ArabicNewSplits4_WithDuplicationsForScore5_FineTuningAraBERT_run1_AugV5_k14_task3_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: 0.7168
• Qwk: 0.3365
• Mse: 0.7168
• Rmse: 0.8466

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: 10

Training results

Training Loss	Epoch	Step	Validation Loss	Qwk	Mse	Rmse
No log	0.0328	2	3.3003	-0.0066	3.3003	1.8167
No log	0.0656	4	1.7139	-0.0070	1.7139	1.3092
No log	0.0984	6	1.0507	0.0345	1.0507	1.0250
No log	0.1311	8	0.6637	0.1556	0.6637	0.8147
No log	0.1639	10	0.5445	0.0638	0.5445	0.7379
No log	0.1967	12	0.5613	0.0569	0.5613	0.7492
No log	0.2295	14	0.5442	0.1206	0.5442	0.7377
No log	0.2623	16	0.9391	0.1111	0.9391	0.9691
No log	0.2951	18	0.6971	0.2464	0.6971	0.8349
No log	0.3279	20	0.5688	0.0	0.5688	0.7542
No log	0.3607	22	0.6114	-0.0732	0.6114	0.7819
No log	0.3934	24	0.5876	0.0	0.5876	0.7666
No log	0.4262	26	0.5816	0.0	0.5816	0.7626
No log	0.4590	28	0.5606	0.0677	0.5606	0.7487
No log	0.4918	30	0.5519	0.1678	0.5519	0.7429
No log	0.5246	32	0.6390	0.3161	0.6390	0.7994
No log	0.5574	34	0.8727	0.2356	0.8727	0.9342
No log	0.5902	36	0.6047	0.0877	0.6047	0.7776
No log	0.6230	38	0.5543	-0.0081	0.5543	0.7445
No log	0.6557	40	0.6637	0.0	0.6637	0.8147
No log	0.6885	42	0.5977	0.0	0.5977	0.7731
No log	0.7213	44	0.5244	0.0	0.5244	0.7241
No log	0.7541	46	0.5398	0.0725	0.5398	0.7347
No log	0.7869	48	0.5281	0.0	0.5281	0.7267
No log	0.8197	50	0.5562	0.0	0.5562	0.7458
No log	0.8525	52	0.7357	0.1515	0.7357	0.8577
No log	0.8852	54	0.9700	0.2000	0.9700	0.9849
No log	0.9180	56	0.8313	0.2000	0.8313	0.9118
No log	0.9508	58	0.6374	0.2457	0.6374	0.7984
No log	0.9836	60	0.5132	0.2418	0.5132	0.7164
No log	1.0164	62	1.0313	0.0977	1.0313	1.0155
No log	1.0492	64	0.8507	0.1795	0.8507	0.9223
No log	1.0820	66	0.4692	0.2571	0.4692	0.6850
No log	1.1148	68	0.7219	0.2000	0.7219	0.8496
No log	1.1475	70	0.9858	0.0367	0.9858	0.9929
No log	1.1803	72	0.6582	0.1461	0.6582	0.8113
No log	1.2131	74	0.5295	0.2405	0.5295	0.7277
No log	1.2459	76	0.5705	0.2787	0.5705	0.7553
No log	1.2787	78	0.5373	0.2683	0.5373	0.7330
No log	1.3115	80	0.9392	0.0609	0.9392	0.9691
No log	1.3443	82	0.9996	0.1059	0.9996	0.9998
No log	1.3770	84	0.6375	0.2340	0.6375	0.7984
No log	1.4098	86	0.5022	0.3103	0.5022	0.7086
No log	1.4426	88	0.5642	0.2707	0.5642	0.7512
No log	1.4754	90	0.5166	0.3797	0.5166	0.7187
No log	1.5082	92	0.5212	0.3684	0.5212	0.7219
No log	1.5410	94	0.6618	0.3237	0.6618	0.8135
No log	1.5738	96	1.5392	0.1231	1.5392	1.2407
No log	1.6066	98	1.7946	0.0824	1.7946	1.3396
No log	1.6393	100	1.3723	0.1738	1.3723	1.1715
No log	1.6721	102	1.0595	0.1709	1.0595	1.0293
No log	1.7049	104	0.7557	0.3077	0.7557	0.8693
No log	1.7377	106	0.9231	0.2000	0.9231	0.9608
No log	1.7705	108	0.6118	0.3878	0.6118	0.7822
No log	1.8033	110	0.4561	0.3797	0.4561	0.6753
No log	1.8361	112	0.4892	0.4162	0.4892	0.6994
No log	1.8689	114	1.0424	0.2000	1.0424	1.0210
No log	1.9016	116	1.6120	0.0595	1.6120	1.2696
No log	1.9344	118	1.1344	0.2281	1.1344	1.0651
No log	1.9672	120	0.4251	0.3829	0.4251	0.6520
No log	2.0	122	0.4639	0.3913	0.4639	0.6811
No log	2.0328	124	0.4584	0.4105	0.4584	0.6771
No log	2.0656	126	0.4366	0.4747	0.4366	0.6608
No log	2.0984	128	1.0512	0.2239	1.0512	1.0253
No log	2.1311	130	1.3052	0.2611	1.3052	1.1425
No log	2.1639	132	1.1089	0.2862	1.1089	1.0530
No log	2.1967	134	0.5803	0.4483	0.5803	0.7618
No log	2.2295	136	0.5949	0.4236	0.5949	0.7713
No log	2.2623	138	0.9970	0.3191	0.9970	0.9985
No log	2.2951	140	2.2007	0.0927	2.2007	1.4835
No log	2.3279	142	2.1773	0.0769	2.1773	1.4756
No log	2.3607	144	1.3421	0.2303	1.3421	1.1585
No log	2.3934	146	0.6728	0.3388	0.6728	0.8202
No log	2.4262	148	0.7326	0.3418	0.7326	0.8559
No log	2.4590	150	1.2838	0.2162	1.2838	1.1330
No log	2.4918	152	1.4050	0.1226	1.4050	1.1853
No log	2.5246	154	0.9381	0.2177	0.9381	0.9686
No log	2.5574	156	0.6893	0.4185	0.6893	0.8302
No log	2.5902	158	0.7836	0.2863	0.7836	0.8852
No log	2.6230	160	1.2735	0.1418	1.2735	1.1285
No log	2.6557	162	1.5672	0.0541	1.5672	1.2519
No log	2.6885	164	1.3789	0.0897	1.3789	1.1743
No log	2.7213	166	1.1703	0.1939	1.1703	1.0818
No log	2.7541	168	1.0844	0.2253	1.0844	1.0414
No log	2.7869	170	0.9073	0.2605	0.9073	0.9525
No log	2.8197	172	0.8915	0.2863	0.8915	0.9442
No log	2.8525	174	1.0198	0.2258	1.0198	1.0099
No log	2.8852	176	0.9957	0.2258	0.9957	0.9978
No log	2.9180	178	0.6410	0.3641	0.6410	0.8006
No log	2.9508	180	0.5400	0.2258	0.5400	0.7349
No log	2.9836	182	0.5796	0.3224	0.5796	0.7613
No log	3.0164	184	0.7124	0.3684	0.7124	0.8440
No log	3.0492	186	0.8035	0.3004	0.8035	0.8964
No log	3.0820	188	0.8354	0.2982	0.8354	0.9140
No log	3.1148	190	0.6197	0.2917	0.6197	0.7872
No log	3.1475	192	0.6407	0.2577	0.6407	0.8005
No log	3.1803	194	1.0006	0.2490	1.0006	1.0003
No log	3.2131	196	1.5308	0.1006	1.5308	1.2373
No log	3.2459	198	1.3805	0.0891	1.3805	1.1749
No log	3.2787	200	0.8379	0.1933	0.8379	0.9154
No log	3.3115	202	0.6724	0.3061	0.6724	0.8200
No log	3.3443	204	0.7985	0.1931	0.7985	0.8936
No log	3.3770	206	1.1421	0.1615	1.1421	1.0687
No log	3.4098	208	1.4359	0.1348	1.4359	1.1983
No log	3.4426	210	1.4982	0.1810	1.4982	1.2240
No log	3.4754	212	0.9956	0.2253	0.9956	0.9978
No log	3.5082	214	0.6574	0.4233	0.6574	0.8108
No log	3.5410	216	0.7116	0.3846	0.7116	0.8436
No log	3.5738	218	1.0883	0.2109	1.0883	1.0432
No log	3.6066	220	1.5272	0.1778	1.5272	1.2358
No log	3.6393	222	1.3268	0.1358	1.3268	1.1519
No log	3.6721	224	0.9011	0.3606	0.9011	0.9492
No log	3.7049	226	0.7213	0.3846	0.7213	0.8493
No log	3.7377	228	0.6564	0.3665	0.6564	0.8102
No log	3.7705	230	0.7505	0.3559	0.7505	0.8663
No log	3.8033	232	0.7450	0.3593	0.7450	0.8631
No log	3.8361	234	0.8328	0.3898	0.8328	0.9126
No log	3.8689	236	1.1007	0.1842	1.1007	1.0491
No log	3.9016	238	1.1277	0.2050	1.1277	1.0620
No log	3.9344	240	0.9440	0.4036	0.9440	0.9716
No log	3.9672	242	0.8005	0.4150	0.8005	0.8947
No log	4.0	244	0.7513	0.4	0.7513	0.8668
No log	4.0328	246	0.6001	0.3846	0.6001	0.7747
No log	4.0656	248	0.5136	0.3231	0.5136	0.7167
No log	4.0984	250	0.4983	0.3913	0.4983	0.7059
No log	4.1311	252	0.6366	0.4175	0.6366	0.7979
No log	4.1639	254	0.9238	0.2253	0.9238	0.9611
No log	4.1967	256	0.8486	0.2593	0.8486	0.9212
No log	4.2295	258	0.5716	0.4583	0.5716	0.7560
No log	4.2623	260	0.4996	0.3563	0.4996	0.7068
No log	4.2951	262	0.5035	0.2889	0.5035	0.7096
No log	4.3279	264	0.5746	0.4105	0.5746	0.7580
No log	4.3607	266	0.8292	0.2618	0.8292	0.9106
No log	4.3934	268	0.8002	0.2632	0.8002	0.8946
No log	4.4262	270	0.6831	0.3061	0.6831	0.8265
No log	4.4590	272	0.6629	0.3267	0.6629	0.8142
No log	4.4918	274	0.6884	0.3301	0.6884	0.8297
No log	4.5246	276	0.9483	0.2253	0.9483	0.9738
No log	4.5574	278	1.3768	0.2096	1.3768	1.1734
No log	4.5902	280	1.3708	0.1818	1.3708	1.1708
No log	4.6230	282	0.9638	0.2472	0.9638	0.9817
No log	4.6557	284	0.8973	0.2263	0.8973	0.9473
No log	4.6885	286	1.0263	0.2558	1.0263	1.0131
No log	4.7213	288	0.9397	0.2253	0.9397	0.9694
No log	4.7541	290	0.8003	0.2881	0.8003	0.8946
No log	4.7869	292	0.6646	0.3548	0.6646	0.8152
No log	4.8197	294	0.5733	0.4229	0.5733	0.7572
No log	4.8525	296	0.5659	0.4229	0.5659	0.7522
No log	4.8852	298	0.6491	0.4489	0.6491	0.8057
No log	4.9180	300	0.5923	0.4862	0.5923	0.7696
No log	4.9508	302	0.5333	0.4563	0.5333	0.7303
No log	4.9836	304	0.4973	0.3661	0.4973	0.7052
No log	5.0164	306	0.5009	0.4286	0.5009	0.7078
No log	5.0492	308	0.6005	0.4751	0.6005	0.7749
No log	5.0820	310	0.7441	0.4240	0.7441	0.8626
No log	5.1148	312	0.8044	0.3930	0.8044	0.8969
No log	5.1475	314	0.6739	0.4	0.6739	0.8209
No log	5.1803	316	0.6464	0.4383	0.6464	0.8040
No log	5.2131	318	0.5642	0.4751	0.5642	0.7512
No log	5.2459	320	0.5454	0.4815	0.5454	0.7385
No log	5.2787	322	0.5724	0.4751	0.5724	0.7565
No log	5.3115	324	0.7599	0.3968	0.7599	0.8717
No log	5.3443	326	1.0393	0.1655	1.0393	1.0195
No log	5.3770	328	0.9899	0.2548	0.9899	0.9949
No log	5.4098	330	0.7710	0.3651	0.7710	0.8781
No log	5.4426	332	0.6557	0.3821	0.6557	0.8098
No log	5.4754	334	0.7702	0.3882	0.7702	0.8776
No log	5.5082	336	0.8050	0.3798	0.8050	0.8972
No log	5.5410	338	0.7109	0.3871	0.7109	0.8432
No log	5.5738	340	0.7409	0.3834	0.7409	0.8607
No log	5.6066	342	0.8349	0.3407	0.8349	0.9137
No log	5.6393	344	0.7777	0.3834	0.7777	0.8819
No log	5.6721	346	0.7439	0.3834	0.7439	0.8625
No log	5.7049	348	0.7833	0.3764	0.7833	0.8850
No log	5.7377	350	0.7254	0.4146	0.7254	0.8517
No log	5.7705	352	0.6815	0.4576	0.6815	0.8255
No log	5.8033	354	0.6336	0.4430	0.6336	0.7960
No log	5.8361	356	0.6669	0.4380	0.6669	0.8166
No log	5.8689	358	0.7893	0.3178	0.7893	0.8884
No log	5.9016	360	0.7998	0.3834	0.7998	0.8943
No log	5.9344	362	0.6443	0.4286	0.6443	0.8027
No log	5.9672	364	0.5840	0.4043	0.5840	0.7642
No log	6.0	366	0.5964	0.4	0.5964	0.7722
No log	6.0328	368	0.5908	0.4383	0.5908	0.7686
No log	6.0656	370	0.5668	0.4383	0.5668	0.7529
No log	6.0984	372	0.6751	0.4286	0.6751	0.8216
No log	6.1311	374	0.8804	0.3811	0.8804	0.9383
No log	6.1639	376	1.0669	0.2174	1.0669	1.0329
No log	6.1967	378	0.9945	0.2409	0.9945	0.9972
No log	6.2295	380	0.7184	0.4087	0.7184	0.8476
No log	6.2623	382	0.5613	0.4133	0.5613	0.7492
No log	6.2951	384	0.5643	0.3818	0.5643	0.7512
No log	6.3279	386	0.6462	0.4050	0.6462	0.8039
No log	6.3607	388	0.8651	0.2756	0.8651	0.9301
No log	6.3934	390	0.9299	0.2184	0.9299	0.9643
No log	6.4262	392	0.8538	0.25	0.8538	0.9240
No log	6.4590	394	0.6651	0.4087	0.6651	0.8155
No log	6.4918	396	0.6102	0.4751	0.6102	0.7811
No log	6.5246	398	0.6459	0.4386	0.6459	0.8037
No log	6.5574	400	0.6434	0.4386	0.6434	0.8021
No log	6.5902	402	0.6962	0.4043	0.6962	0.8344
No log	6.6230	404	0.7623	0.3633	0.7623	0.8731
No log	6.6557	406	0.7071	0.4	0.7071	0.8409
No log	6.6885	408	0.6225	0.4798	0.6225	0.7890
No log	6.7213	410	0.5441	0.4435	0.5441	0.7376
No log	6.7541	412	0.5082	0.4182	0.5082	0.7129
No log	6.7869	414	0.5427	0.4815	0.5427	0.7367
No log	6.8197	416	0.6976	0.4286	0.6976	0.8352
No log	6.8525	418	0.8367	0.3386	0.8367	0.9147
No log	6.8852	420	0.8520	0.2741	0.8520	0.9230
No log	6.9180	422	0.7467	0.3388	0.7467	0.8641
No log	6.9508	424	0.5970	0.4751	0.5970	0.7727
No log	6.9836	426	0.5632	0.4435	0.5632	0.7505
No log	7.0164	428	0.5691	0.4435	0.5691	0.7544
No log	7.0492	430	0.5967	0.4703	0.5967	0.7725
No log	7.0820	432	0.7073	0.3886	0.7073	0.8410
No log	7.1148	434	0.8326	0.2593	0.8326	0.9125
No log	7.1475	436	0.7815	0.3171	0.7815	0.8840
No log	7.1803	438	0.7397	0.3929	0.7397	0.8601
No log	7.2131	440	0.6316	0.4450	0.6316	0.7947
No log	7.2459	442	0.5812	0.4175	0.5812	0.7624
No log	7.2787	444	0.5582	0.3663	0.5582	0.7471
No log	7.3115	446	0.6009	0.4573	0.6009	0.7752
No log	7.3443	448	0.6652	0.3498	0.6652	0.8156
No log	7.3770	450	0.6685	0.3786	0.6685	0.8176
No log	7.4098	452	0.6948	0.3365	0.6948	0.8336
No log	7.4426	454	0.7208	0.3052	0.7208	0.8490
No log	7.4754	456	0.8204	0.2618	0.8204	0.9057
No log	7.5082	458	0.8447	0.2263	0.8447	0.9191
No log	7.5410	460	0.7560	0.2900	0.7560	0.8695
No log	7.5738	462	0.6605	0.3786	0.6605	0.8127
No log	7.6066	464	0.6292	0.4340	0.6292	0.7932
No log	7.6393	466	0.6641	0.3684	0.6641	0.8149
No log	7.6721	468	0.7738	0.2900	0.7738	0.8797
No log	7.7049	470	0.8569	0.2846	0.8569	0.9257
No log	7.7377	472	0.9131	0.2569	0.9131	0.9556
No log	7.7705	474	0.8911	0.2829	0.8911	0.9440
No log	7.8033	476	0.8608	0.2846	0.8608	0.9278
No log	7.8361	478	0.7263	0.2920	0.7263	0.8522
No log	7.8689	480	0.6003	0.4396	0.6003	0.7748
No log	7.9016	482	0.5545	0.4450	0.5545	0.7447
No log	7.9344	484	0.5335	0.3786	0.5335	0.7304
No log	7.9672	486	0.5457	0.4112	0.5457	0.7387
No log	8.0	488	0.6122	0.4340	0.6122	0.7824
No log	8.0328	490	0.6845	0.3786	0.6845	0.8273
No log	8.0656	492	0.7151	0.3303	0.7151	0.8456
No log	8.0984	494	0.7074	0.3303	0.7074	0.8410
No log	8.1311	496	0.6779	0.3786	0.6779	0.8233
No log	8.1639	498	0.6650	0.3786	0.6650	0.8155
0.4755	8.1967	500	0.7228	0.3303	0.7228	0.8502
0.4755	8.2295	502	0.7833	0.2275	0.7833	0.8850
0.4755	8.2623	504	0.8024	0.2269	0.8024	0.8958
0.4755	8.2951	506	0.8142	0.2269	0.8142	0.9023
0.4755	8.3279	508	0.8213	0.2269	0.8213	0.9062
0.4755	8.3607	510	0.7841	0.2900	0.7841	0.8855
0.4755	8.3934	512	0.7070	0.3704	0.7070	0.8408
0.4755	8.4262	514	0.6929	0.3744	0.6929	0.8324
0.4755	8.4590	516	0.7138	0.3704	0.7138	0.8449
0.4755	8.4918	518	0.7465	0.2920	0.7465	0.8640
0.4755	8.5246	520	0.8136	0.2881	0.8136	0.9020
0.4755	8.5574	522	0.7919	0.2900	0.7919	0.8899
0.4755	8.5902	524	0.7544	0.2920	0.7544	0.8686
0.4755	8.6230	526	0.7244	0.3303	0.7244	0.8511
0.4755	8.6557	528	0.7240	0.3303	0.7240	0.8509
0.4755	8.6885	530	0.7492	0.3303	0.7492	0.8655
0.4755	8.7213	532	0.7496	0.3303	0.7496	0.8658
0.4755	8.7541	534	0.7598	0.2920	0.7598	0.8716
0.4755	8.7869	536	0.7335	0.3333	0.7335	0.8564
0.4755	8.8197	538	0.7157	0.3333	0.7157	0.8460
0.4755	8.8525	540	0.7169	0.3365	0.7169	0.8467
0.4755	8.8852	542	0.7261	0.3365	0.7261	0.8521
0.4755	8.9180	544	0.7724	0.2618	0.7724	0.8789
0.4755	8.9508	546	0.7768	0.2618	0.7768	0.8814
0.4755	8.9836	548	0.7325	0.3052	0.7325	0.8559
0.4755	9.0164	550	0.6708	0.3433	0.6708	0.8190
0.4755	9.0492	552	0.6308	0.3367	0.6308	0.7942
0.4755	9.0820	554	0.6188	0.4059	0.6188	0.7867
0.4755	9.1148	556	0.6199	0.4059	0.6199	0.7874
0.4755	9.1475	558	0.6325	0.4010	0.6325	0.7953
0.4755	9.1803	560	0.6423	0.4010	0.6423	0.8015
0.4755	9.2131	562	0.6557	0.4340	0.6557	0.8097
0.4755	9.2459	564	0.6708	0.3786	0.6708	0.8190
0.4755	9.2787	566	0.6858	0.3786	0.6858	0.8281
0.4755	9.3115	568	0.7165	0.3365	0.7165	0.8465
0.4755	9.3443	570	0.7248	0.3333	0.7248	0.8513
0.4755	9.3770	572	0.7376	0.3333	0.7376	0.8589
0.4755	9.4098	574	0.7240	0.3365	0.7240	0.8509
0.4755	9.4426	576	0.6967	0.3365	0.6967	0.8347
0.4755	9.4754	578	0.6778	0.3786	0.6778	0.8233
0.4755	9.5082	580	0.6770	0.3786	0.6770	0.8228
0.4755	9.5410	582	0.6777	0.3786	0.6777	0.8232
0.4755	9.5738	584	0.6847	0.3786	0.6847	0.8274
0.4755	9.6066	586	0.6861	0.3786	0.6861	0.8283
0.4755	9.6393	588	0.6823	0.3786	0.6823	0.8260
0.4755	9.6721	590	0.6873	0.3786	0.6873	0.8291
0.4755	9.7049	592	0.6895	0.3786	0.6895	0.8304
0.4755	9.7377	594	0.6993	0.3365	0.6993	0.8363
0.4755	9.7705	596	0.7081	0.3365	0.7081	0.8415
0.4755	9.8033	598	0.7175	0.3365	0.7175	0.8470
0.4755	9.8361	600	0.7184	0.3365	0.7184	0.8476
0.4755	9.8689	602	0.7204	0.3365	0.7204	0.8488
0.4755	9.9016	604	0.7191	0.3365	0.7191	0.8480
0.4755	9.9344	606	0.7176	0.3365	0.7176	0.8471
0.4755	9.9672	608	0.7171	0.3365	0.7171	0.8468
0.4755	10.0	610	0.7168	0.3365	0.7168	0.8466

Framework versions

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