ArabicNewSplits7_FineTuningAraBERT_run2_AugV5_k18_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: 0.9149
• Qwk: 0.3270
• Mse: 0.9149
• Rmse: 0.9565

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	0.0364	2	4.7824	0.0010	4.7824	2.1869
No log	0.0727	4	2.7949	-0.0452	2.7949	1.6718
No log	0.1091	6	2.1438	0.0094	2.1438	1.4642
No log	0.1455	8	2.7067	-0.0681	2.7067	1.6452
No log	0.1818	10	2.0233	-0.0233	2.0233	1.4224
No log	0.2182	12	1.5715	0.0018	1.5715	1.2536
No log	0.2545	14	1.4950	-0.0522	1.4950	1.2227
No log	0.2909	16	1.5672	-0.0534	1.5672	1.2519
No log	0.3273	18	1.5126	-0.0603	1.5126	1.2299
No log	0.3636	20	1.4470	-0.0603	1.4470	1.2029
No log	0.4	22	1.5509	0.0124	1.5509	1.2454
No log	0.4364	24	1.5838	0.0121	1.5838	1.2585
No log	0.4727	26	1.3843	0.1472	1.3843	1.1766
No log	0.5091	28	1.2289	0.0741	1.2289	1.1085
No log	0.5455	30	1.2237	0.0700	1.2237	1.1062
No log	0.5818	32	1.2593	0.0527	1.2593	1.1222
No log	0.6182	34	1.2912	0.0353	1.2912	1.1363
No log	0.6545	36	1.3308	0.0353	1.3308	1.1536
No log	0.6909	38	1.2902	-0.0043	1.2902	1.1359
No log	0.7273	40	1.2761	0.1011	1.2761	1.1297
No log	0.7636	42	1.2610	0.1579	1.2610	1.1229
No log	0.8	44	1.2323	0.1530	1.2323	1.1101
No log	0.8364	46	1.1637	0.1904	1.1637	1.0788
No log	0.8727	48	1.1364	0.2785	1.1364	1.0660
No log	0.9091	50	1.1317	0.2038	1.1317	1.0638
No log	0.9455	52	1.1248	0.1546	1.1248	1.0606
No log	0.9818	54	1.1400	0.1706	1.1400	1.0677
No log	1.0182	56	1.1534	0.1911	1.1534	1.0740
No log	1.0545	58	1.1542	0.1860	1.1542	1.0743
No log	1.0909	60	1.0527	0.2658	1.0527	1.0260
No log	1.1273	62	1.1391	0.3433	1.1391	1.0673
No log	1.1636	64	1.5475	0.1520	1.5475	1.2440
No log	1.2	66	1.7204	0.1618	1.7204	1.3117
No log	1.2364	68	1.6726	0.1140	1.6726	1.2933
No log	1.2727	70	1.4407	0.1743	1.4407	1.2003
No log	1.3091	72	1.2061	0.2191	1.2061	1.0982
No log	1.3455	74	1.0773	0.3908	1.0773	1.0379
No log	1.3818	76	1.0337	0.3612	1.0337	1.0167
No log	1.4182	78	1.0452	0.3793	1.0452	1.0224
No log	1.4545	80	1.0376	0.3567	1.0376	1.0186
No log	1.4909	82	1.0425	0.3090	1.0425	1.0210
No log	1.5273	84	1.0665	0.2590	1.0665	1.0327
No log	1.5636	86	1.0196	0.3021	1.0196	1.0097
No log	1.6	88	1.0450	0.3615	1.0450	1.0222
No log	1.6364	90	1.0477	0.3960	1.0477	1.0236
No log	1.6727	92	1.0849	0.3476	1.0849	1.0416
No log	1.7091	94	1.0528	0.4137	1.0528	1.0260
No log	1.7455	96	0.9493	0.4059	0.9493	0.9743
No log	1.7818	98	0.8759	0.4039	0.8759	0.9359
No log	1.8182	100	0.8620	0.4394	0.8620	0.9284
No log	1.8545	102	0.8678	0.4202	0.8678	0.9316
No log	1.8909	104	0.8925	0.3169	0.8925	0.9447
No log	1.9273	106	0.9197	0.3168	0.9197	0.9590
No log	1.9636	108	0.9251	0.3627	0.9251	0.9618
No log	2.0	110	0.8916	0.3237	0.8916	0.9442
No log	2.0364	112	0.9214	0.5	0.9214	0.9599
No log	2.0727	114	1.2592	0.4371	1.2592	1.1222
No log	2.1091	116	1.3732	0.2662	1.3732	1.1719
No log	2.1455	118	1.1125	0.4803	1.1125	1.0547
No log	2.1818	120	0.9339	0.4736	0.9339	0.9664
No log	2.2182	122	1.0177	0.4454	1.0177	1.0088
No log	2.2545	124	0.9630	0.4626	0.9630	0.9813
No log	2.2909	126	0.9312	0.3412	0.9312	0.9650
No log	2.3273	128	1.0027	0.3686	1.0027	1.0013
No log	2.3636	130	1.0006	0.2999	1.0006	1.0003
No log	2.4	132	1.0824	0.3398	1.0824	1.0404
No log	2.4364	134	1.0805	0.3068	1.0805	1.0395
No log	2.4727	136	0.9812	0.3412	0.9812	0.9905
No log	2.5091	138	0.9718	0.3309	0.9718	0.9858
No log	2.5455	140	0.9882	0.3654	0.9882	0.9941
No log	2.5818	142	1.0588	0.4167	1.0588	1.0290
No log	2.6182	144	1.0454	0.4220	1.0454	1.0224
No log	2.6545	146	0.9737	0.4132	0.9737	0.9868
No log	2.6909	148	0.8723	0.4002	0.8723	0.9339
No log	2.7273	150	0.8535	0.3920	0.8535	0.9239
No log	2.7636	152	0.8600	0.4159	0.8600	0.9274
No log	2.8	154	0.8722	0.4316	0.8722	0.9339
No log	2.8364	156	0.9142	0.4019	0.9142	0.9562
No log	2.8727	158	0.8898	0.3694	0.8898	0.9433
No log	2.9091	160	0.8890	0.3914	0.8890	0.9428
No log	2.9455	162	0.9726	0.4136	0.9726	0.9862
No log	2.9818	164	0.9785	0.4136	0.9785	0.9892
No log	3.0182	166	0.9553	0.4408	0.9553	0.9774
No log	3.0545	168	0.8823	0.4609	0.8823	0.9393
No log	3.0909	170	0.9341	0.3986	0.9341	0.9665
No log	3.1273	172	0.9255	0.3747	0.9255	0.9620
No log	3.1636	174	0.8928	0.4009	0.8928	0.9449
No log	3.2	176	0.8475	0.3873	0.8475	0.9206
No log	3.2364	178	0.8674	0.5060	0.8674	0.9313
No log	3.2727	180	0.9141	0.4717	0.9141	0.9561
No log	3.3091	182	0.8991	0.4541	0.8991	0.9482
No log	3.3455	184	0.8841	0.2464	0.8841	0.9403
No log	3.3818	186	0.9046	0.3289	0.9046	0.9511
No log	3.4182	188	0.9082	0.3211	0.9082	0.9530
No log	3.4545	190	0.9116	0.4252	0.9116	0.9548
No log	3.4909	192	1.0372	0.4620	1.0372	1.0184
No log	3.5273	194	1.1275	0.4106	1.1275	1.0618
No log	3.5636	196	1.0208	0.4991	1.0208	1.0103
No log	3.6	198	0.9621	0.3956	0.9621	0.9809
No log	3.6364	200	0.9563	0.3261	0.9563	0.9779
No log	3.6727	202	0.9642	0.3478	0.9642	0.9819
No log	3.7091	204	0.9339	0.2692	0.9339	0.9664
No log	3.7455	206	0.9314	0.3299	0.9314	0.9651
No log	3.7818	208	0.9487	0.4444	0.9487	0.9740
No log	3.8182	210	0.9312	0.3250	0.9312	0.9650
No log	3.8545	212	0.9397	0.2843	0.9397	0.9694
No log	3.8909	214	0.9377	0.2843	0.9377	0.9683
No log	3.9273	216	0.9430	0.3753	0.9430	0.9711
No log	3.9636	218	0.9625	0.2692	0.9625	0.9811
No log	4.0	220	0.9935	0.1927	0.9935	0.9968
No log	4.0364	222	1.0045	0.1717	1.0045	1.0022
No log	4.0727	224	0.9831	0.1444	0.9831	0.9915
No log	4.1091	226	0.9914	0.1343	0.9914	0.9957
No log	4.1455	228	0.9805	0.1875	0.9805	0.9902
No log	4.1818	230	0.9858	0.1546	0.9858	0.9929
No log	4.2182	232	0.9715	0.2569	0.9715	0.9857
No log	4.2545	234	0.9670	0.1711	0.9670	0.9833
No log	4.2909	236	0.9446	0.2729	0.9446	0.9719
No log	4.3273	238	0.9305	0.3307	0.9305	0.9646
No log	4.3636	240	0.9226	0.3307	0.9226	0.9605
No log	4.4	242	0.9158	0.3551	0.9158	0.9570
No log	4.4364	244	0.9113	0.2621	0.9113	0.9546
No log	4.4727	246	0.9202	0.3779	0.9202	0.9593
No log	4.5091	248	1.0050	0.3992	1.0050	1.0025
No log	4.5455	250	1.0490	0.4417	1.0490	1.0242
No log	4.5818	252	0.9896	0.3660	0.9896	0.9948
No log	4.6182	254	0.9508	0.3070	0.9508	0.9751
No log	4.6545	256	0.9598	0.2164	0.9598	0.9797
No log	4.6909	258	0.9402	0.2972	0.9402	0.9697
No log	4.7273	260	0.9043	0.3174	0.9043	0.9509
No log	4.7636	262	0.9133	0.3866	0.9133	0.9557
No log	4.8	264	0.9161	0.3909	0.9161	0.9571
No log	4.8364	266	0.8921	0.4261	0.8921	0.9445
No log	4.8727	268	0.8811	0.3866	0.8811	0.9386
No log	4.9091	270	0.8821	0.2729	0.8821	0.9392
No log	4.9455	272	0.8752	0.3045	0.8752	0.9355
No log	4.9818	274	0.8830	0.3278	0.8830	0.9397
No log	5.0182	276	0.8884	0.2834	0.8884	0.9426
No log	5.0545	278	0.8789	0.2624	0.8789	0.9375
No log	5.0909	280	0.8720	0.2887	0.8720	0.9338
No log	5.1273	282	0.8593	0.3830	0.8593	0.9270
No log	5.1636	284	0.8581	0.3804	0.8581	0.9263
No log	5.2	286	0.8912	0.3506	0.8912	0.9440
No log	5.2364	288	0.8917	0.3256	0.8917	0.9443
No log	5.2727	290	0.8836	0.3671	0.8836	0.9400
No log	5.3091	292	0.8930	0.3558	0.8930	0.9450
No log	5.3455	294	0.8871	0.3558	0.8871	0.9419
No log	5.3818	296	0.9049	0.4483	0.9049	0.9512
No log	5.4182	298	0.8914	0.4094	0.8914	0.9442
No log	5.4545	300	0.8471	0.3145	0.8471	0.9204
No log	5.4909	302	0.8428	0.3478	0.8428	0.9181
No log	5.5273	304	0.8069	0.3914	0.8069	0.8983
No log	5.5636	306	0.7940	0.5446	0.7940	0.8911
No log	5.6	308	0.8014	0.5549	0.8014	0.8952
No log	5.6364	310	0.8746	0.5416	0.8746	0.9352
No log	5.6727	312	0.8218	0.5052	0.8218	0.9065
No log	5.7091	314	0.7587	0.4626	0.7587	0.8711
No log	5.7455	316	0.7691	0.4435	0.7691	0.8770
No log	5.7818	318	0.7793	0.4527	0.7793	0.8828
No log	5.8182	320	0.7720	0.4794	0.7720	0.8787
No log	5.8545	322	0.7692	0.4334	0.7692	0.8771
No log	5.8909	324	0.7691	0.4706	0.7691	0.8770
No log	5.9273	326	0.7929	0.4242	0.7929	0.8904
No log	5.9636	328	0.8882	0.4351	0.8882	0.9424
No log	6.0	330	0.9055	0.4565	0.9055	0.9516
No log	6.0364	332	0.7990	0.4369	0.7990	0.8938
No log	6.0727	334	0.7775	0.5219	0.7775	0.8818
No log	6.1091	336	0.8401	0.5602	0.8401	0.9166
No log	6.1455	338	0.7960	0.5219	0.7960	0.8922
No log	6.1818	340	0.8099	0.4142	0.8099	0.8999
No log	6.2182	342	0.8887	0.4025	0.8887	0.9427
No log	6.2545	344	0.8553	0.3769	0.8553	0.9248
No log	6.2909	346	0.8254	0.3392	0.8254	0.9085
No log	6.3273	348	0.8022	0.4434	0.8022	0.8957
No log	6.3636	350	0.8122	0.4471	0.8122	0.9012
No log	6.4	352	0.7933	0.4434	0.7933	0.8907
No log	6.4364	354	0.8114	0.4548	0.8114	0.9008
No log	6.4727	356	0.9552	0.4128	0.9552	0.9774
No log	6.5091	358	1.0667	0.3978	1.0667	1.0328
No log	6.5455	360	0.9916	0.3141	0.9916	0.9958
No log	6.5818	362	0.8666	0.2834	0.8666	0.9309
No log	6.6182	364	0.8241	0.3392	0.8241	0.9078
No log	6.6545	366	0.8174	0.3695	0.8174	0.9041
No log	6.6909	368	0.8722	0.3966	0.8722	0.9339
No log	6.7273	370	0.8569	0.4648	0.8569	0.9257
No log	6.7636	372	0.7782	0.5410	0.7782	0.8822
No log	6.8	374	0.7867	0.4993	0.7867	0.8869
No log	6.8364	376	0.8260	0.4100	0.8260	0.9088
No log	6.8727	378	0.8760	0.4264	0.8760	0.9359
No log	6.9091	380	0.9938	0.3978	0.9938	0.9969
No log	6.9455	382	1.0102	0.4186	1.0102	1.0051
No log	6.9818	384	0.9724	0.3978	0.9724	0.9861
No log	7.0182	386	0.9157	0.4127	0.9157	0.9569
No log	7.0545	388	0.8498	0.4140	0.8498	0.9219
No log	7.0909	390	0.8366	0.4284	0.8366	0.9147
No log	7.1273	392	0.8310	0.4180	0.8310	0.9116
No log	7.1636	394	0.8770	0.4429	0.8770	0.9365
No log	7.2	396	1.0333	0.4497	1.0333	1.0165
No log	7.2364	398	1.0377	0.4497	1.0377	1.0187
No log	7.2727	400	0.9574	0.3918	0.9574	0.9785
No log	7.3091	402	0.8914	0.4302	0.8914	0.9441
No log	7.3455	404	0.8921	0.4302	0.8921	0.9445
No log	7.3818	406	0.8801	0.4482	0.8801	0.9381
No log	7.4182	408	0.8741	0.4243	0.8741	0.9350
No log	7.4545	410	0.8432	0.4385	0.8432	0.9182
No log	7.4909	412	0.8209	0.3660	0.8209	0.9060
No log	7.5273	414	0.8275	0.4444	0.8275	0.9097
No log	7.5636	416	0.8445	0.4483	0.8445	0.9190
No log	7.6	418	0.9798	0.3823	0.9798	0.9899
No log	7.6364	420	0.9966	0.4005	0.9966	0.9983
No log	7.6727	422	0.8330	0.4741	0.8330	0.9127
No log	7.7091	424	0.7621	0.4826	0.7621	0.8730
No log	7.7455	426	0.7594	0.5093	0.7594	0.8715
No log	7.7818	428	0.8154	0.4752	0.8154	0.9030
No log	7.8182	430	0.8371	0.4752	0.8371	0.9149
No log	7.8545	432	0.7472	0.4439	0.7472	0.8644
No log	7.8909	434	0.7212	0.5079	0.7212	0.8492
No log	7.9273	436	0.7183	0.5215	0.7183	0.8475
No log	7.9636	438	0.7381	0.5089	0.7381	0.8592
No log	8.0	440	0.7402	0.5524	0.7402	0.8603
No log	8.0364	442	0.7170	0.5821	0.7170	0.8468
No log	8.0727	444	0.7441	0.5528	0.7441	0.8626
No log	8.1091	446	0.7608	0.4583	0.7608	0.8723
No log	8.1455	448	0.7811	0.4491	0.7811	0.8838
No log	8.1818	450	0.7984	0.3974	0.7984	0.8935
No log	8.2182	452	0.7952	0.3974	0.7952	0.8918
No log	8.2545	454	0.8140	0.4098	0.8140	0.9022
No log	8.2909	456	0.8068	0.4098	0.8068	0.8982
No log	8.3273	458	0.7649	0.4346	0.7649	0.8746
No log	8.3636	460	0.7320	0.5257	0.7320	0.8556
No log	8.4	462	0.7223	0.5942	0.7223	0.8499
No log	8.4364	464	0.7528	0.5127	0.7528	0.8676
No log	8.4727	466	0.7852	0.5691	0.7852	0.8861
No log	8.5091	468	0.7615	0.5427	0.7615	0.8726
No log	8.5455	470	0.7358	0.5591	0.7358	0.8578
No log	8.5818	472	0.7440	0.5714	0.7440	0.8625
No log	8.6182	474	0.7299	0.5688	0.7299	0.8543
No log	8.6545	476	0.7139	0.5563	0.7139	0.8449
No log	8.6909	478	0.7109	0.5486	0.7109	0.8431
No log	8.7273	480	0.7308	0.5149	0.7308	0.8549
No log	8.7636	482	0.7476	0.5102	0.7476	0.8646
No log	8.8	484	0.7669	0.5102	0.7669	0.8757
No log	8.8364	486	0.8332	0.5124	0.8332	0.9128
No log	8.8727	488	0.9700	0.4796	0.9700	0.9849
No log	8.9091	490	0.9677	0.4806	0.9677	0.9837
No log	8.9455	492	0.8465	0.4700	0.8465	0.9200
No log	8.9818	494	0.7926	0.4714	0.7926	0.8903
No log	9.0182	496	0.7630	0.5435	0.7630	0.8735
No log	9.0545	498	0.7820	0.4934	0.7820	0.8843
0.4104	9.0909	500	0.8958	0.5090	0.8958	0.9465
0.4104	9.1273	502	1.1102	0.4349	1.1102	1.0537
0.4104	9.1636	504	1.1563	0.3715	1.1563	1.0753
0.4104	9.2	506	1.0618	0.3929	1.0618	1.0304
0.4104	9.2364	508	0.9739	0.3333	0.9739	0.9869
0.4104	9.2727	510	0.9149	0.3270	0.9149	0.9565

Framework versions

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