ArabicNewSplits7_FineTuningAraBERT_run3_AugV5_k2_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: 0.8372
• Qwk: 0.4714
• Mse: 0.8372
• Rmse: 0.9150

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	0.2222	2	4.4799	0.0018	4.4799	2.1166
No log	0.4444	4	2.5936	0.0248	2.5936	1.6105
No log	0.6667	6	1.7460	0.0062	1.7460	1.3214
No log	0.8889	8	1.5093	0.0227	1.5093	1.2285
No log	1.1111	10	1.2503	0.1237	1.2503	1.1182
No log	1.3333	12	1.2552	0.1671	1.2552	1.1203
No log	1.5556	14	1.3789	-0.0636	1.3789	1.1743
No log	1.7778	16	1.8056	0.0082	1.8056	1.3437
No log	2.0	18	1.8410	0.0444	1.8410	1.3568
No log	2.2222	20	1.7640	0.0585	1.7640	1.3282
No log	2.4444	22	1.3950	0.0019	1.3950	1.1811
No log	2.6667	24	1.2359	0.2025	1.2359	1.1117
No log	2.8889	26	1.2147	0.2097	1.2147	1.1021
No log	3.1111	28	1.1990	0.1935	1.1990	1.0950
No log	3.3333	30	1.1996	0.2097	1.1996	1.0952
No log	3.5556	32	1.1961	0.2155	1.1961	1.0937
No log	3.7778	34	1.2160	0.1519	1.2160	1.1027
No log	4.0	36	1.2720	0.0408	1.2720	1.1278
No log	4.2222	38	1.2846	0.0322	1.2846	1.1334
No log	4.4444	40	1.3040	0.0218	1.3040	1.1419
No log	4.6667	42	1.3121	0.1515	1.3121	1.1455
No log	4.8889	44	1.3168	0.1503	1.3168	1.1475
No log	5.1111	46	1.3526	0.1171	1.3526	1.1630
No log	5.3333	48	1.3534	0.1615	1.3534	1.1634
No log	5.5556	50	1.3813	0.1826	1.3813	1.1753
No log	5.7778	52	1.1720	0.2108	1.1720	1.0826
No log	6.0	54	1.1100	0.2757	1.1100	1.0536
No log	6.2222	56	1.3120	0.2729	1.3120	1.1454
No log	6.4444	58	1.4945	0.2060	1.4945	1.2225
No log	6.6667	60	1.3996	0.2136	1.3996	1.1831
No log	6.8889	62	1.1302	0.3724	1.1302	1.0631
No log	7.1111	64	1.0489	0.4882	1.0489	1.0241
No log	7.3333	66	1.2947	0.3119	1.2947	1.1378
No log	7.5556	68	1.5522	0.3038	1.5522	1.2459
No log	7.7778	70	1.2158	0.2873	1.2158	1.1026
No log	8.0	72	1.0130	0.4698	1.0130	1.0065
No log	8.2222	74	1.0347	0.4846	1.0347	1.0172
No log	8.4444	76	1.0653	0.4914	1.0653	1.0321
No log	8.6667	78	1.0657	0.4914	1.0657	1.0323
No log	8.8889	80	1.0746	0.4292	1.0746	1.0366
No log	9.1111	82	1.0532	0.4474	1.0532	1.0263
No log	9.3333	84	1.1034	0.3596	1.1034	1.0504
No log	9.5556	86	1.0502	0.4996	1.0502	1.0248
No log	9.7778	88	1.0359	0.4996	1.0359	1.0178
No log	10.0	90	0.9971	0.4981	0.9971	0.9985
No log	10.2222	92	1.1214	0.4055	1.1214	1.0590
No log	10.4444	94	1.0523	0.4606	1.0523	1.0258
No log	10.6667	96	1.0147	0.4430	1.0147	1.0073
No log	10.8889	98	1.3856	0.3162	1.3856	1.1771
No log	11.1111	100	1.6906	0.2774	1.6906	1.3002
No log	11.3333	102	1.2876	0.2595	1.2876	1.1347
No log	11.5556	104	1.1145	0.4407	1.1145	1.0557
No log	11.7778	106	1.1431	0.3907	1.1431	1.0692
No log	12.0	108	1.1309	0.4230	1.1309	1.0634
No log	12.2222	110	1.3445	0.2510	1.3445	1.1595
No log	12.4444	112	1.5085	0.2593	1.5085	1.2282
No log	12.6667	114	1.2179	0.2295	1.2179	1.1036
No log	12.8889	116	0.9641	0.4962	0.9641	0.9819
No log	13.1111	118	1.0781	0.3551	1.0781	1.0383
No log	13.3333	120	1.0854	0.3135	1.0854	1.0418
No log	13.5556	122	0.9683	0.4810	0.9683	0.9840
No log	13.7778	124	1.1546	0.3260	1.1546	1.0745
No log	14.0	126	1.3166	0.2650	1.3166	1.1474
No log	14.2222	128	1.1303	0.2510	1.1303	1.0632
No log	14.4444	130	1.0246	0.4219	1.0246	1.0122
No log	14.6667	132	1.1272	0.3365	1.1272	1.0617
No log	14.8889	134	1.2477	0.2806	1.2477	1.1170
No log	15.1111	136	1.2144	0.3370	1.2144	1.1020
No log	15.3333	138	1.0680	0.3701	1.0680	1.0334
No log	15.5556	140	1.0016	0.4847	1.0016	1.0008
No log	15.7778	142	1.1051	0.2755	1.1051	1.0512
No log	16.0	144	1.1254	0.2264	1.1254	1.0608
No log	16.2222	146	1.0471	0.3572	1.0471	1.0233
No log	16.4444	148	0.9528	0.5226	0.9528	0.9761
No log	16.6667	150	0.9676	0.5335	0.9676	0.9837
No log	16.8889	152	0.9533	0.4352	0.9533	0.9764
No log	17.1111	154	0.9808	0.4216	0.9808	0.9903
No log	17.3333	156	1.0266	0.4421	1.0266	1.0132
No log	17.5556	158	1.0571	0.4579	1.0571	1.0281
No log	17.7778	160	1.1531	0.3025	1.1531	1.0738
No log	18.0	162	1.3460	0.3444	1.3460	1.1602
No log	18.2222	164	1.2380	0.3428	1.2380	1.1126
No log	18.4444	166	1.0141	0.3812	1.0141	1.0070
No log	18.6667	168	0.9149	0.5312	0.9149	0.9565
No log	18.8889	170	0.8877	0.4575	0.8877	0.9422
No log	19.1111	172	0.8959	0.4181	0.8959	0.9465
No log	19.3333	174	0.8982	0.5076	0.8982	0.9478
No log	19.5556	176	1.0988	0.3067	1.0988	1.0482
No log	19.7778	178	1.2025	0.3482	1.2025	1.0966
No log	20.0	180	1.0305	0.4191	1.0305	1.0151
No log	20.2222	182	0.9448	0.5618	0.9448	0.9720
No log	20.4444	184	0.9355	0.5618	0.9355	0.9672
No log	20.6667	186	0.9552	0.5006	0.9552	0.9773
No log	20.8889	188	0.9309	0.5085	0.9309	0.9648
No log	21.1111	190	0.8825	0.4826	0.8825	0.9394
No log	21.3333	192	0.8894	0.4048	0.8894	0.9431
No log	21.5556	194	0.8777	0.4318	0.8777	0.9369
No log	21.7778	196	0.9027	0.4926	0.9027	0.9501
No log	22.0	198	0.9586	0.4774	0.9586	0.9791
No log	22.2222	200	0.9262	0.5399	0.9262	0.9624
No log	22.4444	202	0.8938	0.4902	0.8938	0.9454
No log	22.6667	204	0.9125	0.4215	0.9125	0.9552
No log	22.8889	206	0.8849	0.4685	0.8849	0.9407
No log	23.1111	208	0.8874	0.5167	0.8874	0.9420
No log	23.3333	210	0.9280	0.5041	0.9280	0.9633
No log	23.5556	212	1.0193	0.4137	1.0193	1.0096
No log	23.7778	214	0.9768	0.5431	0.9768	0.9883
No log	24.0	216	0.8820	0.5463	0.8820	0.9392
No log	24.2222	218	0.8630	0.4749	0.8630	0.9290
No log	24.4444	220	0.8496	0.4749	0.8496	0.9218
No log	24.6667	222	0.8359	0.4491	0.8359	0.9143
No log	24.8889	224	0.8381	0.5590	0.8381	0.9155
No log	25.1111	226	0.8671	0.5266	0.8671	0.9312
No log	25.3333	228	0.8247	0.5357	0.8247	0.9081
No log	25.5556	230	0.8502	0.5266	0.8502	0.9220
No log	25.7778	232	0.8594	0.4652	0.8594	0.9270
No log	26.0	234	0.8657	0.4426	0.8657	0.9304
No log	26.2222	236	0.8804	0.4636	0.8804	0.9383
No log	26.4444	238	0.8750	0.4889	0.8750	0.9354
No log	26.6667	240	0.8608	0.4962	0.8608	0.9278
No log	26.8889	242	0.9225	0.5287	0.9225	0.9605
No log	27.1111	244	1.0484	0.2895	1.0484	1.0239
No log	27.3333	246	1.0794	0.3277	1.0794	1.0389
No log	27.5556	248	0.9775	0.3852	0.9775	0.9887
No log	27.7778	250	0.8990	0.5009	0.8990	0.9481
No log	28.0	252	0.8904	0.4087	0.8904	0.9436
No log	28.2222	254	0.9218	0.4270	0.9218	0.9601
No log	28.4444	256	0.9153	0.4397	0.9153	0.9567
No log	28.6667	258	0.9114	0.4715	0.9114	0.9547
No log	28.8889	260	0.9717	0.4944	0.9717	0.9858
No log	29.1111	262	1.0719	0.3074	1.0719	1.0353
No log	29.3333	264	1.0744	0.3074	1.0744	1.0365
No log	29.5556	266	0.9706	0.4632	0.9706	0.9852
No log	29.7778	268	0.9260	0.4450	0.9260	0.9623
No log	30.0	270	0.9606	0.3826	0.9606	0.9801
No log	30.2222	272	1.0004	0.3934	1.0004	1.0002
No log	30.4444	274	1.0188	0.4636	1.0188	1.0093
No log	30.6667	276	1.0610	0.4264	1.0610	1.0300
No log	30.8889	278	1.1790	0.3185	1.1790	1.0858
No log	31.1111	280	1.1418	0.3089	1.1418	1.0686
No log	31.3333	282	1.0351	0.3345	1.0351	1.0174
No log	31.5556	284	0.9905	0.4450	0.9905	0.9952
No log	31.7778	286	0.9822	0.3908	0.9822	0.9911
No log	32.0	288	0.9739	0.4045	0.9739	0.9869
No log	32.2222	290	0.9614	0.4081	0.9614	0.9805
No log	32.4444	292	1.0185	0.4138	1.0185	1.0092
No log	32.6667	294	1.1525	0.2857	1.1525	1.0735
No log	32.8889	296	1.2524	0.2703	1.2524	1.1191
No log	33.1111	298	1.2084	0.3083	1.2084	1.0993
No log	33.3333	300	1.0878	0.4280	1.0878	1.0430
No log	33.5556	302	1.0160	0.3617	1.0160	1.0080
No log	33.7778	304	0.9799	0.4346	0.9799	0.9899
No log	34.0	306	0.9613	0.4346	0.9613	0.9804
No log	34.2222	308	0.9687	0.4591	0.9687	0.9842
No log	34.4444	310	1.0579	0.3952	1.0579	1.0285
No log	34.6667	312	1.1915	0.1563	1.1915	1.0916
No log	34.8889	314	1.2097	0.2056	1.2097	1.0999
No log	35.1111	316	1.1244	0.2851	1.1244	1.0604
No log	35.3333	318	1.0473	0.4159	1.0473	1.0234
No log	35.5556	320	1.0079	0.4313	1.0079	1.0039
No log	35.7778	322	0.9993	0.4491	0.9993	0.9997
No log	36.0	324	0.9723	0.4181	0.9723	0.9861
No log	36.2222	326	0.9576	0.3902	0.9576	0.9785
No log	36.4444	328	0.9524	0.4181	0.9524	0.9759
No log	36.6667	330	0.9569	0.4356	0.9569	0.9782
No log	36.8889	332	1.0049	0.3678	1.0049	1.0025
No log	37.1111	334	1.0453	0.3033	1.0453	1.0224
No log	37.3333	336	0.9955	0.4100	0.9955	0.9977
No log	37.5556	338	0.9334	0.4568	0.9334	0.9661
No log	37.7778	340	0.8949	0.4534	0.8949	0.9460
No log	38.0	342	0.8902	0.4401	0.8902	0.9435
No log	38.2222	344	0.8990	0.3936	0.8990	0.9481
No log	38.4444	346	0.8788	0.3720	0.8788	0.9375
No log	38.6667	348	0.8552	0.4181	0.8552	0.9248
No log	38.8889	350	0.8517	0.4839	0.8517	0.9229
No log	39.1111	352	0.8481	0.4555	0.8481	0.9209
No log	39.3333	354	0.8498	0.4181	0.8498	0.9219
No log	39.5556	356	0.8657	0.4277	0.8657	0.9304
No log	39.7778	358	0.9052	0.4353	0.9052	0.9514
No log	40.0	360	0.9082	0.4559	0.9082	0.9530
No log	40.2222	362	0.8718	0.4401	0.8718	0.9337
No log	40.4444	364	0.8625	0.5186	0.8625	0.9287
No log	40.6667	366	0.9022	0.5009	0.9022	0.9498
No log	40.8889	368	0.9433	0.4912	0.9433	0.9712
No log	41.1111	370	0.9315	0.5150	0.9315	0.9651
No log	41.3333	372	0.8737	0.5335	0.8737	0.9347
No log	41.5556	374	0.8425	0.5335	0.8425	0.9179
No log	41.7778	376	0.8324	0.5305	0.8324	0.9124
No log	42.0	378	0.8214	0.5305	0.8214	0.9063
No log	42.2222	380	0.8201	0.5305	0.8201	0.9056
No log	42.4444	382	0.8107	0.5305	0.8107	0.9004
No log	42.6667	384	0.8128	0.5305	0.8128	0.9016
No log	42.8889	386	0.8250	0.5305	0.8250	0.9083
No log	43.1111	388	0.8502	0.5438	0.8502	0.9221
No log	43.3333	390	0.8629	0.5312	0.8629	0.9289
No log	43.5556	392	0.8566	0.5312	0.8566	0.9255
No log	43.7778	394	0.8775	0.5072	0.8775	0.9367
No log	44.0	396	0.9108	0.4993	0.9108	0.9544
No log	44.2222	398	0.9154	0.4993	0.9154	0.9567
No log	44.4444	400	0.9067	0.4993	0.9067	0.9522
No log	44.6667	402	0.8908	0.5462	0.8908	0.9438
No log	44.8889	404	0.8873	0.5458	0.8873	0.9420
No log	45.1111	406	0.8870	0.5119	0.8870	0.9418
No log	45.3333	408	0.8968	0.5102	0.8968	0.9470
No log	45.5556	410	0.9067	0.4966	0.9067	0.9522
No log	45.7778	412	0.9112	0.5011	0.9112	0.9546
No log	46.0	414	0.8993	0.5026	0.8993	0.9483
No log	46.2222	416	0.8831	0.5042	0.8831	0.9397
No log	46.4444	418	0.8841	0.5186	0.8841	0.9403
No log	46.6667	420	0.9034	0.5138	0.9034	0.9505
No log	46.8889	422	0.9139	0.5169	0.9139	0.9560
No log	47.1111	424	0.8945	0.5266	0.8945	0.9458
No log	47.3333	426	0.8634	0.5195	0.8634	0.9292
No log	47.5556	428	0.8576	0.4681	0.8576	0.9261
No log	47.7778	430	0.8666	0.4705	0.8666	0.9309
No log	48.0	432	0.8839	0.5186	0.8839	0.9402
No log	48.2222	434	0.9317	0.4993	0.9317	0.9653
No log	48.4444	436	0.9584	0.4699	0.9584	0.9790
No log	48.6667	438	0.9773	0.4774	0.9773	0.9886
No log	48.8889	440	0.9647	0.4400	0.9647	0.9822
No log	49.1111	442	0.8937	0.4847	0.8937	0.9454
No log	49.3333	444	0.8581	0.4413	0.8581	0.9263
No log	49.5556	446	0.8636	0.3966	0.8636	0.9293
No log	49.7778	448	0.8783	0.3966	0.8783	0.9372
No log	50.0	450	0.8947	0.3841	0.8947	0.9459
No log	50.2222	452	0.8827	0.4107	0.8827	0.9395
No log	50.4444	454	0.8759	0.4548	0.8759	0.9359
No log	50.6667	456	0.8991	0.5434	0.8991	0.9482
No log	50.8889	458	0.9307	0.5120	0.9307	0.9647
No log	51.1111	460	0.9294	0.5120	0.9294	0.9641
No log	51.3333	462	0.9111	0.5438	0.9111	0.9545
No log	51.5556	464	0.8849	0.5186	0.8849	0.9407
No log	51.7778	466	0.8626	0.5044	0.8626	0.9288
No log	52.0	468	0.8592	0.4142	0.8592	0.9269
No log	52.2222	470	0.8571	0.3632	0.8571	0.9258
No log	52.4444	472	0.8416	0.4413	0.8416	0.9174
No log	52.6667	474	0.8374	0.5305	0.8374	0.9151
No log	52.8889	476	0.8356	0.5305	0.8356	0.9141
No log	53.1111	478	0.8454	0.5312	0.8454	0.9194
No log	53.3333	480	0.8505	0.5335	0.8505	0.9222
No log	53.5556	482	0.8418	0.5312	0.8418	0.9175
No log	53.7778	484	0.8421	0.5335	0.8421	0.9177
No log	54.0	486	0.8444	0.5463	0.8444	0.9189
No log	54.2222	488	0.8356	0.5335	0.8356	0.9141
No log	54.4444	490	0.8266	0.5312	0.8266	0.9092
No log	54.6667	492	0.8277	0.5312	0.8277	0.9098
No log	54.8889	494	0.8199	0.5312	0.8199	0.9055
No log	55.1111	496	0.8196	0.5312	0.8196	0.9053
No log	55.3333	498	0.8218	0.5305	0.8218	0.9065
0.2722	55.5556	500	0.8306	0.5434	0.8306	0.9114
0.2722	55.7778	502	0.8454	0.5562	0.8454	0.9194
0.2722	56.0	504	0.8401	0.5562	0.8401	0.9166
0.2722	56.2222	506	0.8198	0.5305	0.8198	0.9054
0.2722	56.4444	508	0.8155	0.4813	0.8155	0.9031
0.2722	56.6667	510	0.8221	0.4409	0.8221	0.9067
0.2722	56.8889	512	0.8401	0.4366	0.8401	0.9166
0.2722	57.1111	514	0.8372	0.4714	0.8372	0.9150

Framework versions

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