ArabicNewSplits_FineTuningAraBERT_AugV5_k60_task2_organization_fold0

MayBashendy/ArabicNewSplits_FineTuningAraBERT_AugV5_k60_task2_organization_fold0

ArabicNewSplits_FineTuningAraBERT_AugV5_k60_task2_organization_fold0 is a text classification model from MayBashendy. Use it when you need a label for a piece of text. It is set up for transformers.

should probably proofread and complete it, then remove this comment. --

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At a glance

Task: Text Classification
Library: transformers
Model type: bert
Access: Public
Created: Nov 26, 2024
Updated: Nov 26, 2024
SHA: a5b8a539

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Base models

aubmindlab/bert-base-arabertv02

Model card

From the Hugging Face model README

ArabicNewSplits_FineTuningAraBERT_AugV5_k60_task2_organization_fold0

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

Loss: 0.6441
Qwk: 0.4002
Mse: 0.6441
Rmse: 0.8025

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	0.0106	2	3.6199	-0.0024	3.6199	1.9026
No log	0.0212	4	2.4302	0.0144	2.4302	1.5589
No log	0.0317	6	1.7528	-0.0442	1.7528	1.3239
No log	0.0423	8	2.7208	-0.0514	2.7208	1.6495
No log	0.0529	10	2.7767	-0.0260	2.7767	1.6663
No log	0.0635	12	1.7445	0.0473	1.7445	1.3208
No log	0.0741	14	1.0873	0.1567	1.0873	1.0427
No log	0.0847	16	0.9579	0.0845	0.9579	0.9787
No log	0.0952	18	1.2416	0.1667	1.2416	1.1143
No log	0.1058	20	1.6184	0.0761	1.6184	1.2722
No log	0.1164	22	2.1942	0.0094	2.1942	1.4813
No log	0.1270	24	2.2283	0.0271	2.2283	1.4928
No log	0.1376	26	1.7799	0.0112	1.7799	1.3341
No log	0.1481	28	1.5010	0.1278	1.5010	1.2252
No log	0.1587	30	1.2735	0.1121	1.2735	1.1285
No log	0.1693	32	1.0488	0.1421	1.0488	1.0241
No log	0.1799	34	0.8727	0.0240	0.8727	0.9342
No log	0.1905	36	0.8513	-0.1013	0.8513	0.9226
No log	0.2011	38	0.9093	-0.0771	0.9093	0.9536
No log	0.2116	40	1.0169	0.0992	1.0169	1.0084
No log	0.2222	42	1.1067	0.1567	1.1067	1.0520
No log	0.2328	44	1.1643	0.1567	1.1643	1.0790
No log	0.2434	46	1.2640	0.1567	1.2640	1.1243
No log	0.2540	48	1.3999	0.1074	1.3999	1.1832
No log	0.2646	50	1.3153	0.1567	1.3153	1.1468
No log	0.2751	52	1.2526	0.1567	1.2526	1.1192
No log	0.2857	54	1.0790	0.1567	1.0790	1.0388
No log	0.2963	56	0.8909	0.0597	0.8909	0.9439
No log	0.3069	58	0.8634	0.1324	0.8634	0.9292
No log	0.3175	60	0.8795	0.1324	0.8795	0.9378
No log	0.3280	62	0.9660	0.1172	0.9660	0.9828
No log	0.3386	64	1.0390	0.1172	1.0390	1.0193
No log	0.3492	66	1.1169	0.1172	1.1169	1.0568
No log	0.3598	68	1.1634	0.1172	1.1634	1.0786
No log	0.3704	70	1.1416	0.1005	1.1416	1.0685
No log	0.3810	72	1.0946	0.1005	1.0946	1.0462
No log	0.3915	74	1.0984	0.0442	1.0984	1.0481
No log	0.4021	76	1.1918	0.0304	1.1918	1.0917
No log	0.4127	78	1.1823	0.1005	1.1823	1.0874
No log	0.4233	80	1.1459	0.1005	1.1459	1.0705
No log	0.4339	82	1.0521	0.1172	1.0521	1.0257
No log	0.4444	84	0.9626	0.1449	0.9626	0.9811
No log	0.4550	86	0.8420	0.2017	0.8420	0.9176
No log	0.4656	88	0.8366	0.2017	0.8366	0.9147
No log	0.4762	90	0.8960	0.1972	0.8960	0.9466
No log	0.4868	92	0.8762	0.2389	0.8762	0.9361
No log	0.4974	94	0.8500	0.2807	0.8500	0.9220
No log	0.5079	96	0.8162	0.2671	0.8162	0.9035
No log	0.5185	98	0.8485	0.2671	0.8485	0.9211
No log	0.5291	100	0.8821	0.2807	0.8821	0.9392
No log	0.5397	102	0.8708	0.3361	0.8708	0.9332
No log	0.5503	104	0.8459	0.3498	0.8459	0.9197
No log	0.5608	106	0.8710	0.3498	0.8710	0.9332
No log	0.5714	108	0.9859	0.3278	0.9859	0.9929
No log	0.5820	110	0.8994	0.3498	0.8994	0.9484
No log	0.5926	112	0.7325	0.2764	0.7325	0.8559
No log	0.6032	114	0.7457	0.1968	0.7457	0.8635
No log	0.6138	116	0.7559	0.1176	0.7559	0.8694
No log	0.6243	118	0.7528	0.1176	0.7528	0.8677
No log	0.6349	120	0.7722	0.2391	0.7722	0.8788
No log	0.6455	122	0.9260	0.2378	0.9260	0.9623
No log	0.6561	124	1.2033	0.2033	1.2033	1.0969
No log	0.6667	126	1.3707	0.1746	1.3707	1.1708
No log	0.6772	128	1.3014	0.1396	1.3014	1.1408
No log	0.6878	130	1.1427	0.1798	1.1427	1.0690
No log	0.6984	132	0.9649	0.2118	0.9649	0.9823
No log	0.7090	134	0.9312	0.2598	0.9312	0.9650
No log	0.7196	136	0.9188	0.2924	0.9188	0.9585
No log	0.7302	138	0.9093	0.3053	0.9093	0.9536
No log	0.7407	140	0.7076	0.4046	0.7076	0.8412
No log	0.7513	142	0.6044	0.4012	0.6044	0.7774
No log	0.7619	144	0.5893	0.4296	0.5893	0.7676
No log	0.7725	146	0.5995	0.3708	0.5995	0.7743
No log	0.7831	148	0.6755	0.4020	0.6755	0.8219
No log	0.7937	150	0.6914	0.3996	0.6914	0.8315
No log	0.8042	152	0.6242	0.3817	0.6242	0.7900
No log	0.8148	154	0.6047	0.4272	0.6047	0.7776
No log	0.8254	156	0.6479	0.4973	0.6479	0.8049
No log	0.8360	158	0.6455	0.5421	0.6455	0.8035
No log	0.8466	160	0.6486	0.5175	0.6486	0.8053
No log	0.8571	162	0.6445	0.5046	0.6445	0.8028
No log	0.8677	164	0.6554	0.3641	0.6554	0.8096
No log	0.8783	166	0.6129	0.4099	0.6129	0.7829
No log	0.8889	168	0.6137	0.3671	0.6137	0.7834
No log	0.8995	170	0.6716	0.4097	0.6716	0.8195
No log	0.9101	172	0.6492	0.3490	0.6492	0.8057
No log	0.9206	174	0.6505	0.3034	0.6505	0.8065
No log	0.9312	176	0.6582	0.3742	0.6582	0.8113
No log	0.9418	178	0.6964	0.3737	0.6964	0.8345
No log	0.9524	180	0.7210	0.4327	0.7210	0.8491
No log	0.9630	182	0.7840	0.3025	0.7840	0.8854
No log	0.9735	184	0.7747	0.2821	0.7747	0.8802
No log	0.9841	186	0.6987	0.3384	0.6987	0.8359
No log	0.9947	188	0.6434	0.4320	0.6434	0.8021
No log	1.0053	190	0.6165	0.3978	0.6165	0.7851
No log	1.0159	192	0.6192	0.4022	0.6192	0.7869
No log	1.0265	194	0.6027	0.3896	0.6027	0.7763
No log	1.0370	196	0.6157	0.4185	0.6157	0.7846
No log	1.0476	198	0.6537	0.3877	0.6537	0.8085
No log	1.0582	200	0.7090	0.4090	0.7090	0.8420
No log	1.0688	202	0.6925	0.3485	0.6925	0.8322
No log	1.0794	204	0.6894	0.3215	0.6894	0.8303
No log	1.0899	206	0.6801	0.3494	0.6801	0.8247
No log	1.1005	208	0.6973	0.2273	0.6973	0.8350
No log	1.1111	210	0.6509	0.3290	0.6509	0.8068
No log	1.1217	212	0.6368	0.3013	0.6368	0.7980
No log	1.1323	214	0.6720	0.3218	0.6720	0.8198
No log	1.1429	216	0.7583	0.2597	0.7583	0.8708
No log	1.1534	218	0.7043	0.3422	0.7043	0.8392
No log	1.1640	220	0.6743	0.3813	0.6743	0.8212
No log	1.1746	222	0.6803	0.4107	0.6803	0.8248
No log	1.1852	224	0.6611	0.3668	0.6611	0.8131
No log	1.1958	226	0.6512	0.3932	0.6512	0.8070
No log	1.2063	228	0.6153	0.3615	0.6153	0.7844
No log	1.2169	230	0.6026	0.3454	0.6026	0.7763
No log	1.2275	232	0.6025	0.3425	0.6025	0.7762
No log	1.2381	234	0.6922	0.2386	0.6922	0.8320
No log	1.2487	236	0.7418	0.2302	0.7418	0.8613
No log	1.2593	238	0.7013	0.2482	0.7013	0.8374
No log	1.2698	240	0.6452	0.3434	0.6452	0.8032
No log	1.2804	242	0.6347	0.3301	0.6347	0.7967
No log	1.2910	244	0.6556	0.3656	0.6556	0.8097
No log	1.3016	246	0.6448	0.4103	0.6448	0.8030
No log	1.3122	248	0.6314	0.3960	0.6314	0.7946
No log	1.3228	250	0.6321	0.3620	0.6321	0.7951
No log	1.3333	252	0.6121	0.3285	0.6121	0.7824
No log	1.3439	254	0.6104	0.2689	0.6104	0.7813
No log	1.3545	256	0.6441	0.2422	0.6441	0.8025
No log	1.3651	258	0.6547	0.2273	0.6547	0.8091
No log	1.3757	260	0.6680	0.2113	0.6680	0.8173
No log	1.3862	262	0.6433	0.3425	0.6433	0.8021
No log	1.3968	264	0.6705	0.3570	0.6705	0.8189
No log	1.4074	266	0.6818	0.3738	0.6818	0.8257
No log	1.4180	268	0.6703	0.3195	0.6703	0.8187
No log	1.4286	270	0.6987	0.2638	0.6987	0.8359
No log	1.4392	272	0.7649	0.2761	0.7649	0.8746
No log	1.4497	274	0.7206	0.2225	0.7206	0.8489
No log	1.4603	276	0.6411	0.2386	0.6411	0.8007
No log	1.4709	278	0.5730	0.2653	0.5730	0.7570
No log	1.4815	280	0.5509	0.4152	0.5509	0.7423
No log	1.4921	282	0.5669	0.4828	0.5669	0.7529
No log	1.5026	284	0.5626	0.4828	0.5626	0.7501
No log	1.5132	286	0.5572	0.4229	0.5572	0.7464
No log	1.5238	288	0.5471	0.4638	0.5471	0.7397
No log	1.5344	290	0.5486	0.3980	0.5486	0.7407
No log	1.5450	292	0.5723	0.3714	0.5723	0.7565
No log	1.5556	294	0.5879	0.3728	0.5879	0.7668
No log	1.5661	296	0.5705	0.4037	0.5705	0.7553
No log	1.5767	298	0.5539	0.5081	0.5539	0.7443
No log	1.5873	300	0.5640	0.4677	0.5640	0.7510
No log	1.5979	302	0.5613	0.4970	0.5613	0.7492
No log	1.6085	304	0.5532	0.4345	0.5532	0.7438
No log	1.6190	306	0.5859	0.4470	0.5859	0.7654
No log	1.6296	308	0.5764	0.4619	0.5764	0.7592
No log	1.6402	310	0.5325	0.3719	0.5325	0.7297
No log	1.6508	312	0.5315	0.4667	0.5315	0.7290
No log	1.6614	314	0.5334	0.4196	0.5334	0.7303
No log	1.6720	316	0.6246	0.3417	0.6246	0.7903
No log	1.6825	318	0.6892	0.3486	0.6892	0.8302
No log	1.6931	320	0.6383	0.3218	0.6383	0.7989
No log	1.7037	322	0.5904	0.3809	0.5904	0.7684
No log	1.7143	324	0.5369	0.4330	0.5369	0.7327
No log	1.7249	326	0.5246	0.4347	0.5246	0.7243
No log	1.7354	328	0.5318	0.3838	0.5318	0.7292
No log	1.7460	330	0.5395	0.3381	0.5395	0.7345
No log	1.7566	332	0.5700	0.4311	0.5700	0.7550
No log	1.7672	334	0.5786	0.3840	0.5786	0.7607
No log	1.7778	336	0.5709	0.3127	0.5709	0.7556
No log	1.7884	338	0.5758	0.3127	0.5758	0.7588
No log	1.7989	340	0.5578	0.3457	0.5578	0.7469
No log	1.8095	342	0.5541	0.3478	0.5541	0.7444
No log	1.8201	344	0.5492	0.4789	0.5492	0.7411
No log	1.8307	346	0.5474	0.4330	0.5474	0.7399
No log	1.8413	348	0.5599	0.4304	0.5599	0.7483
No log	1.8519	350	0.5711	0.4150	0.5711	0.7557
No log	1.8624	352	0.5536	0.4022	0.5536	0.7441
No log	1.8730	354	0.5459	0.4330	0.5459	0.7389
No log	1.8836	356	0.5427	0.4330	0.5427	0.7367
No log	1.8942	358	0.5537	0.4167	0.5537	0.7441
No log	1.9048	360	0.5903	0.4612	0.5903	0.7683
No log	1.9153	362	0.6603	0.3364	0.6603	0.8126
No log	1.9259	364	0.7160	0.3662	0.7160	0.8461
No log	1.9365	366	0.6650	0.4483	0.6650	0.8154
No log	1.9471	368	0.5919	0.4359	0.5919	0.7694
No log	1.9577	370	0.5650	0.4230	0.5650	0.7516
No log	1.9683	372	0.5660	0.4238	0.5660	0.7523
No log	1.9788	374	0.5740	0.4520	0.5740	0.7576
No log	1.9894	376	0.6053	0.3897	0.6053	0.7780
No log	2.0	378	0.6492	0.2939	0.6492	0.8057
No log	2.0106	380	0.6553	0.3751	0.6553	0.8095
No log	2.0212	382	0.6361	0.3249	0.6361	0.7975
No log	2.0317	384	0.6023	0.3828	0.6023	0.7761
No log	2.0423	386	0.5809	0.3580	0.5809	0.7622
No log	2.0529	388	0.5862	0.3453	0.5862	0.7656
No log	2.0635	390	0.5856	0.3443	0.5856	0.7653
No log	2.0741	392	0.5875	0.3443	0.5875	0.7665
No log	2.0847	394	0.5844	0.3499	0.5844	0.7645
No log	2.0952	396	0.5926	0.3838	0.5926	0.7698
No log	2.1058	398	0.6013	0.3819	0.6013	0.7755
No log	2.1164	400	0.5843	0.3499	0.5843	0.7644
No log	2.1270	402	0.5720	0.2736	0.5720	0.7563
No log	2.1376	404	0.5819	0.3295	0.5819	0.7628
No log	2.1481	406	0.5787	0.2822	0.5787	0.7607
No log	2.1587	408	0.5849	0.3752	0.5849	0.7648
No log	2.1693	410	0.6105	0.4137	0.6105	0.7813
No log	2.1799	412	0.6098	0.3969	0.6098	0.7809
No log	2.1905	414	0.6192	0.3809	0.6192	0.7869
No log	2.2011	416	0.6091	0.3292	0.6091	0.7804
No log	2.2116	418	0.6121	0.3292	0.6121	0.7824
No log	2.2222	420	0.5922	0.3292	0.5922	0.7696
No log	2.2328	422	0.5803	0.3786	0.5803	0.7618
No log	2.2434	424	0.5660	0.3204	0.5660	0.7523
No log	2.2540	426	0.5602	0.3530	0.5602	0.7485
No log	2.2646	428	0.5547	0.3989	0.5547	0.7448
No log	2.2751	430	0.5577	0.3796	0.5577	0.7468
No log	2.2857	432	0.5897	0.3457	0.5897	0.7679
No log	2.2963	434	0.6184	0.3649	0.6184	0.7864
No log	2.3069	436	0.6144	0.3649	0.6144	0.7838
No log	2.3175	438	0.5994	0.3649	0.5994	0.7742
No log	2.3280	440	0.5904	0.3786	0.5904	0.7684
No log	2.3386	442	0.5706	0.3816	0.5706	0.7554
No log	2.3492	444	0.5713	0.3960	0.5713	0.7558
No log	2.3598	446	0.5743	0.3642	0.5743	0.7578
No log	2.3704	448	0.6048	0.3809	0.6048	0.7777
No log	2.3810	450	0.6537	0.3530	0.6537	0.8085
No log	2.3915	452	0.6458	0.3840	0.6458	0.8036
No log	2.4021	454	0.6149	0.3350	0.6149	0.7842
No log	2.4127	456	0.5741	0.3642	0.5741	0.7577
No log	2.4233	458	0.5707	0.2724	0.5707	0.7555
No log	2.4339	460	0.5757	0.3275	0.5757	0.7588
No log	2.4444	462	0.5737	0.2560	0.5737	0.7574
No log	2.4550	464	0.5835	0.3314	0.5835	0.7638
No log	2.4656	466	0.6405	0.3292	0.6405	0.8003
No log	2.4762	468	0.6800	0.4153	0.6800	0.8246
No log	2.4868	470	0.6621	0.3869	0.6621	0.8137
No log	2.4974	472	0.6129	0.3520	0.6129	0.7829
No log	2.5079	474	0.5930	0.3520	0.5930	0.7701
No log	2.5185	476	0.5786	0.3489	0.5786	0.7607
No log	2.5291	478	0.5783	0.3489	0.5783	0.7605
No log	2.5397	480	0.6062	0.3695	0.6062	0.7786
No log	2.5503	482	0.6618	0.4153	0.6618	0.8135
No log	2.5608	484	0.7008	0.3558	0.7008	0.8371
No log	2.5714	486	0.6842	0.3558	0.6842	0.8272
No log	2.5820	488	0.6068	0.4161	0.6068	0.7790
No log	2.5926	490	0.5511	0.3848	0.5511	0.7424
No log	2.6032	492	0.5337	0.4025	0.5337	0.7306
No log	2.6138	494	0.5348	0.4067	0.5348	0.7313
No log	2.6243	496	0.5336	0.4211	0.5336	0.7305
No log	2.6349	498	0.5404	0.4185	0.5404	0.7351
0.3537	2.6455	500	0.5741	0.5054	0.5741	0.7577
0.3537	2.6561	502	0.6190	0.4153	0.6190	0.7867
0.3537	2.6667	504	0.6227	0.4457	0.6227	0.7891
0.3537	2.6772	506	0.5908	0.4470	0.5908	0.7686
0.3537	2.6878	508	0.5443	0.4359	0.5443	0.7377
0.3537	2.6984	510	0.5318	0.4040	0.5318	0.7293
0.3537	2.7090	512	0.5385	0.4040	0.5385	0.7338
0.3537	2.7196	514	0.5666	0.3897	0.5666	0.7527
0.3537	2.7302	516	0.6238	0.4153	0.6238	0.7898
0.3537	2.7407	518	0.6571	0.4002	0.6571	0.8106
0.3537	2.7513	520	0.6501	0.4153	0.6501	0.8063
0.3537	2.7619	522	0.6262	0.3831	0.6262	0.7913
0.3537	2.7725	524	0.5997	0.3489	0.5997	0.7744
0.3537	2.7831	526	0.6046	0.3329	0.6046	0.7776
0.3537	2.7937	528	0.6138	0.4153	0.6138	0.7835
0.3537	2.8042	530	0.6002	0.4011	0.6002	0.7747
0.3537	2.8148	532	0.5737	0.3446	0.5737	0.7574
0.3537	2.8254	534	0.5689	0.3888	0.5689	0.7543
0.3537	2.8360	536	0.5913	0.4170	0.5913	0.7689
0.3537	2.8466	538	0.5837	0.4170	0.5837	0.7640
0.3537	2.8571	540	0.5519	0.3222	0.5519	0.7429
0.3537	2.8677	542	0.5314	0.3857	0.5314	0.7290
0.3537	2.8783	544	0.5290	0.3857	0.5290	0.7273
0.3537	2.8889	546	0.5381	0.3877	0.5381	0.7336
0.3537	2.8995	548	0.5567	0.3819	0.5567	0.7461
0.3537	2.9101	550	0.5796	0.3831	0.5796	0.7613
0.3537	2.9206	552	0.5693	0.3446	0.5693	0.7545
0.3537	2.9312	554	0.5486	0.3467	0.5486	0.7406
0.3537	2.9418	556	0.5306	0.3530	0.5306	0.7285
0.3537	2.9524	558	0.5239	0.3689	0.5239	0.7238
0.3537	2.9630	560	0.5296	0.3530	0.5296	0.7277
0.3537	2.9735	562	0.5554	0.3510	0.5554	0.7453
0.3537	2.9841	564	0.5865	0.3685	0.5865	0.7658
0.3537	2.9947	566	0.6308	0.3675	0.6308	0.7942
0.3537	3.0053	568	0.6720	0.3851	0.6720	0.8198
0.3537	3.0159	570	0.6466	0.4002	0.6466	0.8041
0.3537	3.0265	572	0.5833	0.3695	0.5833	0.7637
0.3537	3.0370	574	0.5367	0.2853	0.5367	0.7326
0.3537	3.0476	576	0.5327	0.3867	0.5327	0.7299
0.3537	3.0582	578	0.5350	0.4025	0.5350	0.7314
0.3537	3.0688	580	0.5332	0.3550	0.5332	0.7302
0.3537	3.0794	582	0.5439	0.3324	0.5439	0.7375
0.3537	3.0899	584	0.5542	0.3669	0.5542	0.7444
0.3537	3.1005	586	0.5702	0.3840	0.5702	0.7551
0.3537	3.1111	588	0.5932	0.3831	0.5932	0.7702
0.3537	3.1217	590	0.5802	0.3831	0.5802	0.7617
0.3537	3.1323	592	0.5459	0.3714	0.5459	0.7388
0.3537	3.1429	594	0.5249	0.3867	0.5249	0.7245
0.3537	3.1534	596	0.5317	0.4034	0.5317	0.7292
0.3537	3.1640	598	0.5332	0.3876	0.5332	0.7302
0.3537	3.1746	600	0.5289	0.3867	0.5289	0.7272
0.3537	3.1852	602	0.5434	0.3324	0.5434	0.7371
0.3537	3.1958	604	0.5804	0.3127	0.5804	0.7619
0.3537	3.2063	606	0.5915	0.3179	0.5915	0.7691
0.3537	3.2169	608	0.5871	0.3339	0.5871	0.7662
0.3537	3.2275	610	0.5685	0.3467	0.5685	0.7540
0.3537	3.2381	612	0.5576	0.3987	0.5576	0.7467
0.3537	3.2487	614	0.5523	0.3243	0.5523	0.7432
0.3537	3.2593	616	0.5540	0.3905	0.5540	0.7443
0.3537	3.2698	618	0.5562	0.3905	0.5562	0.7458
0.3537	3.2804	620	0.5588	0.3997	0.5588	0.7475
0.3537	3.2910	622	0.5614	0.3997	0.5614	0.7492
0.3537	3.3016	624	0.5563	0.4146	0.5563	0.7459
0.3537	3.3122	626	0.5549	0.4006	0.5549	0.7449
0.3537	3.3228	628	0.5584	0.3402	0.5584	0.7472
0.3537	3.3333	630	0.5637	0.3905	0.5637	0.7508
0.3537	3.3439	632	0.5657	0.3905	0.5657	0.7522
0.3537	3.3545	634	0.5566	0.3905	0.5566	0.7460
0.3537	3.3651	636	0.5496	0.3550	0.5496	0.7413
0.3537	3.3757	638	0.5548	0.3540	0.5548	0.7448
0.3537	3.3862	640	0.5565	0.3689	0.5565	0.7460
0.3537	3.3968	642	0.5544	0.3560	0.5544	0.7446
0.3537	3.4074	644	0.5610	0.3550	0.5610	0.7490
0.3537	3.4180	646	0.5699	0.3699	0.5699	0.7549
0.3537	3.4286	648	0.5757	0.4031	0.5757	0.7587
0.3537	3.4392	650	0.5827	0.4031	0.5827	0.7633
0.3537	3.4497	652	0.5844	0.4031	0.5844	0.7645
0.3537	3.4603	654	0.5836	0.4031	0.5836	0.7639
0.3537	3.4709	656	0.5860	0.4031	0.5860	0.7655
0.3537	3.4815	658	0.6025	0.4055	0.6025	0.7762
0.3537	3.4921	660	0.6219	0.4359	0.6219	0.7886
0.3537	3.5026	662	0.6511	0.4626	0.6511	0.8069
0.3537	3.5132	664	0.6717	0.4633	0.6717	0.8196
0.3537	3.5238	666	0.6527	0.4224	0.6527	0.8079
0.3537	3.5344	668	0.6128	0.4359	0.6128	0.7828
0.3537	3.5450	670	0.5914	0.4031	0.5914	0.7691
0.3537	3.5556	672	0.5799	0.3550	0.5799	0.7615
0.3537	3.5661	674	0.5776	0.3550	0.5776	0.7600
0.3537	3.5767	676	0.5834	0.3699	0.5834	0.7638
0.3537	3.5873	678	0.6014	0.3848	0.6014	0.7755
0.3537	3.5979	680	0.6374	0.4189	0.6374	0.7984
0.3537	3.6085	682	0.6721	0.3742	0.6721	0.8198
0.3537	3.6190	684	0.6854	0.3742	0.6854	0.8279
0.3537	3.6296	686	0.6602	0.3751	0.6602	0.8125
0.3537	3.6402	688	0.6214	0.4461	0.6214	0.7883
0.3537	3.6508	690	0.6040	0.4167	0.6040	0.7772
0.3537	3.6614	692	0.6113	0.4004	0.6113	0.7818
0.3537	3.6720	694	0.6191	0.4150	0.6191	0.7868
0.3537	3.6825	696	0.6269	0.3019	0.6269	0.7918
0.3537	3.6931	698	0.6231	0.2795	0.6231	0.7893
0.3537	3.7037	700	0.6270	0.2629	0.6270	0.7918
0.3537	3.7143	702	0.6191	0.2629	0.6191	0.7868
0.3537	3.7249	704	0.6075	0.3446	0.6075	0.7794
0.3537	3.7354	706	0.5912	0.3381	0.5912	0.7689
0.3537	3.7460	708	0.5852	0.3540	0.5852	0.7650
0.3537	3.7566	710	0.5924	0.3689	0.5924	0.7697
0.3537	3.7672	712	0.6097	0.3978	0.6097	0.7808
0.3537	3.7778	714	0.6273	0.3611	0.6273	0.7920
0.3537	3.7884	716	0.6465	0.3115	0.6465	0.8040
0.3537	3.7989	718	0.6554	0.3115	0.6554	0.8096
0.3537	3.8095	720	0.6607	0.3281	0.6607	0.8129
0.3537	3.8201	722	0.6453	0.3457	0.6453	0.8033
0.3537	3.8307	724	0.6204	0.2830	0.6204	0.7877
0.3537	3.8413	726	0.6030	0.3371	0.6030	0.7765
0.3537	3.8519	728	0.6171	0.3404	0.6171	0.7856
0.3537	3.8624	730	0.6375	0.4161	0.6375	0.7984
0.3537	3.8730	732	0.6520	0.3751	0.6520	0.8074
0.3537	3.8836	734	0.6545	0.3888	0.6545	0.8090
0.3537	3.8942	736	0.6343	0.4141	0.6343	0.7964
0.3537	3.9048	738	0.5991	0.2689	0.5991	0.7740
0.3537	3.9153	740	0.5813	0.2853	0.5813	0.7624
0.3537	3.9259	742	0.5936	0.3006	0.5936	0.7705
0.3537	3.9365	744	0.6093	0.2677	0.6093	0.7806
0.3537	3.9471	746	0.6285	0.3849	0.6285	0.7928
0.3537	3.9577	748	0.6450	0.3840	0.6450	0.8031
0.3537	3.9683	750	0.6420	0.3995	0.6420	0.8013
0.3537	3.9788	752	0.6137	0.2903	0.6137	0.7834
0.3537	3.9894	754	0.5920	0.2689	0.5920	0.7694
0.3537	4.0	756	0.5765	0.3029	0.5765	0.7593
0.3537	4.0106	758	0.5720	0.3029	0.5720	0.7563
0.3537	4.0212	760	0.5679	0.3193	0.5679	0.7536
0.3537	4.0317	762	0.5660	0.3193	0.5660	0.7523
0.3537	4.0423	764	0.5650	0.3193	0.5650	0.7517
0.3537	4.0529	766	0.5743	0.3182	0.5743	0.7578
0.3537	4.0635	768	0.5876	0.2842	0.5876	0.7665
0.3537	4.0741	770	0.5828	0.3062	0.5828	0.7634
0.3537	4.0847	772	0.5665	0.3182	0.5665	0.7527
0.3537	4.0952	774	0.5583	0.3550	0.5583	0.7472
0.3537	4.1058	776	0.5664	0.4031	0.5664	0.7526
0.3537	4.1164	778	0.5702	0.3877	0.5702	0.7551
0.3537	4.1270	780	0.5789	0.3714	0.5789	0.7609
0.3537	4.1376	782	0.5873	0.3849	0.5873	0.7664
0.3537	4.1481	784	0.5847	0.3868	0.5847	0.7646
0.3537	4.1587	786	0.5935	0.4313	0.5935	0.7704
0.3537	4.1693	788	0.5967	0.4313	0.5967	0.7724
0.3537	4.1799	790	0.5902	0.3868	0.5902	0.7682
0.3537	4.1905	792	0.5756	0.3877	0.5756	0.7587
0.3537	4.2011	794	0.5704	0.3699	0.5704	0.7552
0.3537	4.2116	796	0.5701	0.3699	0.5701	0.7550
0.3537	4.2222	798	0.5681	0.3699	0.5681	0.7537
0.3537	4.2328	800	0.5677	0.3699	0.5677	0.7534
0.3537	4.2434	802	0.5924	0.4004	0.5924	0.7697
0.3537	4.2540	804	0.6275	0.4020	0.6275	0.7922
0.3537	4.2646	806	0.6269	0.4020	0.6269	0.7918
0.3537	4.2751	808	0.6164	0.4461	0.6164	0.7851
0.3537	4.2857	810	0.5899	0.4611	0.5899	0.7680
0.3537	4.2963	812	0.5527	0.3877	0.5527	0.7435
0.3537	4.3069	814	0.5411	0.3857	0.5411	0.7356
0.3537	4.3175	816	0.5474	0.3877	0.5474	0.7399
0.3537	4.3280	818	0.5534	0.4466	0.5534	0.7439
0.3537	4.3386	820	0.5523	0.4466	0.5523	0.7431
0.3537	4.3492	822	0.5551	0.4146	0.5551	0.7450
0.3537	4.3598	824	0.5548	0.4475	0.5548	0.7449
0.3537	4.3704	826	0.5576	0.4321	0.5576	0.7467
0.3537	4.3810	828	0.5785	0.3987	0.5785	0.7606
0.3537	4.3915	830	0.6080	0.3510	0.6080	0.7797
0.3537	4.4021	832	0.6230	0.3510	0.6230	0.7893
0.3537	4.4127	834	0.6126	0.3510	0.6126	0.7827
0.3537	4.4233	836	0.5890	0.3828	0.5890	0.7675
0.3537	4.4339	838	0.5781	0.3987	0.5781	0.7603
0.3537	4.4444	840	0.5757	0.3987	0.5757	0.7588
0.3537	4.4550	842	0.5697	0.3530	0.5697	0.7548
0.3537	4.4656	844	0.5651	0.3006	0.5651	0.7517
0.3537	4.4762	846	0.5695	0.2842	0.5695	0.7546
0.3537	4.4868	848	0.5834	0.3149	0.5834	0.7638
0.3537	4.4974	850	0.5945	0.3457	0.5945	0.7710
0.3537	4.5079	852	0.5946	0.3457	0.5946	0.7711
0.3537	4.5185	854	0.5846	0.3149	0.5846	0.7646
0.3537	4.5291	856	0.5736	0.3149	0.5736	0.7574
0.3537	4.5397	858	0.5685	0.3314	0.5685	0.7540
0.3537	4.5503	860	0.5632	0.2842	0.5632	0.7505
0.3537	4.5608	862	0.5654	0.2842	0.5654	0.7519
0.3537	4.5714	864	0.5810	0.3303	0.5810	0.7623
0.3537	4.5820	866	0.5938	0.2807	0.5938	0.7706
0.3537	4.5926	868	0.6012	0.3179	0.6012	0.7754
0.3537	4.6032	870	0.6144	0.3019	0.6144	0.7838
0.3537	4.6138	872	0.6211	0.3019	0.6211	0.7881
0.3537	4.6243	874	0.6310	0.3019	0.6310	0.7944
0.3537	4.6349	876	0.6389	0.3417	0.6389	0.7993
0.3537	4.6455	878	0.6766	0.3163	0.6766	0.8226
0.3537	4.6561	880	0.7094	0.3486	0.7094	0.8423
0.3537	4.6667	882	0.7359	0.3714	0.7359	0.8578
0.3537	4.6772	884	0.7110	0.3820	0.7110	0.8432
0.3537	4.6878	886	0.6441	0.3879	0.6441	0.8026
0.3537	4.6984	888	0.5703	0.4037	0.5703	0.7552
0.3537	4.7090	890	0.5439	0.4345	0.5439	0.7375
0.3537	4.7196	892	0.5334	0.4049	0.5334	0.7304
0.3537	4.7302	894	0.5342	0.3709	0.5342	0.7309
0.3537	4.7407	896	0.5421	0.3018	0.5421	0.7363
0.3537	4.7513	898	0.5638	0.3062	0.5638	0.7509
0.3537	4.7619	900	0.5991	0.3840	0.5991	0.7740
0.3537	4.7725	902	0.6350	0.3675	0.6350	0.7969
0.3537	4.7831	904	0.6736	0.3407	0.6736	0.8207
0.3537	4.7937	906	0.7379	0.3585	0.7379	0.8590
0.3537	4.8042	908	0.7748	0.3923	0.7748	0.8802
0.3537	4.8148	910	0.7646	0.3923	0.7646	0.8744
0.3537	4.8254	912	0.7148	0.3585	0.7148	0.8455
0.3537	4.8360	914	0.6663	0.3266	0.6663	0.8162
0.3537	4.8466	916	0.6388	0.3685	0.6388	0.7993
0.3537	4.8571	918	0.6491	0.4035	0.6491	0.8057
0.3537	4.8677	920	0.6703	0.4026	0.6703	0.8187
0.3537	4.8783	922	0.6774	0.4172	0.6774	0.8231
0.3537	4.8889	924	0.6948	0.3742	0.6948	0.8335
0.3537	4.8995	926	0.6973	0.4172	0.6973	0.8350
0.3537	4.9101	928	0.6871	0.4011	0.6871	0.8289
0.3537	4.9206	930	0.6805	0.4011	0.6805	0.8249
0.3537	4.9312	932	0.6881	0.4161	0.6881	0.8295
0.3537	4.9418	934	0.6637	0.3695	0.6637	0.8147
0.3537	4.9524	936	0.6322	0.3659	0.6322	0.7951
0.3537	4.9630	938	0.6150	0.2995	0.6150	0.7842
0.3537	4.9735	940	0.5966	0.2842	0.5966	0.7724
0.3537	4.9841	942	0.5956	0.2830	0.5956	0.7717
0.3537	4.9947	944	0.5947	0.3303	0.5947	0.7712
0.3537	5.0053	946	0.6049	0.3457	0.6049	0.7777
0.3537	5.0159	948	0.6083	0.3457	0.6083	0.7799
0.3537	5.0265	950	0.6251	0.3292	0.6251	0.7906
0.3537	5.0370	952	0.6363	0.3292	0.6363	0.7977
0.3537	5.0476	954	0.6536	0.3446	0.6536	0.8084
0.3537	5.0582	956	0.6817	0.2795	0.6817	0.8257
0.3537	5.0688	958	0.6923	0.3168	0.6923	0.8321
0.3537	5.0794	960	0.6851	0.3977	0.6851	0.8277
0.3537	5.0899	962	0.6962	0.3977	0.6962	0.8344
0.3537	5.1005	964	0.6881	0.3977	0.6881	0.8295
0.3537	5.1111	966	0.6663	0.3639	0.6663	0.8163
0.3537	5.1217	968	0.6562	0.3179	0.6562	0.8101
0.3537	5.1323	970	0.6635	0.3530	0.6635	0.8146
0.3537	5.1429	972	0.6754	0.3719	0.6754	0.8218
0.3537	5.1534	974	0.6950	0.3860	0.6950	0.8337
0.3537	5.1640	976	0.6799	0.3728	0.6799	0.8246
0.3537	5.1746	978	0.6577	0.3737	0.6577	0.8110
0.3537	5.1852	980	0.6547	0.3888	0.6547	0.8091
0.3537	5.1958	982	0.6429	0.3747	0.6429	0.8018
0.3537	5.2063	984	0.6376	0.3897	0.6376	0.7985
0.3537	5.2169	986	0.6274	0.3897	0.6274	0.7921
0.3537	5.2275	988	0.6169	0.3569	0.6169	0.7854
0.3537	5.2381	990	0.6284	0.3569	0.6284	0.7927
0.3537	5.2487	992	0.6631	0.3888	0.6631	0.8143
0.3537	5.2593	994	0.7088	0.3719	0.7088	0.8419
0.3537	5.2698	996	0.7445	0.4002	0.7445	0.8629
0.3537	5.2804	998	0.7333	0.3851	0.7333	0.8563
0.068	5.2910	1000	0.6968	0.3530	0.6968	0.8348
0.068	5.3016	1002	0.6527	0.3030	0.6527	0.8079
0.068	5.3122	1004	0.6270	0.2677	0.6270	0.7918
0.068	5.3228	1006	0.6046	0.3006	0.6046	0.7776
0.068	5.3333	1008	0.5912	0.2853	0.5912	0.7689
0.068	5.3439	1010	0.5876	0.3540	0.5876	0.7666
0.068	5.3545	1012	0.5979	0.3006	0.5979	0.7732
0.068	5.3651	1014	0.6061	0.3211	0.6061	0.7785
0.068	5.3757	1016	0.6262	0.2583	0.6262	0.7913
0.068	5.3862	1018	0.6413	0.3840	0.6413	0.8008
0.068	5.3968	1020	0.6527	0.3840	0.6527	0.8079
0.068	5.4074	1022	0.6759	0.4161	0.6759	0.8221
0.068	5.4180	1024	0.6892	0.3860	0.6892	0.8302
0.068	5.4286	1026	0.6880	0.3860	0.6880	0.8295
0.068	5.4392	1028	0.6637	0.3685	0.6637	0.8147
0.068	5.4497	1030	0.6420	0.3840	0.6420	0.8012
0.068	5.4603	1032	0.6298	0.3840	0.6298	0.7936
0.068	5.4709	1034	0.6514	0.3685	0.6514	0.8071
0.068	5.4815	1036	0.6640	0.3685	0.6640	0.8149
0.068	5.4921	1038	0.6914	0.3860	0.6914	0.8315
0.068	5.5026	1040	0.7028	0.3218	0.7028	0.8384
0.068	5.5132	1042	0.7242	0.3364	0.7242	0.8510
0.068	5.5238	1044	0.7272	0.3700	0.7272	0.8527
0.068	5.5344	1046	0.7074	0.3700	0.7074	0.8411
0.068	5.5450	1048	0.6934	0.3700	0.6934	0.8327
0.068	5.5556	1050	0.6841	0.3700	0.6841	0.8271
0.068	5.5661	1052	0.6656	0.3374	0.6656	0.8158
0.068	5.5767	1054	0.6402	0.3685	0.6402	0.8001
0.068	5.5873	1056	0.6192	0.3190	0.6192	0.7869
0.068	5.5979	1058	0.6117	0.3190	0.6117	0.7821
0.068	5.6085	1060	0.6168	0.3190	0.6168	0.7854
0.068	5.6190	1062	0.6258	0.3530	0.6258	0.7911
0.068	5.6296	1064	0.6531	0.3520	0.6531	0.8081
0.068	5.6402	1066	0.6774	0.3851	0.6774	0.8231
0.068	5.6508	1068	0.6952	0.3700	0.6952	0.8338
0.068	5.6614	1070	0.7203	0.3700	0.7203	0.8487
0.068	5.6720	1072	0.7086	0.3700	0.7086	0.8418
0.068	5.6825	1074	0.6826	0.4610	0.6826	0.8262
0.068	5.6931	1076	0.6665	0.4618	0.6665	0.8164
0.068	5.7037	1078	0.6649	0.4618	0.6649	0.8154
0.068	5.7143	1080	0.6437	0.4335	0.6437	0.8023
0.068	5.7249	1082	0.6334	0.4179	0.6334	0.7959
0.068	5.7354	1084	0.6521	0.4756	0.6521	0.8075
0.068	5.7460	1086	0.6861	0.4476	0.6861	0.8283
0.068	5.7566	1088	0.7312	0.3931	0.7312	0.8551
0.068	5.7672	1090	0.7597	0.3820	0.7597	0.8716
0.068	5.7778	1092	0.7460	0.3792	0.7460	0.8637
0.068	5.7884	1094	0.7123	0.3906	0.7123	0.8440
0.068	5.7989	1096	0.6769	0.3831	0.6769	0.8228
0.068	5.8095	1098	0.6466	0.3339	0.6466	0.8041
0.068	5.8201	1100	0.6283	0.4004	0.6283	0.7927
0.068	5.8307	1102	0.6332	0.3138	0.6332	0.7957
0.068	5.8413	1104	0.6462	0.3138	0.6462	0.8038
0.068	5.8519	1106	0.6550	0.2807	0.6550	0.8093
0.068	5.8624	1108	0.6530	0.2807	0.6530	0.8081
0.068	5.8730	1110	0.6434	0.2807	0.6434	0.8021
0.068	5.8836	1112	0.6211	0.3659	0.6211	0.7881
0.068	5.8942	1114	0.6119	0.3360	0.6119	0.7822
0.068	5.9048	1116	0.6164	0.3041	0.6164	0.7851
0.068	5.9153	1118	0.6281	0.3540	0.6281	0.7925
0.068	5.9259	1120	0.6345	0.3384	0.6345	0.7966
0.068	5.9365	1122	0.6346	0.3239	0.6346	0.7966
0.068	5.9471	1124	0.6177	0.3041	0.6177	0.7859
0.068	5.9577	1126	0.6026	0.3052	0.6026	0.7763
0.068	5.9683	1128	0.6083	0.3052	0.6083	0.7800
0.068	5.9788	1130	0.6145	0.3859	0.6145	0.7839
0.068	5.9894	1132	0.6217	0.4004	0.6217	0.7885
0.068	6.0	1134	0.6335	0.3549	0.6335	0.7959
0.068	6.0106	1136	0.6506	0.4311	0.6506	0.8066
0.068	6.0212	1138	0.6578	0.4311	0.6578	0.8110
0.068	6.0317	1140	0.6525	0.4753	0.6525	0.8078
0.068	6.0423	1142	0.6447	0.4320	0.6447	0.8030
0.068	6.0529	1144	0.6335	0.4328	0.6335	0.7959
0.068	6.0635	1146	0.6168	0.4013	0.6168	0.7854
0.068	6.0741	1148	0.6062	0.4013	0.6062	0.7786
0.068	6.0847	1150	0.6033	0.3679	0.6033	0.7768
0.068	6.0952	1152	0.6111	0.3679	0.6111	0.7817
0.068	6.1058	1154	0.6301	0.3549	0.6301	0.7938
0.068	6.1164	1156	0.6556	0.3719	0.6556	0.8097
0.068	6.1270	1158	0.6754	0.4002	0.6754	0.8218
0.068	6.1376	1160	0.6819	0.4002	0.6819	0.8258
0.068	6.1481	1162	0.6735	0.4002	0.6735	0.8207
0.068	6.1587	1164	0.6550	0.4002	0.6550	0.8093
0.068	6.1693	1166	0.6417	0.4002	0.6417	0.8010
0.068	6.1799	1168	0.6354	0.4002	0.6354	0.7971
0.068	6.1905	1170	0.6479	0.4002	0.6479	0.8050
0.068	6.2011	1172	0.6823	0.4002	0.6823	0.8260
0.068	6.2116	1174	0.7213	0.4326	0.7213	0.8493
0.068	6.2222	1176	0.7379	0.4326	0.7379	0.8590
0.068	6.2328	1178	0.7424	0.4326	0.7424	0.8616
0.068	6.2434	1180	0.7372	0.4326	0.7372	0.8586
0.068	6.2540	1182	0.7161	0.4326	0.7161	0.8462
0.068	6.2646	1184	0.6908	0.4326	0.6908	0.8311
0.068	6.2751	1186	0.6650	0.4002	0.6650	0.8155
0.068	6.2857	1188	0.6619	0.4002	0.6619	0.8136
0.068	6.2963	1190	0.6761	0.4002	0.6761	0.8223
0.068	6.3069	1192	0.6944	0.4311	0.6944	0.8333
0.068	6.3175	1194	0.7262	0.4326	0.7262	0.8522
0.068	6.3280	1196	0.7687	0.3763	0.7687	0.8768
0.068	6.3386	1198	0.7779	0.3763	0.7779	0.8820
0.068	6.3492	1200	0.7600	0.3732	0.7600	0.8718
0.068	6.3598	1202	0.7259	0.3732	0.7259	0.8520
0.068	6.3704	1204	0.6963	0.3700	0.6963	0.8345
0.068	6.3810	1206	0.6615	0.4002	0.6615	0.8133
0.068	6.3915	1208	0.6434	0.4002	0.6434	0.8021
0.068	6.4021	1210	0.6418	0.4002	0.6418	0.8011
0.068	6.4127	1212	0.6398	0.4153	0.6398	0.7999
0.068	6.4233	1214	0.6487	0.4002	0.6487	0.8054
0.068	6.4339	1216	0.6649	0.4002	0.6649	0.8154
0.068	6.4444	1218	0.6652	0.4002	0.6652	0.8156
0.068	6.4550	1220	0.6617	0.4002	0.6617	0.8134
0.068	6.4656	1222	0.6664	0.4002	0.6664	0.8164
0.068	6.4762	1224	0.6626	0.4002	0.6626	0.8140
0.068	6.4868	1226	0.6563	0.4002	0.6563	0.8101
0.068	6.4974	1228	0.6399	0.4002	0.6399	0.8000
0.068	6.5079	1230	0.6345	0.3675	0.6345	0.7966
0.068	6.5185	1232	0.6320	0.3675	0.6320	0.7950
0.068	6.5291	1234	0.6171	0.3540	0.6171	0.7855
0.068	6.5397	1236	0.6116	0.3695	0.6116	0.7821
0.068	6.5503	1238	0.6156	0.3695	0.6156	0.7846
0.068	6.5608	1240	0.6257	0.3831	0.6257	0.7910
0.068	6.5714	1242	0.6278	0.3831	0.6278	0.7923
0.068	6.5820	1244	0.6164	0.3831	0.6164	0.7851
0.068	6.5926	1246	0.6157	0.3840	0.6157	0.7847
0.068	6.6032	1248	0.6142	0.3840	0.6142	0.7837
0.068	6.6138	1250	0.6148	0.4465	0.6148	0.7841
0.068	6.6243	1252	0.6193	0.4603	0.6193	0.7870
0.068	6.6349	1254	0.6189	0.4603	0.6189	0.7867
0.068	6.6455	1256	0.6256	0.4603	0.6256	0.7909
0.068	6.6561	1258	0.6241	0.4603	0.6241	0.7900
0.068	6.6667	1260	0.6263	0.4002	0.6263	0.7914
0.068	6.6772	1262	0.6244	0.3675	0.6244	0.7902
0.068	6.6878	1264	0.6203	0.3986	0.6203	0.7876
0.068	6.6984	1266	0.6204	0.3986	0.6204	0.7876
0.068	6.7090	1268	0.6256	0.3986	0.6256	0.7910
0.068	6.7196	1270	0.6406	0.3986	0.6406	0.8004
0.068	6.7302	1272	0.6507	0.3831	0.6507	0.8067
0.068	6.7407	1274	0.6642	0.3008	0.6642	0.8150
0.068	6.7513	1276	0.6650	0.3008	0.6650	0.8155
0.068	6.7619	1278	0.6719	0.3008	0.6719	0.8197
0.068	6.7725	1280	0.6713	0.3008	0.6713	0.8193
0.068	6.7831	1282	0.6681	0.3008	0.6681	0.8174
0.068	6.7937	1284	0.6691	0.3008	0.6691	0.8180
0.068	6.8042	1286	0.6746	0.3008	0.6746	0.8214
0.068	6.8148	1288	0.6774	0.3008	0.6774	0.8230
0.068	6.8254	1290	0.6778	0.3008	0.6778	0.8233
0.068	6.8360	1292	0.6877	0.3364	0.6877	0.8293
0.068	6.8466	1294	0.6777	0.4153	0.6777	0.8233
0.068	6.8571	1296	0.6640	0.4153	0.6640	0.8148
0.068	6.8677	1298	0.6536	0.4303	0.6536	0.8085
0.068	6.8783	1300	0.6363	0.4311	0.6363	0.7977
0.068	6.8889	1302	0.6206	0.4170	0.6206	0.7878
0.068	6.8995	1304	0.6076	0.3859	0.6076	0.7795
0.068	6.9101	1306	0.6086	0.4013	0.6086	0.7802
0.068	6.9206	1308	0.6171	0.4320	0.6171	0.7856
0.068	6.9312	1310	0.6207	0.4461	0.6207	0.7878
0.068	6.9418	1312	0.6231	0.4311	0.6231	0.7894
0.068	6.9524	1314	0.6346	0.4311	0.6346	0.7966
0.068	6.9630	1316	0.6559	0.4181	0.6559	0.8099
0.068	6.9735	1318	0.6616	0.4181	0.6616	0.8134
0.068	6.9841	1320	0.6639	0.4181	0.6639	0.8148
0.068	6.9947	1322	0.6648	0.4181	0.6648	0.8153
0.068	7.0053	1324	0.6654	0.4181	0.6654	0.8157
0.068	7.0159	1326	0.6594	0.4181	0.6594	0.8120
0.068	7.0265	1328	0.6480	0.3869	0.6480	0.8050
0.068	7.0370	1330	0.6332	0.3869	0.6332	0.7957
0.068	7.0476	1332	0.6277	0.3869	0.6277	0.7923
0.068	7.0582	1334	0.6215	0.3869	0.6215	0.7884
0.068	7.0688	1336	0.6188	0.3869	0.6188	0.7866
0.068	7.0794	1338	0.6142	0.3869	0.6142	0.7837
0.068	7.0899	1340	0.6087	0.3869	0.6087	0.7802
0.068	7.1005	1342	0.6109	0.3869	0.6109	0.7816
0.068	7.1111	1344	0.6107	0.3719	0.6107	0.7815
0.068	7.1217	1346	0.6084	0.3869	0.6084	0.7800
0.068	7.1323	1348	0.6092	0.3719	0.6092	0.7805
0.068	7.1429	1350	0.6154	0.3719	0.6154	0.7845
0.068	7.1534	1352	0.6239	0.3719	0.6239	0.7899
0.068	7.1640	1354	0.6314	0.3364	0.6314	0.7946
0.068	7.1746	1356	0.6343	0.3364	0.6343	0.7964
0.068	7.1852	1358	0.6368	0.3364	0.6368	0.7980
0.068	7.1958	1360	0.6358	0.3364	0.6358	0.7974
0.068	7.2063	1362	0.6365	0.3364	0.6365	0.7978
0.068	7.2169	1364	0.6333	0.3364	0.6333	0.7958
0.068	7.2275	1366	0.6310	0.3364	0.6310	0.7943
0.068	7.2381	1368	0.6292	0.3364	0.6292	0.7932
0.068	7.2487	1370	0.6352	0.3520	0.6352	0.7970
0.068	7.2593	1372	0.6411	0.3851	0.6411	0.8007
0.068	7.2698	1374	0.6423	0.3851	0.6423	0.8015
0.068	7.2804	1376	0.6403	0.3851	0.6403	0.8002
0.068	7.2910	1378	0.6433	0.3851	0.6433	0.8021
0.068	7.3016	1380	0.6432	0.3851	0.6432	0.8020
0.068	7.3122	1382	0.6432	0.3851	0.6432	0.8020
0.068	7.3228	1384	0.6514	0.3851	0.6514	0.8071
0.068	7.3333	1386	0.6715	0.3851	0.6715	0.8194
0.068	7.3439	1388	0.7023	0.3700	0.7023	0.8380
0.068	7.3545	1390	0.7325	0.3732	0.7325	0.8558
0.068	7.3651	1392	0.7418	0.3732	0.7418	0.8613
0.068	7.3757	1394	0.7313	0.3732	0.7313	0.8551
0.068	7.3862	1396	0.7062	0.3700	0.7062	0.8404
0.068	7.3968	1398	0.6893	0.3700	0.6893	0.8302
0.068	7.4074	1400	0.6744	0.3700	0.6744	0.8212
0.068	7.4180	1402	0.6566	0.3700	0.6566	0.8103
0.068	7.4286	1404	0.6430	0.3364	0.6430	0.8019
0.068	7.4392	1406	0.6316	0.3520	0.6316	0.7948
0.068	7.4497	1408	0.6242	0.3520	0.6242	0.7901
0.068	7.4603	1410	0.6127	0.4132	0.6127	0.7827
0.068	7.4709	1412	0.6024	0.4132	0.6024	0.7761
0.068	7.4815	1414	0.5957	0.4132	0.5957	0.7718
0.068	7.4921	1416	0.5963	0.4132	0.5963	0.7722
0.068	7.5026	1418	0.6050	0.4132	0.6050	0.7778
0.068	7.5132	1420	0.6178	0.4132	0.6178	0.7860
0.068	7.5238	1422	0.6330	0.3520	0.6330	0.7956
0.068	7.5344	1424	0.6526	0.3520	0.6526	0.8078
0.068	7.5450	1426	0.6694	0.3364	0.6694	0.8181
0.068	7.5556	1428	0.6708	0.3364	0.6708	0.8191
0.068	7.5661	1430	0.6793	0.3364	0.6793	0.8242
0.068	7.5767	1432	0.6893	0.3700	0.6893	0.8302
0.068	7.5873	1434	0.6933	0.3700	0.6933	0.8326
0.068	7.5979	1436	0.7007	0.3549	0.7007	0.8371
0.068	7.6085	1438	0.6972	0.3549	0.6972	0.8350
0.068	7.6190	1440	0.6790	0.3700	0.6790	0.8240
0.068	7.6296	1442	0.6555	0.3700	0.6555	0.8096
0.068	7.6402	1444	0.6298	0.3520	0.6298	0.7936
0.068	7.6508	1446	0.6181	0.4132	0.6181	0.7862
0.068	7.6614	1448	0.6176	0.4445	0.6176	0.7859
0.068	7.6720	1450	0.6265	0.4445	0.6265	0.7915
0.068	7.6825	1452	0.6364	0.4002	0.6364	0.7978
0.068	7.6931	1454	0.6454	0.4002	0.6454	0.8034
0.068	7.7037	1456	0.6656	0.3700	0.6656	0.8159
0.068	7.7143	1458	0.6828	0.3763	0.6828	0.8263
0.068	7.7249	1460	0.6921	0.3763	0.6921	0.8319
0.068	7.7354	1462	0.6903	0.3763	0.6903	0.8308
0.068	7.7460	1464	0.6685	0.3732	0.6685	0.8176
0.068	7.7566	1466	0.6365	0.3700	0.6365	0.7978
0.068	7.7672	1468	0.6188	0.3851	0.6188	0.7866
0.068	7.7778	1470	0.6155	0.3851	0.6155	0.7845
0.068	7.7884	1472	0.6224	0.3364	0.6224	0.7889
0.068	7.7989	1474	0.6401	0.3700	0.6401	0.8000
0.068	7.8095	1476	0.6546	0.3700	0.6546	0.8090
0.068	7.8201	1478	0.6678	0.3700	0.6678	0.8172
0.068	7.8307	1480	0.6671	0.3700	0.6671	0.8168
0.068	7.8413	1482	0.6652	0.3700	0.6652	0.8156
0.068	7.8519	1484	0.6625	0.3700	0.6625	0.8139
0.068	7.8624	1486	0.6503	0.3364	0.6503	0.8064
0.068	7.8730	1488	0.6417	0.3364	0.6417	0.8011
0.068	7.8836	1490	0.6258	0.3008	0.6258	0.7911
0.068	7.8942	1492	0.6084	0.3329	0.6084	0.7800
0.068	7.9048	1494	0.5995	0.3329	0.5995	0.7743
0.068	7.9153	1496	0.5926	0.3329	0.5926	0.7698
0.068	7.9259	1498	0.5912	0.3329	0.5912	0.7689
0.0477	7.9365	1500	0.5915	0.3799	0.5915	0.7691
0.0477	7.9471	1502	0.5889	0.3799	0.5889	0.7674
0.0477	7.9577	1504	0.5862	0.3799	0.5862	0.7657
0.0477	7.9683	1506	0.5870	0.3799	0.5870	0.7662
0.0477	7.9788	1508	0.5926	0.3799	0.5926	0.7698
0.0477	7.9894	1510	0.6015	0.3329	0.6015	0.7756
0.0477	8.0	1512	0.6179	0.3008	0.6179	0.7860
0.0477	8.0106	1514	0.6266	0.3008	0.6266	0.7916
0.0477	8.0212	1516	0.6352	0.3008	0.6352	0.7970
0.0477	8.0317	1518	0.6364	0.3008	0.6364	0.7978
0.0477	8.0423	1520	0.6304	0.3008	0.6304	0.7940
0.0477	8.0529	1522	0.6283	0.3168	0.6283	0.7926
0.0477	8.0635	1524	0.6321	0.3168	0.6321	0.7950
0.0477	8.0741	1526	0.6369	0.3008	0.6369	0.7981
0.0477	8.0847	1528	0.6435	0.3008	0.6435	0.8022
0.0477	8.0952	1530	0.6518	0.3364	0.6518	0.8073
0.0477	8.1058	1532	0.6625	0.3364	0.6625	0.8139
0.0477	8.1164	1534	0.6636	0.3364	0.6636	0.8146
0.0477	8.1270	1536	0.6627	0.3364	0.6627	0.8140
0.0477	8.1376	1538	0.6644	0.3364	0.6644	0.8151
0.0477	8.1481	1540	0.6734	0.3364	0.6734	0.8206
0.0477	8.1587	1542	0.6873	0.3364	0.6873	0.8290
0.0477	8.1693	1544	0.6932	0.3364	0.6932	0.8326
0.0477	8.1799	1546	0.6869	0.3364	0.6869	0.8288
0.0477	8.1905	1548	0.6802	0.3364	0.6802	0.8247
0.0477	8.2011	1550	0.6734	0.3364	0.6734	0.8206
0.0477	8.2116	1552	0.6761	0.3364	0.6761	0.8223
0.0477	8.2222	1554	0.6850	0.3364	0.6850	0.8277
0.0477	8.2328	1556	0.6867	0.3364	0.6867	0.8287
0.0477	8.2434	1558	0.6859	0.3364	0.6859	0.8282
0.0477	8.2540	1560	0.6784	0.3364	0.6784	0.8236
0.0477	8.2646	1562	0.6719	0.3364	0.6719	0.8197
0.0477	8.2751	1564	0.6715	0.3364	0.6715	0.8195
0.0477	8.2857	1566	0.6701	0.3364	0.6701	0.8186
0.0477	8.2963	1568	0.6732	0.3364	0.6732	0.8205
0.0477	8.3069	1570	0.6805	0.3364	0.6805	0.8249
0.0477	8.3175	1572	0.6897	0.3364	0.6897	0.8305
0.0477	8.3280	1574	0.6993	0.3364	0.6993	0.8363
0.0477	8.3386	1576	0.7050	0.3364	0.7050	0.8396
0.0477	8.3492	1578	0.6985	0.3364	0.6985	0.8358
0.0477	8.3598	1580	0.6904	0.3364	0.6904	0.8309
0.0477	8.3704	1582	0.6760	0.3364	0.6760	0.8222
0.0477	8.3810	1584	0.6612	0.3364	0.6612	0.8131
0.0477	8.3915	1586	0.6472	0.3168	0.6472	0.8045
0.0477	8.4021	1588	0.6361	0.3168	0.6361	0.7975
0.0477	8.4127	1590	0.6289	0.3168	0.6289	0.7930
0.0477	8.4233	1592	0.6195	0.3168	0.6195	0.7871
0.0477	8.4339	1594	0.6158	0.3639	0.6158	0.7848
0.0477	8.4444	1596	0.6137	0.3639	0.6137	0.7834
0.0477	8.4550	1598	0.6162	0.3168	0.6162	0.7850
0.0477	8.4656	1600	0.6243	0.3168	0.6243	0.7901
0.0477	8.4762	1602	0.6333	0.3168	0.6333	0.7958
0.0477	8.4868	1604	0.6454	0.3008	0.6454	0.8034
0.0477	8.4974	1606	0.6574	0.3008	0.6574	0.8108
0.0477	8.5079	1608	0.6654	0.3364	0.6654	0.8157
0.0477	8.5185	1610	0.6672	0.3364	0.6672	0.8168
0.0477	8.5291	1612	0.6617	0.3364	0.6617	0.8135
0.0477	8.5397	1614	0.6507	0.3008	0.6507	0.8066
0.0477	8.5503	1616	0.6441	0.3008	0.6441	0.8026
0.0477	8.5608	1618	0.6402	0.3008	0.6402	0.8001
0.0477	8.5714	1620	0.6382	0.3008	0.6382	0.7989
0.0477	8.5820	1622	0.6357	0.3008	0.6357	0.7973
0.0477	8.5926	1624	0.6366	0.3008	0.6366	0.7979
0.0477	8.6032	1626	0.6369	0.3008	0.6369	0.7981
0.0477	8.6138	1628	0.6387	0.3008	0.6387	0.7992
0.0477	8.6243	1630	0.6456	0.3008	0.6456	0.8035
0.0477	8.6349	1632	0.6550	0.3008	0.6550	0.8093
0.0477	8.6455	1634	0.6553	0.3364	0.6553	0.8095
0.0477	8.6561	1636	0.6528	0.3008	0.6528	0.8080
0.0477	8.6667	1638	0.6553	0.3364	0.6553	0.8095
0.0477	8.6772	1640	0.6562	0.3364	0.6562	0.8101
0.0477	8.6878	1642	0.6562	0.3364	0.6562	0.8101
0.0477	8.6984	1644	0.6585	0.3364	0.6585	0.8115
0.0477	8.7090	1646	0.6582	0.3364	0.6582	0.8113
0.0477	8.7196	1648	0.6586	0.3364	0.6586	0.8116
0.0477	8.7302	1650	0.6606	0.3364	0.6606	0.8128
0.0477	8.7407	1652	0.6624	0.3364	0.6624	0.8139
0.0477	8.7513	1654	0.6640	0.3364	0.6640	0.8149
0.0477	8.7619	1656	0.6639	0.3364	0.6639	0.8148
0.0477	8.7725	1658	0.6592	0.3364	0.6592	0.8119
0.0477	8.7831	1660	0.6600	0.3364	0.6600	0.8124
0.0477	8.7937	1662	0.6598	0.3364	0.6598	0.8123
0.0477	8.8042	1664	0.6605	0.3364	0.6605	0.8127
0.0477	8.8148	1666	0.6591	0.3364	0.6591	0.8118
0.0477	8.8254	1668	0.6599	0.3364	0.6599	0.8123
0.0477	8.8360	1670	0.6623	0.3364	0.6623	0.8138
0.0477	8.8466	1672	0.6623	0.3364	0.6623	0.8138
0.0477	8.8571	1674	0.6621	0.3364	0.6621	0.8137
0.0477	8.8677	1676	0.6607	0.3364	0.6607	0.8128
0.0477	8.8783	1678	0.6594	0.3364	0.6594	0.8120
0.0477	8.8889	1680	0.6557	0.3364	0.6557	0.8097
0.0477	8.8995	1682	0.6525	0.3520	0.6525	0.8078
0.0477	8.9101	1684	0.6468	0.3520	0.6468	0.8042
0.0477	8.9206	1686	0.6459	0.3520	0.6459	0.8037
0.0477	8.9312	1688	0.6506	0.3520	0.6506	0.8066
0.0477	8.9418	1690	0.6559	0.3851	0.6559	0.8099
0.0477	8.9524	1692	0.6612	0.3700	0.6612	0.8132
0.0477	8.9630	1694	0.6640	0.3700	0.6640	0.8149
0.0477	8.9735	1696	0.6662	0.3700	0.6662	0.8162
0.0477	8.9841	1698	0.6691	0.3700	0.6691	0.8180
0.0477	8.9947	1700	0.6754	0.3700	0.6754	0.8218
0.0477	9.0053	1702	0.6802	0.3700	0.6802	0.8248
0.0477	9.0159	1704	0.6845	0.3700	0.6845	0.8274
0.0477	9.0265	1706	0.6889	0.3700	0.6889	0.8300
0.0477	9.0370	1708	0.6927	0.3700	0.6927	0.8323
0.0477	9.0476	1710	0.6909	0.3700	0.6909	0.8312
0.0477	9.0582	1712	0.6840	0.3700	0.6840	0.8271
0.0477	9.0688	1714	0.6775	0.3700	0.6775	0.8231
0.0477	9.0794	1716	0.6707	0.3700	0.6707	0.8189
0.0477	9.0899	1718	0.6630	0.3700	0.6630	0.8142
0.0477	9.1005	1720	0.6566	0.3700	0.6566	0.8103
0.0477	9.1111	1722	0.6521	0.3364	0.6521	0.8075
0.0477	9.1217	1724	0.6496	0.3364	0.6496	0.8060
0.0477	9.1323	1726	0.6507	0.4002	0.6507	0.8067
0.0477	9.1429	1728	0.6513	0.4002	0.6513	0.8071
0.0477	9.1534	1730	0.6517	0.4002	0.6517	0.8073
0.0477	9.1640	1732	0.6524	0.4002	0.6524	0.8077
0.0477	9.1746	1734	0.6512	0.4002	0.6512	0.8070
0.0477	9.1852	1736	0.6471	0.4002	0.6471	0.8044
0.0477	9.1958	1738	0.6426	0.4153	0.6426	0.8016
0.0477	9.2063	1740	0.6347	0.4153	0.6347	0.7967
0.0477	9.2169	1742	0.6304	0.4153	0.6304	0.7940
0.0477	9.2275	1744	0.6263	0.4153	0.6263	0.7914
0.0477	9.2381	1746	0.6266	0.4153	0.6266	0.7916
0.0477	9.2487	1748	0.6258	0.4153	0.6258	0.7911
0.0477	9.2593	1750	0.6256	0.4153	0.6256	0.7909
0.0477	9.2698	1752	0.6260	0.4153	0.6260	0.7912
0.0477	9.2804	1754	0.6267	0.4153	0.6267	0.7917
0.0477	9.2910	1756	0.6262	0.4153	0.6262	0.7913
0.0477	9.3016	1758	0.6259	0.4153	0.6259	0.7911
0.0477	9.3122	1760	0.6269	0.4002	0.6269	0.7918
0.0477	9.3228	1762	0.6273	0.3364	0.6273	0.7921
0.0477	9.3333	1764	0.6255	0.4002	0.6255	0.7909
0.0477	9.3439	1766	0.6240	0.4002	0.6240	0.7899
0.0477	9.3545	1768	0.6238	0.4002	0.6238	0.7898
0.0477	9.3651	1770	0.6239	0.4002	0.6239	0.7899
0.0477	9.3757	1772	0.6271	0.4002	0.6271	0.7919
0.0477	9.3862	1774	0.6321	0.3364	0.6321	0.7950
0.0477	9.3968	1776	0.6352	0.3364	0.6352	0.7970
0.0477	9.4074	1778	0.6356	0.4002	0.6356	0.7972
0.0477	9.4180	1780	0.6355	0.4002	0.6355	0.7972
0.0477	9.4286	1782	0.6363	0.4002	0.6363	0.7977
0.0477	9.4392	1784	0.6361	0.4002	0.6361	0.7976
0.0477	9.4497	1786	0.6355	0.4002	0.6355	0.7972
0.0477	9.4603	1788	0.6349	0.4002	0.6349	0.7968
0.0477	9.4709	1790	0.6359	0.4002	0.6359	0.7974
0.0477	9.4815	1792	0.6372	0.4002	0.6372	0.7982
0.0477	9.4921	1794	0.6386	0.4002	0.6386	0.7991
0.0477	9.5026	1796	0.6413	0.4002	0.6413	0.8008
0.0477	9.5132	1798	0.6448	0.3364	0.6448	0.8030
0.0477	9.5238	1800	0.6479	0.3364	0.6479	0.8049
0.0477	9.5344	1802	0.6511	0.3364	0.6511	0.8069
0.0477	9.5450	1804	0.6520	0.3364	0.6520	0.8075
0.0477	9.5556	1806	0.6535	0.3364	0.6535	0.8084
0.0477	9.5661	1808	0.6548	0.3364	0.6548	0.8092
0.0477	9.5767	1810	0.6570	0.3364	0.6570	0.8105
0.0477	9.5873	1812	0.6584	0.3364	0.6584	0.8114
0.0477	9.5979	1814	0.6577	0.3364	0.6577	0.8110
0.0477	9.6085	1816	0.6557	0.3364	0.6557	0.8098
0.0477	9.6190	1818	0.6535	0.3364	0.6535	0.8084
0.0477	9.6296	1820	0.6520	0.3364	0.6520	0.8074
0.0477	9.6402	1822	0.6495	0.3364	0.6495	0.8059
0.0477	9.6508	1824	0.6482	0.3364	0.6482	0.8051
0.0477	9.6614	1826	0.6478	0.3364	0.6478	0.8049
0.0477	9.6720	1828	0.6481	0.3364	0.6481	0.8051
0.0477	9.6825	1830	0.6479	0.3364	0.6479	0.8049
0.0477	9.6931	1832	0.6485	0.3364	0.6485	0.8053
0.0477	9.7037	1834	0.6496	0.3364	0.6496	0.8060
0.0477	9.7143	1836	0.6506	0.3364	0.6506	0.8066
0.0477	9.7249	1838	0.6510	0.4002	0.6510	0.8068
0.0477	9.7354	1840	0.6519	0.4002	0.6519	0.8074
0.0477	9.7460	1842	0.6520	0.4002	0.6520	0.8075
0.0477	9.7566	1844	0.6512	0.4002	0.6512	0.8069
0.0477	9.7672	1846	0.6497	0.4002	0.6497	0.8060
0.0477	9.7778	1848	0.6479	0.4002	0.6479	0.8049
0.0477	9.7884	1850	0.6468	0.4002	0.6468	0.8043
0.0477	9.7989	1852	0.6458	0.4002	0.6458	0.8036
0.0477	9.8095	1854	0.6455	0.4002	0.6455	0.8034
0.0477	9.8201	1856	0.6458	0.4002	0.6458	0.8036
0.0477	9.8307	1858	0.6459	0.4002	0.6459	0.8037
0.0477	9.8413	1860	0.6459	0.4002	0.6459	0.8037
0.0477	9.8519	1862	0.6455	0.4002	0.6455	0.8034
0.0477	9.8624	1864	0.6454	0.4002	0.6454	0.8033
0.0477	9.8730	1866	0.6454	0.4002	0.6454	0.8033
0.0477	9.8836	1868	0.6448	0.4002	0.6448	0.8030
0.0477	9.8942	1870	0.6441	0.4002	0.6441	0.8026
0.0477	9.9048	1872	0.6436	0.4002	0.6436	0.8022
0.0477	9.9153	1874	0.6435	0.4002	0.6435	0.8022
0.0477	9.9259	1876	0.6435	0.4002	0.6435	0.8022
0.0477	9.9365	1878	0.6438	0.4002	0.6438	0.8024
0.0477	9.9471	1880	0.6439	0.4002	0.6439	0.8024
0.0477	9.9577	1882	0.6439	0.4002	0.6439	0.8024
0.0477	9.9683	1884	0.6440	0.4002	0.6440	0.8025
0.0477	9.9788	1886	0.6441	0.4002	0.6441	0.8025
0.0477	9.9894	1888	0.6441	0.4002	0.6441	0.8025
0.0477	10.0	1890	0.6441	0.4002	0.6441	0.8025

Framework versions

Transformers 4.44.2
Pytorch 2.4.0+cu118
Datasets 2.21.0
Tokenizers 0.19.1

Task: Text Classification
Library: transformers
Type: bert
Created: Nov 26, 2024
Updated: Nov 26, 2024