ArabicNewSplits7_B_usingWellWrittenEssays_FineTuningAraBERT_run999_AugV5_k1_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: 0.4163
• Qwk: 0.5267
• Mse: 0.4163
• Rmse: 0.6452

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	0.2857	2	2.5847	-0.0545	2.5847	1.6077
No log	0.5714	4	1.1679	0.0993	1.1679	1.0807
No log	0.8571	6	0.7084	0.0893	0.7084	0.8417
No log	1.1429	8	0.8818	0.2651	0.8818	0.9391
No log	1.4286	10	0.8770	0.2552	0.8770	0.9365
No log	1.7143	12	0.7326	0.2871	0.7326	0.8559
No log	2.0	14	0.6137	0.3197	0.6137	0.7834
No log	2.2857	16	0.5657	0.4161	0.5657	0.7521
No log	2.5714	18	0.5944	0.3416	0.5944	0.7710
No log	2.8571	20	0.5174	0.4561	0.5174	0.7193
No log	3.1429	22	0.5026	0.4354	0.5026	0.7090
No log	3.4286	24	0.4933	0.4444	0.4933	0.7023
No log	3.7143	26	0.5254	0.4370	0.5254	0.7249
No log	4.0	28	0.5601	0.4330	0.5601	0.7484
No log	4.2857	30	0.4951	0.5466	0.4951	0.7037
No log	4.5714	32	0.4624	0.5373	0.4624	0.6800
No log	4.8571	34	0.4230	0.6295	0.4230	0.6504
No log	5.1429	36	0.4533	0.5868	0.4533	0.6733
No log	5.4286	38	0.3891	0.6458	0.3891	0.6238
No log	5.7143	40	0.4106	0.6184	0.4106	0.6408
No log	6.0	42	0.5541	0.6587	0.5541	0.7444
No log	6.2857	44	0.5450	0.6263	0.5450	0.7383
No log	6.5714	46	0.4511	0.5798	0.4511	0.6717
No log	6.8571	48	0.5396	0.6765	0.5396	0.7346
No log	7.1429	50	0.3981	0.7123	0.3981	0.6309
No log	7.4286	52	0.5540	0.5657	0.5540	0.7443
No log	7.7143	54	1.0452	0.2990	1.0452	1.0223
No log	8.0	56	1.0185	0.3290	1.0185	1.0092
No log	8.2857	58	0.5688	0.5017	0.5688	0.7542
No log	8.5714	60	0.4385	0.6313	0.4385	0.6622
No log	8.8571	62	0.5364	0.5722	0.5364	0.7324
No log	9.1429	64	0.4873	0.6670	0.4873	0.6981
No log	9.4286	66	0.4862	0.5339	0.4862	0.6972
No log	9.7143	68	0.6790	0.4921	0.6790	0.8240
No log	10.0	70	0.6722	0.5160	0.6722	0.8199
No log	10.2857	72	0.5552	0.5498	0.5552	0.7451
No log	10.5714	74	0.4779	0.6010	0.4779	0.6913
No log	10.8571	76	0.4970	0.5817	0.4970	0.7050
No log	11.1429	78	0.4601	0.6076	0.4601	0.6783
No log	11.4286	80	0.5461	0.5672	0.5461	0.7390
No log	11.7143	82	0.6890	0.4667	0.6890	0.8301
No log	12.0	84	0.5512	0.5315	0.5512	0.7424
No log	12.2857	86	0.4524	0.5633	0.4524	0.6726
No log	12.5714	88	0.5360	0.5481	0.5360	0.7321
No log	12.8571	90	0.6668	0.5243	0.6668	0.8166
No log	13.1429	92	0.4830	0.5570	0.4830	0.6950
No log	13.4286	94	0.4624	0.5339	0.4624	0.6800
No log	13.7143	96	0.5056	0.5470	0.5056	0.7110
No log	14.0	98	0.4221	0.5475	0.4221	0.6497
No log	14.2857	100	0.4074	0.6596	0.4074	0.6383
No log	14.5714	102	0.4089	0.6596	0.4089	0.6395
No log	14.8571	104	0.4013	0.6060	0.4013	0.6335
No log	15.1429	106	0.4072	0.5722	0.4072	0.6381
No log	15.4286	108	0.4069	0.5479	0.4069	0.6379
No log	15.7143	110	0.3896	0.6201	0.3896	0.6242
No log	16.0	112	0.4330	0.6388	0.4330	0.6580
No log	16.2857	114	0.4085	0.6490	0.4085	0.6392
No log	16.5714	116	0.4058	0.6278	0.4058	0.6370
No log	16.8571	118	0.4000	0.6490	0.4000	0.6325
No log	17.1429	120	0.3925	0.5539	0.3925	0.6265
No log	17.4286	122	0.3918	0.5782	0.3918	0.6259
No log	17.7143	124	0.3939	0.6503	0.3939	0.6276
No log	18.0	126	0.4008	0.5853	0.4008	0.6331
No log	18.2857	128	0.4045	0.6701	0.4045	0.6360
No log	18.5714	130	0.4060	0.6142	0.4060	0.6371
No log	18.8571	132	0.4484	0.6169	0.4484	0.6696
No log	19.1429	134	0.4426	0.6169	0.4426	0.6653
No log	19.4286	136	0.4139	0.6678	0.4139	0.6433
No log	19.7143	138	0.3923	0.6643	0.3923	0.6263
No log	20.0	140	0.3947	0.6747	0.3947	0.6283
No log	20.2857	142	0.4032	0.6854	0.4032	0.6349
No log	20.5714	144	0.3916	0.6542	0.3916	0.6258
No log	20.8571	146	0.3908	0.6627	0.3908	0.6252
No log	21.1429	148	0.4166	0.7052	0.4166	0.6455
No log	21.4286	150	0.4734	0.5567	0.4734	0.6880
No log	21.7143	152	0.5077	0.6088	0.5077	0.7126
No log	22.0	154	0.4498	0.6287	0.4498	0.6707
No log	22.2857	156	0.4239	0.6968	0.4239	0.6511
No log	22.5714	158	0.4240	0.6975	0.4240	0.6511
No log	22.8571	160	0.4161	0.6643	0.4161	0.6451
No log	23.1429	162	0.4205	0.5698	0.4205	0.6485
No log	23.4286	164	0.4184	0.6229	0.4184	0.6468
No log	23.7143	166	0.4235	0.5698	0.4235	0.6508
No log	24.0	168	0.4586	0.5124	0.4586	0.6772
No log	24.2857	170	0.4622	0.4881	0.4622	0.6799
No log	24.5714	172	0.4639	0.5527	0.4639	0.6811
No log	24.8571	174	0.4502	0.5649	0.4502	0.6709
No log	25.1429	176	0.4411	0.5974	0.4411	0.6641
No log	25.4286	178	0.4654	0.6305	0.4654	0.6822
No log	25.7143	180	0.4581	0.6296	0.4581	0.6769
No log	26.0	182	0.4324	0.5926	0.4324	0.6576
No log	26.2857	184	0.4312	0.5656	0.4312	0.6567
No log	26.5714	186	0.4436	0.5831	0.4436	0.6660
No log	26.8571	188	0.4371	0.5731	0.4371	0.6611
No log	27.1429	190	0.4254	0.5860	0.4254	0.6522
No log	27.4286	192	0.4413	0.6201	0.4413	0.6643
No log	27.7143	194	0.4523	0.6495	0.4523	0.6725
No log	28.0	196	0.4151	0.6983	0.4151	0.6443
No log	28.2857	198	0.3907	0.6828	0.3907	0.6251
No log	28.5714	200	0.4017	0.6183	0.4017	0.6338
No log	28.8571	202	0.3992	0.6183	0.3992	0.6319
No log	29.1429	204	0.3900	0.7095	0.3900	0.6245
No log	29.4286	206	0.3955	0.7073	0.3955	0.6289
No log	29.7143	208	0.3990	0.6479	0.3990	0.6317
No log	30.0	210	0.4296	0.6127	0.4296	0.6555
No log	30.2857	212	0.4053	0.6292	0.4053	0.6366
No log	30.5714	214	0.3996	0.7073	0.3996	0.6322
No log	30.8571	216	0.4009	0.7073	0.4009	0.6331
No log	31.1429	218	0.3906	0.7003	0.3906	0.6250
No log	31.4286	220	0.4075	0.6402	0.4075	0.6384
No log	31.7143	222	0.4055	0.6407	0.4055	0.6368
No log	32.0	224	0.3925	0.6750	0.3925	0.6265
No log	32.2857	226	0.4021	0.6720	0.4021	0.6341
No log	32.5714	228	0.4088	0.6890	0.4088	0.6394
No log	32.8571	230	0.4200	0.6371	0.4200	0.6481
No log	33.1429	232	0.4313	0.6046	0.4313	0.6568
No log	33.4286	234	0.4369	0.6145	0.4369	0.6610
No log	33.7143	236	0.4467	0.6687	0.4467	0.6684
No log	34.0	238	0.4332	0.6973	0.4332	0.6582
No log	34.2857	240	0.4293	0.5649	0.4293	0.6552
No log	34.5714	242	0.4686	0.5528	0.4686	0.6845
No log	34.8571	244	0.4966	0.5808	0.4966	0.7047
No log	35.1429	246	0.4907	0.5883	0.4907	0.7005
No log	35.4286	248	0.4640	0.5672	0.4640	0.6812
No log	35.7143	250	0.4102	0.6395	0.4102	0.6405
No log	36.0	252	0.3968	0.6645	0.3968	0.6299
No log	36.2857	254	0.3963	0.6464	0.3963	0.6296
No log	36.5714	256	0.4017	0.6282	0.4017	0.6338
No log	36.8571	258	0.3942	0.6154	0.3942	0.6279
No log	37.1429	260	0.3802	0.7227	0.3802	0.6166
No log	37.4286	262	0.3829	0.7085	0.3829	0.6188
No log	37.7143	264	0.3833	0.7238	0.3833	0.6191
No log	38.0	266	0.3820	0.7588	0.3820	0.6180
No log	38.2857	268	0.4355	0.5908	0.4355	0.6600
No log	38.5714	270	0.4503	0.5908	0.4503	0.6710
No log	38.8571	272	0.4037	0.6771	0.4037	0.6354
No log	39.1429	274	0.3847	0.6542	0.3847	0.6202
No log	39.4286	276	0.4026	0.6264	0.4026	0.6345
No log	39.7143	278	0.4247	0.6156	0.4247	0.6517
No log	40.0	280	0.4182	0.6264	0.4182	0.6467
No log	40.2857	282	0.4135	0.6374	0.4135	0.6430
No log	40.5714	284	0.4195	0.5305	0.4195	0.6477
No log	40.8571	286	0.4320	0.5065	0.4320	0.6573
No log	41.1429	288	0.4285	0.5065	0.4285	0.6546
No log	41.4286	290	0.4202	0.5539	0.4202	0.6482
No log	41.7143	292	0.4184	0.5846	0.4184	0.6469
No log	42.0	294	0.4239	0.5580	0.4239	0.6511
No log	42.2857	296	0.4373	0.5266	0.4373	0.6613
No log	42.5714	298	0.4366	0.5195	0.4366	0.6608
No log	42.8571	300	0.4208	0.6184	0.4208	0.6487
No log	43.1429	302	0.4088	0.6634	0.4088	0.6394
No log	43.4286	304	0.4047	0.6344	0.4047	0.6362
No log	43.7143	306	0.4030	0.6555	0.4030	0.6348
No log	44.0	308	0.4029	0.7266	0.4029	0.6348
No log	44.2857	310	0.4053	0.7154	0.4053	0.6366
No log	44.5714	312	0.3944	0.6724	0.3944	0.6280
No log	44.8571	314	0.3886	0.6555	0.3886	0.6234
No log	45.1429	316	0.4266	0.5569	0.4266	0.6531
No log	45.4286	318	0.4584	0.5983	0.4584	0.6771
No log	45.7143	320	0.4464	0.5779	0.4464	0.6681
No log	46.0	322	0.4085	0.6282	0.4085	0.6392
No log	46.2857	324	0.3959	0.6648	0.3959	0.6292
No log	46.5714	326	0.3991	0.6648	0.3991	0.6317
No log	46.8571	328	0.4040	0.5930	0.4040	0.6356
No log	47.1429	330	0.4067	0.5915	0.4067	0.6377
No log	47.4286	332	0.4121	0.6046	0.4121	0.6420
No log	47.7143	334	0.4187	0.6530	0.4187	0.6471
No log	48.0	336	0.4140	0.6530	0.4140	0.6434
No log	48.2857	338	0.4044	0.6460	0.4044	0.6359
No log	48.5714	340	0.4065	0.5904	0.4065	0.6376
No log	48.8571	342	0.4200	0.5495	0.4200	0.6481
No log	49.1429	344	0.4343	0.5811	0.4343	0.6590
No log	49.4286	346	0.4375	0.5811	0.4375	0.6614
No log	49.7143	348	0.4254	0.5495	0.4254	0.6522
No log	50.0	350	0.4047	0.5714	0.4047	0.6361
No log	50.2857	352	0.4078	0.6820	0.4078	0.6386
No log	50.5714	354	0.4147	0.6506	0.4147	0.6440
No log	50.8571	356	0.4058	0.6712	0.4058	0.6370
No log	51.1429	358	0.3941	0.6942	0.3941	0.6278
No log	51.4286	360	0.3999	0.5985	0.3999	0.6324
No log	51.7143	362	0.4155	0.5841	0.4155	0.6446
No log	52.0	364	0.4258	0.5970	0.4258	0.6526
No log	52.2857	366	0.4243	0.6434	0.4243	0.6514
No log	52.5714	368	0.4150	0.6333	0.4150	0.6442
No log	52.8571	370	0.4219	0.6257	0.4219	0.6495
No log	53.1429	372	0.4235	0.6257	0.4235	0.6508
No log	53.4286	374	0.4163	0.6405	0.4163	0.6452
No log	53.7143	376	0.4130	0.6298	0.4130	0.6426
No log	54.0	378	0.4086	0.6452	0.4086	0.6392
No log	54.2857	380	0.4088	0.5714	0.4088	0.6394
No log	54.5714	382	0.4092	0.5227	0.4092	0.6397
No log	54.8571	384	0.4098	0.5440	0.4098	0.6401
No log	55.1429	386	0.4150	0.6096	0.4150	0.6442
No log	55.4286	388	0.4142	0.6096	0.4142	0.6436
No log	55.7143	390	0.4094	0.6326	0.4094	0.6398
No log	56.0	392	0.4043	0.6919	0.4043	0.6359
No log	56.2857	394	0.4043	0.6395	0.4043	0.6358
No log	56.5714	396	0.4169	0.6143	0.4169	0.6457
No log	56.8571	398	0.4338	0.5498	0.4338	0.6586
No log	57.1429	400	0.4236	0.5692	0.4236	0.6508
No log	57.4286	402	0.4065	0.6034	0.4065	0.6375
No log	57.7143	404	0.4081	0.5956	0.4081	0.6388
No log	58.0	406	0.4104	0.5956	0.4104	0.6406
No log	58.2857	408	0.3976	0.6860	0.3976	0.6305
No log	58.5714	410	0.3950	0.6672	0.3950	0.6285
No log	58.8571	412	0.3986	0.6389	0.3986	0.6314
No log	59.1429	414	0.4163	0.5841	0.4163	0.6452
No log	59.4286	416	0.4267	0.5569	0.4267	0.6532
No log	59.7143	418	0.4411	0.5569	0.4411	0.6641
No log	60.0	420	0.4347	0.5718	0.4347	0.6593
No log	60.2857	422	0.4149	0.5702	0.4149	0.6442
No log	60.5714	424	0.4089	0.5152	0.4089	0.6395
No log	60.8571	426	0.4099	0.5584	0.4099	0.6403
No log	61.1429	428	0.4133	0.5800	0.4133	0.6429
No log	61.4286	430	0.4166	0.5361	0.4166	0.6454
No log	61.7143	432	0.4188	0.5600	0.4188	0.6472
No log	62.0	434	0.4237	0.5152	0.4237	0.6509
No log	62.2857	436	0.4338	0.5098	0.4338	0.6586
No log	62.5714	438	0.4377	0.5495	0.4377	0.6616
No log	62.8571	440	0.4284	0.5028	0.4284	0.6545
No log	63.1429	442	0.4143	0.5152	0.4143	0.6437
No log	63.4286	444	0.4088	0.5600	0.4088	0.6393
No log	63.7143	446	0.4074	0.6076	0.4074	0.6383
No log	64.0	448	0.4074	0.6076	0.4074	0.6383
No log	64.2857	450	0.4071	0.6389	0.4071	0.6381
No log	64.5714	452	0.4040	0.6076	0.4040	0.6356
No log	64.8571	454	0.4029	0.5379	0.4029	0.6347
No log	65.1429	456	0.4061	0.5397	0.4061	0.6372
No log	65.4286	458	0.4078	0.6156	0.4078	0.6386
No log	65.7143	460	0.4095	0.6156	0.4095	0.6399
No log	66.0	462	0.4103	0.6156	0.4103	0.6405
No log	66.2857	464	0.4119	0.5941	0.4119	0.6418
No log	66.5714	466	0.4150	0.5522	0.4150	0.6442
No log	66.8571	468	0.4204	0.4703	0.4204	0.6484
No log	67.1429	470	0.4262	0.4703	0.4262	0.6529
No log	67.4286	472	0.4298	0.4774	0.4298	0.6556
No log	67.7143	474	0.4327	0.4774	0.4327	0.6578
No log	68.0	476	0.4353	0.5267	0.4353	0.6598
No log	68.2857	478	0.4361	0.5267	0.4361	0.6603
No log	68.5714	480	0.4356	0.5267	0.4356	0.6600
No log	68.8571	482	0.4320	0.5267	0.4320	0.6573
No log	69.1429	484	0.4276	0.5267	0.4276	0.6539
No log	69.4286	486	0.4218	0.5267	0.4218	0.6495
No log	69.7143	488	0.4213	0.5044	0.4213	0.6491
No log	70.0	490	0.4227	0.4970	0.4227	0.6502
No log	70.2857	492	0.4278	0.5227	0.4278	0.6541
No log	70.5714	494	0.4262	0.5475	0.4262	0.6528
No log	70.8571	496	0.4192	0.5227	0.4192	0.6475
No log	71.1429	498	0.4127	0.4970	0.4127	0.6424
0.1864	71.4286	500	0.4169	0.5397	0.4169	0.6457
0.1864	71.7143	502	0.4216	0.5397	0.4216	0.6493
0.1864	72.0	504	0.4212	0.5397	0.4212	0.6490
0.1864	72.2857	506	0.4146	0.5208	0.4146	0.6439
0.1864	72.5714	508	0.4128	0.5024	0.4128	0.6425
0.1864	72.8571	510	0.4163	0.5267	0.4163	0.6452

Framework versions

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