ArabicNewSplits7_usingWellWrittenEssays_FineTuningAraBERT_run2_AugV5_k19_task2_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: 1.5573
• Qwk: 0.1191
• Mse: 1.5573
• Rmse: 1.2479

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	0.0364	2	4.7362	-0.0132	4.7362	2.1763
No log	0.0727	4	2.7587	-0.0504	2.7587	1.6609
No log	0.1091	6	2.1359	-0.0303	2.1359	1.4615
No log	0.1455	8	1.7857	0.0062	1.7857	1.3363
No log	0.1818	10	1.3796	-0.0859	1.3796	1.1745
No log	0.2182	12	1.2968	0.0561	1.2968	1.1388
No log	0.2545	14	1.3282	0.0473	1.3282	1.1525
No log	0.2909	16	1.2802	0.1294	1.2802	1.1315
No log	0.3273	18	1.2725	0.1417	1.2725	1.1281
No log	0.3636	20	1.3465	0.1214	1.3465	1.1604
No log	0.4	22	1.4469	0.0682	1.4469	1.2029
No log	0.4364	24	1.4799	0.0222	1.4799	1.2165
No log	0.4727	26	1.6109	-0.1071	1.6109	1.2692
No log	0.5091	28	1.6112	-0.0422	1.6112	1.2693
No log	0.5455	30	1.5626	0.0113	1.5626	1.2501
No log	0.5818	32	1.5454	0.1110	1.5454	1.2431
No log	0.6182	34	1.4062	0.0687	1.4062	1.1858
No log	0.6545	36	1.3784	0.0464	1.3784	1.1740
No log	0.6909	38	1.5209	-0.0152	1.5209	1.2333
No log	0.7273	40	1.8292	-0.1477	1.8292	1.3525
No log	0.7636	42	1.8945	-0.1916	1.8945	1.3764
No log	0.8	44	1.5116	-0.0650	1.5116	1.2295
No log	0.8364	46	1.2776	0.1109	1.2776	1.1303
No log	0.8727	48	1.3221	0.0687	1.3221	1.1498
No log	0.9091	50	1.3400	0.0839	1.3400	1.1576
No log	0.9455	52	1.3155	0.0777	1.3155	1.1470
No log	0.9818	54	1.2506	0.2364	1.2506	1.1183
No log	1.0182	56	1.3888	0.1005	1.3888	1.1785
No log	1.0545	58	1.6298	0.0207	1.6298	1.2766
No log	1.0909	60	1.5199	0.0419	1.5199	1.2329
No log	1.1273	62	1.2762	0.2273	1.2762	1.1297
No log	1.1636	64	1.2824	0.1647	1.2824	1.1324
No log	1.2	66	1.2773	0.1557	1.2773	1.1302
No log	1.2364	68	1.1809	0.2802	1.1809	1.0867
No log	1.2727	70	1.3838	0.2239	1.3838	1.1764
No log	1.3091	72	1.5473	0.1845	1.5473	1.2439
No log	1.3455	74	1.4262	0.2375	1.4262	1.1943
No log	1.3818	76	1.4206	0.1807	1.4206	1.1919
No log	1.4182	78	1.5004	0.0927	1.5004	1.2249
No log	1.4545	80	1.9274	-0.0452	1.9274	1.3883
No log	1.4909	82	2.1566	-0.3145	2.1566	1.4685
No log	1.5273	84	1.8569	-0.1108	1.8569	1.3627
No log	1.5636	86	1.4337	0.0566	1.4337	1.1974
No log	1.6	88	1.0637	0.2944	1.0637	1.0314
No log	1.6364	90	1.0464	0.3522	1.0464	1.0229
No log	1.6727	92	1.2304	0.2894	1.2304	1.1092
No log	1.7091	94	1.5963	0.1604	1.5963	1.2635
No log	1.7455	96	1.6322	0.2461	1.6322	1.2776
No log	1.7818	98	1.3149	0.3454	1.3149	1.1467
No log	1.8182	100	1.0993	0.3400	1.0993	1.0485
No log	1.8545	102	1.2068	0.3129	1.2068	1.0985
No log	1.8909	104	1.6127	0.2471	1.6127	1.2699
No log	1.9273	106	1.7864	0.2381	1.7864	1.3366
No log	1.9636	108	2.0952	0.1817	2.0952	1.4475
No log	2.0	110	1.9296	0.2429	1.9296	1.3891
No log	2.0364	112	1.6382	0.2713	1.6382	1.2799
No log	2.0727	114	1.5187	0.2120	1.5187	1.2323
No log	2.1091	116	1.3553	0.1667	1.3553	1.1642
No log	2.1455	118	1.5099	0.2154	1.5099	1.2288
No log	2.1818	120	1.7296	0.2469	1.7296	1.3151
No log	2.2182	122	1.8330	0.2538	1.8330	1.3539
No log	2.2545	124	1.6384	0.2220	1.6384	1.2800
No log	2.2909	126	1.4692	0.2479	1.4692	1.2121
No log	2.3273	128	1.3558	0.1345	1.3558	1.1644
No log	2.3636	130	1.1748	0.1345	1.1748	1.0839
No log	2.4	132	1.1255	0.2108	1.1255	1.0609
No log	2.4364	134	1.2411	0.1440	1.2411	1.1140
No log	2.4727	136	1.3969	0.2479	1.3969	1.1819
No log	2.5091	138	1.4931	0.2285	1.4931	1.2219
No log	2.5455	140	1.4077	0.1886	1.4077	1.1865
No log	2.5818	142	1.2747	0.1844	1.2747	1.1290
No log	2.6182	144	1.3434	0.1708	1.3434	1.1590
No log	2.6545	146	1.5446	0.2463	1.5446	1.2428
No log	2.6909	148	1.7113	0.2776	1.7113	1.3082
No log	2.7273	150	1.6814	0.2776	1.6814	1.2967
No log	2.7636	152	1.5209	0.2062	1.5209	1.2332
No log	2.8	154	1.3862	0.2055	1.3862	1.1774
No log	2.8364	156	1.2270	0.2772	1.2270	1.1077
No log	2.8727	158	1.1721	0.2152	1.1721	1.0826
No log	2.9091	160	1.3163	0.2173	1.3163	1.1473
No log	2.9455	162	1.4739	0.2392	1.4739	1.2140
No log	2.9818	164	1.4928	0.2659	1.4928	1.2218
No log	3.0182	166	1.3215	0.2317	1.3215	1.1496
No log	3.0545	168	1.2290	0.2402	1.2290	1.1086
No log	3.0909	170	1.2899	0.2330	1.2899	1.1357
No log	3.1273	172	1.4653	0.2392	1.4653	1.2105
No log	3.1636	174	1.5178	0.2359	1.5178	1.2320
No log	3.2	176	1.4768	0.2105	1.4768	1.2152
No log	3.2364	178	1.3520	0.1592	1.3520	1.1627
No log	3.2727	180	1.3219	0.1889	1.3219	1.1498
No log	3.3091	182	1.3488	0.2479	1.3488	1.1614
No log	3.3455	184	1.4236	0.2424	1.4236	1.1931
No log	3.3818	186	1.5365	0.2929	1.5365	1.2396
No log	3.4182	188	1.6434	0.2535	1.6434	1.2820
No log	3.4545	190	1.5588	0.2592	1.5588	1.2485
No log	3.4909	192	1.5108	0.2564	1.5108	1.2291
No log	3.5273	194	1.3312	0.2252	1.3312	1.1538
No log	3.5636	196	1.2960	0.1345	1.2960	1.1384
No log	3.6	198	1.4047	0.1191	1.4047	1.1852
No log	3.6364	200	1.4340	0.0619	1.4340	1.1975
No log	3.6727	202	1.3748	0.0619	1.3748	1.1725
No log	3.7091	204	1.3603	0.0798	1.3603	1.1663
No log	3.7455	206	1.2918	0.0887	1.2918	1.1366
No log	3.7818	208	1.3517	0.1219	1.3517	1.1626
No log	3.8182	210	1.5241	0.1790	1.5241	1.2346
No log	3.8545	212	1.5425	0.1790	1.5425	1.2420
No log	3.8909	214	1.5582	0.1790	1.5582	1.2483
No log	3.9273	216	1.5102	0.1790	1.5102	1.2289
No log	3.9636	218	1.5508	0.2325	1.5508	1.2453
No log	4.0	220	1.4783	0.2325	1.4783	1.2158
No log	4.0364	222	1.5063	0.2325	1.5063	1.2273
No log	4.0727	224	1.6503	0.1971	1.6503	1.2846
No log	4.1091	226	1.6385	0.1497	1.6385	1.2800
No log	4.1455	228	1.5262	-0.0074	1.5262	1.2354
No log	4.1818	230	1.4030	0.0541	1.4030	1.1845
No log	4.2182	232	1.4343	0.0541	1.4343	1.1976
No log	4.2545	234	1.4650	0.1592	1.4650	1.2104
No log	4.2909	236	1.5799	0.1704	1.5799	1.2569
No log	4.3273	238	1.6334	0.2298	1.6334	1.2780
No log	4.3636	240	1.5346	0.1704	1.5346	1.2388
No log	4.4	242	1.4050	0.1497	1.4050	1.1853
No log	4.4364	244	1.3848	0.1497	1.3848	1.1768
No log	4.4727	246	1.5073	0.1796	1.5073	1.2277
No log	4.5091	248	1.6263	0.3026	1.6263	1.2753
No log	4.5455	250	1.5314	0.1840	1.5314	1.2375
No log	4.5818	252	1.4592	0.1618	1.4592	1.2080
No log	4.6182	254	1.4780	0.1886	1.4780	1.2157
No log	4.6545	256	1.6036	0.2262	1.6036	1.2663
No log	4.6909	258	1.8023	0.2938	1.8023	1.3425
No log	4.7273	260	1.8103	0.2938	1.8103	1.3455
No log	4.7636	262	1.6881	0.3233	1.6881	1.2993
No log	4.8	264	1.5254	0.1935	1.5254	1.2351
No log	4.8364	266	1.4829	0.1935	1.4829	1.2177
No log	4.8727	268	1.4186	0.1935	1.4186	1.1910
No log	4.9091	270	1.3897	0.1980	1.3897	1.1788
No log	4.9455	272	1.3689	0.2589	1.3689	1.1700
No log	4.9818	274	1.4676	0.2632	1.4676	1.2114
No log	5.0182	276	1.5018	0.2065	1.5018	1.2255
No log	5.0545	278	1.4123	0.0961	1.4123	1.1884
No log	5.0909	280	1.3053	0.1596	1.3053	1.1425
No log	5.1273	282	1.2437	0.2000	1.2437	1.1152
No log	5.1636	284	1.3094	0.2494	1.3094	1.1443
No log	5.2	286	1.4718	0.2632	1.4718	1.2132
No log	5.2364	288	1.5882	0.3140	1.5882	1.2602
No log	5.2727	290	1.5453	0.2929	1.5453	1.2431
No log	5.3091	292	1.5004	0.2659	1.5004	1.2249
No log	5.3455	294	1.4751	0.2359	1.4751	1.2145
No log	5.3818	296	1.5078	0.2325	1.5078	1.2279
No log	5.4182	298	1.5089	0.1283	1.5089	1.2284
No log	5.4545	300	1.4772	0.1283	1.4772	1.2154
No log	5.4909	302	1.4085	0.1283	1.4085	1.1868
No log	5.5273	304	1.3211	0.0961	1.3211	1.1494
No log	5.5636	306	1.3564	0.1283	1.3564	1.1647
No log	5.6	308	1.5240	0.2359	1.5240	1.2345
No log	5.6364	310	1.5594	0.2886	1.5594	1.2488
No log	5.6727	312	1.4147	0.1842	1.4147	1.1894
No log	5.7091	314	1.3782	0.1842	1.3782	1.1739
No log	5.7455	316	1.4777	0.2144	1.4777	1.2156
No log	5.7818	318	1.7053	0.3233	1.7053	1.3059
No log	5.8182	320	1.7553	0.3098	1.7553	1.3249
No log	5.8545	322	1.5537	0.3331	1.5537	1.2465
No log	5.8909	324	1.3922	0.1842	1.3922	1.1799
No log	5.9273	326	1.3583	0.1935	1.3583	1.1654
No log	5.9636	328	1.4219	0.2144	1.4219	1.1924
No log	6.0	330	1.5158	0.3331	1.5158	1.2312
No log	6.0364	332	1.5386	0.3433	1.5386	1.2404
No log	6.0727	334	1.5397	0.3233	1.5397	1.2409
No log	6.1091	336	1.5202	0.3233	1.5202	1.2330
No log	6.1455	338	1.5687	0.3081	1.5687	1.2525
No log	6.1818	340	1.4864	0.3026	1.4864	1.2192
No log	6.2182	342	1.3397	0.2424	1.3397	1.1574
No log	6.2545	344	1.3867	0.2544	1.3867	1.1776
No log	6.2909	346	1.5146	0.3007	1.5146	1.2307
No log	6.3273	348	1.5051	0.2987	1.5051	1.2268
No log	6.3636	350	1.3536	0.2479	1.3536	1.1635
No log	6.4	352	1.2680	0.1477	1.2680	1.1261
No log	6.4364	354	1.2653	0.1477	1.2653	1.1248
No log	6.4727	356	1.3145	0.1379	1.3145	1.1465
No log	6.5091	358	1.3830	0.1191	1.3830	1.1760
No log	6.5455	360	1.5165	0.2660	1.5165	1.2315
No log	6.5818	362	1.5240	0.2536	1.5240	1.2345
No log	6.6182	364	1.4468	0.2564	1.4468	1.2028
No log	6.6545	366	1.2974	0.2763	1.2974	1.1390
No log	6.6909	368	1.2749	0.2676	1.2749	1.1291
No log	6.7273	370	1.3756	0.2604	1.3756	1.1728
No log	6.7636	372	1.3492	0.2173	1.3492	1.1615
No log	6.8	374	1.3044	0.1592	1.3044	1.1421
No log	6.8364	376	1.2007	0.1081	1.2007	1.0957
No log	6.8727	378	1.1717	0.1249	1.1717	1.0825
No log	6.9091	380	1.2418	0.1789	1.2418	1.1144
No log	6.9455	382	1.4227	0.3202	1.4227	1.1928
No log	6.9818	384	1.5863	0.2230	1.5863	1.2595
No log	7.0182	386	1.5646	0.2644	1.5646	1.2508
No log	7.0545	388	1.4233	0.3220	1.4233	1.1930
No log	7.0909	390	1.4229	0.1889	1.4229	1.1928
No log	7.1273	392	1.3892	0.1592	1.3892	1.1786
No log	7.1636	394	1.3840	0.1191	1.3840	1.1764
No log	7.2	396	1.3905	0.2112	1.3905	1.1792
No log	7.2364	398	1.3169	0.2479	1.3169	1.1475
No log	7.2727	400	1.2422	0.2445	1.2422	1.1145
No log	7.3091	402	1.2020	0.2445	1.2020	1.0963
No log	7.3455	404	1.1899	0.2479	1.1899	1.0908
No log	7.3818	406	1.2671	0.2359	1.2671	1.1257
No log	7.4182	408	1.3238	0.2789	1.3238	1.1505
No log	7.4545	410	1.2388	0.2325	1.2388	1.1130
No log	7.4909	412	1.0984	0.1637	1.0984	1.0480
No log	7.5273	414	1.0690	0.1795	1.0690	1.0339
No log	7.5636	416	1.1068	0.1637	1.1068	1.0521
No log	7.6	418	1.2169	0.2373	1.2169	1.1031
No log	7.6364	420	1.4042	0.2815	1.4042	1.1850
No log	7.6727	422	1.4612	0.2090	1.4612	1.2088
No log	7.7091	424	1.3838	0.2341	1.3838	1.1764
No log	7.7455	426	1.2880	0.1789	1.2880	1.1349
No log	7.7818	428	1.2156	0.1944	1.2156	1.1026
No log	7.8182	430	1.2155	0.1944	1.2155	1.1025
No log	7.8545	432	1.3127	0.3220	1.3127	1.1457
No log	7.8909	434	1.4281	0.2618	1.4281	1.1950
No log	7.9273	436	1.3509	0.2127	1.3509	1.1623
No log	7.9636	438	1.2337	0.2982	1.2337	1.1107
No log	8.0	440	1.1576	0.1944	1.1576	1.0759
No log	8.0364	442	1.1789	0.1944	1.1789	1.0858
No log	8.0727	444	1.1895	0.1379	1.1895	1.0906
No log	8.1091	446	1.2096	0.0628	1.2096	1.0998
No log	8.1455	448	1.2435	0.0541	1.2435	1.1151
No log	8.1818	450	1.3411	0.0798	1.3411	1.1580
No log	8.2182	452	1.4051	0.1379	1.4051	1.1854
No log	8.2545	454	1.4336	0.1687	1.4336	1.1973
No log	8.2909	456	1.3793	0.1983	1.3793	1.1744
No log	8.3273	458	1.3661	0.2647	1.3661	1.1688
No log	8.3636	460	1.5176	0.2394	1.5176	1.2319
No log	8.4	462	1.6809	0.2481	1.6809	1.2965
No log	8.4364	464	1.7770	0.2481	1.7770	1.3330
No log	8.4727	466	1.6463	0.1076	1.6463	1.2831
No log	8.5091	468	1.4538	0.0098	1.4538	1.2057
No log	8.5455	470	1.3834	0.0	1.3834	1.1762
No log	8.5818	472	1.3473	0.0454	1.3473	1.1607
No log	8.6182	474	1.3437	0.0541	1.3437	1.1592
No log	8.6545	476	1.3416	0.0887	1.3416	1.1583
No log	8.6909	478	1.4592	0.1497	1.4592	1.2080
No log	8.7273	480	1.5292	0.1751	1.5292	1.2366
No log	8.7636	482	1.6120	0.2740	1.6120	1.2697
No log	8.8	484	1.6173	0.2740	1.6173	1.2717
No log	8.8364	486	1.5869	0.1971	1.5869	1.2597
No log	8.8727	488	1.4840	0.1838	1.4840	1.2182
No log	8.9091	490	1.3982	0.2028	1.3982	1.1824
No log	8.9455	492	1.4406	0.2071	1.4406	1.2003
No log	8.9818	494	1.5860	0.2618	1.5860	1.2594
No log	9.0182	496	1.6382	0.2899	1.6382	1.2799
No log	9.0545	498	1.6568	0.3098	1.6568	1.2872
0.3269	9.0909	500	1.6406	0.2878	1.6406	1.2809
0.3269	9.1273	502	1.5712	0.2536	1.5712	1.2535
0.3269	9.1636	504	1.5160	0.2112	1.5160	1.2313
0.3269	9.2	506	1.4912	0.1379	1.4912	1.2212
0.3269	9.2364	508	1.5009	0.1379	1.5009	1.2251
0.3269	9.2727	510	1.5573	0.1191	1.5573	1.2479

Framework versions

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