	4.4970	742	0.6914	0.6452	0.6914	0.8315
0.8448	4.5091	744	0.7087	0.6452	0.7087	0.8418
0.8448	4.5212	746	0.6963	0.6452	0.6963	0.8344
0.8448	4.5333	748	0.6757	0.615	0.6757	0.8220
0.8448	4.5455	750	0.6603	0.5793	0.6603	0.8126
0.8448	4.5576	752	0.6704	0.5965	0.6704	0.8188
0.8448	4.5697	754	0.6825	0.5965	0.6825	0.8261
0.8448	4.5818	756	0.7055	0.6310	0.7055	0.8400
0.8448	4.5939	758	0.7120	0.6354	0.7120	0.8438
0.8448	4.6061	760	0.7144	0.5674	0.7144	0.8452
0.8448	4.6182	762	0.7130	0.5653	0.7130	0.8444
0.8448	4.6303	764	0.7033	0.5965	0.7033	0.8386
0.8448	4.6424	766	0.7027	0.5965	0.7027	0.8382
0.8448	4.6545	768	0.7125	0.5965	0.7125	0.8441
0.8448	4.6667	770	0.7275	0.5965	0.7275	0.8529
0.8448	4.6788	772	0.7409	0.5965	0.7409	0.8608
0.8448	4.6909	774	0.7436	0.5965	0.7436	0.8623
0.8448	4.7030	776	0.7455	0.5965	0.7455	0.8634
0.8448	4.7152	778	0.7462	0.5674	0.7462	0.8638
0.8448	4.7273	780	0.7402	0.5288	0.7402	0.8604
0.8448	4.7394	782	0.7272	0.5295	0.7272	0.8528
0.8448	4.7515	784	0.7008	0.5698	0.7008	0.8371
0.8448	4.7636	786	0.6698	0.6402	0.6698	0.8184
0.8448	4.7758	788	0.6340	0.6354	0.6340	0.7962
0.8448	4.7879	790	0.6081	0.5997	0.6081	0.7798
0.8448	4.8	792	0.6001	0.5621	0.6001	0.7746
0.8448	4.8121	794	0.6196	0.6114	0.6196	0.7871
0.8448	4.8242	796	0.6306	0.6114	0.6306	0.7941
0.8448	4.8364	798	0.6269	0.5825	0.6269	0.7918
0.8448	4.8485	800	0.6134	0.5476	0.6134	0.7832
0.8448	4.8606	802	0.6109	0.6402	0.6109	0.7816
0.8448	4.8727	804	0.6187	0.6254	0.6187	0.7866
0.8448	4.8848	806	0.6262	0.6254	0.6262	0.7913
0.8448	4.8970	808	0.6324	0.6447	0.6324	0.7953
0.8448	4.9091	810	0.6239	0.6254	0.6239	0.7899
0.8448	4.9212	812	0.6027	0.6216	0.6027	0.7763
0.8448	4.9333	814	0.5914	0.6216	0.5914	0.7690
0.8448	4.9455	816	0.5871	0.6216	0.5871	0.7662
0.8448	4.9576	818	0.5836	0.6216	0.5836	0.7639
0.8448	4.9697	820	0.5745	0.6488	0.5745	0.7580
0.8448	4.9818	822	0.5737	0.6780	0.5737	0.7574
0.8448	4.9939	824	0.5784	0.7051	0.5784	0.7605
0.8448	5.0061	826	0.5847	0.7051	0.5847	0.7646
0.8448	5.0182	828	0.5854	0.6780	0.5854	0.7651
0.8448	5.0303	830	0.5860	0.6780	0.5860	0.7655
0.8448	5.0424	832	0.5908	0.7186	0.5908	0.7686
0.8448	5.0545	834	0.5984	0.7458	0.5984	0.7736
0.8448	5.0667	836	0.6209	0.7449	0.6209	0.7880
0.8448	5.0788	838	0.6122	0.7615	0.6122	0.7824
0.8448	5.0909	840	0.5869	0.7692	0.5869	0.7661
0.8448	5.1030	842	0.5780	0.7692	0.5780	0.7603
0.8448	5.1152	844	0.5865	0.6316	0.5865	0.7659
0.8448	5.1273	846	0.5951	0.6316	0.5951	0.7714
0.8448	5.1394	848	0.6042	0.6890	0.6042	0.7773
0.8448	5.1515	850	0.6171	0.6280	0.6171	0.7856
0.8448	5.1636	852	0.6291	0.5640	0.6291	0.7931
0.8448	5.1758	854	0.6474	0.5640	0.6474	0.8046
0.8448	5.1879	856	0.6708	0.5640	0.6708	0.8190
0.8448	5.2	858	0.6878	0.5640	0.6878	0.8293
0.8448	5.2121	860	0.6962	0.5640	0.6962	0.8344
0.8448	5.2242	862	0.6942	0.5640	0.6942	0.8332
0.8448	5.2364	864	0.6998	0.5972	0.6998	0.8365
0.8448	5.2485	866	0.7012	0.5972	0.7012	0.8374
0.8448	5.2606	868	0.6928	0.5972	0.6928	0.8323
0.8448	5.2727	870	0.6793	0.5972	0.6793	0.8242
0.8448	5.2848	872	0.6642	0.5972	0.6642	0.8150
0.8448	5.2970	874	0.6478	0.5972	0.6478	0.8048
0.8448	5.3091	876	0.6382	0.5972	0.6382	0.7989
0.8448	5.3212	878	0.6342	0.6613	0.6342	0.7964
0.8448	5.3333	880	0.6410	0.6880	0.6410	0.8006
0.8448	5.3455	882	0.6527	0.6607	0.6527	0.8079
0.8448	5.3576	884	0.6648	0.5965	0.6648	0.8154
0.8448	5.3697	886	0.6780	0.5793	0.6780	0.8234
0.8448	5.3818	888	0.6898	0.5997	0.6898	0.8306
0.8448	5.3939	890	0.7055	0.5295	0.7055	0.8399
0.8448	5.4061	892	0.7111	0.5295	0.7111	0.8433
0.8448	5.4182	894	0.7219	0.6447	0.7219	0.8497
0.8448	5.4303	896	0.7253	0.6447	0.7253	0.8517
0.8448	5.4424	898	0.7551	0.6503	0.7551	0.8690
0.8448	5.4545	900	0.7925	0.6503	0.7925	0.8902
0.8448	5.4667	902	0.8252	0.6503	0.8252	0.9084
0.8448	5.4788	904	0.8110	0.7232	0.8110	0.9006
0.8448	5.4909	906	0.7585	0.6447	0.7585	0.8709
0.8448	5.5030	908	0.6981	0.6447	0.6981	0.8355
0.8448	5.5152	910	0.6711	0.6713	0.6711	0.8192
0.8448	5.5273	912	0.6635	0.6396	0.6635	0.8145
0.8448	5.5394	914	0.6490	0.7008	0.6490	0.8056
0.8448	5.5515	916	0.6318	0.6947	0.6318	0.7949
0.8448	5.5636	918	0.6219	0.6947	0.6219	0.7886
0.8448	5.5758	920	0.6190	0.6947	0.6190	0.7868
0.8448	5.5879	922	0.6147	0.6947	0.6147	0.7840
0.8448	5.6	924	0.6092	0.6885	0.6092	0.7805
0.8448	5.6121	926	0.6069	0.6885	0.6069	0.7791
0.8448	5.6242	928	0.6063	0.6607	0.6063	0.7786
0.8448	5.6364	930	0.6154	0.6661	0.6154	0.7845
0.8448	5.6485	932	0.6348	0.6655	0.6348	0.7968
0.8448	5.6606	934	0.6443	0.6655	0.6443	0.8027
0.8448	5.6727	936	0.6643	0.6713	0.6643	0.8150
0.8448	5.6848	938	0.6710	0.6713	0.6710	0.8192
0.8448	5.6970	940	0.6866	0.6775	0.6866	0.8286
0.8448	5.7091	942	0.6907	0.6447	0.6907	0.8311
0.8448	5.7212	944	0.6988	0.6447	0.6988	0.8359
0.8448	5.7333	946	0.6914	0.6447	0.6914	0.8315
0.8448	5.7455	948	0.6881	0.6309	0.6881	0.8295
0.8448	5.7576	950	0.6805	0.5906	0.6805	0.8249
0.8448	5.7697	952	0.6801	0.5845	0.6801	0.8247
0.8448	5.7818	954	0.6729	0.5660	0.6729	0.8203
0.8448	5.7939	956	0.6563	0.5845	0.6563	0.8101
0.8448	5.8061	958	0.6458	0.6539	0.6458	0.8036
0.8448	5.8182	960	0.6580	0.6655	0.6580	0.8112
0.8448	5.8303	962	0.6703	0.6655	0.6703	0.8187
0.8448	5.8424	964	0.7072	0.6655	0.7072	0.8409
0.8448	5.8545	966	0.7179	0.6655	0.7179	0.8473
0.8448	5.8667	968	0.7287	0.6655	0.7287	0.8536
0.8448	5.8788	970	0.7070	0.6655	0.7070	0.8408
0.8448	5.8909	972	0.6708	0.6655	0.6708	0.8190
0.8448	5.9030	974	0.6577	0.6602	0.6577	0.8110
0.8448	5.9152	976	0.6597	0.6310	0.6597	0.8122
0.8448	5.9273	978	0.6618	0.5818	0.6618	0.8135
0.8448	5.9394	980	0.6722	0.5640	0.6722	0.8199
0.8448	5.9515	982	0.6762	0.5845	0.6762	0.8223
0.8448	5.9636	984	0.6872	0.5653	0.6872	0.8290
0.8448	5.9758	986	0.6952	0.5653	0.6952	0.8338
0.8448	5.9879	988	0.7079	0.6354	0.7079	0.8414
0.8448	6.0	990	0.7130	0.6023	0.7130	0.8444
0.8448	6.0121	992	0.7044	0.6354	0.7044	0.8393
0.8448	6.0242	994	0.6860	0.6354	0.6860	0.8282
0.8448	6.0364	996	0.6554	0.6354	0.6554	0.8096
0.8448	6.0485	998	0.6413	0.6354	0.6413	0.8008
0.509	6.0606	1000	0.6344	0.6354	0.6344	0.7965
0.509	6.0727	1002	0.6279	0.6539	0.6279	0.7924
0.509	6.0848	1004	0.6264	0.6539	0.6264	0.7915
0.509	6.0970	1006	0.6278	0.6539	0.6278	0.7923
0.509	6.1091	1008	0.6341	0.6539	0.6341	0.7963
0.509	6.1212	1010	0.6347	0.6539	0.6347	0.7967
0.509	6.1333	1012	0.6292	0.6360	0.6292	0.7932
0.509	6.1455	1014	0.6238	0.6360	0.6238	0.7898
0.509	6.1576	1016	0.6142	0.6316	0.6142	0.7837
0.509	6.1697	1018	0.6127	0.6316	0.6127	0.7827
0.509	6.1818	1020	0.6120	0.6316	0.6120	0.7823
0.509	6.1939	1022	0.6136	0.6316	0.6136	0.7833
0.509	6.2061	1024	0.6084	0.6310	0.6084	0.7800
0.509	6.2182	1026	0.6084	0.6655	0.6084	0.7800
0.509	6.2303	1028	0.6001	0.6602	0.6001	0.7746
0.509	6.2424	1030	0.5937	0.6602	0.5937	0.7705
0.509	6.2545	1032	0.5873	0.6602	0.5873	0.7663
0.509	6.2667	1034	0.5786	0.6602	0.5786	0.7607
0.509	6.2788	1036	0.5613	0.6880	0.5613	0.7492
0.509	6.2909	1038	0.5540	0.7047	0.5540	0.7443
0.509	6.3030	1040	0.5580	0.6890	0.5580	0.7470
0.509	6.3152	1042	0.5639	0.6890	0.5639	0.7510
0.509	6.3273	1044	0.5709	0.6280	0.5709	0.7556
0.509	6.3394	1046	0.5795	0.6114	0.5795	0.7612
0.509	6.3515	1048	0.5814	0.6114	0.5814	0.7625
0.509	6.3636	1050	0.5801	0.6280	0.5801	0.7617
0.509	6.3758	1052	0.5803	0.5972	0.5803	0.7617
0.509	6.3879	1054	0.5943	0.5972	0.5943	0.7709
0.509	6.4	1056	0.6053	0.5972	0.6053	0.7780
0.509	6.4121	1058	0.6147	0.5455	0.6147	0.7840
0.509	6.4242	1060	0.6205	0.5633	0.6205	0.7877
0.509	6.4364	1062	0.6153	0.5633	0.6153	0.7844
0.509	6.4485	1064	0.6135	0.5633	0.6135	0.7833
0.509	6.4606	1066	0.6144	0.5633	0.6144	0.7838
0.509	6.4727	1068	0.6130	0.5633	0.6130	0.7829
0.509	6.4848	1070	0.6079	0.5633	0.6079	0.7797
0.509	6.4970	1072	0.6047	0.5793	0.6047	0.7776
0.509	6.5091	1074	0.6024	0.5793	0.6024	0.7761
0.509	6.5212	1076	0.6019	0.5965	0.6019	0.7758
0.509	6.5333	1078	0.6057	0.6310	0.6057	0.7783
0.509	6.5455	1080	0.6098	0.6602	0.6098	0.7809
0.509	6.5576	1082	0.6273	0.6447	0.6273	0.7920
0.509	6.5697	1084	0.6511	0.6447	0.6511	0.8069
0.509	6.5818	1086	0.6642	0.6447	0.6642	0.8150
0.509	6.5939	1088	0.6555	0.6447	0.6555	0.8096
0.509	6.6061	1090	0.6320	0.6447	0.6320	0.7950
0.509	6.6182	1092	0.6053	0.6303	0.6053	0.7780
0.509	6.6303	1094	0.5860	0.6880	0.5860	0.7655
0.509	6.6424	1096	0.5736	0.6880	0.5736	0.7573
0.509	6.6545	1098	0.5666	0.6880	0.5666	0.7527
0.509	6.6667	1100	0.5637	0.7141	0.5637	0.7508
0.509	6.6788	1102	0.5634	0.6880	0.5634	0.7506
0.509	6.6909	1104	0.5714	0.6880	0.5714	0.7559
0.509	6.7030	1106	0.5832	0.6880	0.5832	0.7637
0.509	6.7152	1108	0.5972	0.6880	0.5972	0.7728
0.509	6.7273	1110	0.6138	0.6880	0.6138	0.7835
0.509	6.7394	1112	0.6351	0.6880	0.6351	0.7969
0.509	6.7515	1114	0.6568	0.6880	0.6568	0.8104
0.509	6.7636	1116	0.6744	0.6310	0.6744	0.8212
0.509	6.7758	1118	0.6925	0.6310	0.6925	0.8322
0.509	6.7879	1120	0.7266	0.6310	0.7266	0.8524
0.509	6.8	1122	0.7545	0.6310	0.7545	0.8686
0.509	6.8121	1124	0.7746	0.5997	0.7746	0.8801
0.509	6.8242	1126	0.7815	0.5997	0.7815	0.8840
0.509	6.8364	1128	0.7768	0.5997	0.7768	0.8814
0.509	6.8485	1130	0.7797	0.6310	0.7797	0.8830
0.509	6.8606	1132	0.7795	0.6310	0.7795	0.8829
0.509	6.8727	1134	0.7635	0.5997	0.7635	0.8738
0.509	6.8848	1136	0.7491	0.5965	0.7491	0.8655
0.509	6.8970	1138	0.7421	0.5965	0.7421	0.8615
0.509	6.9091	1140	0.7422	0.5965	0.7422	0.8615
0.509	6.9212	1142	0.7405	0.5965	0.7405	0.8605
0.509	6.9333	1144	0.7434	0.5965	0.7434	0.8622
0.509	6.9455	1146	0.7405	0.5997	0.7405	0.8605
0.509	6.9576	1148	0.7344	0.6310	0.7344	0.8570
0.509	6.9697	1150	0.7232	0.6310	0.7232	0.8504
0.509	6.9818	1152	0.7129	0.6310	0.7129	0.8443
0.509	6.9939	1154	0.7015	0.6310	0.7015	0.8375
0.509	7.0061	1156	0.6798	0.6310	0.6798	0.8245
0.509	7.0182	1158	0.6692	0.6942	0.6692	0.8180
0.509	7.0303	1160	0.6595	0.6942	0.6595	0.8121
0.509	7.0424	1162	0.6639	0.6942	0.6639	0.8148
0.509	7.0545	1164	0.6659	0.6942	0.6659	0.8160
0.509	7.0667	1166	0.6725	0.6942	0.6725	0.8201
0.509	7.0788	1168	0.6716	0.6942	0.6716	0.8195
0.509	7.0909	1170	0.6739	0.6942	0.6739	0.8209
0.509	7.1030	1172	0.6743	0.6942	0.6743	0.8212
0.509	7.1152	1174	0.6710	0.6942	0.6710	0.8192
0.509	7.1273	1176	0.6681	0.6942	0.6681	0.8174
0.509	7.1394	1178	0.6539	0.6942	0.6539	0.8086
0.509	7.1515	1180	0.6486	0.6942	0.6486	0.8054
0.509	7.1636	1182	0.6493	0.6942	0.6493	0.8058
0.509	7.1758	1184	0.6451	0.6942	0.6451	0.8032
0.509	7.1879	1186	0.6428	0.5818	0.6428	0.8017
0.509	7.2	1188	0.6457	0.5818	0.6457	0.8036
0.509	7.2121	1190	0.6534	0.5845	0.6534	0.8084
0.509	7.2242	1192	0.6586	0.5845	0.6586	0.8115
0.509	7.2364	1194	0.6639	0.5845	0.6639	0.8148
0.509	7.2485	1196	0.6675	0.5845	0.6675	0.8170
0.509	7.2606	1198	0.6670	0.5845	0.6670	0.8167
0.509	7.2727	1200	0.6676	0.5845	0.6676	0.8170
0.509	7.2848	1202	0.6622	0.5845	0.6622	0.8137
0.509	7.2970	1204	0.6539	0.5845	0.6539	0.8086
0.509	7.3091	1206	0.6502	0.5845	0.6502	0.8063
0.509	7.3212	1208	0.6415	0.6539	0.6415	0.8009
0.509	7.3333	1210	0.6306	0.6488	0.6306	0.7941
0.509	7.3455	1212	0.6210	0.6488	0.6210	0.7881
0.509	7.3576	1214	0.6137	0.6719	0.6137	0.7834
0.509	7.3697	1216	0.6073	0.6719	0.6073	0.7793
0.509	7.3818	1218	0.6021	0.6719	0.6021	0.7760
0.509	7.3939	1220	0.5979	0.6719	0.5979	0.7732
0.509	7.4061	1222	0.5950	0.6719	0.5950	0.7714
0.509	7.4182	1224	0.6015	0.6942	0.6015	0.7756
0.509	7.4303	1226	0.6168	0.7008	0.6168	0.7854
0.509	7.4424	1228	0.6251	0.7008	0.6251	0.7907
0.509	7.4545	1230	0.6251	0.7008	0.6251	0.7906
0.509	7.4667	1232	0.6211	0.7008	0.6211	0.7881
0.509	7.4788	1234	0.6268	0.7008	0.6268	0.7917
0.509	7.4909	1236	0.6259	0.7008	0.6259	0.7911
0.509	7.5030	1238	0.6225	0.7008	0.6225	0.7890
0.509	7.5152	1240	0.6225	0.7008	0.6225	0.7890
0.509	7.5273	1242	0.6185	0.6942	0.6185	0.7864
0.509	7.5394	1244	0.6193	0.6942	0.6193	0.7870
0.509	7.5515	1246	0.6285	0.7008	0.6285	0.7928
0.509	7.5636	1248	0.6438	0.7078	0.6438	0.8024
0.509	7.5758	1250	0.6627	0.6775	0.6627	0.8141
0.509	7.5879	1252	0.6761	0.6447	0.6761	0.8222
0.509	7.6	1254	0.6685	0.6447	0.6685	0.8176
0.509	7.6121	1256	0.6674	0.6447	0.6674	0.8170
0.509	7.6242	1258	0.6664	0.6447	0.6664	0.8163
0.509	7.6364	1260	0.6621	0.6447	0.6621	0.8137
0.509	7.6485	1262	0.6629	0.6447	0.6629	0.8142
0.509	7.6606	1264	0.6649	0.6503	0.6649	0.8154
0.509	7.6727	1266	0.6684	0.6503	0.6684	0.8175
0.509	7.6848	1268	0.6633	0.6503	0.6633	0.8144
0.509	7.6970	1270	0.6507	0.6503	0.6507	0.8067
0.509	7.7091	1272	0.6407	0.6454	0.6407	0.8004
0.509	7.7212	1274	0.6292	0.6595	0.6292	0.7933
0.509	7.7333	1276	0.6172	0.6595	0.6172	0.7857
0.509	7.7455	1278	0.6083	0.6539	0.6083	0.7799
0.509	7.7576	1280	0.5998	0.6488	0.5998	0.7745
0.509	7.7697	1282	0.5939	0.6441	0.5939	0.7707
0.509	7.7818	1284	0.5927	0.5793	0.5927	0.7699
0.509	7.7939	1286	0.5882	0.5793	0.5882	0.7669
0.509	7.8061	1288	0.5801	0.6719	0.5801	0.7617
0.509	7.8182	1290	0.5774	0.6719	0.5774	0.7599
0.509	7.8303	1292	0.5783	0.6774	0.5783	0.7604
0.509	7.8424	1294	0.5858	0.7008	0.5858	0.7654
0.509	7.8545	1296	0.5927	0.7008	0.5927	0.7699
0.509	7.8667	1298	0.5934	0.7008	0.5934	0.7703
0.509	7.8788	1300	0.5925	0.7008	0.5925	0.7698
0.509	7.8909	1302	0.5987	0.7008	0.5987	0.7738
0.509	7.9030	1304	0.6071	0.7008	0.6071	0.7792
0.509	7.9152	1306	0.6113	0.6775	0.6113	0.7818
0.509	7.9273	1308	0.6085	0.6775	0.6085	0.7801
0.509	7.9394	1310	0.5988	0.7008	0.5988	0.7738
0.509	7.9515	1312	0.5873	0.6834	0.5873	0.7663
0.509	7.9636	1314	0.5799	0.6719	0.5799	0.7615
0.509	7.9758	1316	0.5765	0.6557	0.5765	0.7593
0.509	7.9879	1318	0.5760	0.6557	0.5760	0.7590
0.509	8.0	1320	0.5780	0.6557	0.5780	0.7602
0.509	8.0121	1322	0.5826	0.6774	0.5826	0.7633
0.509	8.0242	1324	0.5894	0.6774	0.5894	0.7677
0.509	8.0364	1326	0.5912	0.6774	0.5912	0.7689
0.509	8.0485	1328	0.5962	0.6834	0.5962	0.7721
0.509	8.0606	1330	0.6050	0.6533	0.6050	0.7778
0.509	8.0727	1332	0.6165	0.6588	0.6165	0.7852
0.509	8.0848	1334	0.6312	0.6588	0.6312	0.7945
0.509	8.0970	1336	0.6341	0.6775	0.6341	0.7963
0.509	8.1091	1338	0.6275	0.6588	0.6275	0.7921
0.509	8.1212	1340	0.6147	0.6588	0.6147	0.7840
0.509	8.1333	1342	0.6074	0.6533	0.6074	0.7793
0.509	8.1455	1344	0.6013	0.6533	0.6013	0.7754
0.509	8.1576	1346	0.5951	0.6607	0.5951	0.7714
0.509	8.1697	1348	0.5884	0.6607	0.5884	0.7671
0.509	8.1818	1350	0.5856	0.6607	0.5856	0.7652
0.509	8.1939	1352	0.5828	0.6607	0.5828	0.7634
0.509	8.2061	1354	0.5819	0.6607	0.5819	0.7628
0.509	8.2182	1356	0.5833	0.6557	0.5833	0.7638
0.509	8.2303	1358	0.5865	0.6724	0.5865	0.7658
0.509	8.2424	1360	0.5900	0.6557	0.5900	0.7681
0.509	8.2545	1362	0.5926	0.6557	0.5926	0.7698
0.509	8.2667	1364	0.5956	0.6607	0.5956	0.7718
0.509	8.2788	1366	0.5981	0.6774	0.5981	0.7734
0.509	8.2909	1368	0.6014	0.6774	0.6014	0.7755
0.509	8.3030	1370	0.6079	0.6834	0.6079	0.7797
0.509	8.3152	1372	0.6145	0.6588	0.6145	0.7839
0.509	8.3273	1374	0.6224	0.6588	0.6224	0.7889
0.509	8.3394	1376	0.6287	0.6588	0.6287	0.7929
0.509	8.3515	1378	0.6299	0.6588	0.6299	0.7937
0.509	8.3636	1380	0.6318	0.6588	0.6318	0.7949
0.509	8.3758	1382	0.6329	0.6775	0.6329	0.7956
0.509	8.3879	1384	0.6313	0.6775	0.6313	0.7945
0.509	8.4	1386	0.6302	0.6942	0.6302	0.7938
0.509	8.4121	1388	0.6242	0.6942	0.6242	0.7900
0.509	8.4242	1390	0.6203	0.6942	0.6203	0.7876
0.509	8.4364	1392	0.6117	0.6942	0.6117	0.7821
0.509	8.4485	1394	0.6097	0.6942	0.6097	0.7808
0.509	8.4606	1396	0.6060	0.6942	0.6060	0.7785
0.509	8.4727	1398	0.6016	0.6774	0.6016	0.7756
0.509	8.4848	1400	0.5980	0.6774	0.5980	0.7733
0.509	8.4970	1402	0.5946	0.6774	0.5946	0.7711
0.509	8.5091	1404	0.5904	0.6719	0.5904	0.7684
0.509	8.5212	1406	0.5858	0.6719	0.5858	0.7653
0.509	8.5333	1408	0.5832	0.6719	0.5832	0.7637
0.509	8.5455	1410	0.5838	0.6880	0.5838	0.7641
0.509	8.5576	1412	0.5890	0.6942	0.5890	0.7675
0.509	8.5697	1414	0.5962	0.6942	0.5962	0.7721
0.509	8.5818	1416	0.6010	0.6942	0.6010	0.7753
0.509	8.5939	1418	0.6042	0.6942	0.6042	0.7773
0.509	8.6061	1420	0.6017	0.6942	0.6017	0.7757
0.509	8.6182	1422	0.5970	0.6942	0.5970	0.7727
0.509	8.6303	1424	0.5966	0.7008	0.5966	0.7724
0.509	8.6424	1426	0.5981	0.7008	0.5981	0.7734
0.509	8.6545	1428	0.5984	0.6713	0.5984	0.7736
0.509	8.6667	1430	0.5993	0.6713	0.5993	0.7742
0.509	8.6788	1432	0.6037	0.6713	0.6037	0.7770
0.509	8.6909	1434	0.6088	0.6713	0.6088	0.7803
0.509	8.7030	1436	0.6120	0.6713	0.6120	0.7823
0.509	8.7152	1438	0.6105	0.6713	0.6105	0.7814
0.509	8.7273	1440	0.6105	0.6713	0.6105	0.7813
0.509	8.7394	1442	0.6118	0.7355	0.6118	0.7822
0.509	8.7515	1444	0.6109	0.7355	0.6109	0.7816
0.509	8.7636	1446	0.6135	0.7355	0.6135	0.7832
0.509	8.7758	1448	0.6075	0.7355	0.6075	0.7794
0.509	8.7879	1450	0.6022	0.7355	0.6022	0.7760
0.509	8.8	1452	0.5973	0.7533	0.5973	0.7728
0.509	8.8121	1454	0.5939	0.6942	0.5939	0.7707
0.509	8.8242	1456	0.5968	0.7533	0.5968	0.7725
0.509	8.8364	1458	0.6061	0.7618	0.6061	0.7785
0.509	8.8485	1460	0.6116	0.7618	0.6116	0.7821
0.509	8.8606	1462	0.6209	0.7355	0.6209	0.7880
0.509	8.8727	1464	0.6316	0.7355	0.6316	0.7948
0.509	8.8848	1466	0.6318	0.7355	0.6318	0.7948
0.509	8.8970	1468	0.6229	0.7355	0.6229	0.7893
0.509	8.9091	1470	0.6176	0.7618	0.6176	0.7858
0.509	8.9212	1472	0.6069	0.7533	0.6069	0.7790
0.509	8.9333	1474	0.5983	0.6942	0.5983	0.7735
0.509	8.9455	1476	0.5879	0.6880	0.5879	0.7667
0.509	8.9576	1478	0.5823	0.6880	0.5823	0.7631
0.509	8.9697	1480	0.5799	0.6719	0.5799	0.7615
0.509	8.9818	1482	0.5804	0.6719	0.5804	0.7618
0.509	8.9939	1484	0.5807	0.6719	0.5807	0.7620
0.509	9.0061	1486	0.5813	0.6719	0.5813	0.7624
0.509	9.0182	1488	0.5834	0.6719	0.5834	0.7638
0.509	9.0303	1490	0.5851	0.6719	0.5851	0.7649
0.509	9.0424	1492	0.5875	0.6719	0.5875	0.7665
0.509	9.0545	1494	0.5898	0.6719	0.5898	0.7680
0.509	9.0667	1496	0.5908	0.6719	0.5908	0.7686
0.509	9.0788	1498	0.5916	0.6719	0.5916	0.7691
0.3724	9.0909	1500	0.5923	0.6719	0.5923	0.7696
0.3724	9.1030	1502	0.5924	0.6719	0.5924	0.7697
0.3724	9.1152	1504	0.5921	0.6719	0.5921	0.7695
0.3724	9.1273	1506	0.5916	0.6719	0.5916	0.7692
0.3724	9.1394	1508	0.5915	0.6719	0.5915	0.7691
0.3724	9.1515	1510	0.5917	0.6719	0.5917	0.7692
0.3724	9.1636	1512	0.5922	0.6719	0.5922	0.7696
0.3724	9.1758	1514	0.5927	0.6719	0.5927	0.7699
0.3724	9.1879	1516	0.5925	0.6719	0.5925	0.7697
0.3724	9.2	1518	0.5921	0.6719	0.5921	0.7695
0.3724	9.2121	1520	0.5921	0.6719	0.5921	0.7695
0.3724	9.2242	1522	0.5936	0.6719	0.5936	0.7705
0.3724	9.2364	1524	0.5958	0.6719	0.5958	0.7719
0.3724	9.2485	1526	0.5989	0.6942	0.5989	0.7739
0.3724	9.2606	1528	0.6023	0.6942	0.6023	0.7761
0.3724	9.2727	1530	0.6060	0.6942	0.6060	0.7785
0.3724	9.2848	1532	0.6087	0.6942	0.6087	0.7802
0.3724	9.2970	1534	0.6098	0.6942	0.6098	0.7809
0.3724	9.3091	1536	0.6081	0.6942	0.6081	0.7798
0.3724	9.3212	1538	0.6064	0.6942	0.6064	0.7787
0.3724	9.3333	1540	0.6038	0.6942	0.6038	0.7771
0.3724	9.3455	1542	0.6017	0.6942	0.6017	0.7757
0.3724	9.3576	1544	0.6003	0.6942	0.6003	0.7748
0.3724	9.3697	1546	0.5994	0.6774	0.5994	0.7742
0.3724	9.3818	1548	0.5981	0.6774	0.5981	0.7734
0.3724	9.3939	1550	0.5984	0.6942	0.5984	0.7736
0.3724	9.4061	1552	0.6002	0.6942	0.6002	0.7747
0.3724	9.4182	1554	0.6042	0.6942	0.6042	0.7773
0.3724	9.4303	1556	0.6072	0.6942	0.6072	0.7793
0.3724	9.4424	1558	0.6102	0.6942	0.6102	0.7811
0.3724	9.4545	1560	0.6119	0.6942	0.6119	0.7823
0.3724	9.4667	1562	0.6132	0.6942	0.6132	0.7831
0.3724	9.4788	1564	0.6127	0.6942	0.6127	0.7827
0.3724	9.4909	1566	0.6108	0.6942	0.6108	0.7815
0.3724	9.5030	1568	0.6095	0.6942	0.6095	0.7807
0.3724	9.5152	1570	0.6082	0.6942	0.6082	0.7799
0.3724	9.5273	1572	0.6093	0.6942	0.6093	0.7806
0.3724	9.5394	1574	0.6116	0.6942	0.6116	0.7821
0.3724	9.5515	1576	0.6128	0.6942	0.6128	0.7828
0.3724	9.5636	1578	0.6136	0.6942	0.6136	0.7833
0.3724	9.5758	1580	0.6141	0.6942	0.6141	0.7836
0.3724	9.5879	1582	0.6137	0.6942	0.6137	0.7834
0.3724	9.6	1584	0.6115	0.6942	0.6115	0.7820
0.3724	9.6121	1586	0.6103	0.6942	0.6103	0.7812
0.3724	9.6242	1588	0.6090	0.6942	0.6090	0.7804
0.3724	9.6364	1590	0.6079	0.6942	0.6079	0.7797
0.3724	9.6485	1592	0.6069	0.6942	0.6069	0.7790
0.3724	9.6606	1594	0.6070	0.6942	0.6070	0.7791
0.3724	9.6727	1596	0.6083	0.6942	0.6083	0.7800
0.3724	9.6848	1598	0.6086	0.6942	0.6086	0.7801
0.3724	9.6970	1600	0.6089	0.6942	0.6089	0.7803
0.3724	9.7091	1602	0.6084	0.6942	0.6084	0.7800
0.3724	9.7212	1604	0.6088	0.6942	0.6088	0.7803
0.3724	9.7333	1606	0.6102	0.6942	0.6102	0.7811
0.3724	9.7455	1608	0.6115	0.6942	0.6115	0.7820
0.3724	9.7576	1610	0.6121	0.6942	0.6121	0.7824
0.3724	9.7697	1612	0.6127	0.6942	0.6127	0.7827
0.3724	9.7818	1614	0.6131	0.6942	0.6131	0.7830
0.3724	9.7939	1616	0.6142	0.6942	0.6142	0.7837
0.3724	9.8061	1618	0.6153	0.6942	0.6153	0.7844
0.3724	9.8182	1620	0.6159	0.6942	0.6159	0.7848
0.3724	9.8303	1622	0.6167	0.6942	0.6167	0.7853
0.3724	9.8424	1624	0.6178	0.6942	0.6178	0.7860
0.3724	9.8545	1626	0.6185	0.6942	0.6185	0.7864
0.3724	9.8667	1628	0.6191	0.6942	0.6191	0.7868
0.3724	9.8788	1630	0.6191	0.7533	0.6191	0.7868
0.3724	9.8909	1632	0.6184	0.7533	0.6184	0.7864
0.3724	9.9030	1634	0.6174	0.7533	0.6174	0.7858
0.3724	9.9152	1636	0.6163	0.7533	0.6163	0.7850
0.3724	9.9273	1638	0.6152	0.6942	0.6152	0.7844
0.3724	9.9394	1640	0.6145	0.6942	0.6145	0.7839
0.3724	9.9515	1642	0.6140	0.6942	0.6140	0.7836
0.3724	9.9636	1644	0.6137	0.6942	0.6137	0.7834
0.3724	9.9758	1646	0.6136	0.6942	0.6136	0.7833
0.3724	9.9879	1648	0.6135	0.6942	0.6135	0.7833
0.3724	10.0	1650	0.6135	0.6942	0.6135	0.7832

Framework versions

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