ArabicNewSplits7_FineTuningAraBERT_run2_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: 0.8056
• Qwk: 0.4824
• Mse: 0.8056
• Rmse: 0.8976

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	0.7272	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	0.8232	0.4962	0.8232	0.9073
No log	2.0833	100	1.0543	0.3040	1.0543	1.0268
No log	2.125	102	1.0385	0.3424	1.0385	1.0191
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	0.9227	0.4482	0.9227	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	0.8925
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	0.9293
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	0.9480	0.4244	0.9480	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	0.8540	0.4599	0.8540	0.9241
No log	3.5417	170	0.9222	0.4695	0.9222	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	0.8113	0.5098	0.8113	0.9007
No log	3.7083	178	0.7760	0.5253	0.7760	0.8809
No log	3.75	180	0.7376	0.5752	0.7376	0.8589
No log	3.7917	182	0.7214	0.5822	0.7214	0.8493
No log	3.8333	184	0.7139	0.5572	0.7139	0.8449
No log	3.875	186	0.6895	0.5247	0.6895	0.8304
No log	3.9167	188	0.6717	0.5747	0.6717	0.8196
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	0.6749	0.6082	0.6749	0.8215
No log	4.2083	202	0.7344	0.5857	0.7344	0.8570
No log	4.25	204	0.6795	0.5548	0.6795	0.8243
No log	4.2917	206	0.6474	0.5577	0.6474	0.8046
No log	4.3333	208	0.7071	0.5837	0.7071	0.8409
No log	4.375	210	0.7084	0.5746	0.7084	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	0.8964	0.5070	0.8964	0.9468
No log	4.5833	220	0.7725	0.5345	0.7725	0.8789
No log	4.625	222	0.6848	0.5396	0.6848	0.8275
No log	4.6667	224	0.7351	0.5585	0.7351	0.8574
No log	4.7083	226	0.7816	0.4560	0.7816	0.8841
No log	4.75	228	0.7741	0.3882	0.7741	0.8798
No log	4.7917	230	0.7753	0.4373	0.7753	0.8805
No log	4.8333	232	0.7593	0.4218	0.7593	0.8714
No log	4.875	234	0.7375	0.4124	0.7375	0.8588
No log	4.9167	236	0.7291	0.5025	0.7291	0.8539
No log	4.9583	238	0.7672	0.4973	0.7672	0.8759
No log	5.0	240	0.8069	0.4952	0.8069	0.8983
No log	5.0417	242	0.8570	0.5458	0.8570	0.9258
No log	5.0833	244	0.7863	0.4597	0.7863	0.8867
No log	5.125	246	0.7187	0.5734	0.7187	0.8478
No log	5.1667	248	0.7070	0.5171	0.7070	0.8408
No log	5.2083	250	0.8157	0.4578	0.8157	0.9032
No log	5.25	252	0.9051	0.4280	0.9051	0.9514
No log	5.2917	254	0.8427	0.4489	0.8427	0.9180
No log	5.3333	256	0.7294	0.5329	0.7294	0.8541
No log	5.375	258	0.7366	0.5232	0.7366	0.8582
No log	5.4167	260	0.8103	0.4697	0.8103	0.9002
No log	5.4583	262	0.7901	0.5088	0.7901	0.8889
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	0.7688	0.4835	0.7688	0.8768
No log	5.625	270	0.8095	0.4513	0.8095	0.8997
No log	5.6667	272	0.7794	0.4069	0.7794	0.8828
No log	5.7083	274	0.8005	0.4714	0.8005	0.8947
No log	5.75	276	0.8894	0.4310	0.8894	0.9431
No log	5.7917	278	0.8908	0.4318	0.8908	0.9438
No log	5.8333	280	0.8475	0.4439	0.8475	0.9206
No log	5.875	282	0.8721	0.4310	0.8721	0.9339
No log	5.9167	284	0.8673	0.4310	0.8673	0.9313
No log	5.9583	286	0.8025	0.4714	0.8025	0.8958
No log	6.0	288	0.7557	0.4748	0.7557	0.8693
No log	6.0417	290	0.7620	0.4748	0.7620	0.8729
No log	6.0833	292	0.7999	0.4461	0.7999	0.8944
No log	6.125	294	0.8796	0.4054	0.8796	0.9379
No log	6.1667	296	0.9760	0.4197	0.9760	0.9879
No log	6.2083	298	0.9634	0.3953	0.9634	0.9815
No log	6.25	300	0.8784	0.4558	0.8784	0.9372
No log	6.2917	302	0.7759	0.5305	0.7759	0.8809
No log	6.3333	304	0.7060	0.4883	0.7060	0.8402
No log	6.375	306	0.6884	0.5142	0.6884	0.8297
No log	6.4167	308	0.6818	0.5129	0.6818	0.8257
No log	6.4583	310	0.7029	0.5676	0.7029	0.8384
No log	6.5	312	0.7450	0.5663	0.7450	0.8631
No log	6.5417	314	0.7159	0.5905	0.7159	0.8461
No log	6.5833	316	0.6941	0.5510	0.6941	0.8332
No log	6.625	318	0.7028	0.5950	0.7028	0.8383
No log	6.6667	320	0.6992	0.5510	0.6992	0.8362
No log	6.7083	322	0.7002	0.5510	0.7002	0.8368
No log	6.75	324	0.7063	0.5342	0.7063	0.8404
No log	6.7917	326	0.7439	0.5599	0.7439	0.8625
No log	6.8333	328	0.8410	0.5735	0.8410	0.9171
No log	6.875	330	0.8522	0.4794	0.8522	0.9232
No log	6.9167	332	0.7670	0.5964	0.7670	0.8758
No log	6.9583	334	0.7010	0.4898	0.7010	0.8372
No log	7.0	336	0.7317	0.5005	0.7317	0.8554
No log	7.0417	338	0.7231	0.4641	0.7231	0.8503
No log	7.0833	340	0.6862	0.5033	0.6862	0.8284
No log	7.125	342	0.7623	0.4824	0.7623	0.8731
No log	7.1667	344	0.8879	0.4216	0.8879	0.9423
No log	7.2083	346	0.9156	0.4216	0.9156	0.9569
No log	7.25	348	0.9001	0.3539	0.9001	0.9488
No log	7.2917	350	0.8835	0.3222	0.8835	0.9399
No log	7.3333	352	0.8397	0.3169	0.8397	0.9163
No log	7.375	354	0.7874	0.3902	0.7874	0.8873
No log	7.4167	356	0.7727	0.4180	0.7727	0.8790
No log	7.4583	358	0.7868	0.4911	0.7868	0.8870
No log	7.5	360	0.7883	0.5666	0.7883	0.8878
No log	7.5417	362	0.8288	0.5636	0.8288	0.9104
No log	7.5833	364	0.7960	0.6247	0.7960	0.8922
No log	7.625	366	0.7107	0.5923	0.7107	0.8430
No log	7.6667	368	0.6815	0.5678	0.6815	0.8255
No log	7.7083	370	0.6762	0.5833	0.6762	0.8223
No log	7.75	372	0.6870	0.4781	0.6870	0.8289
No log	7.7917	374	0.6921	0.5153	0.6921	0.8320
No log	7.8333	376	0.7100	0.5380	0.7100	0.8426
No log	7.875	378	0.7433	0.5601	0.7433	0.8622
No log	7.9167	380	0.7401	0.5733	0.7401	0.8603
No log	7.9583	382	0.7059	0.6082	0.7059	0.8402
No log	8.0	384	0.6679	0.5577	0.6679	0.8173
No log	8.0417	386	0.6745	0.5629	0.6745	0.8213
No log	8.0833	388	0.6799	0.5629	0.6799	0.8246
No log	8.125	390	0.6760	0.5629	0.6760	0.8222
No log	8.1667	392	0.6878	0.5304	0.6878	0.8293
No log	8.2083	394	0.6885	0.5442	0.6885	0.8298
No log	8.25	396	0.6829	0.5171	0.6829	0.8264
No log	8.2917	398	0.6945	0.5316	0.6945	0.8333
No log	8.3333	400	0.7035	0.4995	0.7035	0.8388
No log	8.375	402	0.7529	0.5429	0.7529	0.8677
No log	8.4167	404	0.7516	0.5429	0.7516	0.8669
No log	8.4583	406	0.7378	0.4987	0.7378	0.8590
No log	8.5	408	0.7400	0.4987	0.7400	0.8602
No log	8.5417	410	0.7282	0.5142	0.7282	0.8534
No log	8.5833	412	0.7281	0.4565	0.7281	0.8533
No log	8.625	414	0.7281	0.4547	0.7281	0.8533
No log	8.6667	416	0.7295	0.4882	0.7295	0.8541
No log	8.7083	418	0.7634	0.5540	0.7634	0.8737
No log	8.75	420	0.7658	0.5470	0.7658	0.8751
No log	8.7917	422	0.7648	0.5451	0.7648	0.8745
No log	8.8333	424	0.7353	0.5528	0.7353	0.8575
No log	8.875	426	0.7225	0.5247	0.7225	0.8500
No log	8.9167	428	0.7230	0.5002	0.7230	0.8503
No log	8.9583	430	0.7235	0.5017	0.7235	0.8506
No log	9.0	432	0.7351	0.4161	0.7351	0.8574
No log	9.0417	434	0.7200	0.4723	0.7200	0.8485
No log	9.0833	436	0.6980	0.5050	0.6980	0.8355
No log	9.125	438	0.6974	0.5587	0.6974	0.8351
No log	9.1667	440	0.7102	0.5731	0.7102	0.8427
No log	9.2083	442	0.7700	0.5658	0.7700	0.8775
No log	9.25	444	0.7801	0.5756	0.7801	0.8832
No log	9.2917	446	0.7199	0.6062	0.7199	0.8485
No log	9.3333	448	0.6807	0.5274	0.6807	0.8250
No log	9.375	450	0.7141	0.4640	0.7141	0.8451
No log	9.4167	452	0.7352	0.4545	0.7352	0.8575
No log	9.4583	454	0.7041	0.4393	0.7041	0.8391
No log	9.5	456	0.6733	0.5510	0.6733	0.8205
No log	9.5417	458	0.7006	0.5837	0.7006	0.8370
No log	9.5833	460	0.7936	0.5455	0.7936	0.8908
No log	9.625	462	0.8474	0.5428	0.8474	0.9206
No log	9.6667	464	0.8058	0.5455	0.8058	0.8977
No log	9.7083	466	0.7535	0.5777	0.7535	0.8680
No log	9.75	468	0.7313	0.6053	0.7313	0.8551
No log	9.7917	470	0.7335	0.5349	0.7335	0.8564
No log	9.8333	472	0.7405	0.5349	0.7405	0.8605
No log	9.875	474	0.7342	0.5244	0.7342	0.8569
No log	9.9167	476	0.7225	0.5380	0.7225	0.8500
No log	9.9583	478	0.7159	0.5274	0.7159	0.8461
No log	10.0	480	0.7134	0.5025	0.7134	0.8446
No log	10.0417	482	0.7214	0.5380	0.7214	0.8494
No log	10.0833	484	0.7597	0.5686	0.7597	0.8716
No log	10.125	486	0.8060	0.5131	0.8060	0.8978
No log	10.1667	488	0.7828	0.5756	0.7828	0.8848
No log	10.2083	490	0.7048	0.5787	0.7048	0.8395
No log	10.25	492	0.6723	0.5747	0.6723	0.8199
No log	10.2917	494	0.6885	0.4870	0.6885	0.8298
No log	10.3333	496	0.6814	0.5076	0.6814	0.8255
No log	10.375	498	0.6834	0.5247	0.6834	0.8267
0.3	10.4167	500	0.7437	0.5642	0.7437	0.8624
0.3	10.4583	502	0.7917	0.5254	0.7917	0.8898
0.3	10.5	504	0.7996	0.5266	0.7996	0.8942
0.3	10.5417	506	0.7948	0.4828	0.7948	0.8915
0.3	10.5833	508	0.8125	0.4180	0.8125	0.9014
0.3	10.625	510	0.8056	0.4824	0.8056	0.8976

Framework versions

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