ArabicNewSplits7_usingWellWrittenEssays_FineTuningAraBERT_run3_AugV5_k5_task5_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: 1.3467
• Qwk: 0.1628
• Mse: 1.3467
• Rmse: 1.1605

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	0.1667	2	4.0800	0.0086	4.0800	2.0199
No log	0.3333	4	2.4496	-0.0040	2.4496	1.5651
No log	0.5	6	1.4813	0.0157	1.4813	1.2171
No log	0.6667	8	1.2831	0.1573	1.2831	1.1328
No log	0.8333	10	1.1310	0.1507	1.1310	1.0635
No log	1.0	12	1.2611	0.0770	1.2611	1.1230
No log	1.1667	14	1.0974	0.0712	1.0974	1.0476
No log	1.3333	16	1.0640	0.2591	1.0640	1.0315
No log	1.5	18	1.1145	0.1521	1.1145	1.0557
No log	1.6667	20	1.1459	0.1821	1.1459	1.0705
No log	1.8333	22	1.0730	0.1504	1.0730	1.0358
No log	2.0	24	1.0759	0.2618	1.0759	1.0372
No log	2.1667	26	1.1609	0.0462	1.1609	1.0774
No log	2.3333	28	1.2804	-0.0296	1.2804	1.1315
No log	2.5	30	1.1608	0.0225	1.1608	1.0774
No log	2.6667	32	1.0524	0.2667	1.0524	1.0258
No log	2.8333	34	1.0375	0.3198	1.0375	1.0186
No log	3.0	36	1.0267	0.3175	1.0267	1.0132
No log	3.1667	38	1.0604	0.2217	1.0604	1.0297
No log	3.3333	40	1.2086	0.0318	1.2086	1.0994
No log	3.5	42	1.1837	0.0436	1.1837	1.0880
No log	3.6667	44	1.0327	0.3117	1.0327	1.0162
No log	3.8333	46	1.0491	0.1389	1.0491	1.0243
No log	4.0	48	1.1004	0.1504	1.1004	1.0490
No log	4.1667	50	1.2413	0.0553	1.2413	1.1141
No log	4.3333	52	1.3054	-0.0180	1.3054	1.1426
No log	4.5	54	1.3019	0.0232	1.3019	1.1410
No log	4.6667	56	1.1646	0.0380	1.1646	1.0792
No log	4.8333	58	1.2082	0.0380	1.2082	1.0992
No log	5.0	60	1.2436	0.0380	1.2436	1.1152
No log	5.1667	62	1.1398	0.0996	1.1398	1.0676
No log	5.3333	64	1.0519	0.3001	1.0519	1.0256
No log	5.5	66	1.0677	0.1926	1.0677	1.0333
No log	5.6667	68	1.0813	0.1771	1.0813	1.0399
No log	5.8333	70	1.0660	0.2518	1.0660	1.0325
No log	6.0	72	1.0578	0.2467	1.0578	1.0285
No log	6.1667	74	1.0441	0.2187	1.0441	1.0218
No log	6.3333	76	1.0159	0.2544	1.0159	1.0079
No log	6.5	78	1.0359	0.1727	1.0359	1.0178
No log	6.6667	80	0.9822	0.2416	0.9822	0.9911
No log	6.8333	82	0.9653	0.2569	0.9653	0.9825
No log	7.0	84	1.0038	0.2108	1.0038	1.0019
No log	7.1667	86	1.0789	0.2512	1.0789	1.0387
No log	7.3333	88	1.1172	0.0924	1.1172	1.0570
No log	7.5	90	1.1222	0.1407	1.1222	1.0594
No log	7.6667	92	1.1590	0.2864	1.1590	1.0766
No log	7.8333	94	1.1772	0.2471	1.1772	1.0850
No log	8.0	96	1.2338	0.2062	1.2338	1.1108
No log	8.1667	98	1.2663	0.2438	1.2663	1.1253
No log	8.3333	100	1.4427	0.2809	1.4427	1.2011
No log	8.5	102	1.6287	0.2414	1.6287	1.2762
No log	8.6667	104	1.5565	0.2395	1.5565	1.2476
No log	8.8333	106	1.4381	0.1756	1.4381	1.1992
No log	9.0	108	1.5050	0.2732	1.5050	1.2268
No log	9.1667	110	1.6045	0.2435	1.6045	1.2667
No log	9.3333	112	1.3368	0.2931	1.3368	1.1562
No log	9.5	114	1.0536	0.2820	1.0536	1.0265
No log	9.6667	116	1.0079	0.3024	1.0079	1.0039
No log	9.8333	118	1.0872	0.3059	1.0872	1.0427
No log	10.0	120	1.4500	0.3165	1.4500	1.2042
No log	10.1667	122	1.6888	0.1950	1.6888	1.2995
No log	10.3333	124	1.6898	0.1892	1.6898	1.2999
No log	10.5	126	1.5259	0.2117	1.5259	1.2353
No log	10.6667	128	1.1234	0.1676	1.1234	1.0599
No log	10.8333	130	1.0287	0.1826	1.0287	1.0143
No log	11.0	132	1.1548	0.0894	1.1548	1.0746
No log	11.1667	134	1.4378	0.2315	1.4378	1.1991
No log	11.3333	136	1.5414	0.0370	1.5414	1.2415
No log	11.5	138	1.5543	0.0973	1.5543	1.2467
No log	11.6667	140	1.5923	0.2164	1.5923	1.2619
No log	11.8333	142	1.6507	0.1982	1.6507	1.2848
No log	12.0	144	1.7057	0.1689	1.7057	1.3060
No log	12.1667	146	1.6292	0.1776	1.6292	1.2764
No log	12.3333	148	1.7012	0.2025	1.7012	1.3043
No log	12.5	150	1.7808	0.1462	1.7808	1.3345
No log	12.6667	152	1.6801	0.2170	1.6801	1.2962
No log	12.8333	154	1.3459	0.3215	1.3459	1.1601
No log	13.0	156	1.1059	0.2680	1.1059	1.0516
No log	13.1667	158	1.1686	0.2791	1.1686	1.0810
No log	13.3333	160	1.5310	0.2857	1.5310	1.2373
No log	13.5	162	1.5787	0.1717	1.5787	1.2565
No log	13.6667	164	1.4537	0.1850	1.4537	1.2057
No log	13.8333	166	1.3788	0.2417	1.3788	1.1742
No log	14.0	168	1.2166	0.2816	1.2166	1.1030
No log	14.1667	170	1.1157	0.2355	1.1157	1.0563
No log	14.3333	172	1.2002	0.3326	1.2002	1.0955
No log	14.5	174	1.3184	0.2417	1.3184	1.1482
No log	14.6667	176	1.3387	0.3409	1.3387	1.1570
No log	14.8333	178	1.4519	0.3038	1.4519	1.2049
No log	15.0	180	1.6422	0.1717	1.6422	1.2815
No log	15.1667	182	1.6523	0.1717	1.6523	1.2854
No log	15.3333	184	1.4995	0.2086	1.4995	1.2245
No log	15.5	186	1.2635	0.2917	1.2635	1.1241
No log	15.6667	188	1.3084	0.2570	1.3084	1.1439
No log	15.8333	190	1.4536	0.2555	1.4536	1.2057
No log	16.0	192	1.5349	0.2240	1.5349	1.2389
No log	16.1667	194	1.4476	0.2240	1.4476	1.2032
No log	16.3333	196	1.4428	0.2555	1.4428	1.2011
No log	16.5	198	1.3941	0.2187	1.3941	1.1807
No log	16.6667	200	1.3455	0.2187	1.3455	1.1600
No log	16.8333	202	1.3750	0.2465	1.3750	1.1726
No log	17.0	204	1.4510	0.2417	1.4510	1.2046
No log	17.1667	206	1.5214	0.2389	1.5214	1.2334
No log	17.3333	208	1.4773	0.2417	1.4773	1.2154
No log	17.5	210	1.3776	0.2623	1.3776	1.1737
No log	17.6667	212	1.3611	0.2964	1.3611	1.1667
No log	17.8333	214	1.5413	0.2417	1.5413	1.2415
No log	18.0	216	1.6043	0.1850	1.6043	1.2666
No log	18.1667	218	1.5628	0.2555	1.5628	1.2501
No log	18.3333	220	1.2965	0.2341	1.2965	1.1386
No log	18.5	222	1.1554	0.1500	1.1554	1.0749
No log	18.6667	224	1.2540	0.2284	1.2540	1.1198
No log	18.8333	226	1.3832	0.2315	1.3832	1.1761
No log	19.0	228	1.3964	0.2132	1.3964	1.1817
No log	19.1667	230	1.3913	0.2132	1.3913	1.1795
No log	19.3333	232	1.3619	0.2070	1.3619	1.1670
No log	19.5	234	1.3508	0.2363	1.3508	1.1622
No log	19.6667	236	1.4001	0.3135	1.4001	1.1833
No log	19.8333	238	1.2980	0.2851	1.2980	1.1393
No log	20.0	240	1.2468	0.2686	1.2468	1.1166
No log	20.1667	242	1.3173	0.2772	1.3173	1.1477
No log	20.3333	244	1.4157	0.2631	1.4157	1.1899
No log	20.5	246	1.5672	0.2809	1.5672	1.2519
No log	20.6667	248	1.5228	0.2555	1.5228	1.2340
No log	20.8333	250	1.4072	0.2588	1.4072	1.1862
No log	21.0	252	1.3236	0.2812	1.3236	1.1505
No log	21.1667	254	1.2553	0.1820	1.2553	1.1204
No log	21.3333	256	1.2779	0.1976	1.2779	1.1305
No log	21.5	258	1.3629	0.2315	1.3629	1.1674
No log	21.6667	260	1.3459	0.2315	1.3459	1.1601
No log	21.8333	262	1.3302	0.2410	1.3302	1.1533
No log	22.0	264	1.3507	0.2230	1.3507	1.1622
No log	22.1667	266	1.4482	0.1773	1.4482	1.2034
No log	22.3333	268	1.5891	0.2555	1.5891	1.2606
No log	22.5	270	1.6945	0.2677	1.6945	1.3017
No log	22.6667	272	1.6980	0.2211	1.6980	1.3031
No log	22.8333	274	1.5626	0.1772	1.5626	1.2500
No log	23.0	276	1.4309	0.1914	1.4309	1.1962
No log	23.1667	278	1.3700	0.2026	1.3700	1.1705
No log	23.3333	280	1.4583	0.2191	1.4583	1.2076
No log	23.5	282	1.5127	0.2026	1.5127	1.2299
No log	23.6667	284	1.4974	0.2211	1.4974	1.2237
No log	23.8333	286	1.5460	0.2099	1.5460	1.2434
No log	24.0	288	1.5816	0.1994	1.5816	1.2576
No log	24.1667	290	1.5478	0.2211	1.5478	1.2441
No log	24.3333	292	1.5553	0.2138	1.5553	1.2471
No log	24.5	294	1.4918	0.1854	1.4918	1.2214
No log	24.6667	296	1.4685	0.1792	1.4685	1.2118
No log	24.8333	298	1.5610	0.2123	1.5610	1.2494
No log	25.0	300	1.5815	0.1908	1.5815	1.2576
No log	25.1667	302	1.5077	0.2015	1.5077	1.2279
No log	25.3333	304	1.3452	0.2602	1.3452	1.1598
No log	25.5	306	1.2223	0.2337	1.2223	1.1056
No log	25.6667	308	1.2264	0.2686	1.2264	1.1074
No log	25.8333	310	1.3760	0.2465	1.3760	1.1730
No log	26.0	312	1.6249	0.3114	1.6249	1.2747
No log	26.1667	314	1.6884	0.3093	1.6884	1.2994
No log	26.3333	316	1.5345	0.2751	1.5345	1.2387
No log	26.5	318	1.2484	0.3037	1.2484	1.1173
No log	26.6667	320	1.0020	0.35	1.0020	1.0010
No log	26.8333	322	0.9297	0.1954	0.9297	0.9642
No log	27.0	324	0.9716	0.35	0.9716	0.9857
No log	27.1667	326	1.1909	0.2315	1.1909	1.0913
No log	27.3333	328	1.4354	0.2832	1.4354	1.1981
No log	27.5	330	1.5227	0.2110	1.5227	1.2340
No log	27.6667	332	1.5167	0.2555	1.5167	1.2316
No log	27.8333	334	1.3880	0.2417	1.3880	1.1781
No log	28.0	336	1.2588	0.2315	1.2588	1.1220
No log	28.1667	338	1.2036	0.2315	1.2036	1.0971
No log	28.3333	340	1.2279	0.2315	1.2279	1.1081
No log	28.5	342	1.3331	0.2602	1.3331	1.1546
No log	28.6667	344	1.3562	0.2474	1.3562	1.1646
No log	28.8333	346	1.3599	0.2474	1.3599	1.1661
No log	29.0	348	1.3573	0.2474	1.3573	1.1650
No log	29.1667	350	1.3104	0.2602	1.3104	1.1447
No log	29.3333	352	1.2774	0.2602	1.2774	1.1302
No log	29.5	354	1.2777	0.2602	1.2777	1.1304
No log	29.6667	356	1.3058	0.2602	1.3058	1.1427
No log	29.8333	358	1.2968	0.2602	1.2968	1.1388
No log	30.0	360	1.3260	0.2772	1.3260	1.1515
No log	30.1667	362	1.4199	0.2417	1.4199	1.1916
No log	30.3333	364	1.5348	0.2465	1.5348	1.2389
No log	30.5	366	1.5597	0.2015	1.5597	1.2489
No log	30.6667	368	1.4757	0.1370	1.4757	1.2148
No log	30.8333	370	1.3781	0.1024	1.3781	1.1739
No log	31.0	372	1.2503	0.0931	1.2503	1.1182
No log	31.1667	374	1.1727	0.0931	1.1727	1.0829
No log	31.3333	376	1.1789	0.0931	1.1789	1.0858
No log	31.5	378	1.2912	0.0931	1.2912	1.1363
No log	31.6667	380	1.3726	0.1024	1.3726	1.1716
No log	31.8333	382	1.4301	0.2260	1.4301	1.1959
No log	32.0	384	1.3576	0.2260	1.3576	1.1652
No log	32.1667	386	1.2892	0.2506	1.2892	1.1354
No log	32.3333	388	1.2015	0.2506	1.2015	1.0961
No log	32.5	390	1.2369	0.2506	1.2369	1.1122
No log	32.6667	392	1.3731	0.2417	1.3731	1.1718
No log	32.8333	394	1.4406	0.2731	1.4406	1.2003
No log	33.0	396	1.3365	0.2647	1.3365	1.1561
No log	33.1667	398	1.2421	0.2506	1.2421	1.1145
No log	33.3333	400	1.2966	0.2315	1.2966	1.1387
No log	33.5	402	1.3210	0.2417	1.3210	1.1494
No log	33.6667	404	1.3800	0.2731	1.3800	1.1747
No log	33.8333	406	1.4102	0.2417	1.4102	1.1875
No log	34.0	408	1.2897	0.2075	1.2897	1.1357
No log	34.1667	410	1.1726	0.2203	1.1726	1.0829
No log	34.3333	412	1.1565	0.1886	1.1565	1.0754
No log	34.5	414	1.2248	0.1952	1.2248	1.1067
No log	34.6667	416	1.3809	0.2260	1.3809	1.1751
No log	34.8333	418	1.4999	0.2126	1.4999	1.2247
No log	35.0	420	1.5988	0.2709	1.5988	1.2644
No log	35.1667	422	1.5961	0.2709	1.5961	1.2634
No log	35.3333	424	1.4929	0.2126	1.4929	1.2219
No log	35.5	426	1.3296	0.1024	1.3296	1.1531
No log	35.6667	428	1.2164	0.0931	1.2164	1.1029
No log	35.8333	430	1.2429	0.0556	1.2429	1.1148
No log	36.0	432	1.3173	0.0556	1.3173	1.1477
No log	36.1667	434	1.4048	0.0556	1.4048	1.1853
No log	36.3333	436	1.4749	0.0661	1.4749	1.2145
No log	36.5	438	1.4838	0.0661	1.4838	1.2181
No log	36.6667	440	1.4762	0.1024	1.4762	1.2150
No log	36.8333	442	1.4849	0.2555	1.4849	1.2186
No log	37.0	444	1.5036	0.2367	1.5036	1.2262
No log	37.1667	446	1.5348	0.2417	1.5348	1.2389
No log	37.3333	448	1.5711	0.2690	1.5711	1.2534
No log	37.5	450	1.5194	0.2647	1.5194	1.2327
No log	37.6667	452	1.4240	0.2555	1.4240	1.1933
No log	37.8333	454	1.3686	0.1370	1.3686	1.1699
No log	38.0	456	1.3238	0.0931	1.3238	1.1506
No log	38.1667	458	1.2890	0.1288	1.2890	1.1354
No log	38.3333	460	1.2056	0.1288	1.2056	1.0980
No log	38.5	462	1.1464	0.0604	1.1464	1.0707
No log	38.6667	464	1.1986	0.0160	1.1986	1.0948
No log	38.8333	466	1.3232	0.0556	1.3232	1.1503
No log	39.0	468	1.4650	0.2260	1.4650	1.2104
No log	39.1667	470	1.5558	0.2555	1.5558	1.2473
No log	39.3333	472	1.5438	0.2555	1.5438	1.2425
No log	39.5	474	1.4912	0.2260	1.4912	1.2211
No log	39.6667	476	1.3964	0.2260	1.3964	1.1817
No log	39.8333	478	1.3416	0.1288	1.3416	1.1583
No log	40.0	480	1.3381	0.1288	1.3381	1.1567
No log	40.1667	482	1.3700	0.2260	1.3700	1.1705
No log	40.3333	484	1.3685	0.2260	1.3685	1.1698
No log	40.5	486	1.3553	0.2260	1.3553	1.1642
No log	40.6667	488	1.3746	0.2260	1.3746	1.1724
No log	40.8333	490	1.3679	0.1370	1.3679	1.1696
No log	41.0	492	1.3492	0.1024	1.3492	1.1616
No log	41.1667	494	1.3804	0.1952	1.3804	1.1749
No log	41.3333	496	1.4172	0.2260	1.4172	1.1905
No log	41.5	498	1.4615	0.2260	1.4615	1.2089
0.2875	41.6667	500	1.4278	0.2260	1.4278	1.1949
0.2875	41.8333	502	1.3741	0.2203	1.3741	1.1722
0.2875	42.0	504	1.3484	0.2203	1.3484	1.1612
0.2875	42.1667	506	1.3485	0.2203	1.3485	1.1613
0.2875	42.3333	508	1.3420	0.2203	1.3420	1.1585
0.2875	42.5	510	1.3467	0.1628	1.3467	1.1605

Framework versions

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