Arabic_CrossPrompt_FineTuningAraBERT_noAug_TestTask3_development

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: 0.3815
• Qwk: 0.6200
• Mse: 0.3815
• Rmse: 0.6177

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	0.0194	2	3.8407	-0.0045	3.8407	1.9598
No log	0.0388	4	2.2355	0.1101	2.2355	1.4951
No log	0.0583	6	1.2637	0.0549	1.2637	1.1242
No log	0.0777	8	0.7238	0.2311	0.7238	0.8508
No log	0.0971	10	0.6851	0.1360	0.6851	0.8277
No log	0.1165	12	0.6795	0.1154	0.6795	0.8243
No log	0.1359	14	0.6190	0.2805	0.6190	0.7868
No log	0.1553	16	0.6968	0.2922	0.6968	0.8347
No log	0.1748	18	0.8617	0.1219	0.8617	0.9283
No log	0.1942	20	0.7391	0.2016	0.7391	0.8597
No log	0.2136	22	0.5878	0.3982	0.5878	0.7667
No log	0.2330	24	0.5293	0.4446	0.5293	0.7276
No log	0.2524	26	0.4939	0.4794	0.4939	0.7028
No log	0.2718	28	0.5129	0.4367	0.5129	0.7162
No log	0.2913	30	0.4829	0.4710	0.4829	0.6949
No log	0.3107	32	0.4259	0.5474	0.4259	0.6526
No log	0.3301	34	0.5059	0.5296	0.5059	0.7113
No log	0.3495	36	0.5640	0.5075	0.5640	0.7510
No log	0.3689	38	0.4977	0.5398	0.4977	0.7055
No log	0.3883	40	0.4045	0.5579	0.4045	0.6360
No log	0.4078	42	0.4049	0.6042	0.4049	0.6363
No log	0.4272	44	0.4112	0.6143	0.4112	0.6412
No log	0.4466	46	0.4324	0.6429	0.4324	0.6576
No log	0.4660	48	0.4675	0.6633	0.4675	0.6837
No log	0.4854	50	0.5175	0.6353	0.5175	0.7194
No log	0.5049	52	0.6148	0.5696	0.6148	0.7841
No log	0.5243	54	0.5774	0.6051	0.5774	0.7599
No log	0.5437	56	0.4151	0.5929	0.4151	0.6443
No log	0.5631	58	0.4314	0.5788	0.4314	0.6568
No log	0.5825	60	0.4377	0.5507	0.4377	0.6616
No log	0.6019	62	0.4266	0.5607	0.4266	0.6532
No log	0.6214	64	0.4358	0.5009	0.4358	0.6602
No log	0.6408	66	0.4387	0.4467	0.4387	0.6624
No log	0.6602	68	0.4315	0.4720	0.4315	0.6569
No log	0.6796	70	0.4182	0.5211	0.4182	0.6467
No log	0.6990	72	0.4497	0.5685	0.4497	0.6706
No log	0.7184	74	0.4220	0.5922	0.4220	0.6496
No log	0.7379	76	0.3873	0.6108	0.3873	0.6224
No log	0.7573	78	0.4027	0.6339	0.4027	0.6346
No log	0.7767	80	0.3942	0.6295	0.3942	0.6278
No log	0.7961	82	0.4388	0.6212	0.4388	0.6624
No log	0.8155	84	0.4690	0.6325	0.4690	0.6848
No log	0.8350	86	0.3817	0.6319	0.3817	0.6178
No log	0.8544	88	0.3693	0.5984	0.3693	0.6077
No log	0.8738	90	0.4263	0.5908	0.4263	0.6529
No log	0.8932	92	0.4282	0.6030	0.4282	0.6544
No log	0.9126	94	0.3701	0.6112	0.3701	0.6084
No log	0.9320	96	0.3679	0.5988	0.3679	0.6066
No log	0.9515	98	0.4327	0.5951	0.4327	0.6578
No log	0.9709	100	0.4437	0.5936	0.4437	0.6661
No log	0.9903	102	0.3780	0.6178	0.3780	0.6148
No log	1.0097	104	0.4347	0.6134	0.4347	0.6593
No log	1.0291	106	0.4412	0.6103	0.4412	0.6642
No log	1.0485	108	0.3786	0.6143	0.3786	0.6153
No log	1.0680	110	0.3703	0.6069	0.3703	0.6085
No log	1.0874	112	0.3715	0.6309	0.3715	0.6095
No log	1.1068	114	0.3803	0.6583	0.3803	0.6167
No log	1.1262	116	0.3804	0.6550	0.3804	0.6168
No log	1.1456	118	0.4030	0.6702	0.4030	0.6348
No log	1.1650	120	0.4088	0.6602	0.4088	0.6394
No log	1.1845	122	0.4273	0.6448	0.4273	0.6537
No log	1.2039	124	0.3945	0.6187	0.3945	0.6281
No log	1.2233	126	0.3762	0.6046	0.3762	0.6134
No log	1.2427	128	0.3544	0.6294	0.3544	0.5953
No log	1.2621	130	0.3503	0.6519	0.3503	0.5919
No log	1.2816	132	0.3703	0.6427	0.3703	0.6085
No log	1.3010	134	0.3943	0.6307	0.3943	0.6279
No log	1.3204	136	0.4105	0.6199	0.4105	0.6407
No log	1.3398	138	0.4646	0.6120	0.4646	0.6816
No log	1.3592	140	0.3965	0.5647	0.3965	0.6297
No log	1.3786	142	0.3822	0.5781	0.3822	0.6182
No log	1.3981	144	0.3842	0.5737	0.3842	0.6198
No log	1.4175	146	0.3808	0.5979	0.3808	0.6171
No log	1.4369	148	0.3781	0.6059	0.3781	0.6149
No log	1.4563	150	0.4288	0.5697	0.4288	0.6548
No log	1.4757	152	0.4318	0.5760	0.4318	0.6571
No log	1.4951	154	0.4122	0.6435	0.4122	0.6421
No log	1.5146	156	0.4308	0.6215	0.4308	0.6564
No log	1.5340	158	0.3755	0.6525	0.3755	0.6128
No log	1.5534	160	0.3755	0.6330	0.3755	0.6128
No log	1.5728	162	0.3923	0.6521	0.3923	0.6263
No log	1.5922	164	0.4072	0.6649	0.4072	0.6382
No log	1.6117	166	0.4683	0.6456	0.4683	0.6843
No log	1.6311	168	0.4517	0.6508	0.4517	0.6721
No log	1.6505	170	0.4004	0.6634	0.4004	0.6328
No log	1.6699	172	0.4210	0.6428	0.4210	0.6488
No log	1.6893	174	0.4103	0.6262	0.4103	0.6406
No log	1.7087	176	0.3723	0.5842	0.3723	0.6102
No log	1.7282	178	0.3854	0.5396	0.3854	0.6208
No log	1.7476	180	0.3911	0.5623	0.3911	0.6254
No log	1.7670	182	0.3765	0.5578	0.3765	0.6136
No log	1.7864	184	0.3699	0.5705	0.3699	0.6082
No log	1.8058	186	0.3606	0.5916	0.3606	0.6005
No log	1.8252	188	0.3528	0.5976	0.3528	0.5939
No log	1.8447	190	0.3681	0.6522	0.3681	0.6067
No log	1.8641	192	0.3805	0.6451	0.3805	0.6168
No log	1.8835	194	0.3568	0.6964	0.3568	0.5973
No log	1.9029	196	0.4559	0.6727	0.4559	0.6752
No log	1.9223	198	0.5688	0.6192	0.5688	0.7542
No log	1.9417	200	0.5431	0.6177	0.5431	0.7369
No log	1.9612	202	0.4325	0.6125	0.4325	0.6577
No log	1.9806	204	0.4298	0.6115	0.4298	0.6556
No log	2.0	206	0.3934	0.6047	0.3934	0.6272
No log	2.0194	208	0.3640	0.5604	0.3640	0.6033
No log	2.0388	210	0.4034	0.5772	0.4034	0.6351
No log	2.0583	212	0.4611	0.5532	0.4611	0.6790
No log	2.0777	214	0.4260	0.5850	0.4260	0.6527
No log	2.0971	216	0.3609	0.5648	0.3609	0.6007
No log	2.1165	218	0.3751	0.5867	0.3751	0.6124
No log	2.1359	220	0.4200	0.5789	0.4200	0.6481
No log	2.1553	222	0.4028	0.6162	0.4028	0.6347
No log	2.1748	224	0.3534	0.6443	0.3534	0.5945
No log	2.1942	226	0.3576	0.6301	0.3576	0.5980
No log	2.2136	228	0.3818	0.6519	0.3818	0.6179
No log	2.2330	230	0.3722	0.6526	0.3722	0.6101
No log	2.2524	232	0.3871	0.6645	0.3871	0.6222
No log	2.2718	234	0.3648	0.6613	0.3648	0.6040
No log	2.2913	236	0.3767	0.6906	0.3767	0.6138
No log	2.3107	238	0.3674	0.6840	0.3674	0.6061
No log	2.3301	240	0.3572	0.6673	0.3572	0.5977
No log	2.3495	242	0.4368	0.6157	0.4368	0.6609
No log	2.3689	244	0.4939	0.5793	0.4939	0.7028
No log	2.3883	246	0.4406	0.5522	0.4406	0.6638
No log	2.4078	248	0.4015	0.5786	0.4015	0.6336
No log	2.4272	250	0.3601	0.6188	0.3601	0.6001
No log	2.4466	252	0.3617	0.6402	0.3617	0.6014
No log	2.4660	254	0.3496	0.6587	0.3496	0.5913
No log	2.4854	256	0.3556	0.6373	0.3556	0.5963
No log	2.5049	258	0.3819	0.6295	0.3819	0.6180
No log	2.5243	260	0.4668	0.6397	0.4668	0.6832
No log	2.5437	262	0.4294	0.6580	0.4294	0.6553
No log	2.5631	264	0.3673	0.6675	0.3673	0.6060
No log	2.5825	266	0.3892	0.6343	0.3892	0.6239
No log	2.6019	268	0.3635	0.6246	0.3635	0.6029
No log	2.6214	270	0.3788	0.6532	0.3788	0.6154
No log	2.6408	272	0.4269	0.6730	0.4269	0.6534
No log	2.6602	274	0.5374	0.6215	0.5374	0.7331
No log	2.6796	276	0.4475	0.6409	0.4475	0.6689
No log	2.6990	278	0.3538	0.6683	0.3538	0.5948
No log	2.7184	280	0.3635	0.6218	0.3635	0.6029
No log	2.7379	282	0.3664	0.6023	0.3664	0.6053
No log	2.7573	284	0.3472	0.6323	0.3472	0.5893
No log	2.7767	286	0.3641	0.6628	0.3641	0.6034
No log	2.7961	288	0.3673	0.6589	0.3673	0.6061
No log	2.8155	290	0.3573	0.6317	0.3573	0.5977
No log	2.8350	292	0.3626	0.6310	0.3626	0.6022
No log	2.8544	294	0.4157	0.6323	0.4157	0.6448
No log	2.8738	296	0.4005	0.6354	0.4005	0.6328
No log	2.8932	298	0.3699	0.6389	0.3699	0.6082
No log	2.9126	300	0.4151	0.6542	0.4151	0.6443
No log	2.9320	302	0.4757	0.6355	0.4757	0.6897
No log	2.9515	304	0.4341	0.6331	0.4341	0.6588
No log	2.9709	306	0.3805	0.6459	0.3805	0.6168
No log	2.9903	308	0.3677	0.6470	0.3677	0.6064
No log	3.0097	310	0.3910	0.6555	0.3910	0.6253
No log	3.0291	312	0.3957	0.6504	0.3957	0.6290
No log	3.0485	314	0.4229	0.6259	0.4229	0.6503
No log	3.0680	316	0.5687	0.5572	0.5687	0.7541
No log	3.0874	318	0.5071	0.5722	0.5071	0.7121
No log	3.1068	320	0.4433	0.6349	0.4433	0.6658
No log	3.1262	322	0.6868	0.5611	0.6868	0.8288
No log	3.1456	324	0.7744	0.5286	0.7744	0.8800
No log	3.1650	326	0.5943	0.5793	0.5943	0.7709
No log	3.1845	328	0.3925	0.6647	0.3925	0.6265
No log	3.2039	330	0.3932	0.6131	0.3932	0.6271
No log	3.2233	332	0.4354	0.6015	0.4354	0.6598
No log	3.2427	334	0.3841	0.6606	0.3841	0.6198
No log	3.2621	336	0.3220	0.6824	0.3220	0.5675
No log	3.2816	338	0.3938	0.6763	0.3938	0.6275
No log	3.3010	340	0.5318	0.6198	0.5318	0.7293
No log	3.3204	342	0.5251	0.6613	0.5251	0.7246
No log	3.3398	344	0.4105	0.6842	0.4105	0.6407
No log	3.3592	346	0.3599	0.7047	0.3599	0.5999
No log	3.3786	348	0.4009	0.6954	0.4009	0.6332
No log	3.3981	350	0.4287	0.6591	0.4287	0.6547
No log	3.4175	352	0.3778	0.6767	0.3778	0.6147
No log	3.4369	354	0.3229	0.6653	0.3229	0.5683
No log	3.4563	356	0.3364	0.6661	0.3364	0.5800
No log	3.4757	358	0.3391	0.6615	0.3391	0.5824
No log	3.4951	360	0.3305	0.6724	0.3305	0.5749
No log	3.5146	362	0.3235	0.6546	0.3235	0.5688
No log	3.5340	364	0.3246	0.6616	0.3246	0.5698
No log	3.5534	366	0.3228	0.6634	0.3228	0.5681
No log	3.5728	368	0.3226	0.6575	0.3226	0.5680
No log	3.5922	370	0.3419	0.6811	0.3419	0.5847
No log	3.6117	372	0.3946	0.6622	0.3946	0.6282
No log	3.6311	374	0.4066	0.6712	0.4066	0.6377
No log	3.6505	376	0.3832	0.6740	0.3832	0.6191
No log	3.6699	378	0.3589	0.6796	0.3589	0.5991
No log	3.6893	380	0.3617	0.6514	0.3617	0.6014
No log	3.7087	382	0.3634	0.6433	0.3634	0.6028
No log	3.7282	384	0.3624	0.6497	0.3624	0.6020
No log	3.7476	386	0.3470	0.6513	0.3470	0.5891
No log	3.7670	388	0.3464	0.6605	0.3464	0.5885
No log	3.7864	390	0.3585	0.6684	0.3585	0.5988
No log	3.8058	392	0.3369	0.6639	0.3369	0.5804
No log	3.8252	394	0.3319	0.6950	0.3319	0.5761
No log	3.8447	396	0.3568	0.7030	0.3568	0.5973
No log	3.8641	398	0.4250	0.7000	0.4250	0.6519
No log	3.8835	400	0.3942	0.7230	0.3942	0.6278
No log	3.9029	402	0.3616	0.6913	0.3616	0.6013
No log	3.9223	404	0.4204	0.6753	0.4204	0.6484
No log	3.9417	406	0.3953	0.6564	0.3953	0.6287
No log	3.9612	408	0.3512	0.6692	0.3512	0.5927
No log	3.9806	410	0.3393	0.6748	0.3393	0.5825
No log	4.0	412	0.3415	0.6592	0.3415	0.5844
No log	4.0194	414	0.3432	0.6802	0.3432	0.5859
No log	4.0388	416	0.3500	0.6824	0.3500	0.5916
No log	4.0583	418	0.3562	0.7105	0.3562	0.5968
No log	4.0777	420	0.3494	0.6837	0.3494	0.5911
No log	4.0971	422	0.3467	0.6866	0.3467	0.5888
No log	4.1165	424	0.3490	0.6715	0.3490	0.5907
No log	4.1359	426	0.3906	0.6398	0.3906	0.6250
No log	4.1553	428	0.4090	0.6463	0.4090	0.6395
No log	4.1748	430	0.3725	0.6823	0.3725	0.6103
No log	4.1942	432	0.3386	0.6879	0.3386	0.5819
No log	4.2136	434	0.3365	0.7036	0.3365	0.5801
No log	4.2330	436	0.3372	0.6926	0.3372	0.5807
No log	4.2524	438	0.3557	0.6866	0.3557	0.5964
No log	4.2718	440	0.3878	0.6846	0.3878	0.6228
No log	4.2913	442	0.4039	0.6796	0.4039	0.6355
No log	4.3107	444	0.3622	0.7067	0.3622	0.6018
No log	4.3301	446	0.3524	0.6960	0.3524	0.5937
No log	4.3495	448	0.3351	0.6871	0.3351	0.5789
No log	4.3689	450	0.3353	0.6418	0.3353	0.5791
No log	4.3883	452	0.3396	0.6346	0.3396	0.5827
No log	4.4078	454	0.3465	0.6172	0.3465	0.5887
No log	4.4272	456	0.3421	0.5953	0.3421	0.5849
No log	4.4466	458	0.3414	0.5958	0.3414	0.5843
No log	4.4660	460	0.3695	0.6254	0.3695	0.6079
No log	4.4854	462	0.3585	0.6064	0.3585	0.5987
No log	4.5049	464	0.3516	0.6519	0.3516	0.5929
No log	4.5243	466	0.4086	0.6352	0.4086	0.6392
No log	4.5437	468	0.4825	0.5759	0.4825	0.6947
No log	4.5631	470	0.4313	0.6226	0.4313	0.6568
No log	4.5825	472	0.3709	0.6638	0.3709	0.6090
No log	4.6019	474	0.3780	0.6318	0.3780	0.6149
No log	4.6214	476	0.4587	0.6398	0.4587	0.6772
No log	4.6408	478	0.4685	0.6524	0.4685	0.6845
No log	4.6602	480	0.4222	0.6462	0.4222	0.6498
No log	4.6796	482	0.3884	0.6471	0.3884	0.6232
No log	4.6990	484	0.3795	0.6524	0.3795	0.6160
No log	4.7184	486	0.3608	0.6355	0.3608	0.6006
No log	4.7379	488	0.3979	0.6416	0.3979	0.6308
No log	4.7573	490	0.3797	0.6248	0.3797	0.6162
No log	4.7767	492	0.3461	0.6419	0.3461	0.5883
No log	4.7961	494	0.3369	0.6495	0.3369	0.5804
No log	4.8155	496	0.3688	0.6309	0.3688	0.6073
No log	4.8350	498	0.3713	0.6390	0.3713	0.6094
0.449	4.8544	500	0.3542	0.6511	0.3542	0.5951
0.449	4.8738	502	0.3527	0.6654	0.3527	0.5939
0.449	4.8932	504	0.3587	0.6856	0.3587	0.5989
0.449	4.9126	506	0.3640	0.6905	0.3640	0.6033
0.449	4.9320	508	0.3681	0.6746	0.3681	0.6067
0.449	4.9515	510	0.3511	0.6723	0.3511	0.5926
0.449	4.9709	512	0.3724	0.6580	0.3724	0.6103
0.449	4.9903	514	0.4176	0.6083	0.4176	0.6462
0.449	5.0097	516	0.3652	0.6710	0.3652	0.6043
0.449	5.0291	518	0.3431	0.6866	0.3431	0.5857
0.449	5.0485	520	0.3384	0.6930	0.3384	0.5817
0.449	5.0680	522	0.3340	0.6784	0.3340	0.5779
0.449	5.0874	524	0.3742	0.6595	0.3742	0.6117
0.449	5.1068	526	0.3992	0.6418	0.3992	0.6318
0.449	5.1262	528	0.3842	0.6455	0.3842	0.6199
0.449	5.1456	530	0.3628	0.6727	0.3628	0.6023
0.449	5.1650	532	0.3566	0.6847	0.3566	0.5972
0.449	5.1845	534	0.4049	0.6748	0.4049	0.6363
0.449	5.2039	536	0.3966	0.6748	0.3966	0.6298
0.449	5.2233	538	0.3370	0.6957	0.3370	0.5805
0.449	5.2427	540	0.3328	0.6848	0.3328	0.5769
0.449	5.2621	542	0.3288	0.6928	0.3288	0.5734
0.449	5.2816	544	0.3705	0.6679	0.3705	0.6087
0.449	5.3010	546	0.4246	0.6398	0.4246	0.6516
0.449	5.3204	548	0.4351	0.6514	0.4351	0.6596
0.449	5.3398	550	0.3864	0.6790	0.3864	0.6216
0.449	5.3592	552	0.3561	0.7001	0.3561	0.5967
0.449	5.3786	554	0.3928	0.6749	0.3928	0.6267
0.449	5.3981	556	0.3873	0.6833	0.3873	0.6223
0.449	5.4175	558	0.3584	0.6934	0.3584	0.5986
0.449	5.4369	560	0.3478	0.6798	0.3478	0.5897
0.449	5.4563	562	0.3599	0.6916	0.3599	0.5999
0.449	5.4757	564	0.4073	0.6693	0.4073	0.6382
0.449	5.4951	566	0.4892	0.6696	0.4892	0.6994
0.449	5.5146	568	0.4670	0.6717	0.4670	0.6834
0.449	5.5340	570	0.4353	0.6686	0.4353	0.6598
0.449	5.5534	572	0.4118	0.6569	0.4118	0.6417
0.449	5.5728	574	0.4022	0.6363	0.4022	0.6342
0.449	5.5922	576	0.4104	0.6292	0.4104	0.6406
0.449	5.6117	578	0.3811	0.6382	0.3811	0.6173
0.449	5.6311	580	0.3745	0.6169	0.3745	0.6120
0.449	5.6505	582	0.3815	0.6200	0.3815	0.6177

Framework versions

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