ArabicNewSplits7_FineTuningAraBERT_run1_AugV5_k19_task5_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: 0.8857
• Qwk: 0.4809
• Mse: 0.8857
• Rmse: 0.9411

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	0.0417	2	4.3322	-0.0048	4.3322	2.0814
No log	0.0833	4	2.5281	-0.0340	2.5281	1.5900
No log	0.125	6	1.4897	0.0185	1.4897	1.2205
No log	0.1667	8	1.1472	0.2343	1.1472	1.0711
No log	0.2083	10	1.4258	0.0343	1.4258	1.1941
No log	0.25	12	1.4676	0.0568	1.4676	1.2114
No log	0.2917	14	1.1440	0.1848	1.1440	1.0696
No log	0.3333	16	1.0720	0.1313	1.0720	1.0354
No log	0.375	18	1.0918	0.1864	1.0918	1.0449
No log	0.4167	20	1.0645	0.0422	1.0645	1.0318
No log	0.4583	22	1.1121	0.1076	1.1121	1.0546
No log	0.5	24	1.1023	0.0824	1.1023	1.0499
No log	0.5417	26	1.1543	0.1203	1.1543	1.0744
No log	0.5833	28	1.0460	0.1263	1.0460	1.0228
No log	0.625	30	0.9569	0.2865	0.9569	0.9782
No log	0.6667	32	0.9375	0.2865	0.9375	0.9682
No log	0.7083	34	0.9329	0.2671	0.9329	0.9659
No log	0.75	36	1.0419	0.1881	1.0419	1.0207
No log	0.7917	38	1.4336	-0.0270	1.4336	1.1973
No log	0.8333	40	1.3413	-0.0112	1.3413	1.1581
No log	0.875	42	0.8825	0.3221	0.8825	0.9394
No log	0.9167	44	0.9190	0.4406	0.9190	0.9587
No log	0.9583	46	0.9979	0.2956	0.9979	0.9989
No log	1.0	48	0.9045	0.4357	0.9045	0.9510
No log	1.0417	50	0.8200	0.4210	0.8200	0.9055
No log	1.0833	52	0.8961	0.3815	0.8961	0.9466
No log	1.125	54	0.9969	0.2956	0.9969	0.9984
No log	1.1667	56	1.1032	0.2038	1.1032	1.0503
No log	1.2083	58	1.1889	0.1426	1.1889	1.0904
No log	1.25	60	0.9552	0.3958	0.9552	0.9773
No log	1.2917	62	0.8357	0.5472	0.8357	0.9142
No log	1.3333	64	0.8712	0.5062	0.8712	0.9334
No log	1.375	66	0.8265	0.5195	0.8265	0.9091
No log	1.4167	68	0.7830	0.5107	0.7830	0.8849
No log	1.4583	70	0.7917	0.5528	0.7917	0.8898
No log	1.5	72	0.8603	0.5279	0.8603	0.9275
No log	1.5417	74	0.8340	0.5183	0.8340	0.9132
No log	1.5833	76	0.7311	0.5329	0.7311	0.8550
No log	1.625	78	0.7282	0.5748	0.7282	0.8533
No log	1.6667	80	0.7276	0.5650	0.7276	0.8530
No log	1.7083	82	0.7115	0.5797	0.7115	0.8435
No log	1.75	84	0.8166	0.4921	0.8166	0.9037
No log	1.7917	86	0.7273	0.5654	0.7273	0.8528
No log	1.8333	88	0.7993	0.5339	0.7993	0.8941
No log	1.875	90	1.4456	0.3099	1.4456	1.2023
No log	1.9167	92	1.4957	0.3138	1.4957	1.2230
No log	1.9583	94	1.1015	0.3539	1.1015	1.0495
No log	2.0	96	0.7592	0.4838	0.7592	0.8713
No log	2.0417	98	0.8233	0.4962	0.8233	0.9073
No log	2.0833	100	1.0542	0.3040	1.0542	1.0268
No log	2.125	102	1.0384	0.3424	1.0384	1.0190
No log	2.1667	104	0.8155	0.5245	0.8155	0.9031
No log	2.2083	106	0.7862	0.5575	0.7862	0.8867
No log	2.25	108	0.8147	0.4810	0.8147	0.9026
No log	2.2917	110	0.8344	0.3800	0.8344	0.9134
No log	2.3333	112	0.8142	0.5342	0.8142	0.9023
No log	2.375	114	0.9228	0.4482	0.9228	0.9606
No log	2.4167	116	0.9353	0.4577	0.9353	0.9671
No log	2.4583	118	0.8401	0.4966	0.8401	0.9166
No log	2.5	120	0.7965	0.5450	0.7965	0.8924
No log	2.5417	122	0.8057	0.4996	0.8057	0.8976
No log	2.5833	124	0.7873	0.5124	0.7873	0.8873
No log	2.625	126	0.8080	0.4964	0.8080	0.8989
No log	2.6667	128	0.8035	0.4969	0.8035	0.8964
No log	2.7083	130	0.7780	0.5451	0.7780	0.8821
No log	2.75	132	0.8098	0.5300	0.8098	0.8999
No log	2.7917	134	0.7938	0.5038	0.7938	0.8909
No log	2.8333	136	0.8025	0.5261	0.8025	0.8958
No log	2.875	138	0.8010	0.4903	0.8010	0.8950
No log	2.9167	140	0.8132	0.5463	0.8132	0.9018
No log	2.9583	142	0.9190	0.4521	0.9190	0.9587
No log	3.0	144	1.0141	0.3959	1.0141	1.0070
No log	3.0417	146	0.9964	0.4150	0.9964	0.9982
No log	3.0833	148	0.8910	0.3993	0.8910	0.9439
No log	3.125	150	0.8635	0.4910	0.8635	0.9292
No log	3.1667	152	0.8781	0.4956	0.8781	0.9371
No log	3.2083	154	0.8687	0.5002	0.8687	0.9320
No log	3.25	156	0.9479	0.4244	0.9479	0.9736
No log	3.2917	158	0.9392	0.4098	0.9392	0.9691
No log	3.3333	160	0.8499	0.5135	0.8499	0.9219
No log	3.375	162	0.8727	0.3908	0.8727	0.9342
No log	3.4167	164	0.8658	0.3908	0.8658	0.9305
No log	3.4583	166	0.8206	0.4676	0.8206	0.9059
No log	3.5	168	0.8539	0.4599	0.8539	0.9241
No log	3.5417	170	0.9221	0.4695	0.9221	0.9603
No log	3.5833	172	0.8504	0.4510	0.8504	0.9222
No log	3.625	174	0.7662	0.5621	0.7662	0.8753
No log	3.6667	176	0.8112	0.5098	0.8112	0.9007
No log	3.7083	178	0.7759	0.5253	0.7759	0.8809
No log	3.75	180	0.7376	0.5752	0.7376	0.8589
No log	3.7917	182	0.7213	0.5822	0.7213	0.8493
No log	3.8333	184	0.7138	0.5572	0.7138	0.8449
No log	3.875	186	0.6895	0.5247	0.6895	0.8303
No log	3.9167	188	0.6717	0.5747	0.6717	0.8195
No log	3.9583	190	0.6500	0.5871	0.6500	0.8062
No log	4.0	192	0.6237	0.6076	0.6237	0.7898
No log	4.0417	194	0.6414	0.6179	0.6414	0.8009
No log	4.0833	196	0.6532	0.6512	0.6532	0.8082
No log	4.125	198	0.6099	0.5742	0.6099	0.7810
No log	4.1667	200	0.6747	0.6082	0.6747	0.8214
No log	4.2083	202	0.7341	0.5857	0.7341	0.8568
No log	4.25	204	0.6794	0.5548	0.6794	0.8243
No log	4.2917	206	0.6475	0.5577	0.6475	0.8047
No log	4.3333	208	0.7071	0.5837	0.7071	0.8409
No log	4.375	210	0.7083	0.5746	0.7083	0.8416
No log	4.4167	212	0.6769	0.5391	0.6769	0.8227
No log	4.4583	214	0.6887	0.5214	0.6887	0.8299
No log	4.5	216	0.8266	0.5271	0.8266	0.9092
No log	4.5417	218	0.8963	0.5070	0.8963	0.9467
No log	4.5833	220	0.7722	0.5345	0.7722	0.8788
No log	4.625	222	0.6847	0.5396	0.6847	0.8275
No log	4.6667	224	0.7353	0.5585	0.7353	0.8575
No log	4.7083	226	0.7818	0.4560	0.7818	0.8842
No log	4.75	228	0.7743	0.3882	0.7743	0.8799
No log	4.7917	230	0.7755	0.4373	0.7755	0.8806
No log	4.8333	232	0.7595	0.4090	0.7595	0.8715
No log	4.875	234	0.7377	0.4124	0.7377	0.8589
No log	4.9167	236	0.7292	0.5025	0.7292	0.8539
No log	4.9583	238	0.7676	0.4973	0.7676	0.8761
No log	5.0	240	0.8075	0.4952	0.8075	0.8986
No log	5.0417	242	0.8578	0.5458	0.8578	0.9262
No log	5.0833	244	0.7872	0.4597	0.7872	0.8872
No log	5.125	246	0.7191	0.5734	0.7191	0.8480
No log	5.1667	248	0.7071	0.5171	0.7071	0.8409
No log	5.2083	250	0.8157	0.4578	0.8157	0.9032
No log	5.25	252	0.9052	0.4280	0.9052	0.9514
No log	5.2917	254	0.8428	0.4489	0.8428	0.9180
No log	5.3333	256	0.7293	0.5329	0.7293	0.8540
No log	5.375	258	0.7361	0.5232	0.7361	0.8580
No log	5.4167	260	0.8102	0.4697	0.8102	0.9001
No log	5.4583	262	0.7904	0.5088	0.7904	0.8890
No log	5.5	264	0.7732	0.5304	0.7732	0.8793
No log	5.5417	266	0.7664	0.5303	0.7664	0.8754
No log	5.5833	268	0.7687	0.4835	0.7687	0.8768
No log	5.625	270	0.8093	0.4513	0.8093	0.8996
No log	5.6667	272	0.7795	0.4069	0.7795	0.8829
No log	5.7083	274	0.8003	0.4714	0.8003	0.8946
No log	5.75	276	0.8880	0.4310	0.8880	0.9423
No log	5.7917	278	0.8889	0.4318	0.8889	0.9428
No log	5.8333	280	0.8459	0.4439	0.8459	0.9197
No log	5.875	282	0.8710	0.4310	0.8710	0.9333
No log	5.9167	284	0.8661	0.4310	0.8661	0.9306
No log	5.9583	286	0.8013	0.4714	0.8013	0.8952
No log	6.0	288	0.7552	0.4748	0.7552	0.8690
No log	6.0417	290	0.7615	0.4748	0.7615	0.8726
No log	6.0833	292	0.7995	0.4461	0.7995	0.8941
No log	6.125	294	0.8797	0.4054	0.8797	0.9379
No log	6.1667	296	0.9766	0.4197	0.9766	0.9882
No log	6.2083	298	0.9645	0.3953	0.9645	0.9821
No log	6.25	300	0.8797	0.4558	0.8797	0.9379
No log	6.2917	302	0.7774	0.5305	0.7774	0.8817
No log	6.3333	304	0.7073	0.4883	0.7073	0.8410
No log	6.375	306	0.6890	0.5023	0.6890	0.8300
No log	6.4167	308	0.6824	0.5129	0.6824	0.8261
No log	6.4583	310	0.7034	0.5676	0.7034	0.8387
No log	6.5	312	0.7455	0.5663	0.7455	0.8634
No log	6.5417	314	0.7167	0.5880	0.7167	0.8466
No log	6.5833	316	0.6949	0.5510	0.6949	0.8336
No log	6.625	318	0.7036	0.5950	0.7036	0.8388
No log	6.6667	320	0.7000	0.5510	0.7000	0.8367
No log	6.7083	322	0.7009	0.5510	0.7009	0.8372
No log	6.75	324	0.7073	0.5342	0.7073	0.8410
No log	6.7917	326	0.7462	0.5599	0.7462	0.8638
No log	6.8333	328	0.8446	0.5735	0.8446	0.9190
No log	6.875	330	0.8554	0.4794	0.8554	0.9249
No log	6.9167	332	0.7694	0.5964	0.7694	0.8772
No log	6.9583	334	0.7019	0.4903	0.7019	0.8378
No log	7.0	336	0.7305	0.4765	0.7305	0.8547
No log	7.0417	338	0.7227	0.4641	0.7227	0.8501
No log	7.0833	340	0.6865	0.5033	0.6865	0.8286
No log	7.125	342	0.7616	0.4958	0.7616	0.8727
No log	7.1667	344	0.8859	0.4216	0.8859	0.9412
No log	7.2083	346	0.9132	0.4216	0.9132	0.9556
No log	7.25	348	0.8983	0.3539	0.8983	0.9478
No log	7.2917	350	0.8823	0.3222	0.8823	0.9393
No log	7.3333	352	0.8383	0.3169	0.8383	0.9156
No log	7.375	354	0.7845	0.4309	0.7845	0.8857
No log	7.4167	356	0.7686	0.4576	0.7686	0.8767
No log	7.4583	358	0.7825	0.5242	0.7825	0.8846
No log	7.5	360	0.7832	0.5666	0.7832	0.8850
No log	7.5417	362	0.8219	0.5636	0.8219	0.9066
No log	7.5833	364	0.7890	0.6071	0.7890	0.8883
No log	7.625	366	0.7070	0.5923	0.7070	0.8408
No log	7.6667	368	0.6793	0.5678	0.6793	0.8242
No log	7.7083	370	0.6742	0.5833	0.6742	0.8211
No log	7.75	372	0.6843	0.5033	0.6843	0.8272
No log	7.7917	374	0.6911	0.5018	0.6911	0.8313
No log	7.8333	376	0.7138	0.5865	0.7138	0.8449
No log	7.875	378	0.7463	0.5601	0.7463	0.8639
No log	7.9167	380	0.7405	0.5601	0.7405	0.8605
No log	7.9583	382	0.7043	0.6082	0.7043	0.8392
No log	8.0	384	0.6661	0.5835	0.6661	0.8161
No log	8.0417	386	0.6714	0.5629	0.6714	0.8194
No log	8.0833	388	0.6763	0.5629	0.6763	0.8224
No log	8.125	390	0.6741	0.5629	0.6741	0.8210
No log	8.1667	392	0.6892	0.5304	0.6892	0.8302
No log	8.2083	394	0.6887	0.5442	0.6887	0.8299
No log	8.25	396	0.6785	0.5171	0.6785	0.8237
No log	8.2917	398	0.6890	0.5549	0.6890	0.8300
No log	8.3333	400	0.7006	0.5003	0.7006	0.8370
No log	8.375	402	0.7508	0.5429	0.7508	0.8665
No log	8.4167	404	0.7498	0.5429	0.7498	0.8659
No log	8.4583	406	0.7334	0.5245	0.7334	0.8564
No log	8.5	408	0.7353	0.5127	0.7353	0.8575
No log	8.5417	410	0.7294	0.4660	0.7294	0.8541
No log	8.5833	412	0.7272	0.4660	0.7272	0.8527
No log	8.625	414	0.7272	0.4660	0.7272	0.8527
No log	8.6667	416	0.7308	0.4882	0.7308	0.8549
No log	8.7083	418	0.7712	0.5728	0.7712	0.8782
No log	8.75	420	0.7667	0.5666	0.7667	0.8756
No log	8.7917	422	0.7521	0.5451	0.7521	0.8672
No log	8.8333	424	0.7278	0.5002	0.7278	0.8531
No log	8.875	426	0.7227	0.5247	0.7227	0.8501
No log	8.9167	428	0.7265	0.5117	0.7265	0.8524
No log	8.9583	430	0.7262	0.5131	0.7262	0.8522
No log	9.0	432	0.7351	0.5033	0.7351	0.8574
No log	9.0417	434	0.7263	0.4450	0.7263	0.8523
No log	9.0833	436	0.7124	0.5050	0.7124	0.8440
No log	9.125	438	0.7116	0.5050	0.7116	0.8436
No log	9.1667	440	0.7240	0.5731	0.7240	0.8509
No log	9.2083	442	0.7957	0.5650	0.7957	0.8920
No log	9.25	444	0.8021	0.5447	0.8021	0.8956
No log	9.2917	446	0.7347	0.5572	0.7347	0.8572
No log	9.3333	448	0.6936	0.5622	0.6936	0.8328
No log	9.375	450	0.6997	0.4118	0.6997	0.8365
No log	9.4167	452	0.6979	0.4493	0.6979	0.8354
No log	9.4583	454	0.6768	0.5288	0.6768	0.8227
No log	9.5	456	0.6791	0.5259	0.6791	0.8241
No log	9.5417	458	0.7070	0.6051	0.7070	0.8408
No log	9.5833	460	0.7505	0.5938	0.7505	0.8663
No log	9.625	462	0.8078	0.5628	0.8078	0.8988
No log	9.6667	464	0.8080	0.5647	0.8080	0.8989
No log	9.7083	466	0.7644	0.5487	0.7644	0.8743
No log	9.75	468	0.7235	0.5823	0.7235	0.8506
No log	9.7917	470	0.7142	0.5495	0.7142	0.8451
No log	9.8333	472	0.7044	0.5627	0.7044	0.8393
No log	9.875	474	0.6942	0.5862	0.6942	0.8332
No log	9.9167	476	0.7021	0.4581	0.7021	0.8379
No log	9.9583	478	0.7070	0.4949	0.7070	0.8408
No log	10.0	480	0.7005	0.5169	0.7005	0.8369
No log	10.0417	482	0.6892	0.4922	0.6892	0.8302
No log	10.0833	484	0.7208	0.5380	0.7208	0.8490
No log	10.125	486	0.7798	0.5170	0.7798	0.8830
No log	10.1667	488	0.7857	0.5385	0.7857	0.8864
No log	10.2083	490	0.7407	0.5482	0.7407	0.8606
No log	10.25	492	0.6870	0.5025	0.6870	0.8288
No log	10.2917	494	0.6793	0.5419	0.6793	0.8242
No log	10.3333	496	0.6878	0.5405	0.6878	0.8293
No log	10.375	498	0.7346	0.5380	0.7346	0.8571
0.3005	10.4167	500	0.8043	0.5349	0.8043	0.8968
0.3005	10.4583	502	0.8452	0.5167	0.8452	0.9194
0.3005	10.5	504	0.8923	0.4681	0.8923	0.9446
0.3005	10.5417	506	0.9333	0.3738	0.9333	0.9661
0.3005	10.5833	508	0.9559	0.4539	0.9559	0.9777
0.3005	10.625	510	0.8857	0.4809	0.8857	0.9411

Framework versions

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