ArabicNewSplits7_B_usingALLEssays_FineTuningAraBERT_run2_AugV5_k5_task7_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: 0.6590
• Qwk: 0.3983
• Mse: 0.6590
• Rmse: 0.8118

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	0.0741	2	2.4916	-0.0449	2.4916	1.5785
No log	0.1481	4	1.2429	0.1573	1.2429	1.1149
No log	0.2222	6	1.2260	-0.2161	1.2260	1.1072
No log	0.2963	8	1.0660	0.0391	1.0660	1.0325
No log	0.3704	10	0.8674	0.1461	0.8674	0.9313
No log	0.4444	12	0.7284	0.0966	0.7284	0.8535
No log	0.5185	14	0.6636	0.1232	0.6636	0.8146
No log	0.5926	16	0.7194	0.3398	0.7194	0.8482
No log	0.6667	18	0.6831	0.2992	0.6831	0.8265
No log	0.7407	20	0.6810	0.1977	0.6810	0.8252
No log	0.8148	22	0.8860	0.2559	0.8860	0.9413
No log	0.8889	24	0.8826	0.2483	0.8826	0.9395
No log	0.9630	26	0.8252	0.3192	0.8252	0.9084
No log	1.0370	28	0.7508	0.3129	0.7508	0.8665
No log	1.1111	30	1.0794	0.3247	1.0794	1.0389
No log	1.1852	32	1.1372	0.2439	1.1372	1.0664
No log	1.2593	34	0.8097	0.3347	0.8097	0.8998
No log	1.3333	36	0.6375	0.4068	0.6375	0.7984
No log	1.4074	38	0.6609	0.3746	0.6609	0.8130
No log	1.4815	40	0.6825	0.3444	0.6825	0.8262
No log	1.5556	42	0.7320	0.3444	0.7320	0.8556
No log	1.6296	44	0.6058	0.3187	0.6058	0.7784
No log	1.7037	46	0.5771	0.2851	0.5771	0.7597
No log	1.7778	48	0.5454	0.2382	0.5454	0.7385
No log	1.8519	50	0.6477	0.2841	0.6477	0.8048
No log	1.9259	52	0.8872	0.4183	0.8872	0.9419
No log	2.0	54	0.9943	0.3024	0.9943	0.9972
No log	2.0741	56	0.8855	0.3719	0.8855	0.9410
No log	2.1481	58	0.6784	0.4280	0.6784	0.8237
No log	2.2222	60	0.7382	0.4380	0.7382	0.8592
No log	2.2963	62	0.8435	0.3699	0.8435	0.9184
No log	2.3704	64	1.0186	0.2679	1.0186	1.0093
No log	2.4444	66	0.9177	0.3728	0.9177	0.9580
No log	2.5185	68	0.7640	0.4580	0.7640	0.8740
No log	2.5926	70	0.8399	0.4633	0.8399	0.9165
No log	2.6667	72	0.9404	0.4167	0.9404	0.9697
No log	2.7407	74	0.9171	0.4444	0.9171	0.9576
No log	2.8148	76	0.9977	0.2481	0.9977	0.9988
No log	2.8889	78	0.9396	0.3584	0.9396	0.9694
No log	2.9630	80	0.7285	0.4783	0.7285	0.8535
No log	3.0370	82	0.6742	0.4653	0.6742	0.8211
No log	3.1111	84	0.5981	0.3558	0.5981	0.7733
No log	3.1852	86	0.5951	0.3558	0.5951	0.7714
No log	3.2593	88	0.6203	0.4452	0.6203	0.7876
No log	3.3333	90	0.6888	0.4652	0.6888	0.8299
No log	3.4074	92	0.6174	0.4528	0.6174	0.7857
No log	3.4815	94	0.6385	0.4652	0.6385	0.7990
No log	3.5556	96	0.8403	0.4133	0.8403	0.9167
No log	3.6296	98	0.8226	0.3678	0.8226	0.9070
No log	3.7037	100	0.6218	0.4652	0.6218	0.7885
No log	3.7778	102	0.5425	0.4161	0.5425	0.7366
No log	3.8519	104	0.5520	0.4314	0.5520	0.7430
No log	3.9259	106	0.5603	0.4407	0.5603	0.7485
No log	4.0	108	0.6997	0.4375	0.6997	0.8365
No log	4.0741	110	0.7323	0.4170	0.7323	0.8557
No log	4.1481	112	0.6234	0.4931	0.6234	0.7895
No log	4.2222	114	0.5631	0.4634	0.5631	0.7504
No log	4.2963	116	0.5702	0.5571	0.5702	0.7551
No log	4.3704	118	0.8079	0.3786	0.8079	0.8989
No log	4.4444	120	1.0866	0.2481	1.0866	1.0424
No log	4.5185	122	1.0540	0.2723	1.0540	1.0267
No log	4.5926	124	0.7796	0.4297	0.7796	0.8830
No log	4.6667	126	0.6068	0.4800	0.6068	0.7790
No log	4.7407	128	0.6661	0.4442	0.6661	0.8162
No log	4.8148	130	0.7943	0.3988	0.7943	0.8912
No log	4.8889	132	0.7808	0.4494	0.7808	0.8836
No log	4.9630	134	0.7695	0.4444	0.7695	0.8772
No log	5.0370	136	0.7917	0.4142	0.7917	0.8898
No log	5.1111	138	0.7162	0.4150	0.7162	0.8463
No log	5.1852	140	0.5800	0.5868	0.5800	0.7616
No log	5.2593	142	0.5561	0.5398	0.5561	0.7457
No log	5.3333	144	0.5833	0.5578	0.5833	0.7637
No log	5.4074	146	0.6611	0.4429	0.6611	0.8131
No log	5.4815	148	0.6396	0.4269	0.6396	0.7998
No log	5.5556	150	0.6155	0.4633	0.6155	0.7846
No log	5.6296	152	0.5617	0.6112	0.5617	0.7495
No log	5.7037	154	0.6024	0.5852	0.6024	0.7761
No log	5.7778	156	0.5673	0.5756	0.5673	0.7532
No log	5.8519	158	0.7686	0.4799	0.7686	0.8767
No log	5.9259	160	0.9545	0.2976	0.9545	0.9770
No log	6.0	162	0.9751	0.2787	0.9751	0.9875
No log	6.0741	164	0.8569	0.3753	0.8569	0.9257
No log	6.1481	166	0.6606	0.4892	0.6606	0.8128
No log	6.2222	168	0.6102	0.4892	0.6102	0.7811
No log	6.2963	170	0.5991	0.4672	0.5991	0.7740
No log	6.3704	172	0.6509	0.5160	0.6509	0.8068
No log	6.4444	174	0.8259	0.3381	0.8259	0.9088
No log	6.5185	176	0.8586	0.3897	0.8586	0.9266
No log	6.5926	178	0.7204	0.5245	0.7204	0.8488
No log	6.6667	180	0.6415	0.5990	0.6415	0.8009
No log	6.7407	182	0.6388	0.6055	0.6388	0.7992
No log	6.8148	184	0.5962	0.6030	0.5962	0.7721
No log	6.8889	186	0.6144	0.5103	0.6144	0.7838
No log	6.9630	188	0.7098	0.4716	0.7098	0.8425
No log	7.0370	190	0.6826	0.4637	0.6826	0.8262
No log	7.1111	192	0.5463	0.5796	0.5463	0.7391
No log	7.1852	194	0.5734	0.5840	0.5734	0.7572
No log	7.2593	196	0.5957	0.4625	0.5957	0.7718
No log	7.3333	198	0.5272	0.5979	0.5272	0.7261
No log	7.4074	200	0.6021	0.4892	0.6021	0.7759
No log	7.4815	202	0.9407	0.3972	0.9407	0.9699
No log	7.5556	204	1.0428	0.2951	1.0428	1.0212
No log	7.6296	206	0.9281	0.4284	0.9281	0.9634
No log	7.7037	208	0.6700	0.4580	0.6700	0.8186
No log	7.7778	210	0.5626	0.5923	0.5626	0.7501
No log	7.8519	212	0.5874	0.5215	0.5874	0.7664
No log	7.9259	214	0.5665	0.5326	0.5665	0.7527
No log	8.0	216	0.6016	0.4448	0.6016	0.7756
No log	8.0741	218	0.6432	0.4463	0.6432	0.8020
No log	8.1481	220	0.6197	0.4087	0.6197	0.7872
No log	8.2222	222	0.5861	0.4737	0.5861	0.7656
No log	8.2963	224	0.5622	0.5373	0.5622	0.7498
No log	8.3704	226	0.5474	0.5860	0.5474	0.7399
No log	8.4444	228	0.5522	0.4536	0.5522	0.7431
No log	8.5185	230	0.6491	0.4359	0.6491	0.8057
No log	8.5926	232	0.6227	0.4562	0.6227	0.7891
No log	8.6667	234	0.5399	0.5212	0.5399	0.7348
No log	8.7407	236	0.5203	0.5926	0.5203	0.7213
No log	8.8148	238	0.5233	0.6185	0.5233	0.7234
No log	8.8889	240	0.5379	0.5494	0.5379	0.7334
No log	8.9630	242	0.6824	0.4168	0.6824	0.8261
No log	9.0370	244	0.8139	0.4175	0.8139	0.9022
No log	9.1111	246	0.7399	0.4651	0.7399	0.8602
No log	9.1852	248	0.5703	0.4979	0.5703	0.7552
No log	9.2593	250	0.5333	0.4838	0.5333	0.7303
No log	9.3333	252	0.5978	0.5815	0.5978	0.7732
No log	9.4074	254	0.5689	0.5931	0.5689	0.7543
No log	9.4815	256	0.5237	0.5523	0.5237	0.7237
No log	9.5556	258	0.5705	0.5283	0.5705	0.7553
No log	9.6296	260	0.5872	0.5161	0.5872	0.7663
No log	9.7037	262	0.5868	0.5247	0.5868	0.7660
No log	9.7778	264	0.5308	0.5046	0.5308	0.7285
No log	9.8519	266	0.5642	0.5438	0.5642	0.7511
No log	9.9259	268	0.6876	0.4170	0.6876	0.8292
No log	10.0	270	0.6614	0.4103	0.6614	0.8132
No log	10.0741	272	0.6567	0.4327	0.6567	0.8104
No log	10.1481	274	0.6061	0.4672	0.6061	0.7785
No log	10.2222	276	0.5519	0.5014	0.5519	0.7429
No log	10.2963	278	0.5764	0.5014	0.5764	0.7592
No log	10.3704	280	0.6783	0.3739	0.6783	0.8236
No log	10.4444	282	0.6702	0.4003	0.6702	0.8187
No log	10.5185	284	0.5746	0.5014	0.5746	0.7580
No log	10.5926	286	0.5497	0.5014	0.5497	0.7414
No log	10.6667	288	0.6198	0.4580	0.6198	0.7873
No log	10.7407	290	0.6389	0.4527	0.6389	0.7993
No log	10.8148	292	0.6860	0.4477	0.6860	0.8282
No log	10.8889	294	0.7095	0.4427	0.7095	0.8423
No log	10.9630	296	0.6407	0.4670	0.6407	0.8004
No log	11.0370	298	0.6305	0.4670	0.6305	0.7941
No log	11.1111	300	0.6116	0.4723	0.6116	0.7821
No log	11.1852	302	0.5903	0.5046	0.5903	0.7683
No log	11.2593	304	0.5478	0.5399	0.5478	0.7401
No log	11.3333	306	0.5754	0.5471	0.5754	0.7585
No log	11.4074	308	0.5782	0.5471	0.5782	0.7604
No log	11.4815	310	0.6107	0.5538	0.6107	0.7815
No log	11.5556	312	0.6041	0.5538	0.6041	0.7773
No log	11.6296	314	0.6084	0.5616	0.6084	0.7800
No log	11.7037	316	0.5560	0.5524	0.5560	0.7457
No log	11.7778	318	0.5485	0.5524	0.5485	0.7406
No log	11.8519	320	0.5391	0.5524	0.5391	0.7342
No log	11.9259	322	0.5602	0.5078	0.5602	0.7484
No log	12.0	324	0.5653	0.5078	0.5653	0.7519
No log	12.0741	326	0.6185	0.5106	0.6185	0.7864
No log	12.1481	328	0.5948	0.5233	0.5948	0.7712
No log	12.2222	330	0.5442	0.5283	0.5442	0.7377
No log	12.2963	332	0.5594	0.5136	0.5594	0.7479
No log	12.3704	334	0.6102	0.4747	0.6102	0.7811
No log	12.4444	336	0.7364	0.4076	0.7364	0.8581
No log	12.5185	338	0.8267	0.4222	0.8267	0.9092
No log	12.5926	340	0.7460	0.3913	0.7460	0.8637
No log	12.6667	342	0.5849	0.4713	0.5849	0.7648
No log	12.7407	344	0.5431	0.5153	0.5431	0.7370
No log	12.8148	346	0.5381	0.5300	0.5381	0.7336
No log	12.8889	348	0.6016	0.4594	0.6016	0.7756
No log	12.9630	350	0.6788	0.4377	0.6788	0.8239
No log	13.0370	352	0.6535	0.4537	0.6535	0.8084
No log	13.1111	354	0.5614	0.5083	0.5614	0.7493
No log	13.1852	356	0.5454	0.5061	0.5454	0.7385
No log	13.2593	358	0.5405	0.5509	0.5405	0.7352
No log	13.3333	360	0.5562	0.5352	0.5562	0.7458
No log	13.4074	362	0.6263	0.4594	0.6263	0.7914
No log	13.4815	364	0.7036	0.4327	0.7036	0.8388
No log	13.5556	366	0.6541	0.4359	0.6541	0.8087
No log	13.6296	368	0.5829	0.4997	0.5829	0.7634
No log	13.7037	370	0.5675	0.5867	0.5675	0.7533
No log	13.7778	372	0.5704	0.5067	0.5704	0.7552
No log	13.8519	374	0.5526	0.5797	0.5526	0.7434
No log	13.9259	376	0.5884	0.4868	0.5884	0.7671
No log	14.0	378	0.7454	0.4601	0.7454	0.8634
No log	14.0741	380	0.8335	0.4799	0.8335	0.9130
No log	14.1481	382	0.8096	0.4601	0.8096	0.8998
No log	14.2222	384	0.6933	0.4103	0.6933	0.8326
No log	14.2963	386	0.5987	0.4931	0.5987	0.7737
No log	14.3704	388	0.5636	0.4913	0.5636	0.7508
No log	14.4444	390	0.5569	0.5627	0.5569	0.7463
No log	14.5185	392	0.5546	0.5143	0.5546	0.7447
No log	14.5926	394	0.5552	0.5523	0.5552	0.7451
No log	14.6667	396	0.5650	0.5554	0.5650	0.7517
No log	14.7407	398	0.5868	0.4931	0.5868	0.7661
No log	14.8148	400	0.6255	0.4713	0.6255	0.7909
No log	14.8889	402	0.6135	0.4713	0.6135	0.7832
No log	14.9630	404	0.5786	0.4931	0.5786	0.7607
No log	15.0370	406	0.5573	0.5283	0.5573	0.7465
No log	15.1111	408	0.5606	0.5495	0.5606	0.7487
No log	15.1852	410	0.5711	0.5283	0.5711	0.7557
No log	15.2593	412	0.6218	0.5161	0.6218	0.7886
No log	15.3333	414	0.7712	0.4032	0.7712	0.8782
No log	15.4074	416	0.7934	0.3988	0.7934	0.8908
No log	15.4815	418	0.6758	0.4537	0.6758	0.8220
No log	15.5556	420	0.5549	0.5065	0.5549	0.7449
No log	15.6296	422	0.5565	0.4857	0.5565	0.7460
No log	15.7037	424	0.5847	0.4830	0.5847	0.7647
No log	15.7778	426	0.6021	0.4681	0.6021	0.7760
No log	15.8519	428	0.5705	0.5273	0.5705	0.7553
No log	15.9259	430	0.5724	0.5841	0.5724	0.7566
No log	16.0	432	0.5980	0.5230	0.5980	0.7733
No log	16.0741	434	0.5883	0.5300	0.5883	0.7670
No log	16.1481	436	0.5600	0.5718	0.5600	0.7483
No log	16.2222	438	0.5568	0.5512	0.5568	0.7462
No log	16.2963	440	0.5675	0.5300	0.5675	0.7533
No log	16.3704	442	0.5912	0.5300	0.5912	0.7689
No log	16.4444	444	0.5912	0.5300	0.5912	0.7689
No log	16.5185	446	0.5680	0.5300	0.5680	0.7536
No log	16.5926	448	0.5588	0.5512	0.5588	0.7475
No log	16.6667	450	0.5631	0.5841	0.5631	0.7504
No log	16.7407	452	0.5741	0.5868	0.5741	0.7577
No log	16.8148	454	0.5696	0.5868	0.5696	0.7547
No log	16.8889	456	0.5508	0.5512	0.5508	0.7422
No log	16.9630	458	0.5441	0.5512	0.5441	0.7376
No log	17.0370	460	0.5534	0.5512	0.5534	0.7439
No log	17.1111	462	0.5933	0.4868	0.5933	0.7703
No log	17.1852	464	0.6273	0.4747	0.6273	0.7920
No log	17.2593	466	0.5964	0.4868	0.5964	0.7723
No log	17.3333	468	0.5703	0.5512	0.5703	0.7552
No log	17.4074	470	0.5930	0.4868	0.5930	0.7700
No log	17.4815	472	0.6124	0.4807	0.6124	0.7826
No log	17.5556	474	0.5931	0.4807	0.5931	0.7701
No log	17.6296	476	0.5432	0.6305	0.5432	0.7370
No log	17.7037	478	0.5452	0.6575	0.5452	0.7384
No log	17.7778	480	0.5502	0.5939	0.5502	0.7417
No log	17.8519	482	0.5504	0.6491	0.5504	0.7419
No log	17.9259	484	0.5812	0.5014	0.5812	0.7623
No log	18.0	486	0.5702	0.5014	0.5702	0.7551
No log	18.0741	488	0.5447	0.5512	0.5447	0.7381
No log	18.1481	490	0.5229	0.5999	0.5229	0.7231
No log	18.2222	492	0.5266	0.5283	0.5266	0.7257
No log	18.2963	494	0.5355	0.5083	0.5355	0.7318
No log	18.3704	496	0.5485	0.5083	0.5485	0.7406
No log	18.4444	498	0.6195	0.4199	0.6195	0.7871
0.2889	18.5185	500	0.6356	0.4150	0.6356	0.7973
0.2889	18.5926	502	0.6029	0.4150	0.6029	0.7765
0.2889	18.6667	504	0.6234	0.4150	0.6234	0.7895
0.2889	18.7407	506	0.5996	0.4482	0.5996	0.7743
0.2889	18.8148	508	0.5608	0.5642	0.5608	0.7489
0.2889	18.8889	510	0.5252	0.6245	0.5252	0.7247
0.2889	18.9630	512	0.5217	0.5390	0.5217	0.7223
0.2889	19.0370	514	0.5181	0.5649	0.5181	0.7198
0.2889	19.1111	516	0.5162	0.5649	0.5162	0.7184
0.2889	19.1852	518	0.5201	0.5300	0.5201	0.7212
0.2889	19.2593	520	0.5681	0.5015	0.5681	0.7538
0.2889	19.3333	522	0.6230	0.4886	0.6230	0.7893
0.2889	19.4074	524	0.7363	0.4444	0.7363	0.8581
0.2889	19.4815	526	0.7315	0.4327	0.7315	0.8553
0.2889	19.5556	528	0.6565	0.4429	0.6565	0.8102
0.2889	19.6296	530	0.5825	0.4918	0.5825	0.7632
0.2889	19.7037	532	0.5732	0.4850	0.5732	0.7571
0.2889	19.7778	534	0.5766	0.5083	0.5766	0.7593
0.2889	19.8519	536	0.6008	0.4860	0.6008	0.7751
0.2889	19.9259	538	0.5872	0.4860	0.5872	0.7663
0.2889	20.0	540	0.6004	0.4860	0.6004	0.7749
0.2889	20.0741	542	0.6480	0.4860	0.6480	0.8050
0.2889	20.1481	544	0.6588	0.5015	0.6588	0.8117
0.2889	20.2222	546	0.6585	0.4652	0.6585	0.8115
0.2889	20.2963	548	0.6132	0.5015	0.6132	0.7830
0.2889	20.3704	550	0.5590	0.5571	0.5590	0.7477
0.2889	20.4444	552	0.5468	0.5672	0.5468	0.7394
0.2889	20.5185	554	0.5389	0.5321	0.5389	0.7341
0.2889	20.5926	556	0.5259	0.5379	0.5259	0.7252
0.2889	20.6667	558	0.5275	0.4869	0.5275	0.7263
0.2889	20.7407	560	0.5395	0.4632	0.5395	0.7345
0.2889	20.8148	562	0.5751	0.5230	0.5751	0.7584
0.2889	20.8889	564	0.5742	0.5230	0.5742	0.7578
0.2889	20.9630	566	0.5751	0.5569	0.5751	0.7583
0.2889	21.0370	568	0.5962	0.5569	0.5962	0.7722
0.2889	21.1111	570	0.6146	0.4949	0.6146	0.7840
0.2889	21.1852	572	0.6076	0.4949	0.6076	0.7795
0.2889	21.2593	574	0.5836	0.5015	0.5836	0.7640
0.2889	21.3333	576	0.5893	0.5015	0.5893	0.7677
0.2889	21.4074	578	0.5981	0.5015	0.5981	0.7734
0.2889	21.4815	580	0.6072	0.4652	0.6072	0.7792
0.2889	21.5556	582	0.6018	0.4652	0.6018	0.7757
0.2889	21.6296	584	0.5860	0.5015	0.5860	0.7655
0.2889	21.7037	586	0.5853	0.5015	0.5853	0.7651
0.2889	21.7778	588	0.5773	0.5015	0.5773	0.7598
0.2889	21.8519	590	0.6144	0.4652	0.6144	0.7838
0.2889	21.9259	592	0.6575	0.4150	0.6575	0.8109
0.2889	22.0	594	0.6625	0.4150	0.6625	0.8140
0.2889	22.0741	596	0.6757	0.4150	0.6757	0.8220
0.2889	22.1481	598	0.6342	0.4807	0.6342	0.7964
0.2889	22.2222	600	0.5932	0.5230	0.5932	0.7702
0.2889	22.2963	602	0.5853	0.5230	0.5853	0.7651
0.2889	22.3704	604	0.5717	0.5642	0.5717	0.7561
0.2889	22.4444	606	0.5596	0.5678	0.5596	0.7481
0.2889	22.5185	608	0.5508	0.5718	0.5508	0.7422
0.2889	22.5926	610	0.5722	0.5300	0.5722	0.7565
0.2889	22.6667	612	0.5739	0.5153	0.5739	0.7576
0.2889	22.7407	614	0.5584	0.5153	0.5584	0.7473
0.2889	22.8148	616	0.5418	0.5373	0.5418	0.7361
0.2889	22.8889	618	0.5357	0.5373	0.5357	0.7319
0.2889	22.9630	620	0.5524	0.5300	0.5524	0.7433
0.2889	23.0370	622	0.5773	0.5161	0.5773	0.7598
0.2889	23.1111	624	0.6578	0.4150	0.6578	0.8110
0.2889	23.1852	626	0.7565	0.4756	0.7565	0.8698
0.2889	23.2593	628	0.8103	0.4260	0.8103	0.9001
0.2889	23.3333	630	0.7677	0.4756	0.7677	0.8762
0.2889	23.4074	632	0.7288	0.4598	0.7288	0.8537
0.2889	23.4815	634	0.6486	0.4150	0.6486	0.8054
0.2889	23.5556	636	0.5535	0.5300	0.5535	0.7440
0.2889	23.6296	638	0.5346	0.5135	0.5346	0.7311
0.2889	23.7037	640	0.5380	0.5208	0.5380	0.7335
0.2889	23.7778	642	0.5599	0.5373	0.5599	0.7483
0.2889	23.8519	644	0.6045	0.4652	0.6045	0.7775
0.2889	23.9259	646	0.6328	0.4250	0.6328	0.7955
0.2889	24.0	648	0.6603	0.4150	0.6603	0.8126
0.2889	24.0741	650	0.6332	0.4150	0.6332	0.7957
0.2889	24.1481	652	0.6295	0.4150	0.6295	0.7934
0.2889	24.2222	654	0.5864	0.5230	0.5864	0.7658
0.2889	24.2963	656	0.5418	0.5117	0.5418	0.7360
0.2889	24.3704	658	0.5351	0.5171	0.5351	0.7315
0.2889	24.4444	660	0.5330	0.5152	0.5330	0.7301
0.2889	24.5185	662	0.5418	0.5356	0.5418	0.7361
0.2889	24.5926	664	0.5531	0.5356	0.5531	0.7437
0.2889	24.6667	666	0.5712	0.5406	0.5712	0.7558
0.2889	24.7407	668	0.5815	0.5943	0.5815	0.7626
0.2889	24.8148	670	0.6099	0.5352	0.6099	0.7809
0.2889	24.8889	672	0.6171	0.5161	0.6171	0.7855
0.2889	24.9630	674	0.5911	0.5642	0.5911	0.7689
0.2889	25.0370	676	0.5646	0.5953	0.5646	0.7514
0.2889	25.1111	678	0.5563	0.5580	0.5563	0.7459
0.2889	25.1852	680	0.5499	0.4938	0.5499	0.7416
0.2889	25.2593	682	0.5614	0.4908	0.5614	0.7493
0.2889	25.3333	684	0.5999	0.5153	0.5999	0.7745
0.2889	25.4074	686	0.6117	0.5153	0.6117	0.7821
0.2889	25.4815	688	0.5800	0.4908	0.5800	0.7616
0.2889	25.5556	690	0.5514	0.4653	0.5514	0.7425
0.2889	25.6296	692	0.5518	0.4908	0.5518	0.7429
0.2889	25.7037	694	0.5511	0.4653	0.5511	0.7424
0.2889	25.7778	696	0.5518	0.4908	0.5518	0.7429
0.2889	25.8519	698	0.5638	0.4908	0.5638	0.7509
0.2889	25.9259	700	0.5780	0.4908	0.5780	0.7603
0.2889	26.0	702	0.5923	0.5153	0.5923	0.7696
0.2889	26.0741	704	0.5701	0.4908	0.5701	0.7550
0.2889	26.1481	706	0.5689	0.4908	0.5689	0.7542
0.2889	26.2222	708	0.5605	0.4719	0.5605	0.7487
0.2889	26.2963	710	0.5509	0.3585	0.5509	0.7423
0.2889	26.3704	712	0.5577	0.5214	0.5577	0.7468
0.2889	26.4444	714	0.5709	0.4948	0.5709	0.7556
0.2889	26.5185	716	0.5545	0.5214	0.5545	0.7447
0.2889	26.5926	718	0.5451	0.4407	0.5451	0.7383
0.2889	26.6667	720	0.5900	0.4908	0.5900	0.7681
0.2889	26.7407	722	0.6901	0.4150	0.6901	0.8307
0.2889	26.8148	724	0.7788	0.4279	0.7788	0.8825
0.2889	26.8889	726	0.7691	0.4327	0.7691	0.8770
0.2889	26.9630	728	0.6816	0.4150	0.6816	0.8256
0.2889	27.0370	730	0.6070	0.4729	0.6070	0.7791
0.2889	27.1111	732	0.5606	0.4963	0.5606	0.7488
0.2889	27.1852	734	0.5477	0.5168	0.5477	0.7401
0.2889	27.2593	736	0.5464	0.5195	0.5464	0.7392
0.2889	27.3333	738	0.5645	0.4908	0.5645	0.7514
0.2889	27.4074	740	0.5805	0.4908	0.5805	0.7619
0.2889	27.4815	742	0.5796	0.4908	0.5796	0.7613
0.2889	27.5556	744	0.5848	0.4908	0.5848	0.7647
0.2889	27.6296	746	0.5912	0.4908	0.5912	0.7689
0.2889	27.7037	748	0.5752	0.4908	0.5752	0.7584
0.2889	27.7778	750	0.5555	0.4908	0.5555	0.7453
0.2889	27.8519	752	0.5448	0.5195	0.5448	0.7381
0.2889	27.9259	754	0.5410	0.5135	0.5410	0.7355
0.2889	28.0	756	0.5585	0.4908	0.5585	0.7473
0.2889	28.0741	758	0.6041	0.4776	0.6041	0.7772
0.2889	28.1481	760	0.6218	0.4411	0.6218	0.7886
0.2889	28.2222	762	0.5998	0.5153	0.5998	0.7745
0.2889	28.2963	764	0.5614	0.5135	0.5614	0.7493
0.2889	28.3704	766	0.5506	0.5356	0.5506	0.7420
0.2889	28.4444	768	0.5458	0.5649	0.5458	0.7388
0.2889	28.5185	770	0.5466	0.5414	0.5466	0.7393
0.2889	28.5926	772	0.5488	0.5414	0.5488	0.7408
0.2889	28.6667	774	0.5479	0.5189	0.5479	0.7402
0.2889	28.7407	776	0.5422	0.5171	0.5422	0.7363
0.2889	28.8148	778	0.5368	0.4384	0.5368	0.7326
0.2889	28.8889	780	0.5338	0.4384	0.5338	0.7306
0.2889	28.9630	782	0.5311	0.4656	0.5311	0.7287
0.2889	29.0370	784	0.5311	0.5171	0.5311	0.7288
0.2889	29.1111	786	0.5319	0.5617	0.5319	0.7293
0.2889	29.1852	788	0.5358	0.5414	0.5358	0.7320
0.2889	29.2593	790	0.5440	0.5189	0.5440	0.7375
0.2889	29.3333	792	0.5607	0.5065	0.5607	0.7488
0.2889	29.4074	794	0.5606	0.5065	0.5606	0.7487
0.2889	29.4815	796	0.5456	0.4888	0.5456	0.7387
0.2889	29.5556	798	0.5516	0.5135	0.5516	0.7427
0.2889	29.6296	800	0.5766	0.5300	0.5766	0.7593
0.2889	29.7037	802	0.5789	0.5300	0.5789	0.7608
0.2889	29.7778	804	0.5537	0.5135	0.5537	0.7441
0.2889	29.8519	806	0.5391	0.5414	0.5391	0.7343
0.2889	29.9259	808	0.5358	0.5397	0.5358	0.7320
0.2889	30.0	810	0.5341	0.4898	0.5341	0.7308
0.2889	30.0741	812	0.5323	0.5152	0.5323	0.7296
0.2889	30.1481	814	0.5298	0.5397	0.5298	0.7279
0.2889	30.2222	816	0.5418	0.5135	0.5418	0.7360
0.2889	30.2963	818	0.5931	0.4997	0.5931	0.7702
0.2889	30.3704	820	0.6300	0.4302	0.6300	0.7937
0.2889	30.4444	822	0.6178	0.4302	0.6178	0.7860
0.2889	30.5185	824	0.5791	0.5373	0.5791	0.7610
0.2889	30.5926	826	0.5397	0.5135	0.5397	0.7347
0.2889	30.6667	828	0.5283	0.5152	0.5283	0.7269
0.2889	30.7407	830	0.5306	0.5152	0.5306	0.7284
0.2889	30.8148	832	0.5302	0.4918	0.5302	0.7281
0.2889	30.8889	834	0.5385	0.5135	0.5385	0.7338
0.2889	30.9630	836	0.5710	0.5373	0.5710	0.7556
0.2889	31.0370	838	0.6312	0.4302	0.6312	0.7945
0.2889	31.1111	840	0.6321	0.4199	0.6321	0.7950
0.2889	31.1852	842	0.5898	0.4931	0.5898	0.7680
0.2889	31.2593	844	0.5485	0.5135	0.5485	0.7406
0.2889	31.3333	846	0.5311	0.5171	0.5311	0.7287
0.2889	31.4074	848	0.5297	0.4898	0.5297	0.7278
0.2889	31.4815	850	0.5319	0.4703	0.5319	0.7293
0.2889	31.5556	852	0.5308	0.4425	0.5308	0.7286
0.2889	31.6296	854	0.5292	0.4918	0.5292	0.7275
0.2889	31.7037	856	0.5320	0.4698	0.5320	0.7294
0.2889	31.7778	858	0.5375	0.5135	0.5375	0.7332
0.2889	31.8519	860	0.5244	0.5135	0.5244	0.7242
0.2889	31.9259	862	0.5102	0.5846	0.5102	0.7143
0.2889	32.0	864	0.5139	0.6282	0.5139	0.7169
0.2889	32.0741	866	0.5324	0.5373	0.5324	0.7297
0.2889	32.1481	868	0.5392	0.5373	0.5392	0.7343
0.2889	32.2222	870	0.5579	0.5153	0.5579	0.7469
0.2889	32.2963	872	0.5907	0.5083	0.5907	0.7686
0.2889	32.3704	874	0.5915	0.5083	0.5915	0.7691
0.2889	32.4444	876	0.5606	0.5083	0.5606	0.7487
0.2889	32.5185	878	0.5347	0.5571	0.5347	0.7312
0.2889	32.5926	880	0.5428	0.5356	0.5428	0.7367
0.2889	32.6667	882	0.5568	0.5135	0.5568	0.7462
0.2889	32.7407	884	0.5578	0.5339	0.5578	0.7468
0.2889	32.8148	886	0.5579	0.5633	0.5579	0.7469
0.2889	32.8889	888	0.5610	0.5555	0.5610	0.7490
0.2889	32.9630	890	0.5707	0.5266	0.5707	0.7555
0.2889	33.0370	892	0.5792	0.5495	0.5792	0.7611
0.2889	33.1111	894	0.5765	0.5495	0.5765	0.7593
0.2889	33.1852	896	0.5750	0.5495	0.5750	0.7583
0.2889	33.2593	898	0.5804	0.5495	0.5804	0.7618
0.2889	33.3333	900	0.5954	0.5065	0.5954	0.7716
0.2889	33.4074	902	0.6244	0.4997	0.6244	0.7902
0.2889	33.4815	904	0.6278	0.4997	0.6278	0.7924
0.2889	33.5556	906	0.6071	0.4997	0.6071	0.7792
0.2889	33.6296	908	0.5782	0.5065	0.5782	0.7604
0.2889	33.7037	910	0.5695	0.5065	0.5695	0.7546
0.2889	33.7778	912	0.5663	0.5065	0.5663	0.7525
0.2889	33.8519	914	0.5623	0.5065	0.5623	0.7499
0.2889	33.9259	916	0.5615	0.5065	0.5615	0.7493
0.2889	34.0	918	0.5546	0.5065	0.5546	0.7447
0.2889	34.0741	920	0.5530	0.5065	0.5530	0.7437
0.2889	34.1481	922	0.5563	0.5065	0.5563	0.7459
0.2889	34.2222	924	0.5546	0.5283	0.5546	0.7447
0.2889	34.2963	926	0.5568	0.5283	0.5568	0.7462
0.2889	34.3704	928	0.5635	0.5065	0.5635	0.7507
0.2889	34.4444	930	0.5823	0.4841	0.5823	0.7631
0.2889	34.5185	932	0.5739	0.4841	0.5739	0.7576
0.2889	34.5926	934	0.5475	0.4888	0.5475	0.7400
0.2889	34.6667	936	0.5348	0.4150	0.5348	0.7313
0.2889	34.7407	938	0.5317	0.5189	0.5317	0.7292
0.2889	34.8148	940	0.5398	0.5335	0.5398	0.7347
0.2889	34.8889	942	0.5495	0.5663	0.5495	0.7413
0.2889	34.9630	944	0.5592	0.5592	0.5592	0.7478
0.2889	35.0370	946	0.5657	0.5061	0.5657	0.7521
0.2889	35.1111	948	0.5799	0.4997	0.5799	0.7615
0.2889	35.1852	950	0.5797	0.4997	0.5797	0.7614
0.2889	35.2593	952	0.5712	0.4997	0.5712	0.7558
0.2889	35.3333	954	0.5564	0.4997	0.5564	0.7459
0.2889	35.4074	956	0.5444	0.5208	0.5444	0.7379
0.2889	35.4815	958	0.5351	0.4677	0.5351	0.7315
0.2889	35.5556	960	0.5340	0.4505	0.5340	0.7307
0.2889	35.6296	962	0.5358	0.4762	0.5358	0.7320
0.2889	35.7037	964	0.5411	0.5208	0.5411	0.7356
0.2889	35.7778	966	0.5540	0.5065	0.5540	0.7443
0.2889	35.8519	968	0.5583	0.4997	0.5583	0.7472
0.2889	35.9259	970	0.5493	0.5065	0.5493	0.7411
0.2889	36.0	972	0.5570	0.4997	0.5570	0.7463
0.2889	36.0741	974	0.5533	0.5212	0.5533	0.7438
0.2889	36.1481	976	0.5388	0.5335	0.5388	0.7340
0.2889	36.2222	978	0.5285	0.5356	0.5285	0.7270
0.2889	36.2963	980	0.5431	0.5283	0.5431	0.7369
0.2889	36.3704	982	0.5589	0.5212	0.5589	0.7476
0.2889	36.4444	984	0.5811	0.5230	0.5811	0.7623
0.2889	36.5185	986	0.5890	0.5230	0.5890	0.7675
0.2889	36.5926	988	0.5860	0.5230	0.5860	0.7655
0.2889	36.6667	990	0.5876	0.5230	0.5876	0.7665
0.2889	36.7407	992	0.6024	0.5015	0.6024	0.7762
0.2889	36.8148	994	0.6051	0.5015	0.6051	0.7779
0.2889	36.8889	996	0.5845	0.4841	0.5845	0.7645
0.2889	36.9630	998	0.5554	0.4908	0.5554	0.7452
0.0617	37.0370	1000	0.5356	0.5171	0.5356	0.7318
0.0617	37.1111	1002	0.5436	0.5361	0.5436	0.7373
0.0617	37.1852	1004	0.5531	0.4681	0.5531	0.7437
0.0617	37.2593	1006	0.5444	0.5208	0.5444	0.7379
0.0617	37.3333	1008	0.5410	0.4869	0.5410	0.7356
0.0617	37.4074	1010	0.5705	0.4908	0.5705	0.7553
0.0617	37.4815	1012	0.6323	0.4860	0.6323	0.7952
0.0617	37.5556	1014	0.6698	0.3983	0.6698	0.8184
0.0617	37.6296	1016	0.6590	0.3983	0.6590	0.8118

Framework versions

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