Arabic_CrossPrompt_FineTuningAraBERT_noAug_TestTask5_vocabulary

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: 0.4963
• Qwk: 0.5684
• Mse: 0.4963
• Rmse: 0.7045

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	0.0198	2	4.4542	-0.0037	4.4542	2.1105
No log	0.0396	4	3.3121	0.0462	3.3121	1.8199
No log	0.0594	6	1.6638	-0.0003	1.6638	1.2899
No log	0.0792	8	0.9917	0.1036	0.9917	0.9958
No log	0.0990	10	0.7569	0.0900	0.7569	0.8700
No log	0.1188	12	0.8518	0.0291	0.8518	0.9230
No log	0.1386	14	0.9221	-0.0131	0.9221	0.9603
No log	0.1584	16	0.9190	-0.0155	0.9190	0.9587
No log	0.1782	18	0.8911	-0.0755	0.8911	0.9440
No log	0.1980	20	0.8198	0.0249	0.8198	0.9054
No log	0.2178	22	0.7043	0.2336	0.7043	0.8392
No log	0.2376	24	0.5999	0.3270	0.5999	0.7745
No log	0.2574	26	0.6430	0.4107	0.6430	0.8019
No log	0.2772	28	0.6274	0.3699	0.6274	0.7921
No log	0.2970	30	0.6022	0.3127	0.6022	0.7760
No log	0.3168	32	0.6329	0.2912	0.6329	0.7956
No log	0.3366	34	0.6689	0.2554	0.6689	0.8179
No log	0.3564	36	0.6672	0.4415	0.6672	0.8168
No log	0.3762	38	0.6585	0.4561	0.6585	0.8115
No log	0.3960	40	0.6783	0.5408	0.6783	0.8236
No log	0.4158	42	0.6391	0.5998	0.6391	0.7995
No log	0.4356	44	0.5826	0.5048	0.5826	0.7633
No log	0.4554	46	0.5991	0.3990	0.5991	0.7740
No log	0.4752	48	0.6826	0.2625	0.6826	0.8262
No log	0.4950	50	0.6797	0.3275	0.6797	0.8245
No log	0.5149	52	0.5910	0.4762	0.5910	0.7687
No log	0.5347	54	0.4986	0.5375	0.4986	0.7061
No log	0.5545	56	0.4903	0.5172	0.4903	0.7002
No log	0.5743	58	0.5548	0.5065	0.5548	0.7448
No log	0.5941	60	0.6378	0.4624	0.6378	0.7986
No log	0.6139	62	0.6827	0.5108	0.6827	0.8263
No log	0.6337	64	0.6637	0.5864	0.6637	0.8147
No log	0.6535	66	0.7336	0.6156	0.7336	0.8565
No log	0.6733	68	0.7254	0.5908	0.7254	0.8517
No log	0.6931	70	0.6467	0.5684	0.6467	0.8042
No log	0.7129	72	0.5111	0.6422	0.5111	0.7149
No log	0.7327	74	0.4766	0.6189	0.4766	0.6904
No log	0.7525	76	0.4270	0.5915	0.4270	0.6535
No log	0.7723	78	0.4342	0.4992	0.4342	0.6589
No log	0.7921	80	0.4572	0.4361	0.4572	0.6762
No log	0.8119	82	0.5485	0.4110	0.5485	0.7406
No log	0.8317	84	0.6427	0.2669	0.6427	0.8017
No log	0.8515	86	0.5813	0.3211	0.5813	0.7624
No log	0.8713	88	0.5300	0.3696	0.5300	0.7280
No log	0.8911	90	0.4984	0.4030	0.4984	0.7060
No log	0.9109	92	0.4602	0.4381	0.4602	0.6783
No log	0.9307	94	0.4293	0.5140	0.4293	0.6552
No log	0.9505	96	0.4625	0.5609	0.4625	0.6801
No log	0.9703	98	0.5080	0.5713	0.5080	0.7128
No log	0.9901	100	0.5215	0.5982	0.5215	0.7221
No log	1.0099	102	0.5515	0.5895	0.5515	0.7426
No log	1.0297	104	0.5372	0.5690	0.5372	0.7330
No log	1.0495	106	0.5098	0.5581	0.5098	0.7140
No log	1.0693	108	0.4765	0.6006	0.4765	0.6903
No log	1.0891	110	0.5419	0.5427	0.5419	0.7361
No log	1.1089	112	0.5417	0.5364	0.5417	0.7360
No log	1.1287	114	0.5281	0.5477	0.5281	0.7267
No log	1.1485	116	0.5352	0.5434	0.5352	0.7316
No log	1.1683	118	0.4610	0.5633	0.4610	0.6790
No log	1.1881	120	0.4257	0.5686	0.4257	0.6525
No log	1.2079	122	0.4849	0.5469	0.4849	0.6964
No log	1.2277	124	0.5815	0.5354	0.5815	0.7626
No log	1.2475	126	0.5383	0.5602	0.5383	0.7337
No log	1.2673	128	0.4626	0.6708	0.4626	0.6802
No log	1.2871	130	0.5182	0.6520	0.5182	0.7198
No log	1.3069	132	0.5259	0.6537	0.5259	0.7252
No log	1.3267	134	0.7994	0.5207	0.7994	0.8941
No log	1.3465	136	0.9838	0.3583	0.9838	0.9919
No log	1.3663	138	0.8917	0.3556	0.8917	0.9443
No log	1.3861	140	0.6958	0.3589	0.6958	0.8342
No log	1.4059	142	0.5785	0.3673	0.5785	0.7606
No log	1.4257	144	0.5319	0.3924	0.5319	0.7293
No log	1.4455	146	0.4598	0.4717	0.4598	0.6781
No log	1.4653	148	0.4437	0.5503	0.4437	0.6661
No log	1.4851	150	0.4373	0.5778	0.4373	0.6613
No log	1.5050	152	0.5175	0.5694	0.5175	0.7194
No log	1.5248	154	0.6907	0.5298	0.6907	0.8311
No log	1.5446	156	0.8126	0.4469	0.8126	0.9015
No log	1.5644	158	0.7276	0.4594	0.7276	0.8530
No log	1.5842	160	0.6637	0.4829	0.6637	0.8147
No log	1.6040	162	0.6331	0.5213	0.6331	0.7957
No log	1.6238	164	0.5688	0.5613	0.5688	0.7542
No log	1.6436	166	0.5327	0.5889	0.5327	0.7298
No log	1.6634	168	0.5711	0.5717	0.5711	0.7557
No log	1.6832	170	0.6696	0.4869	0.6696	0.8183
No log	1.7030	172	0.6125	0.5151	0.6125	0.7826
No log	1.7228	174	0.4620	0.5595	0.4620	0.6797
No log	1.7426	176	0.4127	0.5848	0.4127	0.6424
No log	1.7624	178	0.4144	0.6294	0.4144	0.6437
No log	1.7822	180	0.4630	0.5959	0.4630	0.6804
No log	1.8020	182	0.5589	0.5531	0.5589	0.7476
No log	1.8218	184	0.5760	0.5470	0.5760	0.7589
No log	1.8416	186	0.5757	0.5554	0.5757	0.7587
No log	1.8614	188	0.5340	0.6139	0.5340	0.7307
No log	1.8812	190	0.4959	0.6266	0.4959	0.7042
No log	1.9010	192	0.4857	0.5955	0.4857	0.6969
No log	1.9208	194	0.5166	0.6129	0.5166	0.7188
No log	1.9406	196	0.5253	0.5982	0.5253	0.7248
No log	1.9604	198	0.5117	0.6336	0.5117	0.7153
No log	1.9802	200	0.5096	0.6542	0.5096	0.7139
No log	2.0	202	0.6029	0.6154	0.6029	0.7765
No log	2.0198	204	0.6022	0.6162	0.6022	0.7760
No log	2.0396	206	0.5900	0.6120	0.5900	0.7681
No log	2.0594	208	0.5069	0.6468	0.5069	0.7120
No log	2.0792	210	0.4931	0.6359	0.4931	0.7022
No log	2.0990	212	0.5573	0.5886	0.5573	0.7465
No log	2.1188	214	0.6994	0.5214	0.6994	0.8363
No log	2.1386	216	0.6707	0.5101	0.6707	0.8190
No log	2.1584	218	0.5328	0.5484	0.5328	0.7299
No log	2.1782	220	0.4572	0.5784	0.4572	0.6762
No log	2.1980	222	0.4924	0.5432	0.4924	0.7017
No log	2.2178	224	0.6986	0.4858	0.6986	0.8358
No log	2.2376	226	0.8505	0.4735	0.8505	0.9222
No log	2.2574	228	0.7855	0.4896	0.7855	0.8863
No log	2.2772	230	0.7117	0.5509	0.7117	0.8436
No log	2.2970	232	0.6060	0.6039	0.6060	0.7785
No log	2.3168	234	0.5017	0.6628	0.5017	0.7083
No log	2.3366	236	0.4612	0.6801	0.4612	0.6791
No log	2.3564	238	0.4147	0.6544	0.4147	0.6440
No log	2.3762	240	0.4110	0.6477	0.4110	0.6411
No log	2.3960	242	0.4261	0.5995	0.4261	0.6527
No log	2.4158	244	0.4637	0.5663	0.4637	0.6810
No log	2.4356	246	0.6081	0.5611	0.6081	0.7798
No log	2.4554	248	0.6584	0.5661	0.6584	0.8114
No log	2.4752	250	0.5716	0.6149	0.5716	0.7560
No log	2.4950	252	0.4598	0.6266	0.4598	0.6781
No log	2.5149	254	0.4262	0.6271	0.4262	0.6528
No log	2.5347	256	0.4143	0.6533	0.4143	0.6436
No log	2.5545	258	0.4333	0.6506	0.4333	0.6583
No log	2.5743	260	0.4537	0.6602	0.4537	0.6736
No log	2.5941	262	0.4570	0.6382	0.4570	0.6760
No log	2.6139	264	0.4060	0.6558	0.4060	0.6372
No log	2.6337	266	0.4006	0.6923	0.4006	0.6329
No log	2.6535	268	0.4163	0.6881	0.4163	0.6452
No log	2.6733	270	0.4278	0.6364	0.4278	0.6541
No log	2.6931	272	0.4108	0.6486	0.4108	0.6409
No log	2.7129	274	0.4050	0.6712	0.4050	0.6364
No log	2.7327	276	0.4292	0.6576	0.4292	0.6551
No log	2.7525	278	0.5614	0.5904	0.5614	0.7493
No log	2.7723	280	0.7061	0.5506	0.7061	0.8403
No log	2.7921	282	0.6979	0.5927	0.6979	0.8354
No log	2.8119	284	0.5830	0.6391	0.5830	0.7636
No log	2.8317	286	0.5023	0.6222	0.5023	0.7088
No log	2.8515	288	0.5225	0.6175	0.5225	0.7229
No log	2.8713	290	0.4655	0.6312	0.4655	0.6823
No log	2.8911	292	0.4762	0.5916	0.4762	0.6901
No log	2.9109	294	0.6171	0.5565	0.6171	0.7856
No log	2.9307	296	0.6314	0.5761	0.6314	0.7946
No log	2.9505	298	0.5483	0.5619	0.5483	0.7405
No log	2.9703	300	0.5081	0.5973	0.5081	0.7128
No log	2.9901	302	0.4677	0.6211	0.4677	0.6839
No log	3.0099	304	0.4252	0.6211	0.4252	0.6521
No log	3.0297	306	0.4183	0.6173	0.4183	0.6467
No log	3.0495	308	0.4219	0.5921	0.4219	0.6496
No log	3.0693	310	0.4559	0.5563	0.4559	0.6752
No log	3.0891	312	0.5116	0.5569	0.5116	0.7152
No log	3.1089	314	0.5252	0.5005	0.5252	0.7247
No log	3.1287	316	0.5468	0.5140	0.5468	0.7394
No log	3.1485	318	0.5175	0.5957	0.5175	0.7194
No log	3.1683	320	0.4538	0.6453	0.4538	0.6736
No log	3.1881	322	0.4331	0.6630	0.4331	0.6581
No log	3.2079	324	0.4694	0.6687	0.4694	0.6851
No log	3.2277	326	0.4827	0.6692	0.4827	0.6948
No log	3.2475	328	0.5059	0.6446	0.5059	0.7112
No log	3.2673	330	0.4903	0.6205	0.4903	0.7002
No log	3.2871	332	0.4567	0.5840	0.4567	0.6758
No log	3.3069	334	0.4878	0.6052	0.4878	0.6984
No log	3.3267	336	0.5594	0.5944	0.5594	0.7479
No log	3.3465	338	0.5464	0.6020	0.5464	0.7392
No log	3.3663	340	0.4364	0.6563	0.4364	0.6606
No log	3.3861	342	0.4167	0.6707	0.4167	0.6455
No log	3.4059	344	0.4716	0.6570	0.4716	0.6867
No log	3.4257	346	0.4945	0.6443	0.4945	0.7032
No log	3.4455	348	0.5325	0.6175	0.5325	0.7297
No log	3.4653	350	0.4789	0.6513	0.4789	0.6921
No log	3.4851	352	0.4735	0.6688	0.4735	0.6881
No log	3.5050	354	0.5005	0.6579	0.5005	0.7074
No log	3.5248	356	0.6506	0.5541	0.6506	0.8066
No log	3.5446	358	0.6375	0.5610	0.6375	0.7984
No log	3.5644	360	0.5978	0.5625	0.5978	0.7732
No log	3.5842	362	0.5105	0.5267	0.5105	0.7145
No log	3.6040	364	0.5826	0.5380	0.5826	0.7633
No log	3.6238	366	0.8995	0.4660	0.8995	0.9484
No log	3.6436	368	0.9632	0.4797	0.9632	0.9814
No log	3.6634	370	0.7670	0.5897	0.7670	0.8758
No log	3.6832	372	0.5770	0.6386	0.5770	0.7596
No log	3.7030	374	0.5678	0.6367	0.5678	0.7535
No log	3.7228	376	0.6025	0.6043	0.6025	0.7762
No log	3.7426	378	0.5414	0.5759	0.5414	0.7358
No log	3.7624	380	0.5327	0.5618	0.5327	0.7299
No log	3.7822	382	0.5559	0.5580	0.5559	0.7456
No log	3.8020	384	0.7227	0.5414	0.7227	0.8501
No log	3.8218	386	1.0514	0.3974	1.0514	1.0254
No log	3.8416	388	1.1877	0.3849	1.1877	1.0898
No log	3.8614	390	0.9528	0.4224	0.9528	0.9761
No log	3.8812	392	0.5446	0.5887	0.5446	0.7380
No log	3.9010	394	0.3866	0.6319	0.3866	0.6218
No log	3.9208	396	0.3848	0.6551	0.3848	0.6203
No log	3.9406	398	0.4565	0.6589	0.4565	0.6757
No log	3.9604	400	0.7295	0.5246	0.7295	0.8541
No log	3.9802	402	0.8713	0.4619	0.8713	0.9334
No log	4.0	404	0.8333	0.4868	0.8333	0.9129
No log	4.0198	406	0.6810	0.5395	0.6810	0.8252
No log	4.0396	408	0.5101	0.6500	0.5101	0.7142
No log	4.0594	410	0.4613	0.6261	0.4613	0.6792
No log	4.0792	412	0.4846	0.6023	0.4846	0.6961
No log	4.0990	414	0.5878	0.5499	0.5878	0.7667
No log	4.1188	416	0.8258	0.4651	0.8258	0.9087
No log	4.1386	418	0.9974	0.3743	0.9974	0.9987
No log	4.1584	420	1.0479	0.3502	1.0479	1.0237
No log	4.1782	422	0.8910	0.4371	0.8910	0.9439
No log	4.1980	424	0.6018	0.5506	0.6018	0.7758
No log	4.2178	426	0.4163	0.6795	0.4163	0.6452
No log	4.2376	428	0.4026	0.6673	0.4026	0.6345
No log	4.2574	430	0.4371	0.6932	0.4371	0.6611
No log	4.2772	432	0.4463	0.6818	0.4463	0.6680
No log	4.2970	434	0.4684	0.6637	0.4684	0.6844
No log	4.3168	436	0.5667	0.6242	0.5667	0.7528
No log	4.3366	438	0.6217	0.5713	0.6217	0.7885
No log	4.3564	440	0.5756	0.5741	0.5756	0.7587
No log	4.3762	442	0.6037	0.5432	0.6037	0.7770
No log	4.3960	444	0.5338	0.5550	0.5338	0.7306
No log	4.4158	446	0.5505	0.5530	0.5505	0.7420
No log	4.4356	448	0.5445	0.5789	0.5445	0.7379
No log	4.4554	450	0.5348	0.5877	0.5348	0.7313
No log	4.4752	452	0.5407	0.5802	0.5407	0.7353
No log	4.4950	454	0.4723	0.6132	0.4723	0.6873
No log	4.5149	456	0.4481	0.6307	0.4481	0.6694
No log	4.5347	458	0.4906	0.6062	0.4906	0.7004
No log	4.5545	460	0.6137	0.5836	0.6137	0.7834
No log	4.5743	462	0.6904	0.5827	0.6904	0.8309
No log	4.5941	464	0.7086	0.5953	0.7086	0.8418
No log	4.6139	466	0.6434	0.6149	0.6434	0.8021
No log	4.6337	468	0.5522	0.6449	0.5522	0.7431
No log	4.6535	470	0.5318	0.6412	0.5318	0.7293
No log	4.6733	472	0.4532	0.6736	0.4532	0.6732
No log	4.6931	474	0.5278	0.6077	0.5278	0.7265
No log	4.7129	476	0.6232	0.5483	0.6232	0.7894
No log	4.7327	478	0.4802	0.5804	0.4802	0.6930
No log	4.7525	480	0.4747	0.5930	0.4747	0.6890
No log	4.7723	482	0.6283	0.5140	0.6283	0.7927
No log	4.7921	484	0.6484	0.5206	0.6484	0.8052
No log	4.8119	486	0.5671	0.5538	0.5671	0.7530
No log	4.8317	488	0.4935	0.6150	0.4935	0.7025
No log	4.8515	490	0.5876	0.5852	0.5876	0.7666
No log	4.8713	492	0.7904	0.5321	0.7904	0.8890
No log	4.8911	494	0.7317	0.5854	0.7317	0.8554
No log	4.9109	496	0.5367	0.6700	0.5367	0.7326
No log	4.9307	498	0.5047	0.6684	0.5047	0.7104
0.5174	4.9505	500	0.4917	0.6803	0.4917	0.7012
0.5174	4.9703	502	0.6110	0.5891	0.6110	0.7816
0.5174	4.9901	504	0.8514	0.5163	0.8514	0.9227
0.5174	5.0099	506	0.8258	0.5016	0.8258	0.9087
0.5174	5.0297	508	0.5840	0.5680	0.5840	0.7642
0.5174	5.0495	510	0.4963	0.5684	0.4963	0.7045

Framework versions

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