ArabicNewSplits7_FineTuningAraBERT_run1_AugV5_k6_task7_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: 0.8725
• Qwk: 0.3867
• Mse: 0.8725
• Rmse: 0.9341

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	0.1176	2	2.7268	-0.0262	2.7268	1.6513
No log	0.2353	4	1.4160	0.0771	1.4160	1.1900
No log	0.3529	6	1.0447	-0.1304	1.0447	1.0221
No log	0.4706	8	1.2835	-0.2437	1.2835	1.1329
No log	0.5882	10	1.5149	-0.2448	1.5149	1.2308
No log	0.7059	12	1.6208	-0.1307	1.6208	1.2731
No log	0.8235	14	1.3323	-0.1803	1.3323	1.1542
No log	0.9412	16	1.0674	0.0327	1.0674	1.0331
No log	1.0588	18	0.9372	0.2227	0.9372	0.9681
No log	1.1765	20	0.9146	0.2504	0.9146	0.9564
No log	1.2941	22	0.8599	0.3425	0.8599	0.9273
No log	1.4118	24	0.8638	0.1407	0.8638	0.9294
No log	1.5294	26	0.9672	0.0	0.9672	0.9834
No log	1.6471	28	1.0828	-0.0660	1.0828	1.0406
No log	1.7647	30	1.0018	-0.0426	1.0018	1.0009
No log	1.8824	32	0.8917	0.0	0.8917	0.9443
No log	2.0	34	0.8040	0.0327	0.8040	0.8967
No log	2.1176	36	0.8083	0.2407	0.8083	0.8990
No log	2.2353	38	0.8258	0.2463	0.8258	0.9087
No log	2.3529	40	0.8547	0.3294	0.8547	0.9245
No log	2.4706	42	0.8759	0.3099	0.8759	0.9359
No log	2.5882	44	0.8845	0.0840	0.8845	0.9405
No log	2.7059	46	0.8996	0.1327	0.8996	0.9485
No log	2.8235	48	0.8627	0.1754	0.8627	0.9288
No log	2.9412	50	0.8310	0.1372	0.8310	0.9116
No log	3.0588	52	0.7444	0.0428	0.7444	0.8628
No log	3.1765	54	0.7285	0.1508	0.7285	0.8535
No log	3.2941	56	0.7495	0.1863	0.7495	0.8657
No log	3.4118	58	0.7724	0.1407	0.7724	0.8788
No log	3.5294	60	0.8269	-0.0511	0.8269	0.9093
No log	3.6471	62	0.9254	-0.0392	0.9254	0.9620
No log	3.7647	64	1.1030	-0.0264	1.1030	1.0502
No log	3.8824	66	1.2248	0.0081	1.2248	1.1067
No log	4.0	68	1.0681	-0.0112	1.0681	1.0335
No log	4.1176	70	1.0519	0.2173	1.0519	1.0256
No log	4.2353	72	1.0235	0.2076	1.0235	1.0117
No log	4.3529	74	1.0578	0.0120	1.0578	1.0285
No log	4.4706	76	1.0491	-0.0497	1.0491	1.0243
No log	4.5882	78	1.0570	0.1101	1.0570	1.0281
No log	4.7059	80	1.0229	0.1289	1.0229	1.0114
No log	4.8235	82	1.0278	0.1827	1.0278	1.0138
No log	4.9412	84	1.0840	0.1709	1.0840	1.0411
No log	5.0588	86	1.0419	0.2537	1.0419	1.0207
No log	5.1765	88	1.0101	0.0244	1.0101	1.0050
No log	5.2941	90	0.9973	-0.0108	0.9973	0.9987
No log	5.4118	92	1.0215	0.2124	1.0215	1.0107
No log	5.5294	94	1.2082	0.0948	1.2082	1.0992
No log	5.6471	96	1.2811	0.0852	1.2811	1.1319
No log	5.7647	98	1.1839	0.0881	1.1839	1.0881
No log	5.8824	100	1.0396	0.2728	1.0396	1.0196
No log	6.0	102	0.8852	0.2149	0.8852	0.9408
No log	6.1176	104	0.8421	0.1353	0.8421	0.9177
No log	6.2353	106	0.8525	0.2270	0.8525	0.9233
No log	6.3529	108	0.8804	0.3817	0.8804	0.9383
No log	6.4706	110	0.9760	0.3398	0.9760	0.9879
No log	6.5882	112	1.0358	0.2708	1.0358	1.0177
No log	6.7059	114	0.9867	0.28	0.9867	0.9933
No log	6.8235	116	0.9717	0.1843	0.9717	0.9857
No log	6.9412	118	1.0157	0.3043	1.0157	1.0078
No log	7.0588	120	1.2547	0.1409	1.2547	1.1201
No log	7.1765	122	1.3189	0.1357	1.3189	1.1484
No log	7.2941	124	1.1721	0.2231	1.1721	1.0826
No log	7.4118	126	0.9737	0.2076	0.9737	0.9868
No log	7.5294	128	0.9136	0.1373	0.9136	0.9558
No log	7.6471	130	0.9125	0.1867	0.9125	0.9553
No log	7.7647	132	0.9566	0.3110	0.9566	0.9780
No log	7.8824	134	0.8952	0.3069	0.8952	0.9462
No log	8.0	136	0.8672	0.2547	0.8672	0.9312
No log	8.1176	138	0.8373	0.2661	0.8373	0.9151
No log	8.2353	140	0.8693	0.2670	0.8693	0.9324
No log	8.3529	142	0.9026	0.4085	0.9026	0.9500
No log	8.4706	144	0.8102	0.4464	0.8102	0.9001
No log	8.5882	146	0.8687	0.3760	0.8687	0.9320
No log	8.7059	148	1.0536	0.2613	1.0536	1.0264
No log	8.8235	150	1.2256	0.2299	1.2256	1.1070
No log	8.9412	152	1.0067	0.3431	1.0067	1.0034
No log	9.0588	154	0.8420	0.3011	0.8420	0.9176
No log	9.1765	156	0.9171	0.4321	0.9171	0.9577
No log	9.2941	158	1.2507	0.1841	1.2507	1.1184
No log	9.4118	160	1.5506	0.1759	1.5506	1.2452
No log	9.5294	162	1.4346	0.1965	1.4346	1.1977
No log	9.6471	164	1.2422	0.1776	1.2422	1.1146
No log	9.7647	166	0.9861	0.3128	0.9861	0.9930
No log	9.8824	168	0.8802	0.3255	0.8802	0.9382
No log	10.0	170	0.8676	0.2402	0.8676	0.9315
No log	10.1176	172	0.8841	0.2993	0.8841	0.9403
No log	10.2353	174	0.9120	0.2937	0.9120	0.9550
No log	10.3529	176	0.9544	0.3667	0.9544	0.9769
No log	10.4706	178	0.9906	0.3582	0.9906	0.9953
No log	10.5882	180	0.9758	0.3425	0.9758	0.9878
No log	10.7059	182	0.9097	0.3125	0.9097	0.9538
No log	10.8235	184	0.8349	0.3609	0.8349	0.9137
No log	10.9412	186	0.8148	0.2172	0.8148	0.9027
No log	11.0588	188	0.8589	0.2988	0.8589	0.9268
No log	11.1765	190	0.9714	0.3483	0.9714	0.9856
No log	11.2941	192	1.0116	0.2905	1.0116	1.0058
No log	11.4118	194	0.9017	0.3645	0.9017	0.9496
No log	11.5294	196	0.8513	0.3520	0.8513	0.9227
No log	11.6471	198	0.8394	0.3520	0.8394	0.9162
No log	11.7647	200	0.8733	0.3520	0.8733	0.9345
No log	11.8824	202	0.8863	0.3520	0.8863	0.9414
No log	12.0	204	0.9484	0.3456	0.9484	0.9738
No log	12.1176	206	0.9953	0.3333	0.9953	0.9976
No log	12.2353	208	1.1126	0.2754	1.1126	1.0548
No log	12.3529	210	1.0385	0.2577	1.0385	1.0191
No log	12.4706	212	0.9103	0.3100	0.9103	0.9541
No log	12.5882	214	0.8826	0.3100	0.8826	0.9395
No log	12.7059	216	0.9827	0.2602	0.9827	0.9913
No log	12.8235	218	1.1467	0.2622	1.1467	1.0709
No log	12.9412	220	1.0604	0.2524	1.0604	1.0298
No log	13.0588	222	0.8075	0.3976	0.8075	0.8986
No log	13.1765	224	0.7876	0.3316	0.7876	0.8875
No log	13.2941	226	0.8008	0.3239	0.8008	0.8949
No log	13.4118	228	0.7293	0.3079	0.7293	0.8540
No log	13.5294	230	0.8008	0.3760	0.8008	0.8949
No log	13.6471	232	0.9776	0.2547	0.9776	0.9887
No log	13.7647	234	0.9390	0.2894	0.9390	0.9690
No log	13.8824	236	0.8179	0.3565	0.8179	0.9044
No log	14.0	238	0.8232	0.2479	0.8232	0.9073
No log	14.1176	240	0.8592	0.2747	0.8592	0.9269
No log	14.2353	242	0.9239	0.2873	0.9239	0.9612
No log	14.3529	244	1.0360	0.2636	1.0360	1.0178
No log	14.4706	246	1.1456	0.2312	1.1456	1.0703
No log	14.5882	248	1.0731	0.2312	1.0731	1.0359
No log	14.7059	250	0.9686	0.2677	0.9686	0.9842
No log	14.8235	252	0.9177	0.1884	0.9177	0.9580
No log	14.9412	254	0.8797	0.2616	0.8797	0.9379
No log	15.0588	256	0.8861	0.2887	0.8861	0.9413
No log	15.1765	258	0.9328	0.2564	0.9328	0.9658
No log	15.2941	260	0.9601	0.2777	0.9601	0.9798
No log	15.4118	262	1.0995	0.2354	1.0995	1.0486
No log	15.5294	264	0.9717	0.3022	0.9717	0.9857
No log	15.6471	266	0.8374	0.2975	0.8374	0.9151
No log	15.7647	268	0.8447	0.2832	0.8447	0.9191
No log	15.8824	270	0.9461	0.3022	0.9461	0.9727
No log	16.0	272	1.0755	0.2271	1.0755	1.0370
No log	16.1176	274	1.1718	0.2687	1.1718	1.0825
No log	16.2353	276	1.0668	0.2777	1.0668	1.0328
No log	16.3529	278	0.8756	0.2853	0.8756	0.9357
No log	16.4706	280	0.7682	0.4134	0.7682	0.8765
No log	16.5882	282	0.7629	0.3867	0.7629	0.8735
No log	16.7059	284	0.8001	0.3194	0.8001	0.8945
No log	16.8235	286	0.9030	0.2964	0.9030	0.9502
No log	16.9412	288	0.9448	0.2964	0.9448	0.9720
No log	17.0588	290	0.8439	0.3371	0.8439	0.9186
No log	17.1765	292	0.7099	0.3433	0.7099	0.8426
No log	17.2941	294	0.6892	0.3253	0.6892	0.8302
No log	17.4118	296	0.6987	0.3525	0.6987	0.8359
No log	17.5294	298	0.7808	0.4295	0.7808	0.8837
No log	17.6471	300	1.0687	0.3080	1.0687	1.0338
No log	17.7647	302	1.3421	0.2633	1.3421	1.1585
No log	17.8824	304	1.2996	0.3435	1.2996	1.1400
No log	18.0	306	1.0384	0.3131	1.0384	1.0190
No log	18.1176	308	0.8093	0.3255	0.8093	0.8996
No log	18.2353	310	0.7627	0.2508	0.7627	0.8733
No log	18.3529	312	0.7271	0.2838	0.7271	0.8527
No log	18.4706	314	0.7212	0.3677	0.7212	0.8492
No log	18.5882	316	0.7803	0.4038	0.7803	0.8833
No log	18.7059	318	0.8165	0.3803	0.8165	0.9036
No log	18.8235	320	0.7928	0.3803	0.7928	0.8904
No log	18.9412	322	0.7570	0.3868	0.7570	0.8701
No log	19.0588	324	0.7420	0.4104	0.7420	0.8614
No log	19.1765	326	0.7206	0.3567	0.7206	0.8489
No log	19.2941	328	0.7507	0.3732	0.7507	0.8664
No log	19.4118	330	0.8377	0.3699	0.8377	0.9153
No log	19.5294	332	0.9011	0.2830	0.9011	0.9493
No log	19.6471	334	0.8605	0.3217	0.8605	0.9276
No log	19.7647	336	0.8494	0.2702	0.8494	0.9216
No log	19.8824	338	0.8319	0.2958	0.8319	0.9121
No log	20.0	340	0.8117	0.2958	0.8117	0.9009
No log	20.1176	342	0.8372	0.2958	0.8372	0.9150
No log	20.2353	344	0.8763	0.2627	0.8763	0.9361
No log	20.3529	346	0.8889	0.2578	0.8889	0.9428
No log	20.4706	348	0.8182	0.3356	0.8182	0.9045
No log	20.5882	350	0.7596	0.3567	0.7596	0.8715
No log	20.7059	352	0.7057	0.3914	0.7057	0.8401
No log	20.8235	354	0.7064	0.4044	0.7064	0.8405
No log	20.9412	356	0.7592	0.4104	0.7592	0.8713
No log	21.0588	358	0.7634	0.4334	0.7634	0.8737
No log	21.1765	360	0.7164	0.4404	0.7164	0.8464
No log	21.2941	362	0.6770	0.4408	0.6770	0.8228
No log	21.4118	364	0.6566	0.4260	0.6566	0.8103
No log	21.5294	366	0.6542	0.4448	0.6542	0.8088
No log	21.6471	368	0.6998	0.4085	0.6998	0.8366
No log	21.7647	370	0.7260	0.4017	0.7260	0.8521
No log	21.8824	372	0.8142	0.4012	0.8142	0.9023
No log	22.0	374	0.9140	0.3941	0.9140	0.9560
No log	22.1176	376	0.8714	0.3803	0.8714	0.9335
No log	22.2353	378	0.7615	0.3776	0.7615	0.8726
No log	22.3529	380	0.6998	0.3051	0.6998	0.8365
No log	22.4706	382	0.6589	0.3171	0.6589	0.8117
No log	22.5882	384	0.6579	0.3417	0.6579	0.8111
No log	22.7059	386	0.6688	0.3931	0.6688	0.8178
No log	22.8235	388	0.7676	0.4759	0.7676	0.8761
No log	22.9412	390	0.9496	0.4186	0.9496	0.9745
No log	23.0588	392	0.9566	0.4003	0.9566	0.9781
No log	23.1765	394	0.8132	0.3766	0.8132	0.9018
No log	23.2941	396	0.7108	0.4759	0.7108	0.8431
No log	23.4118	398	0.6689	0.3887	0.6689	0.8179
No log	23.5294	400	0.6973	0.3149	0.6973	0.8350
No log	23.6471	402	0.7150	0.2279	0.7150	0.8456
No log	23.7647	404	0.7614	0.3567	0.7614	0.8726
No log	23.8824	406	0.9621	0.2905	0.9621	0.9809
No log	24.0	408	1.2825	0.2671	1.2825	1.1325
No log	24.1176	410	1.5997	0.2721	1.5997	1.2648
No log	24.2353	412	1.5959	0.2185	1.5959	1.2633
No log	24.3529	414	1.3474	0.2101	1.3474	1.1608
No log	24.4706	416	1.0286	0.2323	1.0286	1.0142
No log	24.5882	418	0.8202	0.2697	0.8202	0.9056
No log	24.7059	420	0.7379	0.2419	0.7379	0.8590
No log	24.8235	422	0.7354	0.2690	0.7354	0.8576
No log	24.9412	424	0.7780	0.4023	0.7780	0.8821
No log	25.0588	426	0.9200	0.2578	0.9200	0.9592
No log	25.1765	428	1.0892	0.3273	1.0892	1.0437
No log	25.2941	430	1.1873	0.3541	1.1873	1.0896
No log	25.4118	432	1.1145	0.3557	1.1145	1.0557
No log	25.5294	434	0.9873	0.3936	0.9873	0.9936
No log	25.6471	436	0.8466	0.3424	0.8466	0.9201
No log	25.7647	438	0.7454	0.4263	0.7454	0.8634
No log	25.8824	440	0.7024	0.4013	0.7024	0.8381
No log	26.0	442	0.6954	0.3504	0.6954	0.8339
No log	26.1176	444	0.7044	0.3504	0.7044	0.8393
No log	26.2353	446	0.7238	0.3078	0.7238	0.8508
No log	26.3529	448	0.7341	0.3078	0.7341	0.8568
No log	26.4706	450	0.7577	0.3820	0.7577	0.8705
No log	26.5882	452	0.8260	0.2905	0.8260	0.9088
No log	26.7059	454	0.9116	0.3074	0.9116	0.9548
No log	26.8235	456	1.0230	0.2921	1.0230	1.0114
No log	26.9412	458	1.2075	0.2601	1.2075	1.0988
No log	27.0588	460	1.3118	0.2928	1.3118	1.1453
No log	27.1765	462	1.3052	0.3142	1.3052	1.1425
No log	27.2941	464	1.2559	0.2601	1.2559	1.1207
No log	27.4118	466	1.1044	0.2278	1.1044	1.0509
No log	27.5294	468	0.9884	0.2958	0.9884	0.9942
No log	27.6471	470	0.9145	0.2516	0.9145	0.9563
No log	27.7647	472	0.8596	0.2805	0.8596	0.9272
No log	27.8824	474	0.8144	0.2523	0.8144	0.9024
No log	28.0	476	0.7989	0.2521	0.7989	0.8938
No log	28.1176	478	0.7984	0.2724	0.7984	0.8935
No log	28.2353	480	0.8129	0.3159	0.8129	0.9016
No log	28.3529	482	0.8975	0.2964	0.8975	0.9473
No log	28.4706	484	0.9907	0.3074	0.9907	0.9954
No log	28.5882	486	1.0228	0.3357	1.0228	1.0113
No log	28.7059	488	0.9472	0.3431	0.9472	0.9732
No log	28.8235	490	0.8254	0.3867	0.8254	0.9085
No log	28.9412	492	0.7523	0.4038	0.7523	0.8673
No log	29.0588	494	0.6974	0.4684	0.6974	0.8351
No log	29.1765	496	0.6882	0.4764	0.6882	0.8296
No log	29.2941	498	0.7176	0.4684	0.7176	0.8471
0.3337	29.4118	500	0.7451	0.4334	0.7451	0.8632
0.3337	29.5294	502	0.7823	0.3973	0.7823	0.8845
0.3337	29.6471	504	0.7687	0.4334	0.7687	0.8768
0.3337	29.7647	506	0.7375	0.4979	0.7375	0.8588
0.3337	29.8824	508	0.7668	0.4173	0.7668	0.8756
0.3337	30.0	510	0.8392	0.3867	0.8392	0.9161
0.3337	30.1176	512	0.9017	0.3867	0.9017	0.9496
0.3337	30.2353	514	0.9147	0.3867	0.9147	0.9564
0.3337	30.3529	516	0.8725	0.3867	0.8725	0.9341

Framework versions

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