ArabicNewSplits4_WithDuplicationsForScore5_FineTuningAraBERT_run3_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: 0.7291
• Qwk: 0.3333
• Mse: 0.7291
• Rmse: 0.8538

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	0.9392	0.1111	0.9392	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	1.0312	0.0977	1.0312	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	0.7218	0.2000	0.7218	0.8496
No log	1.1475	70	0.9856	0.0367	0.9856	0.9928
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	0.5704	0.2787	0.5704	0.7553
No log	1.2787	78	0.5374	0.2683	0.5374	0.7331
No log	1.3115	80	0.9393	0.0609	0.9393	0.9692
No log	1.3443	82	0.9997	0.1059	0.9997	0.9998
No log	1.3770	84	0.6374	0.2340	0.6374	0.7984
No log	1.4098	86	0.5020	0.3103	0.5020	0.7086
No log	1.4426	88	0.5641	0.2707	0.5641	0.7511
No log	1.4754	90	0.5166	0.3797	0.5166	0.7187
No log	1.5082	92	0.5213	0.3684	0.5213	0.7220
No log	1.5410	94	0.6616	0.3237	0.6616	0.8134
No log	1.5738	96	1.5384	0.1231	1.5384	1.2403
No log	1.6066	98	1.7940	0.0824	1.7940	1.3394
No log	1.6393	100	1.3720	0.1738	1.3720	1.1713
No log	1.6721	102	1.0598	0.1709	1.0598	1.0295
No log	1.7049	104	0.7563	0.3077	0.7563	0.8696
No log	1.7377	106	0.9239	0.2000	0.9239	0.9612
No log	1.7705	108	0.6122	0.3878	0.6122	0.7824
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	1.0428	0.2000	1.0428	1.0212
No log	1.9016	116	1.6125	0.0595	1.6125	1.2698
No log	1.9344	118	1.1348	0.2281	1.1348	1.0653
No log	1.9672	120	0.4251	0.3829	0.4251	0.6520
No log	2.0	122	0.4640	0.3913	0.4640	0.6811
No log	2.0328	124	0.4584	0.4105	0.4584	0.6771
No log	2.0656	126	0.4367	0.4747	0.4367	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	1.1424
No log	2.1639	132	1.1084	0.2862	1.1084	1.0528
No log	2.1967	134	0.5803	0.4483	0.5803	0.7617
No log	2.2295	136	0.5950	0.4236	0.5950	0.7714
No log	2.2623	138	0.9973	0.3191	0.9973	0.9986
No log	2.2951	140	2.2013	0.0927	2.2013	1.4837
No log	2.3279	142	2.1781	0.0769	2.1781	1.4758
No log	2.3607	144	1.3428	0.2303	1.3428	1.1588
No log	2.3934	146	0.6728	0.3388	0.6728	0.8202
No log	2.4262	148	0.7323	0.3418	0.7323	0.8558
No log	2.4590	150	1.2843	0.2162	1.2843	1.1333
No log	2.4918	152	1.4074	0.1226	1.4074	1.1863
No log	2.5246	154	0.9390	0.2177	0.9390	0.9690
No log	2.5574	156	0.6877	0.4185	0.6877	0.8293
No log	2.5902	158	0.7809	0.2863	0.7809	0.8837
No log	2.6230	160	1.2714	0.1418	1.2714	1.1276
No log	2.6557	162	1.5744	0.0787	1.5744	1.2548
No log	2.6885	164	1.3922	0.0915	1.3922	1.1799
No log	2.7213	166	1.1736	0.1939	1.1736	1.0833
No log	2.7541	168	1.0796	0.2253	1.0796	1.0390
No log	2.7869	170	0.9011	0.2605	0.9011	0.9493
No log	2.8197	172	0.8888	0.2863	0.8888	0.9428
No log	2.8525	174	1.0232	0.2258	1.0232	1.0115
No log	2.8852	176	1.0024	0.2258	1.0024	1.0012
No log	2.9180	178	0.6457	0.4	0.6457	0.8036
No log	2.9508	180	0.5404	0.2169	0.5404	0.7351
No log	2.9836	182	0.5739	0.3224	0.5739	0.7576
No log	3.0164	184	0.7055	0.3684	0.7055	0.8399
No log	3.0492	186	0.8062	0.3004	0.8062	0.8979
No log	3.0820	188	0.8461	0.2982	0.8461	0.9198
No log	3.1148	190	0.6269	0.2917	0.6269	0.7918
No log	3.1475	192	0.6453	0.2577	0.6453	0.8033
No log	3.1803	194	0.9989	0.2490	0.9989	0.9995
No log	3.2131	196	1.5205	0.1006	1.5205	1.2331
No log	3.2459	198	1.3701	0.0891	1.3701	1.1705
No log	3.2787	200	0.8328	0.1933	0.8328	0.9126
No log	3.3115	202	0.6726	0.3061	0.6726	0.8201
No log	3.3443	204	0.8027	0.1931	0.8027	0.8959
No log	3.3770	206	1.1530	0.1615	1.1530	1.0738
No log	3.4098	208	1.4532	0.1566	1.4532	1.2055
No log	3.4426	210	1.5173	0.1810	1.5173	1.2318
No log	3.4754	212	1.0120	0.2253	1.0120	1.0060
No log	3.5082	214	0.6619	0.4233	0.6619	0.8136
No log	3.5410	216	0.7082	0.3846	0.7082	0.8416
No log	3.5738	218	1.0761	0.2109	1.0761	1.0373
No log	3.6066	220	1.5606	0.1562	1.5606	1.2492
No log	3.6393	222	1.3891	0.1813	1.3891	1.1786
No log	3.6721	224	0.9360	0.3606	0.9360	0.9675
No log	3.7049	226	0.7223	0.3846	0.7223	0.8499
No log	3.7377	228	0.6324	0.4118	0.6324	0.7953
No log	3.7705	230	0.7065	0.3665	0.7065	0.8406
No log	3.8033	232	0.7446	0.3593	0.7446	0.8629
No log	3.8361	234	0.8773	0.4056	0.8773	0.9366
No log	3.8689	236	1.1747	0.1798	1.1747	1.0839
No log	3.9016	238	1.1928	0.2000	1.1928	1.0922
No log	3.9344	240	0.9447	0.3684	0.9447	0.9719
No log	3.9672	242	0.7779	0.4150	0.7779	0.8820
No log	4.0	244	0.7407	0.4	0.7407	0.8607
No log	4.0328	246	0.5986	0.3846	0.5986	0.7737
No log	4.0656	248	0.5100	0.3231	0.5100	0.7142
No log	4.0984	250	0.4924	0.3563	0.4924	0.7017
No log	4.1311	252	0.6240	0.4229	0.6240	0.7899
No log	4.1639	254	0.9261	0.1939	0.9261	0.9624
No log	4.1967	256	0.8665	0.2903	0.8665	0.9309
No log	4.2295	258	0.5855	0.4455	0.5855	0.7652
No log	4.2623	260	0.5002	0.3412	0.5002	0.7072
No log	4.2951	262	0.5014	0.2994	0.5014	0.7081
No log	4.3279	264	0.5671	0.4105	0.5671	0.7531
No log	4.3607	266	0.8073	0.2618	0.8073	0.8985
No log	4.3934	268	0.7800	0.2632	0.7800	0.8832
No log	4.4262	270	0.6950	0.3035	0.6950	0.8336
No log	4.4590	272	0.6835	0.3333	0.6835	0.8267
No log	4.4918	274	0.7096	0.2222	0.7096	0.8424
No log	4.5246	276	0.9587	0.2253	0.9587	0.9791
No log	4.5574	278	1.3584	0.2096	1.3584	1.1655
No log	4.5902	280	1.3462	0.1622	1.3462	1.1603
No log	4.6230	282	0.9485	0.2558	0.9485	0.9739
No log	4.6557	284	0.8847	0.2269	0.8847	0.9406
No log	4.6885	286	1.0084	0.2253	1.0084	1.0042
No log	4.7213	288	0.9275	0.2253	0.9275	0.9631
No log	4.7541	290	0.7941	0.2632	0.7941	0.8912
No log	4.7869	292	0.6644	0.3180	0.6644	0.8151
No log	4.8197	294	0.5774	0.4343	0.5774	0.7599
No log	4.8525	296	0.5755	0.4229	0.5755	0.7586
No log	4.8852	298	0.6656	0.4435	0.6656	0.8159
No log	4.9180	300	0.6100	0.4798	0.6100	0.7810
No log	4.9508	302	0.5468	0.4882	0.5468	0.7394
No log	4.9836	304	0.4980	0.3535	0.4980	0.7057
No log	5.0164	306	0.4993	0.4286	0.4993	0.7066
No log	5.0492	308	0.5773	0.4751	0.5773	0.7598
No log	5.0820	310	0.7427	0.4240	0.7427	0.8618
No log	5.1148	312	0.8679	0.3824	0.8679	0.9316
No log	5.1475	314	0.7391	0.3719	0.7391	0.8597
No log	5.1803	316	0.6800	0.4	0.6800	0.8246
No log	5.2131	318	0.5684	0.4751	0.5684	0.7539
No log	5.2459	320	0.5391	0.4815	0.5391	0.7342
No log	5.2787	322	0.6014	0.4690	0.6014	0.7755
No log	5.3115	324	0.8128	0.3893	0.8128	0.9016
No log	5.3443	326	1.0591	0.2381	1.0591	1.0291
No log	5.3770	328	0.9734	0.2701	0.9734	0.9866
No log	5.4098	330	0.7675	0.3882	0.7675	0.8761
No log	5.4426	332	0.6831	0.3909	0.6831	0.8265
No log	5.4754	334	0.8195	0.3882	0.8195	0.9053
No log	5.5082	336	0.8553	0.3798	0.8553	0.9248
No log	5.5410	338	0.7407	0.3871	0.7407	0.8606
No log	5.5738	340	0.7502	0.3834	0.7502	0.8662
No log	5.6066	342	0.8365	0.3156	0.8365	0.9146
No log	5.6393	344	0.7895	0.3178	0.7895	0.8885
No log	5.6721	346	0.7703	0.3156	0.7703	0.8777
No log	5.7049	348	0.8071	0.3134	0.8071	0.8984
No log	5.7377	350	0.7259	0.4104	0.7259	0.8520
No log	5.7705	352	0.6658	0.4332	0.6658	0.8160
No log	5.8033	354	0.6189	0.4383	0.6189	0.7867
No log	5.8361	356	0.6463	0.4240	0.6463	0.8039
No log	5.8689	358	0.7816	0.3178	0.7816	0.8841
No log	5.9016	360	0.8152	0.3178	0.8152	0.9029
No log	5.9344	362	0.6593	0.4056	0.6593	0.8120
No log	5.9672	364	0.5822	0.4435	0.5822	0.7630
No log	6.0	366	0.5804	0.4435	0.5804	0.7618
No log	6.0328	368	0.6205	0.4383	0.6205	0.7877
No log	6.0656	370	0.6244	0.4383	0.6244	0.7902
No log	6.0984	372	0.7596	0.4286	0.7596	0.8715
No log	6.1311	374	0.8749	0.3414	0.8749	0.9353
No log	6.1639	376	0.9343	0.2714	0.9343	0.9666
No log	6.1967	378	0.8042	0.4050	0.8042	0.8968
No log	6.2295	380	0.6102	0.4383	0.6102	0.7811
No log	6.2623	382	0.5757	0.4133	0.5757	0.7587
No log	6.2951	384	0.6632	0.4050	0.6632	0.8143
No log	6.3279	386	0.8566	0.2756	0.8566	0.9255
No log	6.3607	388	0.9594	0.2180	0.9594	0.9795
No log	6.3934	390	0.8428	0.2520	0.8428	0.9180
No log	6.4262	392	0.7287	0.3793	0.7287	0.8536
No log	6.4590	394	0.5791	0.3962	0.5791	0.7610
No log	6.4918	396	0.5612	0.3860	0.5612	0.7491
No log	6.5246	398	0.6224	0.4862	0.6224	0.7889
No log	6.5574	400	0.6654	0.4133	0.6654	0.8157
No log	6.5902	402	0.7647	0.3846	0.7647	0.8745
No log	6.6230	404	0.7332	0.4138	0.7332	0.8563
No log	6.6557	406	0.6158	0.4798	0.6158	0.7847
No log	6.6885	408	0.5829	0.4862	0.5829	0.7635
No log	6.7213	410	0.5998	0.4862	0.5998	0.7745
No log	6.7541	412	0.5846	0.4862	0.5846	0.7646
No log	6.7869	414	0.7087	0.3929	0.7087	0.8418
No log	6.8197	416	0.8150	0.3443	0.8150	0.9028
No log	6.8525	418	0.8078	0.3473	0.8078	0.8987
No log	6.8852	420	0.7094	0.3929	0.7094	0.8422
No log	6.9180	422	0.6282	0.4862	0.6282	0.7926
No log	6.9508	424	0.5600	0.4595	0.5600	0.7483
No log	6.9836	426	0.5845	0.4537	0.5845	0.7646
No log	7.0164	428	0.6462	0.4545	0.6462	0.8039
No log	7.0492	430	0.7273	0.3886	0.7273	0.8528
No log	7.0820	432	0.8318	0.2593	0.8318	0.9120
No log	7.1148	434	0.8947	0.2581	0.8947	0.9459
No log	7.1475	436	0.7912	0.3220	0.7912	0.8895
No log	7.1803	438	0.7357	0.3886	0.7357	0.8577
No log	7.2131	440	0.6306	0.4450	0.6306	0.7941
No log	7.2459	442	0.5873	0.4074	0.5873	0.7664
No log	7.2787	444	0.5658	0.4105	0.5658	0.7522
No log	7.3115	446	0.6138	0.4510	0.6138	0.7835
No log	7.3443	448	0.6557	0.3786	0.6557	0.8097
No log	7.3770	450	0.6412	0.4450	0.6412	0.8007
No log	7.4098	452	0.6549	0.3786	0.6549	0.8093
No log	7.4426	454	0.6881	0.3365	0.6881	0.8295
No log	7.4754	456	0.8171	0.2605	0.8171	0.9039
No log	7.5082	458	0.8844	0.2581	0.8844	0.9404
No log	7.5410	460	0.8306	0.2605	0.8306	0.9114
No log	7.5738	462	0.7377	0.3303	0.7377	0.8589
No log	7.6066	464	0.6761	0.3365	0.6761	0.8222
No log	7.6393	466	0.6807	0.3365	0.6807	0.8250
No log	7.6721	468	0.7632	0.2920	0.7632	0.8736
No log	7.7049	470	0.8182	0.2881	0.8182	0.9046
No log	7.7377	472	0.8528	0.2829	0.8528	0.9235
No log	7.7705	474	0.8246	0.2863	0.8246	0.9081
No log	7.8033	476	0.8080	0.2920	0.8080	0.8989
No log	7.8361	478	0.6946	0.3929	0.6946	0.8334
No log	7.8689	480	0.5808	0.4930	0.5808	0.7621
No log	7.9016	482	0.5414	0.4563	0.5414	0.7358
No log	7.9344	484	0.5232	0.4627	0.5232	0.7233
No log	7.9672	486	0.5431	0.4563	0.5431	0.7369
No log	8.0	488	0.6234	0.4450	0.6234	0.7896
No log	8.0328	490	0.6920	0.3333	0.6920	0.8319
No log	8.0656	492	0.7104	0.3303	0.7104	0.8428
No log	8.0984	494	0.6988	0.3333	0.6988	0.8359
No log	8.1311	496	0.6822	0.3333	0.6822	0.8260
No log	8.1639	498	0.6809	0.3333	0.6809	0.8252
0.475	8.1967	500	0.7542	0.2920	0.7542	0.8685
0.475	8.2295	502	0.8177	0.2618	0.8177	0.9043
0.475	8.2623	504	0.8331	0.2605	0.8331	0.9127
0.475	8.2951	506	0.8405	0.2605	0.8405	0.9168
0.475	8.3279	508	0.8243	0.2605	0.8243	0.9079
0.475	8.3607	510	0.7628	0.2941	0.7628	0.8734
0.475	8.3934	512	0.6692	0.3744	0.6692	0.8180
0.475	8.4262	514	0.6503	0.4393	0.6503	0.8064
0.475	8.4590	516	0.6814	0.3744	0.6814	0.8255
0.475	8.4918	518	0.7361	0.2941	0.7361	0.8580
0.475	8.5246	520	0.8240	0.2863	0.8240	0.9077
0.475	8.5574	522	0.8112	0.2881	0.8112	0.9006
0.475	8.5902	524	0.7712	0.2900	0.7712	0.8782
0.475	8.6230	526	0.7348	0.2941	0.7348	0.8572
0.475	8.6557	528	0.7324	0.2941	0.7324	0.8558
0.475	8.6885	530	0.7567	0.2941	0.7567	0.8699
0.475	8.7213	532	0.7560	0.2941	0.7560	0.8695
0.475	8.7541	534	0.7506	0.2941	0.7506	0.8664
0.475	8.7869	536	0.7035	0.3333	0.7035	0.8387
0.475	8.8197	538	0.6796	0.3744	0.6796	0.8244
0.475	8.8525	540	0.6823	0.3786	0.6823	0.8260
0.475	8.8852	542	0.7099	0.2941	0.7099	0.8426
0.475	8.9180	544	0.7719	0.2618	0.7719	0.8786
0.475	8.9508	546	0.7873	0.2618	0.7873	0.8873
0.475	8.9836	548	0.7490	0.2661	0.7490	0.8654
0.475	9.0164	550	0.6883	0.3786	0.6883	0.8296
0.475	9.0492	552	0.6451	0.3433	0.6451	0.8032
0.475	9.0820	554	0.6320	0.3433	0.6320	0.7950
0.475	9.1148	556	0.6337	0.4118	0.6337	0.7961
0.475	9.1475	558	0.6443	0.3786	0.6443	0.8027
0.475	9.1803	560	0.6467	0.3786	0.6467	0.8042
0.475	9.2131	562	0.6533	0.3786	0.6533	0.8083
0.475	9.2459	564	0.6641	0.3786	0.6641	0.8149
0.475	9.2787	566	0.6764	0.3786	0.6764	0.8224
0.475	9.3115	568	0.7054	0.3333	0.7054	0.8399
0.475	9.3443	570	0.7193	0.3333	0.7193	0.8481
0.475	9.3770	572	0.7375	0.3333	0.7375	0.8588
0.475	9.4098	574	0.7267	0.3333	0.7267	0.8525
0.475	9.4426	576	0.7029	0.3333	0.7029	0.8384
0.475	9.4754	578	0.6882	0.3786	0.6882	0.8296
0.475	9.5082	580	0.6926	0.3786	0.6926	0.8323
0.475	9.5410	582	0.6972	0.3333	0.6972	0.8350
0.475	9.5738	584	0.7046	0.3333	0.7046	0.8394
0.475	9.6066	586	0.7018	0.3333	0.7018	0.8378
0.475	9.6393	588	0.6941	0.3744	0.6941	0.8331
0.475	9.6721	590	0.6971	0.3333	0.6971	0.8349
0.475	9.7049	592	0.6973	0.3333	0.6973	0.8350
0.475	9.7377	594	0.7062	0.3333	0.7062	0.8403
0.475	9.7705	596	0.7141	0.3333	0.7141	0.8451
0.475	9.8033	598	0.7237	0.3333	0.7237	0.8507
0.475	9.8361	600	0.7253	0.3333	0.7253	0.8517
0.475	9.8689	602	0.7283	0.3333	0.7283	0.8534
0.475	9.9016	604	0.7276	0.3333	0.7276	0.8530
0.475	9.9344	606	0.7280	0.3333	0.7280	0.8532
0.475	9.9672	608	0.7288	0.3333	0.7288	0.8537
0.475	10.0	610	0.7291	0.3333	0.7291	0.8538

Framework versions

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