ArabicNewSplits7_FineTuningAraBERT_run2_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: 0.8616
• Qwk: 0.3365
• Mse: 0.8616
• Rmse: 0.9282

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	0.9974	-0.0108	0.9974	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	1.0178
No log	6.7059	114	0.9867	0.28	0.9867	0.9933
No log	6.8235	116	0.9717	0.1843	0.9717	0.9858
No log	6.9412	118	1.0158	0.3043	1.0158	1.0079
No log	7.0588	120	1.2548	0.1409	1.2548	1.1202
No log	7.1765	122	1.3189	0.1357	1.3189	1.1484
No log	7.2941	124	1.1720	0.2231	1.1720	1.0826
No log	7.4118	126	0.9737	0.2076	0.9737	0.9867
No log	7.5294	128	0.9135	0.1373	0.9135	0.9558
No log	7.6471	130	0.9125	0.1867	0.9125	0.9552
No log	7.7647	132	0.9565	0.3110	0.9565	0.9780
No log	7.8824	134	0.8951	0.3069	0.8951	0.9461
No log	8.0	136	0.8671	0.2547	0.8671	0.9312
No log	8.1176	138	0.8372	0.2661	0.8372	0.9150
No log	8.2353	140	0.8692	0.2670	0.8692	0.9323
No log	8.3529	142	0.9025	0.4085	0.9025	0.9500
No log	8.4706	144	0.8102	0.4464	0.8102	0.9001
No log	8.5882	146	0.8685	0.3760	0.8685	0.9320
No log	8.7059	148	1.0533	0.2613	1.0533	1.0263
No log	8.8235	150	1.2251	0.2299	1.2251	1.1068
No log	8.9412	152	1.0062	0.3431	1.0062	1.0031
No log	9.0588	154	0.8419	0.3011	0.8419	0.9175
No log	9.1765	156	0.9172	0.4321	0.9172	0.9577
No log	9.2941	158	1.2512	0.1841	1.2512	1.1186
No log	9.4118	160	1.5511	0.1759	1.5511	1.2454
No log	9.5294	162	1.4350	0.1965	1.4350	1.1979
No log	9.6471	164	1.2424	0.1776	1.2424	1.1146
No log	9.7647	166	0.9863	0.3128	0.9863	0.9931
No log	9.8824	168	0.8805	0.3255	0.8805	0.9383
No log	10.0	170	0.8680	0.2402	0.8680	0.9317
No log	10.1176	172	0.8844	0.2993	0.8844	0.9404
No log	10.2353	174	0.9124	0.2937	0.9124	0.9552
No log	10.3529	176	0.9547	0.3667	0.9547	0.9771
No log	10.4706	178	0.9907	0.3582	0.9907	0.9953
No log	10.5882	180	0.9756	0.3425	0.9756	0.9877
No log	10.7059	182	0.9091	0.3125	0.9091	0.9535
No log	10.8235	184	0.8348	0.3609	0.8348	0.9137
No log	10.9412	186	0.8152	0.2172	0.8152	0.9029
No log	11.0588	188	0.8597	0.2988	0.8597	0.9272
No log	11.1765	190	0.9727	0.3483	0.9727	0.9863
No log	11.2941	192	1.0128	0.2905	1.0128	1.0064
No log	11.4118	194	0.9022	0.3645	0.9022	0.9499
No log	11.5294	196	0.8520	0.3520	0.8520	0.9230
No log	11.6471	198	0.8405	0.3520	0.8405	0.9168
No log	11.7647	200	0.8741	0.3520	0.8741	0.9350
No log	11.8824	202	0.8856	0.3520	0.8856	0.9411
No log	12.0	204	0.9468	0.3456	0.9468	0.9730
No log	12.1176	206	0.9945	0.3333	0.9945	0.9972
No log	12.2353	208	1.1129	0.2754	1.1129	1.0549
No log	12.3529	210	1.0393	0.2577	1.0393	1.0195
No log	12.4706	212	0.9105	0.3100	0.9105	0.9542
No log	12.5882	214	0.8820	0.3100	0.8820	0.9391
No log	12.7059	216	0.9812	0.2602	0.9812	0.9906
No log	12.8235	218	1.1435	0.2622	1.1435	1.0693
No log	12.9412	220	1.0573	0.2524	1.0573	1.0282
No log	13.0588	222	0.8061	0.3976	0.8061	0.8978
No log	13.1765	224	0.7873	0.3316	0.7873	0.8873
No log	13.2941	226	0.8001	0.3239	0.8001	0.8945
No log	13.4118	228	0.7290	0.3079	0.7290	0.8538
No log	13.5294	230	0.8035	0.3699	0.8035	0.8964
No log	13.6471	232	0.9809	0.2547	0.9809	0.9904
No log	13.7647	234	0.9399	0.2894	0.9399	0.9695
No log	13.8824	236	0.8184	0.3565	0.8184	0.9046
No log	14.0	238	0.8240	0.2479	0.8240	0.9077
No log	14.1176	240	0.8602	0.2747	0.8602	0.9275
No log	14.2353	242	0.9256	0.3355	0.9256	0.9621
No log	14.3529	244	1.0371	0.2636	1.0371	1.0184
No log	14.4706	246	1.1451	0.2312	1.1451	1.0701
No log	14.5882	248	1.0728	0.2312	1.0728	1.0357
No log	14.7059	250	0.9683	0.2677	0.9683	0.9840
No log	14.8235	252	0.9170	0.1884	0.9170	0.9576
No log	14.9412	254	0.8785	0.2616	0.8785	0.9373
No log	15.0588	256	0.8836	0.2887	0.8836	0.9400
No log	15.1765	258	0.9271	0.2564	0.9271	0.9628
No log	15.2941	260	0.9536	0.2627	0.9536	0.9765
No log	15.4118	262	1.0943	0.2354	1.0943	1.0461
No log	15.5294	264	0.9701	0.2531	0.9701	0.9850
No log	15.6471	266	0.8374	0.2975	0.8374	0.9151
No log	15.7647	268	0.8457	0.2832	0.8457	0.9196
No log	15.8824	270	0.9491	0.3022	0.9491	0.9742
No log	16.0	272	1.0803	0.2271	1.0803	1.0394
No log	16.1176	274	1.1770	0.2687	1.1770	1.0849
No log	16.2353	276	1.0714	0.2777	1.0714	1.0351
No log	16.3529	278	0.8794	0.2853	0.8794	0.9377
No log	16.4706	280	0.7700	0.4134	0.7700	0.8775
No log	16.5882	282	0.7647	0.3867	0.7647	0.8745
No log	16.7059	284	0.8027	0.3194	0.8027	0.8959
No log	16.8235	286	0.9047	0.2964	0.9047	0.9511
No log	16.9412	288	0.9419	0.2964	0.9419	0.9705
No log	17.0588	290	0.8386	0.3371	0.8386	0.9158
No log	17.1765	292	0.7069	0.3700	0.7069	0.8408
No log	17.2941	294	0.6875	0.3253	0.6875	0.8292
No log	17.4118	296	0.6975	0.3525	0.6975	0.8351
No log	17.5294	298	0.7814	0.4295	0.7814	0.8840
No log	17.6471	300	1.0722	0.3080	1.0722	1.0355
No log	17.7647	302	1.3476	0.2633	1.3476	1.1609
No log	17.8824	304	1.3075	0.3435	1.3075	1.1435
No log	18.0	306	1.0442	0.3131	1.0442	1.0218
No log	18.1176	308	0.8087	0.3486	0.8087	0.8993
No log	18.2353	310	0.7603	0.2203	0.7603	0.8719
No log	18.3529	312	0.7258	0.2838	0.7258	0.8519
No log	18.4706	314	0.7210	0.3936	0.7210	0.8491
No log	18.5882	316	0.7800	0.4038	0.7800	0.8832
No log	18.7059	318	0.8186	0.3461	0.8186	0.9048
No log	18.8235	320	0.7982	0.3803	0.7982	0.8934
No log	18.9412	322	0.7618	0.3868	0.7618	0.8728
No log	19.0588	324	0.7447	0.4104	0.7447	0.8630
No log	19.1765	326	0.7229	0.3567	0.7229	0.8503
No log	19.2941	328	0.7531	0.3667	0.7531	0.8678
No log	19.4118	330	0.8393	0.3699	0.8393	0.9161
No log	19.5294	332	0.9032	0.2881	0.9032	0.9504
No log	19.6471	334	0.8609	0.3217	0.8609	0.9278
No log	19.7647	336	0.8481	0.2702	0.8481	0.9209
No log	19.8824	338	0.8310	0.2958	0.8310	0.9116
No log	20.0	340	0.8113	0.2442	0.8113	0.9007
No log	20.1176	342	0.8384	0.2958	0.8384	0.9156
No log	20.2353	344	0.8773	0.2627	0.8773	0.9367
No log	20.3529	346	0.8885	0.2578	0.8885	0.9426
No log	20.4706	348	0.8163	0.2832	0.8163	0.9035
No log	20.5882	350	0.7591	0.3026	0.7591	0.8713
No log	20.7059	352	0.7077	0.3914	0.7077	0.8412
No log	20.8235	354	0.7117	0.4044	0.7117	0.8436
No log	20.9412	356	0.7709	0.4038	0.7709	0.8780
No log	21.0588	358	0.7742	0.3803	0.7742	0.8799
No log	21.1765	360	0.7234	0.4334	0.7234	0.8505
No log	21.2941	362	0.6835	0.4625	0.6835	0.8267
No log	21.4118	364	0.6635	0.4260	0.6635	0.8145
No log	21.5294	366	0.6582	0.4448	0.6582	0.8113
No log	21.6471	368	0.7036	0.4085	0.7036	0.8388
No log	21.7647	370	0.7369	0.4017	0.7369	0.8584
No log	21.8824	372	0.8565	0.4133	0.8565	0.9255
No log	22.0	374	0.9556	0.3645	0.9556	0.9775
No log	22.1176	376	0.8661	0.3803	0.8661	0.9306
No log	22.2353	378	0.7347	0.2835	0.7347	0.8572
No log	22.3529	380	0.6900	0.3078	0.6900	0.8306
No log	22.4706	382	0.6824	0.3106	0.6824	0.8261
No log	22.5882	384	0.6926	0.3197	0.6926	0.8322
No log	22.7059	386	0.7285	0.3656	0.7285	0.8535
No log	22.8235	388	0.8695	0.4177	0.8695	0.9325
No log	22.9412	390	1.0599	0.4007	1.0599	1.0295
No log	23.0588	392	1.0394	0.4140	1.0394	1.0195
No log	23.1765	394	0.8632	0.3451	0.8632	0.9291
No log	23.2941	396	0.7474	0.4263	0.7474	0.8645
No log	23.4118	398	0.7047	0.3665	0.7047	0.8395
No log	23.5294	400	0.7068	0.3106	0.7068	0.8407
No log	23.6471	402	0.7263	0.3015	0.7263	0.8523
No log	23.7647	404	0.7828	0.3329	0.7828	0.8847
No log	23.8824	406	0.9052	0.3151	0.9052	0.9514
No log	24.0	408	1.0943	0.2591	1.0943	1.0461
No log	24.1176	410	1.3340	0.3217	1.3340	1.1550
No log	24.2353	412	1.2969	0.3540	1.2969	1.1388
No log	24.3529	414	1.0768	0.3367	1.0768	1.0377
No log	24.4706	416	0.8345	0.3297	0.8345	0.9135
No log	24.5882	418	0.7071	0.3393	0.7071	0.8409
No log	24.7059	420	0.6914	0.3813	0.6914	0.8315
No log	24.8235	422	0.7184	0.3393	0.7184	0.8476
No log	24.9412	424	0.8414	0.3483	0.8414	0.9173
No log	25.0588	426	0.9714	0.2993	0.9714	0.9856
No log	25.1765	428	0.9608	0.2830	0.9608	0.9802
No log	25.2941	430	0.9432	0.2830	0.9432	0.9712
No log	25.4118	432	0.8561	0.3740	0.8561	0.9253
No log	25.5294	434	0.7719	0.3973	0.7719	0.8786
No log	25.6471	436	0.7288	0.4404	0.7288	0.8537
No log	25.7647	438	0.7430	0.4265	0.7430	0.8620
No log	25.8824	440	0.7966	0.4199	0.7966	0.8925
No log	26.0	442	0.8717	0.3542	0.8717	0.9336
No log	26.1176	444	0.9179	0.3847	0.9179	0.9581
No log	26.2353	446	0.8905	0.3906	0.8905	0.9437
No log	26.3529	448	0.7756	0.4385	0.7756	0.8807
No log	26.4706	450	0.7199	0.3866	0.7199	0.8485
No log	26.5882	452	0.7108	0.3866	0.7108	0.8431
No log	26.7059	454	0.7329	0.3866	0.7329	0.8561
No log	26.8235	456	0.8358	0.3868	0.8358	0.9142
No log	26.9412	458	1.0947	0.3174	1.0947	1.0463
No log	27.0588	460	1.2996	0.3451	1.2996	1.1400
No log	27.1765	462	1.3226	0.3097	1.3226	1.1500
No log	27.2941	464	1.1981	0.3240	1.1981	1.0946
No log	27.4118	466	0.9736	0.3290	0.9736	0.9867
No log	27.5294	468	0.7811	0.3344	0.7811	0.8838
No log	27.6471	470	0.7285	0.2684	0.7285	0.8535
No log	27.7647	472	0.7255	0.2058	0.7255	0.8518
No log	27.8824	474	0.7420	0.3340	0.7420	0.8614
No log	28.0	476	0.7995	0.4093	0.7995	0.8941
No log	28.1176	478	0.8740	0.3043	0.8740	0.9349
No log	28.2353	480	0.9132	0.3560	0.9132	0.9556
No log	28.3529	482	0.9617	0.3074	0.9617	0.9807
No log	28.4706	484	0.9800	0.3152	0.9800	0.9900
No log	28.5882	486	0.9650	0.3456	0.9650	0.9823
No log	28.7059	488	0.9087	0.3486	0.9087	0.9532
No log	28.8235	490	0.8491	0.3699	0.8491	0.9215
No log	28.9412	492	0.8215	0.3699	0.8215	0.9064
No log	29.0588	494	0.8292	0.3638	0.8292	0.9106
No log	29.1765	496	0.8664	0.3160	0.8664	0.9308
No log	29.2941	498	0.8573	0.2910	0.8573	0.9259
0.3331	29.4118	500	0.8194	0.3645	0.8194	0.9052
0.3331	29.5294	502	0.8208	0.3243	0.8208	0.9060
0.3331	29.6471	504	0.8122	0.3402	0.8122	0.9012
0.3331	29.7647	506	0.8064	0.3402	0.8064	0.8980
0.3331	29.8824	508	0.8150	0.3365	0.8150	0.9028
0.3331	30.0	510	0.8616	0.3365	0.8616	0.9282

Framework versions

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