ArabicNewSplits5_FineTuningAraBERT_run2_AugV5_k10_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: 0.7654
• Qwk: 0.5523
• Mse: 0.7654
• Rmse: 0.8749

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	0.0312	2	3.9548	0.0011	3.9548	1.9887
No log	0.0625	4	2.0751	0.0682	2.0751	1.4405
No log	0.0938	6	1.4844	0.1646	1.4844	1.2184
No log	0.125	8	1.1152	0.0874	1.1152	1.0560
No log	0.1562	10	1.4226	0.1435	1.4226	1.1927
No log	0.1875	12	1.5054	0.1427	1.5054	1.2269
No log	0.2188	14	1.0466	0.1408	1.0466	1.0230
No log	0.25	16	0.7369	0.2321	0.7369	0.8584
No log	0.2812	18	0.6597	0.3199	0.6597	0.8122
No log	0.3125	20	0.6580	0.2901	0.6580	0.8112
No log	0.3438	22	0.9649	0.2270	0.9649	0.9823
No log	0.375	24	1.2667	0.1519	1.2667	1.1255
No log	0.4062	26	1.3262	0.1633	1.3262	1.1516
No log	0.4375	28	1.7225	0.1169	1.7225	1.3125
No log	0.4688	30	1.7415	0.1308	1.7415	1.3197
No log	0.5	32	1.3140	0.1915	1.3140	1.1463
No log	0.5312	34	0.7933	0.3645	0.7933	0.8907
No log	0.5625	36	0.7224	0.2587	0.7224	0.8499
No log	0.5938	38	0.8510	0.0596	0.8510	0.9225
No log	0.625	40	1.0288	0.0768	1.0288	1.0143
No log	0.6562	42	1.0922	0.1180	1.0922	1.0451
No log	0.6875	44	1.1302	0.2093	1.1302	1.0631
No log	0.7188	46	1.1222	0.2348	1.1222	1.0593
No log	0.75	48	1.3351	0.1752	1.3351	1.1555
No log	0.7812	50	1.1891	0.1796	1.1891	1.0905
No log	0.8125	52	1.1673	0.1648	1.1673	1.0804
No log	0.8438	54	1.1249	0.2766	1.1249	1.0606
No log	0.875	56	0.8535	0.3269	0.8535	0.9239
No log	0.9062	58	0.8046	0.4512	0.8046	0.8970
No log	0.9375	60	0.8272	0.4459	0.8272	0.9095
No log	0.9688	62	1.2181	0.2749	1.2181	1.1037
No log	1.0	64	1.6608	0.1902	1.6608	1.2887
No log	1.0312	66	1.7330	0.2036	1.7330	1.3164
No log	1.0625	68	1.6301	0.2102	1.6301	1.2768
No log	1.0938	70	1.3835	0.2558	1.3835	1.1762
No log	1.125	72	1.0127	0.3871	1.0127	1.0063
No log	1.1562	74	0.7553	0.4619	0.7553	0.8691
No log	1.1875	76	0.6305	0.4213	0.6305	0.7940
No log	1.2188	78	0.6213	0.4462	0.6213	0.7882
No log	1.25	80	0.6527	0.4663	0.6527	0.8079
No log	1.2812	82	0.9391	0.4920	0.9391	0.9691
No log	1.3125	84	1.3236	0.3153	1.3236	1.1505
No log	1.3438	86	1.4222	0.3027	1.4222	1.1926
No log	1.375	88	1.1851	0.3622	1.1851	1.0886
No log	1.4062	90	0.8491	0.4892	0.8491	0.9215
No log	1.4375	92	0.7378	0.5362	0.7378	0.8590
No log	1.4688	94	0.7430	0.5497	0.7430	0.8620
No log	1.5	96	0.7465	0.5190	0.7465	0.8640
No log	1.5312	98	0.8654	0.4955	0.8654	0.9303
No log	1.5625	100	1.1880	0.3562	1.1880	1.0900
No log	1.5938	102	1.2035	0.3349	1.2035	1.0970
No log	1.625	104	1.0970	0.3940	1.0970	1.0474
No log	1.6562	106	0.8069	0.4943	0.8069	0.8983
No log	1.6875	108	0.6077	0.5397	0.6077	0.7795
No log	1.7188	110	0.6496	0.4254	0.6496	0.8060
No log	1.75	112	0.7131	0.3557	0.7131	0.8445
No log	1.7812	114	0.7346	0.4761	0.7346	0.8571
No log	1.8125	116	0.9283	0.4126	0.9283	0.9635
No log	1.8438	118	1.1242	0.4079	1.1242	1.0603
No log	1.875	120	1.1615	0.4030	1.1615	1.0777
No log	1.9062	122	1.0262	0.4383	1.0262	1.0130
No log	1.9375	124	0.9105	0.4669	0.9105	0.9542
No log	1.9688	126	0.8812	0.4304	0.8812	0.9387
No log	2.0	128	0.8542	0.4476	0.8542	0.9242
No log	2.0312	130	0.8253	0.4811	0.8253	0.9085
No log	2.0625	132	0.8525	0.5294	0.8525	0.9233
No log	2.0938	134	0.9146	0.4709	0.9146	0.9564
No log	2.125	136	1.0020	0.4571	1.0020	1.0010
No log	2.1562	138	1.0369	0.4248	1.0369	1.0183
No log	2.1875	140	1.0241	0.4526	1.0241	1.0120
No log	2.2188	142	0.9309	0.4699	0.9309	0.9648
No log	2.25	144	0.9422	0.4759	0.9422	0.9707
No log	2.2812	146	0.9904	0.4644	0.9904	0.9952
No log	2.3125	148	1.0343	0.4439	1.0343	1.0170
No log	2.3438	150	0.9766	0.4442	0.9766	0.9882
No log	2.375	152	0.9999	0.4512	0.9999	0.9999
No log	2.4062	154	0.9010	0.4524	0.9010	0.9492
No log	2.4375	156	0.7707	0.5071	0.7707	0.8779
No log	2.4688	158	0.7178	0.5102	0.7178	0.8473
No log	2.5	160	0.7060	0.5152	0.7060	0.8402
No log	2.5312	162	0.7354	0.5413	0.7354	0.8575
No log	2.5625	164	0.8283	0.5110	0.8283	0.9101
No log	2.5938	166	0.8379	0.5010	0.8379	0.9154
No log	2.625	168	0.8378	0.5249	0.8378	0.9153
No log	2.6562	170	0.8527	0.5138	0.8527	0.9234
No log	2.6875	172	0.8520	0.4277	0.8520	0.9230
No log	2.7188	174	0.8447	0.4328	0.8447	0.9191
No log	2.75	176	0.8275	0.4486	0.8275	0.9097
No log	2.7812	178	0.8170	0.4615	0.8170	0.9039
No log	2.8125	180	0.7890	0.4705	0.7890	0.8883
No log	2.8438	182	0.7945	0.5158	0.7945	0.8914
No log	2.875	184	0.8388	0.5085	0.8388	0.9159
No log	2.9062	186	0.8411	0.5282	0.8411	0.9171
No log	2.9375	188	0.8413	0.4773	0.8413	0.9172
No log	2.9688	190	0.9003	0.4705	0.9003	0.9488
No log	3.0	192	0.9351	0.4822	0.9351	0.9670
No log	3.0312	194	0.9481	0.4709	0.9481	0.9737
No log	3.0625	196	0.9375	0.4986	0.9375	0.9682
No log	3.0938	198	0.9331	0.5053	0.9331	0.9660
No log	3.125	200	0.9508	0.4948	0.9508	0.9751
No log	3.1562	202	0.9640	0.4670	0.9640	0.9818
No log	3.1875	204	0.9581	0.4640	0.9581	0.9788
No log	3.2188	206	0.9205	0.4067	0.9205	0.9594
No log	3.25	208	0.8627	0.4059	0.8627	0.9288
No log	3.2812	210	0.8111	0.4275	0.8111	0.9006
No log	3.3125	212	0.7878	0.4700	0.7878	0.8876
No log	3.3438	214	0.7567	0.5481	0.7567	0.8699
No log	3.375	216	0.8025	0.4803	0.8025	0.8958
No log	3.4062	218	0.8561	0.4295	0.8561	0.9253
No log	3.4375	220	0.9742	0.4096	0.9742	0.9870
No log	3.4688	222	1.0146	0.4129	1.0146	1.0073
No log	3.5	224	0.9221	0.4340	0.9221	0.9603
No log	3.5312	226	0.8186	0.5083	0.8186	0.9048
No log	3.5625	228	0.7805	0.5446	0.7805	0.8835
No log	3.5938	230	0.7713	0.5376	0.7713	0.8782
No log	3.625	232	0.7848	0.5485	0.7848	0.8859
No log	3.6562	234	0.8220	0.5003	0.8220	0.9067
No log	3.6875	236	0.8308	0.4857	0.8308	0.9115
No log	3.7188	238	0.9217	0.4233	0.9217	0.9601
No log	3.75	240	0.9682	0.3840	0.9682	0.9840
No log	3.7812	242	1.0111	0.3672	1.0111	1.0055
No log	3.8125	244	0.8871	0.4096	0.8871	0.9419
No log	3.8438	246	0.7401	0.5179	0.7401	0.8603
No log	3.875	248	0.7185	0.4514	0.7185	0.8476
No log	3.9062	250	0.8553	0.4494	0.8553	0.9248
No log	3.9375	252	0.8910	0.4420	0.8910	0.9439
No log	3.9688	254	0.8188	0.4604	0.8188	0.9049
No log	4.0	256	0.7292	0.5247	0.7292	0.8539
No log	4.0312	258	0.7534	0.6065	0.7534	0.8680
No log	4.0625	260	0.8093	0.5008	0.8093	0.8996
No log	4.0938	262	0.7851	0.5105	0.7851	0.8860
No log	4.125	264	0.6934	0.5966	0.6934	0.8327
No log	4.1562	266	0.6536	0.5337	0.6536	0.8085
No log	4.1875	268	0.6813	0.5387	0.6813	0.8254
No log	4.2188	270	0.6984	0.5333	0.6984	0.8357
No log	4.25	272	0.7265	0.5217	0.7265	0.8523
No log	4.2812	274	0.7839	0.5679	0.7839	0.8854
No log	4.3125	276	0.8266	0.5276	0.8266	0.9092
No log	4.3438	278	0.8395	0.4840	0.8395	0.9163
No log	4.375	280	0.8121	0.5543	0.8121	0.9012
No log	4.4062	282	0.7705	0.5036	0.7705	0.8778
No log	4.4375	284	0.7569	0.5028	0.7569	0.8700
No log	4.4688	286	0.7728	0.4989	0.7728	0.8791
No log	4.5	288	0.7644	0.5028	0.7644	0.8743
No log	4.5312	290	0.7785	0.5011	0.7785	0.8823
No log	4.5625	292	0.7805	0.5120	0.7805	0.8834
No log	4.5938	294	0.7865	0.5198	0.7865	0.8868
No log	4.625	296	0.7961	0.5358	0.7961	0.8922
No log	4.6562	298	0.8235	0.5363	0.8235	0.9075
No log	4.6875	300	0.8058	0.5360	0.8058	0.8977
No log	4.7188	302	0.7475	0.5392	0.7475	0.8646
No log	4.75	304	0.7230	0.5389	0.7230	0.8503
No log	4.7812	306	0.7421	0.5189	0.7421	0.8614
No log	4.8125	308	0.8138	0.5005	0.8138	0.9021
No log	4.8438	310	0.8466	0.4886	0.8466	0.9201
No log	4.875	312	0.8139	0.5184	0.8139	0.9022
No log	4.9062	314	0.7757	0.5427	0.7757	0.8808
No log	4.9375	316	0.7823	0.5037	0.7823	0.8845
No log	4.9688	318	0.7966	0.4773	0.7966	0.8925
No log	5.0	320	0.7777	0.5068	0.7777	0.8819
No log	5.0312	322	0.7904	0.5582	0.7904	0.8890
No log	5.0625	324	0.8479	0.5054	0.8479	0.9208
No log	5.0938	326	0.9095	0.4184	0.9095	0.9537
No log	5.125	328	0.8914	0.4687	0.8914	0.9442
No log	5.1562	330	0.8045	0.5432	0.8045	0.8969
No log	5.1875	332	0.7540	0.5597	0.7540	0.8683
No log	5.2188	334	0.7265	0.5565	0.7265	0.8523
No log	5.25	336	0.7033	0.5611	0.7033	0.8386
No log	5.2812	338	0.6980	0.5663	0.6980	0.8354
No log	5.3125	340	0.6930	0.5493	0.6930	0.8325
No log	5.3438	342	0.6888	0.5679	0.6888	0.8299
No log	5.375	344	0.7074	0.5776	0.7074	0.8411
No log	5.4062	346	0.7463	0.5838	0.7463	0.8639
No log	5.4375	348	0.7746	0.5678	0.7746	0.8801
No log	5.4688	350	0.7931	0.5648	0.7931	0.8906
No log	5.5	352	0.7959	0.5702	0.7959	0.8921
No log	5.5312	354	0.7877	0.5620	0.7877	0.8875
No log	5.5625	356	0.7849	0.5423	0.7849	0.8860
No log	5.5938	358	0.7682	0.5421	0.7682	0.8765
No log	5.625	360	0.7653	0.5146	0.7653	0.8748
No log	5.6562	362	0.7607	0.5287	0.7607	0.8722
No log	5.6875	364	0.7749	0.5280	0.7749	0.8803
No log	5.7188	366	0.7952	0.4736	0.7952	0.8917
No log	5.75	368	0.8360	0.4835	0.8360	0.9143
No log	5.7812	370	0.8683	0.4680	0.8683	0.9318
No log	5.8125	372	0.8770	0.4770	0.8770	0.9365
No log	5.8438	374	0.8837	0.5045	0.8837	0.9400
No log	5.875	376	0.9003	0.5123	0.9003	0.9488
No log	5.9062	378	0.9366	0.4634	0.9366	0.9678
No log	5.9375	380	0.9702	0.4833	0.9702	0.9850
No log	5.9688	382	0.9391	0.4638	0.9391	0.9691
No log	6.0	384	0.8873	0.4796	0.8873	0.9420
No log	6.0312	386	0.8320	0.4980	0.8320	0.9121
No log	6.0625	388	0.7772	0.5105	0.7772	0.8816
No log	6.0938	390	0.7460	0.5133	0.7460	0.8637
No log	6.125	392	0.7256	0.5377	0.7256	0.8518
No log	6.1562	394	0.7157	0.5523	0.7157	0.8460
No log	6.1875	396	0.7483	0.5180	0.7483	0.8650
No log	6.2188	398	0.8237	0.4383	0.8237	0.9076
No log	6.25	400	0.9016	0.4264	0.9016	0.9495
No log	6.2812	402	0.9101	0.4344	0.9101	0.9540
No log	6.3125	404	0.8480	0.4450	0.8480	0.9209
No log	6.3438	406	0.8071	0.5144	0.8071	0.8984
No log	6.375	408	0.7734	0.5055	0.7734	0.8795
No log	6.4062	410	0.7744	0.5146	0.7744	0.8800
No log	6.4375	412	0.7867	0.5043	0.7867	0.8870
No log	6.4688	414	0.7961	0.4989	0.7961	0.8922
No log	6.5	416	0.7838	0.5203	0.7838	0.8853
No log	6.5312	418	0.7667	0.5382	0.7667	0.8756
No log	6.5625	420	0.7560	0.5350	0.7560	0.8695
No log	6.5938	422	0.7431	0.5265	0.7431	0.8620
No log	6.625	424	0.7330	0.5229	0.7330	0.8562
No log	6.6562	426	0.7347	0.5384	0.7347	0.8571
No log	6.6875	428	0.7469	0.5225	0.7469	0.8642
No log	6.7188	430	0.7631	0.5216	0.7631	0.8735
No log	6.75	432	0.7860	0.5428	0.7860	0.8866
No log	6.7812	434	0.8088	0.5301	0.8088	0.8993
No log	6.8125	436	0.8188	0.5284	0.8188	0.9048
No log	6.8438	438	0.8127	0.5340	0.8127	0.9015
No log	6.875	440	0.7862	0.5385	0.7862	0.8867
No log	6.9062	442	0.7742	0.4897	0.7742	0.8799
No log	6.9375	444	0.7952	0.4844	0.7952	0.8917
No log	6.9688	446	0.8182	0.4941	0.8182	0.9045
No log	7.0	448	0.8335	0.4812	0.8335	0.9129
No log	7.0312	450	0.8311	0.4786	0.8311	0.9117
No log	7.0625	452	0.8125	0.5186	0.8125	0.9014
No log	7.0938	454	0.8021	0.5327	0.8021	0.8956
No log	7.125	456	0.8285	0.5271	0.8285	0.9102
No log	7.1562	458	0.8648	0.4987	0.8648	0.9299
No log	7.1875	460	0.8885	0.4474	0.8885	0.9426
No log	7.2188	462	0.8705	0.4700	0.8705	0.9330
No log	7.25	464	0.8243	0.5182	0.8243	0.9079
No log	7.2812	466	0.7793	0.5165	0.7793	0.8828
No log	7.3125	468	0.7573	0.5537	0.7573	0.8702
No log	7.3438	470	0.7650	0.5788	0.7650	0.8746
No log	7.375	472	0.7813	0.5637	0.7813	0.8839
No log	7.4062	474	0.7998	0.5508	0.7998	0.8943
No log	7.4375	476	0.8059	0.5382	0.8059	0.8977
No log	7.4688	478	0.7988	0.5382	0.7988	0.8937
No log	7.5	480	0.7906	0.5216	0.7906	0.8892
No log	7.5312	482	0.7842	0.5173	0.7842	0.8855
No log	7.5625	484	0.7699	0.5183	0.7699	0.8775
No log	7.5938	486	0.7566	0.5167	0.7566	0.8698
No log	7.625	488	0.7522	0.5339	0.7522	0.8673
No log	7.6562	490	0.7436	0.5523	0.7436	0.8623
No log	7.6875	492	0.7316	0.5788	0.7316	0.8553
No log	7.7188	494	0.7300	0.5625	0.7300	0.8544
No log	7.75	496	0.7243	0.5626	0.7243	0.8511
No log	7.7812	498	0.7343	0.5129	0.7343	0.8569
0.4435	7.8125	500	0.7575	0.5112	0.7575	0.8703
0.4435	7.8438	502	0.7809	0.5340	0.7809	0.8837
0.4435	7.875	504	0.7829	0.5458	0.7829	0.8848
0.4435	7.9062	506	0.7660	0.5369	0.7660	0.8752
0.4435	7.9375	508	0.7407	0.5254	0.7407	0.8607
0.4435	7.9688	510	0.7261	0.5785	0.7261	0.8521
0.4435	8.0	512	0.7197	0.5758	0.7197	0.8483
0.4435	8.0312	514	0.7141	0.5743	0.7141	0.8450
0.4435	8.0625	516	0.7077	0.5395	0.7077	0.8413
0.4435	8.0938	518	0.7056	0.5609	0.7056	0.8400
0.4435	8.125	520	0.7122	0.5859	0.7122	0.8439
0.4435	8.1562	522	0.7269	0.5782	0.7269	0.8526
0.4435	8.1875	524	0.7384	0.5869	0.7384	0.8593
0.4435	8.2188	526	0.7479	0.5865	0.7479	0.8648
0.4435	8.25	528	0.7477	0.5734	0.7477	0.8647
0.4435	8.2812	530	0.7435	0.5869	0.7435	0.8622
0.4435	8.3125	532	0.7381	0.5851	0.7381	0.8591
0.4435	8.3438	534	0.7307	0.5634	0.7307	0.8548
0.4435	8.375	536	0.7248	0.5562	0.7248	0.8513
0.4435	8.4062	538	0.7195	0.5562	0.7195	0.8482
0.4435	8.4375	540	0.7132	0.5779	0.7132	0.8445
0.4435	8.4688	542	0.7193	0.5779	0.7193	0.8481
0.4435	8.5	544	0.7317	0.5779	0.7317	0.8554
0.4435	8.5312	546	0.7398	0.5869	0.7398	0.8601
0.4435	8.5625	548	0.7468	0.5865	0.7468	0.8642
0.4435	8.5938	550	0.7595	0.5865	0.7595	0.8715
0.4435	8.625	552	0.7643	0.5620	0.7643	0.8742
0.4435	8.6562	554	0.7664	0.5510	0.7664	0.8755
0.4435	8.6875	556	0.7678	0.5345	0.7678	0.8763
0.4435	8.7188	558	0.7621	0.5345	0.7621	0.8730
0.4435	8.75	560	0.7598	0.5342	0.7598	0.8717
0.4435	8.7812	562	0.7562	0.5397	0.7562	0.8696
0.4435	8.8125	564	0.7513	0.5785	0.7513	0.8668
0.4435	8.8438	566	0.7478	0.5638	0.7478	0.8648
0.4435	8.875	568	0.7448	0.5638	0.7448	0.8630
0.4435	8.9062	570	0.7407	0.5711	0.7407	0.8606
0.4435	8.9375	572	0.7372	0.5711	0.7372	0.8586
0.4435	8.9688	574	0.7359	0.5785	0.7359	0.8578
0.4435	9.0	576	0.7334	0.5950	0.7334	0.8564
0.4435	9.0312	578	0.7316	0.5950	0.7316	0.8553
0.4435	9.0625	580	0.7318	0.5813	0.7318	0.8555
0.4435	9.0938	582	0.7367	0.5697	0.7367	0.8583
0.4435	9.125	584	0.7421	0.5539	0.7421	0.8615
0.4435	9.1562	586	0.7495	0.5098	0.7495	0.8658
0.4435	9.1875	588	0.7531	0.5098	0.7531	0.8678
0.4435	9.2188	590	0.7523	0.5098	0.7523	0.8673
0.4435	9.25	592	0.7473	0.5405	0.7473	0.8645
0.4435	9.2812	594	0.7446	0.5755	0.7446	0.8629
0.4435	9.3125	596	0.7425	0.5950	0.7425	0.8617
0.4435	9.3438	598	0.7413	0.5711	0.7413	0.8610
0.4435	9.375	600	0.7461	0.5639	0.7461	0.8638
0.4435	9.4062	602	0.7534	0.5698	0.7534	0.8680
0.4435	9.4375	604	0.7597	0.5682	0.7597	0.8716
0.4435	9.4688	606	0.7627	0.5724	0.7627	0.8733
0.4435	9.5	608	0.7618	0.5724	0.7618	0.8728
0.4435	9.5312	610	0.7597	0.5682	0.7597	0.8716
0.4435	9.5625	612	0.7586	0.5698	0.7586	0.8710
0.4435	9.5938	614	0.7587	0.5638	0.7587	0.8710
0.4435	9.625	616	0.7595	0.5638	0.7595	0.8715
0.4435	9.6562	618	0.7621	0.5638	0.7621	0.8730
0.4435	9.6875	620	0.7657	0.5652	0.7657	0.8750
0.4435	9.7188	622	0.7694	0.5523	0.7694	0.8772
0.4435	9.75	624	0.7707	0.5523	0.7707	0.8779
0.4435	9.7812	626	0.7707	0.5523	0.7707	0.8779
0.4435	9.8125	628	0.7692	0.5523	0.7692	0.8771
0.4435	9.8438	630	0.7683	0.5523	0.7683	0.8765
0.4435	9.875	632	0.7672	0.5523	0.7672	0.8759
0.4435	9.9062	634	0.7661	0.5523	0.7661	0.8753
0.4435	9.9375	636	0.7657	0.5523	0.7657	0.8750
0.4435	9.9688	638	0.7655	0.5523	0.7655	0.8749
0.4435	10.0	640	0.7654	0.5523	0.7654	0.8749

Framework versions

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