ArabicNewSplits7_FineTuningAraBERT_run2_AugV5_k1_task2_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: 0.8899
• Qwk: 0.4996
• Mse: 0.8899
• Rmse: 0.9434

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	0.3333	2	4.5513	0.0163	4.5513	2.1334
No log	0.6667	4	3.2075	-0.0038	3.2075	1.7909
No log	1.0	6	2.1306	0.1271	2.1306	1.4597
No log	1.3333	8	1.3656	-0.0047	1.3656	1.1686
No log	1.6667	10	1.2944	0.0883	1.2944	1.1377
No log	2.0	12	1.2570	0.0353	1.2570	1.1212
No log	2.3333	14	1.2407	0.0454	1.2407	1.1139
No log	2.6667	16	1.2351	0.0253	1.2351	1.1114
No log	3.0	18	1.2107	0.2360	1.2107	1.1003
No log	3.3333	20	1.2116	0.3679	1.2116	1.1007
No log	3.6667	22	1.3519	0.0	1.3519	1.1627
No log	4.0	24	1.3695	0.0	1.3695	1.1703
No log	4.3333	26	1.2303	0.1076	1.2303	1.1092
No log	4.6667	28	1.1332	0.3394	1.1332	1.0645
No log	5.0	30	1.0975	0.4072	1.0975	1.0476
No log	5.3333	32	1.0632	0.3201	1.0632	1.0311
No log	5.6667	34	1.0349	0.4072	1.0349	1.0173
No log	6.0	36	1.0109	0.4222	1.0109	1.0054
No log	6.3333	38	1.0531	0.3131	1.0531	1.0262
No log	6.6667	40	1.1234	0.1587	1.1234	1.0599
No log	7.0	42	1.0142	0.2984	1.0142	1.0071
No log	7.3333	44	0.9172	0.3627	0.9172	0.9577
No log	7.6667	46	0.9207	0.3627	0.9207	0.9595
No log	8.0	48	0.9292	0.3724	0.9292	0.9639
No log	8.3333	50	0.9050	0.4418	0.9050	0.9513
No log	8.6667	52	0.9494	0.4835	0.9494	0.9744
No log	9.0	54	0.8738	0.5410	0.8738	0.9348
No log	9.3333	56	0.9880	0.4890	0.9880	0.9940
No log	9.6667	58	1.0896	0.4325	1.0896	1.0439
No log	10.0	60	0.9008	0.4565	0.9008	0.9491
No log	10.3333	62	0.9316	0.4948	0.9316	0.9652
No log	10.6667	64	0.9888	0.4694	0.9888	0.9944
No log	11.0	66	0.8798	0.5291	0.8798	0.9380
No log	11.3333	68	0.9552	0.4420	0.9552	0.9773
No log	11.6667	70	1.1247	0.4216	1.1247	1.0605
No log	12.0	72	1.1350	0.4140	1.1350	1.0654
No log	12.3333	74	0.9840	0.4515	0.9840	0.9920
No log	12.6667	76	0.9046	0.4864	0.9046	0.9511
No log	13.0	78	0.9070	0.4864	0.9070	0.9523
No log	13.3333	80	0.8929	0.5011	0.8929	0.9449
No log	13.6667	82	0.8999	0.5324	0.8999	0.9486
No log	14.0	84	0.9354	0.4970	0.9354	0.9672
No log	14.3333	86	0.9531	0.4316	0.9531	0.9763
No log	14.6667	88	0.9018	0.4672	0.9018	0.9497
No log	15.0	90	0.8518	0.5197	0.8518	0.9229
No log	15.3333	92	1.0451	0.4775	1.0451	1.0223
No log	15.6667	94	0.9610	0.4657	0.9610	0.9803
No log	16.0	96	0.8465	0.5431	0.8465	0.9200
No log	16.3333	98	1.0238	0.4862	1.0238	1.0118
No log	16.6667	100	1.0679	0.4440	1.0679	1.0334
No log	17.0	102	0.9278	0.4113	0.9278	0.9632
No log	17.3333	104	0.8603	0.4995	0.8603	0.9275
No log	17.6667	106	0.8593	0.4865	0.8593	0.9270
No log	18.0	108	0.8815	0.4611	0.8815	0.9389
No log	18.3333	110	0.8691	0.4611	0.8691	0.9322
No log	18.6667	112	0.8700	0.4611	0.8700	0.9327
No log	19.0	114	0.8544	0.5283	0.8544	0.9243
No log	19.3333	116	0.8604	0.4995	0.8604	0.9276
No log	19.6667	118	0.9822	0.3958	0.9822	0.9910
No log	20.0	120	1.1398	0.4156	1.1398	1.0676
No log	20.3333	122	1.1775	0.4050	1.1775	1.0851
No log	20.6667	124	1.0273	0.4851	1.0273	1.0136
No log	21.0	126	0.9102	0.4726	0.9102	0.9541
No log	21.3333	128	0.8884	0.4643	0.8884	0.9425
No log	21.6667	130	0.8879	0.4912	0.8879	0.9423
No log	22.0	132	0.8605	0.4962	0.8605	0.9276
No log	22.3333	134	0.8580	0.5329	0.8580	0.9263
No log	22.6667	136	0.9430	0.4166	0.9430	0.9711
No log	23.0	138	1.0389	0.3068	1.0389	1.0192
No log	23.3333	140	1.0090	0.3596	1.0090	1.0045
No log	23.6667	142	0.9273	0.3885	0.9273	0.9629
No log	24.0	144	0.8643	0.4865	0.8643	0.9297
No log	24.3333	146	0.8450	0.5027	0.8450	0.9193
No log	24.6667	148	0.8629	0.5184	0.8629	0.9289
No log	25.0	150	0.9412	0.3990	0.9412	0.9702
No log	25.3333	152	1.0010	0.3758	1.0010	1.0005
No log	25.6667	154	0.9456	0.3986	0.9456	0.9724
No log	26.0	156	0.8900	0.4884	0.8900	0.9434
No log	26.3333	158	0.8875	0.4884	0.8875	0.9421
No log	26.6667	160	0.8790	0.4898	0.8790	0.9375
No log	27.0	162	0.8894	0.4884	0.8894	0.9431
No log	27.3333	164	0.9252	0.3919	0.9252	0.9619
No log	27.6667	166	0.9261	0.4275	0.9261	0.9624
No log	28.0	168	0.9074	0.4527	0.9074	0.9526
No log	28.3333	170	0.9135	0.4430	0.9135	0.9558
No log	28.6667	172	0.9248	0.4430	0.9248	0.9616
No log	29.0	174	0.9556	0.4698	0.9556	0.9775
No log	29.3333	176	0.9405	0.4426	0.9405	0.9698
No log	29.6667	178	0.9391	0.4430	0.9391	0.9690
No log	30.0	180	0.9449	0.4304	0.9449	0.9720
No log	30.3333	182	0.9538	0.4304	0.9538	0.9766
No log	30.6667	184	0.9443	0.4306	0.9443	0.9718
No log	31.0	186	0.9378	0.4308	0.9378	0.9684
No log	31.3333	188	0.9378	0.4311	0.9378	0.9684
No log	31.6667	190	0.9218	0.4311	0.9218	0.9601
No log	32.0	192	0.9138	0.4568	0.9138	0.9559
No log	32.3333	194	0.9027	0.4560	0.9027	0.9501
No log	32.6667	196	0.8938	0.4560	0.8938	0.9454
No log	33.0	198	0.8941	0.4554	0.8941	0.9456
No log	33.3333	200	0.9356	0.4590	0.9356	0.9672
No log	33.6667	202	1.0014	0.4119	1.0014	1.0007
No log	34.0	204	0.9700	0.3986	0.9700	0.9849
No log	34.3333	206	0.9230	0.4144	0.9230	0.9607
No log	34.6667	208	0.8799	0.4898	0.8799	0.9380
No log	35.0	210	0.8681	0.4898	0.8681	0.9317
No log	35.3333	212	0.8860	0.5059	0.8860	0.9413
No log	35.6667	214	0.9203	0.4356	0.9203	0.9593
No log	36.0	216	0.9155	0.4234	0.9155	0.9568
No log	36.3333	218	0.9105	0.4234	0.9105	0.9542
No log	36.6667	220	0.9017	0.4235	0.9017	0.9496
No log	37.0	222	0.8954	0.4235	0.8954	0.9462
No log	37.3333	224	0.9039	0.4235	0.9039	0.9507
No log	37.6667	226	0.9186	0.3986	0.9186	0.9584
No log	38.0	228	0.9549	0.3990	0.9549	0.9772
No log	38.3333	230	0.9506	0.4356	0.9506	0.9750
No log	38.6667	232	0.9023	0.4435	0.9023	0.9499
No log	39.0	234	0.8923	0.4440	0.8923	0.9446
No log	39.3333	236	0.8981	0.4308	0.8981	0.9477
No log	39.6667	238	0.9018	0.4311	0.9018	0.9497
No log	40.0	240	0.8820	0.4705	0.8820	0.9391
No log	40.3333	242	0.9032	0.4962	0.9032	0.9504
No log	40.6667	244	0.9053	0.5438	0.9053	0.9515
No log	41.0	246	0.8762	0.5089	0.8762	0.9361
No log	41.3333	248	0.8863	0.4644	0.8863	0.9414
No log	41.6667	250	0.9834	0.4423	0.9834	0.9917
No log	42.0	252	1.0245	0.3888	1.0245	1.0122
No log	42.3333	254	0.9726	0.4638	0.9726	0.9862
No log	42.6667	256	0.9168	0.4270	0.9168	0.9575
No log	43.0	258	0.8870	0.5011	0.8870	0.9418
No log	43.3333	260	0.8894	0.5027	0.8894	0.9431
No log	43.6667	262	0.9201	0.4366	0.9201	0.9592
No log	44.0	264	0.9436	0.4237	0.9436	0.9714
No log	44.3333	266	0.9535	0.3635	0.9535	0.9765
No log	44.6667	268	0.9290	0.4363	0.9290	0.9639
No log	45.0	270	0.8991	0.5089	0.8991	0.9482
No log	45.3333	272	0.8889	0.5089	0.8889	0.9428
No log	45.6667	274	0.8753	0.5089	0.8753	0.9356
No log	46.0	276	0.8823	0.4840	0.8823	0.9393
No log	46.3333	278	0.8993	0.4714	0.8993	0.9483
No log	46.6667	280	0.8831	0.4714	0.8831	0.9397
No log	47.0	282	0.8697	0.5011	0.8697	0.9326
No log	47.3333	284	0.8718	0.5262	0.8718	0.9337
No log	47.6667	286	0.8811	0.5011	0.8811	0.9387
No log	48.0	288	0.9098	0.4493	0.9098	0.9538
No log	48.3333	290	0.9774	0.3285	0.9774	0.9886
No log	48.6667	292	1.0101	0.3173	1.0101	1.0051
No log	49.0	294	1.0075	0.3173	1.0075	1.0038
No log	49.3333	296	0.9527	0.3584	0.9527	0.9761
No log	49.6667	298	0.9030	0.5155	0.9030	0.9503
No log	50.0	300	0.9382	0.5089	0.9382	0.9686
No log	50.3333	302	0.9589	0.4815	0.9589	0.9792
No log	50.6667	304	0.9342	0.5089	0.9342	0.9665
No log	51.0	306	0.9066	0.5283	0.9066	0.9521
No log	51.3333	308	0.9214	0.4995	0.9214	0.9599
No log	51.6667	310	0.9427	0.3880	0.9427	0.9709
No log	52.0	312	0.9536	0.3602	0.9536	0.9765
No log	52.3333	314	0.9396	0.3590	0.9396	0.9694
No log	52.6667	316	0.9171	0.3874	0.9171	0.9577
No log	53.0	318	0.9032	0.4277	0.9032	0.9504
No log	53.3333	320	0.9060	0.3886	0.9060	0.9518
No log	53.6667	322	0.9374	0.3624	0.9374	0.9682
No log	54.0	324	0.9482	0.3725	0.9482	0.9737
No log	54.3333	326	0.9170	0.3854	0.9170	0.9576
No log	54.6667	328	0.8756	0.4965	0.8756	0.9357
No log	55.0	330	0.8537	0.5213	0.8537	0.9240
No log	55.3333	332	0.8475	0.5458	0.8475	0.9206
No log	55.6667	334	0.8473	0.5458	0.8473	0.9205
No log	56.0	336	0.8615	0.5089	0.8615	0.9282
No log	56.3333	338	0.8909	0.4334	0.8909	0.9439
No log	56.6667	340	0.8854	0.4397	0.8854	0.9410
No log	57.0	342	0.8629	0.5089	0.8629	0.9289
No log	57.3333	344	0.8379	0.5381	0.8379	0.9154
No log	57.6667	346	0.8363	0.5508	0.8363	0.9145
No log	58.0	348	0.8385	0.5508	0.8385	0.9157
No log	58.3333	350	0.8450	0.5011	0.8450	0.9192
No log	58.6667	352	0.8616	0.4767	0.8616	0.9282
No log	59.0	354	0.8580	0.4767	0.8580	0.9263
No log	59.3333	356	0.8562	0.4778	0.8562	0.9253
No log	59.6667	358	0.8603	0.4767	0.8603	0.9275
No log	60.0	360	0.8707	0.4996	0.8707	0.9331
No log	60.3333	362	0.8785	0.4767	0.8785	0.9373
No log	60.6667	364	0.9001	0.4521	0.9001	0.9487
No log	61.0	366	0.9166	0.4145	0.9166	0.9574
No log	61.3333	368	0.9197	0.4016	0.9197	0.9590
No log	61.6667	370	0.9072	0.4013	0.9072	0.9525
No log	62.0	372	0.8911	0.4499	0.8911	0.9440
No log	62.3333	374	0.8912	0.4852	0.8912	0.9440
No log	62.6667	376	0.9156	0.3478	0.9156	0.9569
No log	63.0	378	0.9320	0.3716	0.9320	0.9654
No log	63.3333	380	0.9267	0.3716	0.9267	0.9627
No log	63.6667	382	0.8968	0.4965	0.8968	0.9470
No log	64.0	384	0.8810	0.5089	0.8810	0.9386
No log	64.3333	386	0.8716	0.5336	0.8716	0.9336
No log	64.6667	388	0.8701	0.5358	0.8701	0.9328
No log	65.0	390	0.8702	0.5336	0.8702	0.9329
No log	65.3333	392	0.8829	0.5089	0.8829	0.9397
No log	65.6667	394	0.9083	0.5165	0.9083	0.9531
No log	66.0	396	0.9164	0.4934	0.9164	0.9573
No log	66.3333	398	0.9230	0.4238	0.9230	0.9607
No log	66.6667	400	0.9180	0.4369	0.9180	0.9581
No log	67.0	402	0.8958	0.5089	0.8958	0.9465
No log	67.3333	404	0.8830	0.4996	0.8830	0.9397
No log	67.6667	406	0.8854	0.5155	0.8854	0.9410
No log	68.0	408	0.8875	0.5011	0.8875	0.9421
No log	68.3333	410	0.8951	0.4996	0.8951	0.9461
No log	68.6667	412	0.9086	0.5089	0.9086	0.9532
No log	69.0	414	0.9175	0.4273	0.9175	0.9579
No log	69.3333	416	0.9067	0.5089	0.9067	0.9522
No log	69.6667	418	0.8953	0.5011	0.8953	0.9462
No log	70.0	420	0.8932	0.5011	0.8932	0.9451
No log	70.3333	422	0.8948	0.5011	0.8948	0.9459
No log	70.6667	424	0.8997	0.5089	0.8997	0.9485
No log	71.0	426	0.9079	0.4746	0.9079	0.9528
No log	71.3333	428	0.9195	0.4397	0.9195	0.9589
No log	71.6667	430	0.9310	0.4146	0.9310	0.9649
No log	72.0	432	0.9439	0.4111	0.9439	0.9715
No log	72.3333	434	0.9279	0.4022	0.9279	0.9633
No log	72.6667	436	0.8980	0.4965	0.8980	0.9476
No log	73.0	438	0.8720	0.5107	0.8720	0.9338
No log	73.3333	440	0.8647	0.5027	0.8647	0.9299
No log	73.6667	442	0.8652	0.5027	0.8652	0.9302
No log	74.0	444	0.8716	0.4996	0.8716	0.9336
No log	74.3333	446	0.8832	0.5089	0.8832	0.9398
No log	74.6667	448	0.8927	0.5089	0.8927	0.9448
No log	75.0	450	0.9005	0.4937	0.9005	0.9490
No log	75.3333	452	0.9104	0.4816	0.9104	0.9542
No log	75.6667	454	0.9089	0.4816	0.9089	0.9533
No log	76.0	456	0.9077	0.4816	0.9077	0.9527
No log	76.3333	458	0.9026	0.4736	0.9026	0.9500
No log	76.6667	460	0.8994	0.4736	0.8994	0.9484
No log	77.0	462	0.9043	0.4736	0.9043	0.9509
No log	77.3333	464	0.9124	0.4488	0.9124	0.9552
No log	77.6667	466	0.9217	0.4572	0.9217	0.9600
No log	78.0	468	0.9233	0.4572	0.9233	0.9609
No log	78.3333	470	0.9176	0.4366	0.9176	0.9579
No log	78.6667	472	0.9111	0.4369	0.9111	0.9545
No log	79.0	474	0.9016	0.5089	0.9016	0.9495
No log	79.3333	476	0.9021	0.5089	0.9021	0.9498
No log	79.6667	478	0.9064	0.5089	0.9064	0.9521
No log	80.0	480	0.9023	0.4996	0.9023	0.9499
No log	80.3333	482	0.8984	0.4996	0.8984	0.9478
No log	80.6667	484	0.9021	0.4996	0.9021	0.9498
No log	81.0	486	0.9045	0.4401	0.9045	0.9510
No log	81.3333	488	0.9126	0.4488	0.9126	0.9553
No log	81.6667	490	0.9226	0.4363	0.9226	0.9605
No log	82.0	492	0.9189	0.4363	0.9189	0.9586
No log	82.3333	494	0.9116	0.4273	0.9116	0.9548
No log	82.6667	496	0.9106	0.4273	0.9106	0.9542
No log	83.0	498	0.9034	0.4401	0.9034	0.9505
0.2423	83.3333	500	0.8954	0.5089	0.8954	0.9463
0.2423	83.6667	502	0.8914	0.4996	0.8914	0.9442
0.2423	84.0	504	0.8951	0.5089	0.8951	0.9461
0.2423	84.3333	506	0.8969	0.5089	0.8969	0.9471
0.2423	84.6667	508	0.8954	0.5089	0.8954	0.9463
0.2423	85.0	510	0.8899	0.4996	0.8899	0.9434

Framework versions

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