ArabicNewSplits7_FineTuningAraBERT_run3_AugV5_k15_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: 0.8794
• Qwk: 0.3405
• Mse: 0.8794
• Rmse: 0.9378

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	0.0435	2	4.6091	0.0010	4.6091	2.1469
No log	0.0870	4	2.5046	-0.0076	2.5046	1.5826
No log	0.1304	6	1.6178	0.0372	1.6178	1.2719
No log	0.1739	8	1.2649	0.2319	1.2649	1.1247
No log	0.2174	10	1.2956	-0.0783	1.2956	1.1383
No log	0.2609	12	1.4054	-0.0661	1.4054	1.1855
No log	0.3043	14	1.6061	-0.0757	1.6061	1.2673
No log	0.3478	16	2.3200	0.0638	2.3200	1.5231
No log	0.3913	18	2.1449	0.0405	2.1449	1.4645
No log	0.4348	20	1.5844	0.0169	1.5844	1.2587
No log	0.4783	22	1.3037	0.0926	1.3037	1.1418
No log	0.5217	24	1.3202	0.0408	1.3202	1.1490
No log	0.5652	26	1.2212	0.2314	1.2212	1.1051
No log	0.6087	28	1.2069	0.1144	1.2069	1.0986
No log	0.6522	30	1.2332	0.1211	1.2332	1.1105
No log	0.6957	32	1.2574	-0.0011	1.2574	1.1214
No log	0.7391	34	1.2789	0.1171	1.2789	1.1309
No log	0.7826	36	1.2205	0.0460	1.2205	1.1048
No log	0.8261	38	1.2457	0.0075	1.2457	1.1161
No log	0.8696	40	1.2141	0.0153	1.2141	1.1019
No log	0.9130	42	1.1329	0.3462	1.1329	1.0644
No log	0.9565	44	1.2337	0.1045	1.2337	1.1107
No log	1.0	46	1.1986	0.1959	1.1986	1.0948
No log	1.0435	48	1.1030	0.4157	1.1030	1.0502
No log	1.0870	50	1.0740	0.4157	1.0740	1.0363
No log	1.1304	52	1.1056	0.2786	1.1056	1.0515
No log	1.1739	54	1.0958	0.3839	1.0958	1.0468
No log	1.2174	56	0.9699	0.3744	0.9699	0.9848
No log	1.2609	58	1.1867	0.2799	1.1867	1.0894
No log	1.3043	60	1.5525	-0.0541	1.5525	1.2460
No log	1.3478	62	1.4384	0.0077	1.4384	1.1993
No log	1.3913	64	1.1896	0.0527	1.1896	1.0907
No log	1.4348	66	0.9832	0.1752	0.9832	0.9915
No log	1.4783	68	0.9675	0.4990	0.9675	0.9836
No log	1.5217	70	1.0623	0.3276	1.0623	1.0307
No log	1.5652	72	1.1095	0.3480	1.1095	1.0533
No log	1.6087	74	0.9404	0.4527	0.9404	0.9697
No log	1.6522	76	0.8744	0.3583	0.8744	0.9351
No log	1.6957	78	0.9648	0.2175	0.9648	0.9823
No log	1.7391	80	0.9420	0.3436	0.9420	0.9706
No log	1.7826	82	0.8096	0.4979	0.8096	0.8998
No log	1.8261	84	0.8418	0.5197	0.8418	0.9175
No log	1.8696	86	0.8206	0.5197	0.8206	0.9059
No log	1.9130	88	0.8109	0.4512	0.8109	0.9005
No log	1.9565	90	0.9972	0.3816	0.9972	0.9986
No log	2.0	92	1.0702	0.2857	1.0702	1.0345
No log	2.0435	94	0.8957	0.3493	0.8957	0.9464
No log	2.0870	96	0.8297	0.5301	0.8297	0.9109
No log	2.1304	98	0.8537	0.5437	0.8537	0.9239
No log	2.1739	100	0.8315	0.5515	0.8315	0.9119
No log	2.2174	102	0.7900	0.4563	0.7900	0.8888
No log	2.2609	104	0.7609	0.4563	0.7609	0.8723
No log	2.3043	106	0.8190	0.4202	0.8190	0.9050
No log	2.3478	108	0.9599	0.4222	0.9599	0.9797
No log	2.3913	110	1.0603	0.4060	1.0603	1.0297
No log	2.4348	112	0.8214	0.5264	0.8214	0.9063
No log	2.4783	114	0.7369	0.5958	0.7369	0.8584
No log	2.5217	116	0.7552	0.5992	0.7552	0.8690
No log	2.5652	118	0.9156	0.5094	0.9156	0.9569
No log	2.6087	120	1.3982	0.3634	1.3982	1.1824
No log	2.6522	122	1.5822	0.2838	1.5822	1.2579
No log	2.6957	124	1.2367	0.4723	1.2367	1.1121
No log	2.7391	126	0.8691	0.5102	0.8691	0.9322
No log	2.7826	128	0.8735	0.4712	0.8735	0.9346
No log	2.8261	130	0.8250	0.4420	0.8250	0.9083
No log	2.8696	132	0.8220	0.4143	0.8220	0.9067
No log	2.9130	134	0.9210	0.4703	0.9210	0.9597
No log	2.9565	136	0.9251	0.4703	0.9251	0.9618
No log	3.0	138	0.8116	0.4792	0.8116	0.9009
No log	3.0435	140	0.8288	0.4505	0.8288	0.9104
No log	3.0870	142	0.9790	0.4570	0.9790	0.9895
No log	3.1304	144	0.9339	0.5	0.9339	0.9664
No log	3.1739	146	0.7931	0.5744	0.7931	0.8906
No log	3.2174	148	0.7772	0.5532	0.7772	0.8816
No log	3.2609	150	0.7727	0.5455	0.7727	0.8791
No log	3.3043	152	0.8189	0.5058	0.8189	0.9049
No log	3.3478	154	0.9375	0.5124	0.9375	0.9683
No log	3.3913	156	0.9904	0.5238	0.9904	0.9952
No log	3.4348	158	0.8367	0.5374	0.8367	0.9147
No log	3.4783	160	0.7563	0.5552	0.7563	0.8697
No log	3.5217	162	0.7766	0.5451	0.7766	0.8812
No log	3.5652	164	1.0293	0.4767	1.0293	1.0145
No log	3.6087	166	1.2446	0.4593	1.2446	1.1156
No log	3.6522	168	1.1447	0.4590	1.1447	1.0699
No log	3.6957	170	0.9503	0.4771	0.9503	0.9748
No log	3.7391	172	0.8480	0.4764	0.8480	0.9208
No log	3.7826	174	0.9412	0.4862	0.9412	0.9702
No log	3.8261	176	1.0705	0.4767	1.0705	1.0346
No log	3.8696	178	1.0576	0.5041	1.0576	1.0284
No log	3.9130	180	1.0927	0.5206	1.0927	1.0453
No log	3.9565	182	1.1859	0.5167	1.1859	1.0890
No log	4.0	184	0.9851	0.4663	0.9851	0.9925
No log	4.0435	186	0.8347	0.4493	0.8347	0.9136
No log	4.0870	188	0.8691	0.4331	0.8691	0.9322
No log	4.1304	190	1.0773	0.4845	1.0773	1.0379
No log	4.1739	192	1.1316	0.4731	1.1316	1.0638
No log	4.2174	194	0.9003	0.4914	0.9003	0.9488
No log	4.2609	196	0.7777	0.5094	0.7777	0.8819
No log	4.3043	198	0.7618	0.5012	0.7618	0.8728
No log	4.3478	200	0.8395	0.4293	0.8395	0.9162
No log	4.3913	202	1.2038	0.4613	1.2038	1.0972
No log	4.4348	204	1.4732	0.3620	1.4732	1.2138
No log	4.4783	206	1.3666	0.4129	1.3666	1.1690
No log	4.5217	208	1.0777	0.4453	1.0777	1.0381
No log	4.5652	210	0.8153	0.4690	0.8153	0.9029
No log	4.6087	212	0.7534	0.4656	0.7534	0.8680
No log	4.6522	214	0.7558	0.4603	0.7558	0.8694
No log	4.6957	216	0.9260	0.5280	0.9260	0.9623
No log	4.7391	218	1.2770	0.4231	1.2770	1.1301
No log	4.7826	220	1.4578	0.3964	1.4578	1.2074
No log	4.8261	222	1.3174	0.4131	1.3174	1.1478
No log	4.8696	224	1.0252	0.4625	1.0252	1.0125
No log	4.9130	226	0.8015	0.4202	0.8015	0.8953
No log	4.9565	228	0.7517	0.5144	0.7517	0.8670
No log	5.0	230	0.7558	0.4681	0.7558	0.8694
No log	5.0435	232	0.7815	0.4006	0.7815	0.8840
No log	5.0870	234	0.9092	0.4751	0.9092	0.9535
No log	5.1304	236	0.9085	0.5224	0.9085	0.9532
No log	5.1739	238	0.7780	0.5352	0.7780	0.8820
No log	5.2174	240	0.7889	0.5427	0.7889	0.8882
No log	5.2609	242	0.8161	0.5427	0.8161	0.9034
No log	5.3043	244	0.7935	0.5427	0.7935	0.8908
No log	5.3478	246	0.7548	0.4879	0.7548	0.8688
No log	5.3913	248	0.7767	0.4377	0.7767	0.8813
No log	5.4348	250	0.7989	0.3902	0.7989	0.8938
No log	5.4783	252	0.8006	0.4142	0.8006	0.8948
No log	5.5217	254	0.7591	0.4181	0.7591	0.8713
No log	5.5652	256	0.7468	0.4385	0.7468	0.8642
No log	5.6087	258	0.7449	0.4560	0.7449	0.8631
No log	5.6522	260	0.7274	0.4898	0.7274	0.8529
No log	5.6957	262	0.7492	0.5744	0.7492	0.8656
No log	5.7391	264	0.7625	0.5112	0.7625	0.8732
No log	5.7826	266	0.7830	0.4042	0.7830	0.8849
No log	5.8261	268	0.8521	0.4351	0.8521	0.9231
No log	5.8696	270	0.8392	0.3590	0.8392	0.9161
No log	5.9130	272	0.7877	0.4571	0.7877	0.8876
No log	5.9565	274	0.7926	0.4571	0.7926	0.8903
No log	6.0	276	0.8199	0.4343	0.8199	0.9055
No log	6.0435	278	0.8175	0.4611	0.8175	0.9042
No log	6.0870	280	0.8131	0.3738	0.8131	0.9017
No log	6.1304	282	0.8148	0.3983	0.8148	0.9027
No log	6.1739	284	0.8568	0.3464	0.8568	0.9256
No log	6.2174	286	1.0005	0.4610	1.0005	1.0002
No log	6.2609	288	1.0831	0.4186	1.0831	1.0407
No log	6.3043	290	1.0067	0.4186	1.0067	1.0033
No log	6.3478	292	0.9017	0.3945	0.9017	0.9496
No log	6.3913	294	0.8101	0.3661	0.8101	0.9000
No log	6.4348	296	0.7925	0.4929	0.7925	0.8902
No log	6.4783	298	0.7930	0.4290	0.7930	0.8905
No log	6.5217	300	0.8638	0.4546	0.8638	0.9294
No log	6.5652	302	0.9463	0.4946	0.9463	0.9728
No log	6.6087	304	1.0091	0.4883	1.0091	1.0045
No log	6.6522	306	0.9400	0.4781	0.9400	0.9695
No log	6.6957	308	0.9123	0.4165	0.9123	0.9551
No log	6.7391	310	0.9065	0.3369	0.9065	0.9521
No log	6.7826	312	0.8673	0.3352	0.8673	0.9313
No log	6.8261	314	0.8125	0.3117	0.8125	0.9014
No log	6.8696	316	0.8392	0.4639	0.8392	0.9161
No log	6.9130	318	0.9632	0.5605	0.9632	0.9814
No log	6.9565	320	0.9610	0.5583	0.9610	0.9803
No log	7.0	322	0.7652	0.5339	0.7652	0.8748
No log	7.0435	324	0.6720	0.5486	0.6720	0.8198
No log	7.0870	326	0.7127	0.5862	0.7127	0.8442
No log	7.1304	328	0.7249	0.5779	0.7249	0.8514
No log	7.1739	330	0.7012	0.5505	0.7012	0.8374
No log	7.2174	332	0.7544	0.4754	0.7544	0.8686
No log	7.2609	334	0.7857	0.5353	0.7857	0.8864
No log	7.3043	336	0.7557	0.5119	0.7557	0.8693
No log	7.3478	338	0.7228	0.4965	0.7228	0.8502
No log	7.3913	340	0.7240	0.5155	0.7240	0.8509
No log	7.4348	342	0.7511	0.4996	0.7511	0.8667
No log	7.4783	344	0.8892	0.4958	0.8892	0.9430
No log	7.5217	346	1.0051	0.5159	1.0051	1.0026
No log	7.5652	348	1.0938	0.4396	1.0938	1.0459
No log	7.6087	350	0.9746	0.4655	0.9746	0.9872
No log	7.6522	352	0.8517	0.3715	0.8517	0.9229
No log	7.6957	354	0.8491	0.4159	0.8491	0.9214
No log	7.7391	356	0.8951	0.3804	0.8951	0.9461
No log	7.7826	358	0.9413	0.3816	0.9413	0.9702
No log	7.8261	360	0.9626	0.4220	0.9626	0.9811
No log	7.8696	362	0.9968	0.4610	0.9968	0.9984
No log	7.9130	364	1.1017	0.5134	1.1017	1.0496
No log	7.9565	366	1.0482	0.5134	1.0482	1.0238
No log	8.0	368	0.8980	0.4479	0.8980	0.9476
No log	8.0435	370	0.8181	0.3463	0.8181	0.9045
No log	8.0870	372	0.8218	0.3522	0.8218	0.9065
No log	8.1304	374	0.8670	0.4559	0.8670	0.9311
No log	8.1739	376	0.8959	0.5	0.8959	0.9465
No log	8.2174	378	0.8960	0.4638	0.8960	0.9466
No log	8.2609	380	0.9027	0.4295	0.9027	0.9501
No log	8.3043	382	0.8284	0.3738	0.8284	0.9102
No log	8.3478	384	0.8353	0.3952	0.8353	0.9139
No log	8.3913	386	0.8551	0.5354	0.8551	0.9247
No log	8.4348	388	0.8040	0.4197	0.8040	0.8967
No log	8.4783	390	0.8266	0.4104	0.8266	0.9092
No log	8.5217	392	0.8805	0.4942	0.8805	0.9384
No log	8.5652	394	0.9267	0.4921	0.9267	0.9627
No log	8.6087	396	0.8838	0.5235	0.8838	0.9401
No log	8.6522	398	0.7928	0.5565	0.7928	0.8904
No log	8.6957	400	0.7695	0.5574	0.7695	0.8772
No log	8.7391	402	0.7953	0.5038	0.7953	0.8918
No log	8.7826	404	0.9503	0.4962	0.9503	0.9748
No log	8.8261	406	1.0002	0.5262	1.0002	1.0001
No log	8.8696	408	0.9094	0.5431	0.9094	0.9537
No log	8.9130	410	0.8054	0.5070	0.8054	0.8974
No log	8.9565	412	0.8376	0.5218	0.8376	0.9152
No log	9.0	414	0.9783	0.5134	0.9783	0.9891
No log	9.0435	416	0.9875	0.4975	0.9875	0.9937
No log	9.0870	418	0.8680	0.4129	0.8680	0.9317
No log	9.1304	420	0.7823	0.3223	0.7823	0.8845
No log	9.1739	422	0.7908	0.3223	0.7908	0.8893
No log	9.2174	424	0.8434	0.3418	0.8434	0.9184
No log	9.2609	426	0.8989	0.4072	0.8989	0.9481
No log	9.3043	428	0.9321	0.5160	0.9321	0.9654
No log	9.3478	430	0.9332	0.5491	0.9332	0.9660
No log	9.3913	432	0.8852	0.5201	0.8852	0.9408
No log	9.4348	434	0.8572	0.5141	0.8572	0.9258
No log	9.4783	436	0.8111	0.4685	0.8111	0.9006
No log	9.5217	438	0.8607	0.5287	0.8607	0.9277
No log	9.5652	440	1.0305	0.5300	1.0305	1.0151
No log	9.6087	442	1.1820	0.4978	1.1820	1.0872
No log	9.6522	444	1.1768	0.4155	1.1768	1.0848
No log	9.6957	446	1.0540	0.4186	1.0540	1.0267
No log	9.7391	448	0.9051	0.3530	0.9051	0.9514
No log	9.7826	450	0.8593	0.3834	0.8593	0.9270
No log	9.8261	452	0.9292	0.4130	0.9292	0.9639
No log	9.8696	454	1.0262	0.5398	1.0262	1.0130
No log	9.9130	456	1.0072	0.5255	1.0072	1.0036
No log	9.9565	458	0.9059	0.4761	0.9059	0.9518
No log	10.0	460	0.8999	0.4348	0.8999	0.9486
No log	10.0435	462	0.8897	0.4128	0.8897	0.9432
No log	10.0870	464	0.9552	0.4131	0.9552	0.9773
No log	10.1304	466	0.9342	0.4131	0.9342	0.9665
No log	10.1739	468	0.8510	0.3577	0.8510	0.9225
No log	10.2174	470	0.8326	0.3890	0.8326	0.9124
No log	10.2609	472	0.8277	0.3685	0.8277	0.9098
No log	10.3043	474	0.8480	0.2944	0.8480	0.9209
No log	10.3478	476	0.9278	0.4583	0.9278	0.9632
No log	10.3913	478	0.9695	0.5280	0.9695	0.9846
No log	10.4348	480	0.8718	0.4874	0.8718	0.9337
No log	10.4783	482	0.7753	0.5028	0.7753	0.8805
No log	10.5217	484	0.7690	0.4841	0.7690	0.8770
No log	10.5652	486	0.8084	0.4465	0.8084	0.8991
No log	10.6087	488	0.9236	0.4372	0.9236	0.9611
No log	10.6522	490	1.0329	0.5015	1.0329	1.0163
No log	10.6957	492	1.0345	0.5015	1.0345	1.0171
No log	10.7391	494	0.9354	0.4167	0.9354	0.9672
No log	10.7826	496	0.8008	0.4470	0.8008	0.8949
No log	10.8261	498	0.7433	0.4874	0.7433	0.8622
0.378	10.8696	500	0.7478	0.5832	0.7478	0.8647
0.378	10.9130	502	0.7343	0.5618	0.7343	0.8569
0.378	10.9565	504	0.7310	0.4450	0.7310	0.8550
0.378	11.0	506	0.8077	0.4519	0.8077	0.8987
0.378	11.0435	508	0.8518	0.3405	0.8518	0.9229
0.378	11.0870	510	0.8794	0.3405	0.8794	0.9378

Framework versions

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