ArabicNewSplits7_usingWellWrittenEssays_FineTuningAraBERT_run2_AugV5_k18_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: 1.4173
• Qwk: 0.2203
• Mse: 1.4173
• Rmse: 1.1905

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	0.0465	2	4.0158	0.0034	4.0158	2.0039
No log	0.0930	4	2.2748	0.0271	2.2748	1.5083
No log	0.1395	6	1.6688	0.0329	1.6688	1.2918
No log	0.1860	8	1.2346	0.0967	1.2346	1.1111
No log	0.2326	10	1.1925	0.0731	1.1925	1.0920
No log	0.2791	12	1.1109	0.2150	1.1109	1.0540
No log	0.3256	14	1.0932	0.1884	1.0932	1.0456
No log	0.3721	16	1.2148	0.0380	1.2148	1.1022
No log	0.4186	18	1.2750	0.0	1.2750	1.1292
No log	0.4651	20	1.1496	0.0760	1.1496	1.0722
No log	0.5116	22	1.1357	0.1379	1.1357	1.0657
No log	0.5581	24	1.1803	0.1333	1.1803	1.0864
No log	0.6047	26	1.1167	0.1981	1.1167	1.0568
No log	0.6512	28	1.1559	0.0445	1.1559	1.0751
No log	0.6977	30	1.2187	0.0445	1.2187	1.1039
No log	0.7442	32	1.2232	0.0445	1.2232	1.1060
No log	0.7907	34	1.1709	0.1643	1.1709	1.0821
No log	0.8372	36	1.1800	0.0792	1.1800	1.0863
No log	0.8837	38	1.3732	-0.0296	1.3732	1.1719
No log	0.9302	40	1.6117	0.0143	1.6117	1.2695
No log	0.9767	42	1.7119	0.0143	1.7119	1.3084
No log	1.0233	44	1.5533	0.0	1.5533	1.2463
No log	1.0698	46	1.4371	-0.0148	1.4371	1.1988
No log	1.1163	48	1.1990	0.0701	1.1990	1.0950
No log	1.1628	50	1.0921	0.2239	1.0921	1.0450
No log	1.2093	52	1.2033	0.0102	1.2033	1.0969
No log	1.2558	54	1.2896	-0.1560	1.2896	1.1356
No log	1.3023	56	1.4626	-0.0326	1.4626	1.2094
No log	1.3488	58	1.3772	-0.0022	1.3772	1.1735
No log	1.3953	60	1.2187	0.1361	1.2187	1.1040
No log	1.4419	62	1.2426	0.0374	1.2426	1.1147
No log	1.4884	64	1.2838	0.0999	1.2838	1.1330
No log	1.5349	66	1.2161	0.0700	1.2161	1.1028
No log	1.5814	68	1.1278	0.2692	1.1278	1.0620
No log	1.6279	70	1.1283	0.1725	1.1283	1.0622
No log	1.6744	72	1.0934	0.2366	1.0934	1.0456
No log	1.7209	74	1.0742	0.1783	1.0742	1.0364
No log	1.7674	76	1.1562	0.1389	1.1562	1.0752
No log	1.8140	78	1.4371	-0.0641	1.4371	1.1988
No log	1.8605	80	1.4812	-0.0641	1.4812	1.2171
No log	1.9070	82	1.4368	-0.0641	1.4368	1.1987
No log	1.9535	84	1.2691	-0.0091	1.2691	1.1266
No log	2.0	86	1.2183	0.0542	1.2183	1.1038
No log	2.0465	88	1.2777	0.0188	1.2777	1.1304
No log	2.0930	90	1.4962	-0.1067	1.4962	1.2232
No log	2.1395	92	1.5524	-0.0747	1.5524	1.2460
No log	2.1860	94	1.3421	0.0587	1.3421	1.1585
No log	2.2326	96	1.1766	0.0164	1.1766	1.0847
No log	2.2791	98	1.1748	0.0164	1.1748	1.0839
No log	2.3256	100	1.3960	0.0464	1.3960	1.1815
No log	2.3721	102	1.7946	-0.1843	1.7946	1.3396
No log	2.4186	104	1.9849	-0.3093	1.9849	1.4089
No log	2.4651	106	1.9655	-0.1443	1.9655	1.4020
No log	2.5116	108	1.7718	-0.0788	1.7718	1.3311
No log	2.5581	110	1.5684	-0.0167	1.5684	1.2524
No log	2.6047	112	1.6681	-0.0688	1.6681	1.2915
No log	2.6512	114	1.8767	-0.1179	1.8767	1.3699
No log	2.6977	116	2.0265	-0.1122	2.0265	1.4235
No log	2.7442	118	2.0327	-0.1111	2.0327	1.4257
No log	2.7907	120	2.0568	-0.1154	2.0568	1.4342
No log	2.8372	122	1.8257	-0.0655	1.8257	1.3512
No log	2.8837	124	1.5250	-0.0735	1.5250	1.2349
No log	2.9302	126	1.7056	-0.1078	1.7056	1.3060
No log	2.9767	128	2.0799	-0.2156	2.0799	1.4422
No log	3.0233	130	2.3604	-0.2661	2.3604	1.5364
No log	3.0698	132	2.2817	-0.1571	2.2817	1.5105
No log	3.1163	134	2.0215	-0.1658	2.0215	1.4218
No log	3.1628	136	1.9382	-0.1254	1.9382	1.3922
No log	3.2093	138	1.8794	-0.0892	1.8794	1.3709
No log	3.2558	140	1.8790	-0.0849	1.8790	1.3708
No log	3.3023	142	1.7651	-0.0762	1.7651	1.3286
No log	3.3488	144	1.5874	0.0294	1.5874	1.2599
No log	3.3953	146	1.5857	0.0294	1.5857	1.2593
No log	3.4419	148	1.6410	0.0279	1.6410	1.2810
No log	3.4884	150	1.7296	-0.0267	1.7296	1.3151
No log	3.5349	152	1.7572	-0.0757	1.7572	1.3256
No log	3.5814	154	1.7626	-0.0397	1.7626	1.3276
No log	3.6279	156	1.7589	-0.0508	1.7589	1.3262
No log	3.6744	158	1.7225	-0.0709	1.7225	1.3124
No log	3.7209	160	1.7571	-0.0514	1.7571	1.3256
No log	3.7674	162	1.8652	0.0726	1.8652	1.3657
No log	3.8140	164	1.9178	0.0402	1.9178	1.3849
No log	3.8605	166	1.8296	0.0400	1.8296	1.3526
No log	3.9070	168	1.8390	0.0562	1.8390	1.3561
No log	3.9535	170	1.8316	0.1342	1.8316	1.3534
No log	4.0	172	1.6492	0.2105	1.6492	1.2842
No log	4.0465	174	1.5041	0.1282	1.5041	1.2264
No log	4.0930	176	1.4473	0.1198	1.4473	1.2030
No log	4.1395	178	1.4441	0.0270	1.4441	1.2017
No log	4.1860	180	1.5250	0.0809	1.5250	1.2349
No log	4.2326	182	1.7949	0.1525	1.7949	1.3397
No log	4.2791	184	1.8869	0.2098	1.8869	1.3736
No log	4.3256	186	1.7513	0.1663	1.7513	1.3234
No log	4.3721	188	1.5116	0.2342	1.5116	1.2295
No log	4.4186	190	1.4053	0.0946	1.4053	1.1854
No log	4.4651	192	1.4701	0.1911	1.4701	1.2125
No log	4.5116	194	1.4924	0.1423	1.4924	1.2216
No log	4.5581	196	1.4566	0.1423	1.4566	1.2069
No log	4.6047	198	1.3964	0.0602	1.3964	1.1817
No log	4.6512	200	1.3917	0.1110	1.3917	1.1797
No log	4.6977	202	1.4722	0.1110	1.4722	1.2133
No log	4.7442	204	1.5527	0.1423	1.5527	1.2461
No log	4.7907	206	1.5580	0.1027	1.5580	1.2482
No log	4.8372	208	1.5547	0.1027	1.5547	1.2469
No log	4.8837	210	1.5379	0.1423	1.5379	1.2401
No log	4.9302	212	1.4935	0.1904	1.4935	1.2221
No log	4.9767	214	1.3986	0.1943	1.3986	1.1826
No log	5.0233	216	1.3692	0.2126	1.3692	1.1701
No log	5.0698	218	1.4618	0.2239	1.4618	1.2090
No log	5.1163	220	1.4239	0.2203	1.4239	1.1933
No log	5.1628	222	1.4044	0.2203	1.4044	1.1851
No log	5.2093	224	1.4201	0.1886	1.4201	1.1917
No log	5.2558	226	1.5313	0.2062	1.5313	1.2375
No log	5.3023	228	1.7123	0.2058	1.7123	1.3086
No log	5.3488	230	1.7435	0.2159	1.7435	1.3204
No log	5.3953	232	1.7344	0.1847	1.7344	1.3170
No log	5.4419	234	1.7113	0.2389	1.7113	1.3082
No log	5.4884	236	1.5943	0.1461	1.5943	1.2627
No log	5.5349	238	1.5300	0.1911	1.5300	1.2369
No log	5.5814	240	1.3800	0.1052	1.3800	1.1748
No log	5.6279	242	1.2858	0.1052	1.2858	1.1340
No log	5.6744	244	1.2331	0.0401	1.2331	1.1104
No log	5.7209	246	1.2292	0.0401	1.2292	1.1087
No log	5.7674	248	1.2115	0.0401	1.2115	1.1007
No log	5.8140	250	1.1719	0.0556	1.1719	1.0825
No log	5.8605	252	1.2124	0.0155	1.2124	1.1011
No log	5.9070	254	1.3383	0.0781	1.3383	1.1568
No log	5.9535	256	1.5361	0.1880	1.5361	1.2394
No log	6.0	258	1.5969	0.2417	1.5969	1.2637
No log	6.0465	260	1.5606	0.1966	1.5606	1.2493
No log	6.0930	262	1.4927	0.1966	1.4927	1.2217
No log	6.1395	264	1.4304	0.1886	1.4304	1.1960
No log	6.1860	266	1.4096	0.1886	1.4096	1.1873
No log	6.2326	268	1.3993	0.1886	1.3993	1.1829
No log	6.2791	270	1.4090	0.2203	1.4090	1.1870
No log	6.3256	272	1.4105	0.2203	1.4105	1.1876
No log	6.3721	274	1.4330	0.2602	1.4330	1.1971
No log	6.4186	276	1.4609	0.2877	1.4609	1.2087
No log	6.4651	278	1.5520	0.2771	1.5520	1.2458
No log	6.5116	280	1.5514	0.2952	1.5514	1.2455
No log	6.5581	282	1.4028	0.1202	1.4028	1.1844
No log	6.6047	284	1.3340	0.0833	1.3340	1.1550
No log	6.6512	286	1.3384	0.0833	1.3384	1.1569
No log	6.6977	288	1.3951	0.1816	1.3951	1.1812
No log	6.7442	290	1.4149	0.2260	1.4149	1.1895
No log	6.7907	292	1.3530	0.2455	1.3530	1.1632
No log	6.8372	294	1.3136	0.2203	1.3136	1.1461
No log	6.8837	296	1.2733	0.2143	1.2733	1.1284
No log	6.9302	298	1.2451	0.1816	1.2451	1.1159
No log	6.9767	300	1.2722	0.1886	1.2722	1.1279
No log	7.0233	302	1.3315	0.2506	1.3315	1.1539
No log	7.0698	304	1.4601	0.2690	1.4601	1.2084
No log	7.1163	306	1.5579	0.2731	1.5579	1.2482
No log	7.1628	308	1.5942	0.2845	1.5942	1.2626
No log	7.2093	310	1.6040	0.3172	1.6040	1.2665
No log	7.2558	312	1.4768	0.2075	1.4768	1.2153
No log	7.3023	314	1.3606	0.2203	1.3606	1.1665
No log	7.3488	316	1.2386	0.0811	1.2386	1.1129
No log	7.3953	318	1.1997	0.0464	1.1997	1.0953
No log	7.4419	320	1.2462	0.1198	1.2462	1.1163
No log	7.4884	322	1.4446	0.2446	1.4446	1.2019
No log	7.5349	324	1.5684	0.3291	1.5684	1.2524
No log	7.5814	326	1.5017	0.2686	1.5017	1.2255
No log	7.6279	328	1.4543	0.2686	1.4543	1.2059
No log	7.6744	330	1.3891	0.2341	1.3891	1.1786
No log	7.7209	332	1.2804	0.1697	1.2804	1.1315
No log	7.7674	334	1.2328	0.1622	1.2328	1.1103
No log	7.8140	336	1.2383	0.1622	1.2383	1.1128
No log	7.8605	338	1.2579	0.1697	1.2579	1.1216
No log	7.9070	340	1.2273	0.1622	1.2273	1.1078
No log	7.9535	342	1.2632	0.1961	1.2632	1.1239
No log	8.0	344	1.4100	0.3107	1.4100	1.1874
No log	8.0465	346	1.5107	0.2915	1.5107	1.2291
No log	8.0930	348	1.5884	0.2869	1.5884	1.2603
No log	8.1395	350	1.4936	0.2292	1.4936	1.2221
No log	8.1860	352	1.3335	0.1744	1.3335	1.1548
No log	8.2326	354	1.2769	0.1142	1.2769	1.1300
No log	8.2791	356	1.2335	0.0833	1.2335	1.1106
No log	8.3256	358	1.2600	0.0833	1.2600	1.1225
No log	8.3721	360	1.2913	0.1473	1.2913	1.1364
No log	8.4186	362	1.3304	0.2506	1.3304	1.1534
No log	8.4651	364	1.3713	0.2795	1.3713	1.1710
No log	8.5116	366	1.4654	0.3336	1.4654	1.2105
No log	8.5581	368	1.6045	0.3053	1.6045	1.2667
No log	8.6047	370	1.6447	0.3084	1.6447	1.2825
No log	8.6512	372	1.5284	0.3365	1.5284	1.2363
No log	8.6977	374	1.3155	0.1142	1.3155	1.1470
No log	8.7442	376	1.1636	0.0587	1.1636	1.0787
No log	8.7907	378	1.1878	0.0587	1.1878	1.0899
No log	8.8372	380	1.2641	0.1552	1.2641	1.1243
No log	8.8837	382	1.3758	0.3072	1.3758	1.1730
No log	8.9302	384	1.4634	0.3072	1.4634	1.2097
No log	8.9767	386	1.4040	0.2795	1.4040	1.1849
No log	9.0233	388	1.3510	0.2143	1.3510	1.1623
No log	9.0698	390	1.3074	0.1473	1.3074	1.1434
No log	9.1163	392	1.3014	0.1473	1.3014	1.1408
No log	9.1628	394	1.3674	0.1816	1.3674	1.1694
No log	9.2093	396	1.4239	0.2143	1.4239	1.1933
No log	9.2558	398	1.4139	0.1961	1.4139	1.1891
No log	9.3023	400	1.3397	0.0833	1.3397	1.1574
No log	9.3488	402	1.2867	0.0401	1.2867	1.1343
No log	9.3953	404	1.2532	0.0401	1.2532	1.1195
No log	9.4419	406	1.3141	0.0401	1.3141	1.1464
No log	9.4884	408	1.4660	0.2126	1.4660	1.2108
No log	9.5349	410	1.5809	0.2292	1.5809	1.2573
No log	9.5814	412	1.5841	0.2292	1.5841	1.2586
No log	9.6279	414	1.4739	0.2239	1.4739	1.2140
No log	9.6744	416	1.3543	0.0811	1.3543	1.1638
No log	9.7209	418	1.3587	0.0433	1.3587	1.1656
No log	9.7674	420	1.4305	0.1473	1.4305	1.1960
No log	9.8140	422	1.4515	0.0864	1.4515	1.2048
No log	9.8605	424	1.4288	0.0342	1.4288	1.1953
No log	9.9070	426	1.4479	0.1579	1.4479	1.2033
No log	9.9535	428	1.4027	0.1288	1.4027	1.1844
No log	10.0	430	1.3702	0.1032	1.3702	1.1706
No log	10.0465	432	1.3702	0.1354	1.3702	1.1706
No log	10.0930	434	1.4261	0.1850	1.4261	1.1942
No log	10.1395	436	1.5612	0.2638	1.5612	1.2495
No log	10.1860	438	1.6822	0.2448	1.6822	1.2970
No log	10.2326	440	1.6520	0.2406	1.6520	1.2853
No log	10.2791	442	1.5118	0.2568	1.5118	1.2295
No log	10.3256	444	1.3427	0.1703	1.3428	1.1588
No log	10.3721	446	1.2836	0.1388	1.2836	1.1329
No log	10.4186	448	1.2133	0.0390	1.2133	1.1015
No log	10.4651	450	1.1985	0.0390	1.1985	1.0947
No log	10.5116	452	1.2548	0.0760	1.2548	1.1202
No log	10.5581	454	1.3263	0.1562	1.3263	1.1517
No log	10.6047	456	1.4613	0.2239	1.4613	1.2089
No log	10.6512	458	1.5457	0.2239	1.5457	1.2433
No log	10.6977	460	1.5332	0.2239	1.5332	1.2382
No log	10.7442	462	1.4256	0.2075	1.4256	1.1940
No log	10.7907	464	1.3619	0.0907	1.3619	1.1670
No log	10.8372	466	1.3427	0.1202	1.3427	1.1588
No log	10.8837	468	1.3685	0.1886	1.3685	1.1698
No log	10.9302	470	1.3409	0.1142	1.3409	1.1580
No log	10.9767	472	1.3150	0.0760	1.3150	1.1467
No log	11.0233	474	1.3662	0.2075	1.3662	1.1688
No log	11.0698	476	1.4299	0.2424	1.4299	1.1958
No log	11.1163	478	1.4766	0.2795	1.4766	1.2152
No log	11.1628	480	1.4034	0.2203	1.4034	1.1846
No log	11.2093	482	1.3017	0.1473	1.3017	1.1409
No log	11.2558	484	1.3029	0.1473	1.3029	1.1415
No log	11.3023	486	1.3273	0.1473	1.3273	1.1521
No log	11.3488	488	1.3937	0.2506	1.3937	1.1805
No log	11.3953	490	1.4422	0.2506	1.4422	1.2009
No log	11.4419	492	1.4778	0.2837	1.4778	1.2157
No log	11.4884	494	1.4486	0.2506	1.4486	1.2036
No log	11.5349	496	1.3810	0.2506	1.3810	1.1752
No log	11.5814	498	1.4061	0.2424	1.4061	1.1858
0.3525	11.6279	500	1.4555	0.2522	1.4555	1.2064
0.3525	11.6744	502	1.4663	0.2522	1.4663	1.2109
0.3525	11.7209	504	1.3918	0.2522	1.3918	1.1797
0.3525	11.7674	506	1.3950	0.2239	1.3950	1.1811
0.3525	11.8140	508	1.4212	0.2126	1.4212	1.1921
0.3525	11.8605	510	1.4173	0.2203	1.4173	1.1905

Framework versions

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