ArabicNewSplits7_usingWellWrittenEssays_FineTuningAraBERT_run3_AugV5_k4_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: 1.1112
• Qwk: 0.2403
• Mse: 1.1112
• Rmse: 1.0541

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	4.7841	0.0010	4.7841	2.1873
No log	0.3333	4	2.7856	0.0	2.7856	1.6690
No log	0.5	6	2.0168	-0.0164	2.0168	1.4201
No log	0.6667	8	1.7539	0.0444	1.7539	1.3244
No log	0.8333	10	1.5072	0.0076	1.5072	1.2277
No log	1.0	12	1.3825	0.0357	1.3825	1.1758
No log	1.1667	14	1.3544	0.0030	1.3544	1.1638
No log	1.3333	16	1.2901	0.1014	1.2901	1.1358
No log	1.5	18	1.3139	-0.0182	1.3139	1.1462
No log	1.6667	20	1.6583	-0.0149	1.6583	1.2878
No log	1.8333	22	1.7799	0.0585	1.7799	1.3341
No log	2.0	24	1.4922	-0.0199	1.4922	1.2216
No log	2.1667	26	1.2118	0.1875	1.2118	1.1008
No log	2.3333	28	1.2558	0.1249	1.2558	1.1206
No log	2.5	30	1.2410	0.0980	1.2410	1.1140
No log	2.6667	32	1.1366	0.2408	1.1366	1.0661
No log	2.8333	34	1.1000	0.2939	1.1000	1.0488
No log	3.0	36	1.1246	0.2835	1.1246	1.0605
No log	3.1667	38	1.1201	0.3603	1.1201	1.0584
No log	3.3333	40	1.1878	0.2446	1.1878	1.0899
No log	3.5	42	1.2704	0.1404	1.2704	1.1271
No log	3.6667	44	1.2563	0.1959	1.2563	1.1209
No log	3.8333	46	1.2000	0.2632	1.2000	1.0954
No log	4.0	48	1.1321	0.3347	1.1321	1.0640
No log	4.1667	50	1.3041	0.1404	1.3041	1.1420
No log	4.3333	52	1.6427	0.0622	1.6427	1.2817
No log	4.5	54	1.5936	0.0622	1.5936	1.2624
No log	4.6667	56	1.3245	0.1552	1.3245	1.1509
No log	4.8333	58	1.0780	0.2167	1.0780	1.0382
No log	5.0	60	1.1052	0.1042	1.1052	1.0513
No log	5.1667	62	1.2020	0.0802	1.2020	1.0963
No log	5.3333	64	1.1696	0.0612	1.1696	1.0815
No log	5.5	66	1.0527	0.2993	1.0527	1.0260
No log	5.6667	68	1.0322	0.2835	1.0322	1.0160
No log	5.8333	70	1.0268	0.2167	1.0268	1.0133
No log	6.0	72	1.0108	0.2167	1.0108	1.0054
No log	6.1667	74	0.9803	0.3374	0.9803	0.9901
No log	6.3333	76	1.0468	0.1344	1.0468	1.0232
No log	6.5	78	1.1586	0.0843	1.1586	1.0764
No log	6.6667	80	1.1476	0.0843	1.1476	1.0713
No log	6.8333	82	1.0972	0.0857	1.0972	1.0475
No log	7.0	84	0.9757	0.2360	0.9757	0.9878
No log	7.1667	86	0.9784	0.2991	0.9784	0.9891
No log	7.3333	88	1.0107	0.1935	1.0107	1.0053
No log	7.5	90	1.1134	0.0513	1.1134	1.0552
No log	7.6667	92	1.2349	0.0444	1.2349	1.1113
No log	7.8333	94	1.1761	0.1345	1.1761	1.0845
No log	8.0	96	1.0462	0.1761	1.0462	1.0228
No log	8.1667	98	0.9383	0.4588	0.9383	0.9687
No log	8.3333	100	0.9904	0.3635	0.9904	0.9952
No log	8.5	102	0.9724	0.3590	0.9724	0.9861
No log	8.6667	104	0.9852	0.2331	0.9852	0.9926
No log	8.8333	106	1.2392	0.1896	1.2392	1.1132
No log	9.0	108	1.5681	0.1884	1.5681	1.2522
No log	9.1667	110	1.6556	0.1179	1.6556	1.2867
No log	9.3333	112	1.4848	0.1462	1.4848	1.2185
No log	9.5	114	1.2836	0.0642	1.2836	1.1330
No log	9.6667	116	1.2218	0.1343	1.2218	1.1054
No log	9.8333	118	1.1811	0.1278	1.1811	1.0868
No log	10.0	120	1.1811	0.1442	1.1811	1.0868
No log	10.1667	122	1.1952	0.1118	1.1952	1.0933
No log	10.3333	124	1.2723	0.1557	1.2723	1.1280
No log	10.5	126	1.2502	0.1557	1.2502	1.1181
No log	10.6667	128	1.1155	0.2470	1.1155	1.0562
No log	10.8333	130	1.0650	0.3021	1.0650	1.0320
No log	11.0	132	1.0575	0.3021	1.0575	1.0283
No log	11.1667	134	1.1922	0.3088	1.1922	1.0919
No log	11.3333	136	1.3939	0.3060	1.3939	1.1806
No log	11.5	138	1.3992	0.3253	1.3992	1.1829
No log	11.6667	140	1.2563	0.3118	1.2563	1.1208
No log	11.8333	142	1.1919	0.375	1.1919	1.0918
No log	12.0	144	1.1895	0.3631	1.1895	1.0907
No log	12.1667	146	1.1707	0.3136	1.1707	1.0820
No log	12.3333	148	1.2170	0.3688	1.2170	1.1032
No log	12.5	150	1.2518	0.3277	1.2518	1.1188
No log	12.6667	152	1.4028	0.3324	1.4028	1.1844
No log	12.8333	154	1.3852	0.3324	1.3852	1.1769
No log	13.0	156	1.2217	0.2367	1.2217	1.1053
No log	13.1667	158	1.0816	0.2056	1.0816	1.0400
No log	13.3333	160	1.0821	0.2056	1.0821	1.0402
No log	13.5	162	1.0836	0.1755	1.0836	1.0410
No log	13.6667	164	1.1595	0.2330	1.1595	1.0768
No log	13.8333	166	1.1949	0.2634	1.1949	1.0931
No log	14.0	168	1.1958	0.3155	1.1958	1.0935
No log	14.1667	170	1.1561	0.3155	1.1561	1.0752
No log	14.3333	172	1.0665	0.2953	1.0665	1.0327
No log	14.5	174	1.0295	0.3377	1.0295	1.0146
No log	14.6667	176	0.9752	0.4165	0.9752	0.9875
No log	14.8333	178	1.0341	0.4186	1.0341	1.0169
No log	15.0	180	1.2186	0.3556	1.2186	1.1039
No log	15.1667	182	1.2450	0.3931	1.2450	1.1158
No log	15.3333	184	1.2422	0.3293	1.2422	1.1145
No log	15.5	186	1.1222	0.2864	1.1222	1.0594
No log	15.6667	188	1.1029	0.2535	1.1029	1.0502
No log	15.8333	190	1.0441	0.2152	1.0441	1.0218
No log	16.0	192	0.9930	0.3851	0.9930	0.9965
No log	16.1667	194	1.0585	0.3739	1.0585	1.0289
No log	16.3333	196	1.2877	0.3353	1.2877	1.1348
No log	16.5	198	1.3686	0.2895	1.3686	1.1699
No log	16.6667	200	1.2849	0.2647	1.2849	1.1336
No log	16.8333	202	1.2155	0.3136	1.2155	1.1025
No log	17.0	204	1.2273	0.2494	1.2273	1.1078
No log	17.1667	206	1.1773	0.1026	1.1773	1.0851
No log	17.3333	208	1.0958	0.0974	1.0958	1.0468
No log	17.5	210	1.0502	0.0974	1.0502	1.0248
No log	17.6667	212	1.0049	0.1814	1.0049	1.0025
No log	17.8333	214	1.0212	0.1480	1.0212	1.0106
No log	18.0	216	1.0977	0.1217	1.0977	1.0477
No log	18.1667	218	1.1481	0.1637	1.1481	1.0715
No log	18.3333	220	1.2109	0.1440	1.2109	1.1004
No log	18.5	222	1.2670	0.1795	1.2670	1.1256
No log	18.6667	224	1.2196	0.3071	1.2196	1.1044
No log	18.8333	226	1.1261	0.1943	1.1261	1.0612
No log	19.0	228	1.0440	0.1860	1.0440	1.0218
No log	19.1667	230	1.0296	0.1662	1.0296	1.0147
No log	19.3333	232	1.0606	0.1701	1.0606	1.0299
No log	19.5	234	1.0947	0.1379	1.0947	1.0463
No log	19.6667	236	1.1007	0.1379	1.1007	1.0492
No log	19.8333	238	1.0689	0.1480	1.0689	1.0339
No log	20.0	240	1.0288	0.1605	1.0288	1.0143
No log	20.1667	242	1.0320	0.1706	1.0320	1.0159
No log	20.3333	244	1.1000	0.1541	1.1000	1.0488
No log	20.5	246	1.1313	0.1185	1.1313	1.0636
No log	20.6667	248	1.0859	0.1541	1.0859	1.0421
No log	20.8333	250	1.0423	0.1605	1.0423	1.0209
No log	21.0	252	1.0494	0.1706	1.0494	1.0244
No log	21.1667	254	1.0725	0.1543	1.0725	1.0356
No log	21.3333	256	1.1434	0.1315	1.1434	1.0693
No log	21.5	258	1.2508	0.1650	1.2508	1.1184
No log	21.6667	260	1.2938	0.2037	1.2938	1.1375
No log	21.8333	262	1.2174	0.1345	1.2174	1.1033
No log	22.0	264	1.1028	0.1214	1.1028	1.0501
No log	22.1667	266	1.0392	0.1868	1.0392	1.0194
No log	22.3333	268	1.0016	0.3070	1.0016	1.0008
No log	22.5	270	0.9790	0.3243	0.9790	0.9895
No log	22.6667	272	1.0101	0.2121	1.0101	1.0050
No log	22.8333	274	1.1179	0.2343	1.1179	1.0573
No log	23.0	276	1.2234	0.3094	1.2234	1.1061
No log	23.1667	278	1.2513	0.3357	1.2513	1.1186
No log	23.3333	280	1.1673	0.3231	1.1673	1.0804
No log	23.5	282	1.1194	0.2683	1.1194	1.0580
No log	23.6667	284	1.1279	0.2683	1.1279	1.0620
No log	23.8333	286	1.1079	0.2829	1.1079	1.0526
No log	24.0	288	1.1222	0.2304	1.1222	1.0594
No log	24.1667	290	1.1910	0.1650	1.1910	1.0913
No log	24.3333	292	1.2946	0.2080	1.2946	1.1378
No log	24.5	294	1.3793	0.3316	1.3793	1.1745
No log	24.6667	296	1.3327	0.2354	1.3327	1.1544
No log	24.8333	298	1.2019	0.1538	1.2019	1.0963
No log	25.0	300	1.1026	0.1281	1.1026	1.0501
No log	25.1667	302	1.0787	0.1442	1.0787	1.0386
No log	25.3333	304	1.1119	0.1281	1.1119	1.0545
No log	25.5	306	1.1707	0.1217	1.1707	1.0820
No log	25.6667	308	1.2377	0.1846	1.2377	1.1125
No log	25.8333	310	1.3500	0.3093	1.3500	1.1619
No log	26.0	312	1.4644	0.2633	1.4644	1.2101
No log	26.1667	314	1.4858	0.3082	1.4858	1.2189
No log	26.3333	316	1.3617	0.3006	1.3617	1.1669
No log	26.5	318	1.2031	0.3525	1.2031	1.0969
No log	26.6667	320	1.0835	0.2909	1.0835	1.0409
No log	26.8333	322	1.0846	0.2288	1.0846	1.0415
No log	27.0	324	1.1290	0.2864	1.1290	1.0625
No log	27.1667	326	1.2367	0.2559	1.2367	1.1121
No log	27.3333	328	1.3322	0.3324	1.3322	1.1542
No log	27.5	330	1.3360	0.3324	1.3360	1.1559
No log	27.6667	332	1.2522	0.3601	1.2522	1.1190
No log	27.8333	334	1.1433	0.2953	1.1433	1.0692
No log	28.0	336	1.0849	0.2152	1.0849	1.0416
No log	28.1667	338	1.0558	0.2009	1.0558	1.0275
No log	28.3333	340	1.0357	0.2164	1.0357	1.0177
No log	28.5	342	1.0761	0.1853	1.0761	1.0374
No log	28.6667	344	1.1101	0.1696	1.1101	1.0536
No log	28.8333	346	1.1299	0.1696	1.1299	1.0630
No log	29.0	348	1.1596	0.1696	1.1596	1.0769
No log	29.1667	350	1.2182	0.1696	1.2182	1.1037
No log	29.3333	352	1.2905	0.1696	1.2905	1.1360
No log	29.5	354	1.2953	0.2291	1.2953	1.1381
No log	29.6667	356	1.2433	0.2439	1.2433	1.1150
No log	29.8333	358	1.1731	0.2152	1.1731	1.0831
No log	30.0	360	1.1340	0.1853	1.1340	1.0649
No log	30.1667	362	1.1197	0.2009	1.1197	1.0582
No log	30.3333	364	1.1736	0.1853	1.1736	1.0833
No log	30.5	366	1.2439	0.1557	1.2439	1.1153
No log	30.6667	368	1.3112	0.2664	1.3112	1.1451
No log	30.8333	370	1.4041	0.3087	1.4041	1.1849
No log	31.0	372	1.4113	0.2941	1.4113	1.1880
No log	31.1667	374	1.3308	0.2330	1.3308	1.1536
No log	31.3333	376	1.2113	0.1696	1.2113	1.1006
No log	31.5	378	1.1429	0.1853	1.1429	1.0691
No log	31.6667	380	1.1255	0.1853	1.1255	1.0609
No log	31.8333	382	1.1352	0.1696	1.1352	1.0654
No log	32.0	384	1.1755	0.1696	1.1755	1.0842
No log	32.1667	386	1.2623	0.2097	1.2623	1.1235
No log	32.3333	388	1.3322	0.1944	1.3322	1.1542
No log	32.5	390	1.3382	0.1991	1.3382	1.1568
No log	32.6667	392	1.2571	0.1750	1.2571	1.1212
No log	32.8333	394	1.1215	0.1541	1.1215	1.0590
No log	33.0	396	1.0436	0.2276	1.0436	1.0216
No log	33.1667	398	1.0099	0.2587	1.0099	1.0049
No log	33.3333	400	1.0268	0.2432	1.0268	1.0133
No log	33.5	402	1.0846	0.2009	1.0846	1.0415
No log	33.6667	404	1.1934	0.2000	1.1934	1.0924
No log	33.8333	406	1.3387	0.3574	1.3387	1.1570
No log	34.0	408	1.3902	0.3791	1.3902	1.1791
No log	34.1667	410	1.3616	0.3784	1.3616	1.1669
No log	34.3333	412	1.2799	0.2403	1.2799	1.1313
No log	34.5	414	1.2026	0.1801	1.2026	1.0966
No log	34.6667	416	1.1158	0.1696	1.1158	1.0563
No log	34.8333	418	1.0628	0.1860	1.0628	1.0309
No log	35.0	420	1.0157	0.2640	1.0157	1.0078
No log	35.1667	422	1.0076	0.2244	1.0076	1.0038
No log	35.3333	424	1.0387	0.2019	1.0387	1.0191
No log	35.5	426	1.0876	0.1696	1.0876	1.0429
No log	35.6667	428	1.1088	0.1696	1.1088	1.0530
No log	35.8333	430	1.1354	0.2090	1.1354	1.0656
No log	36.0	432	1.1177	0.2291	1.1177	1.0572
No log	36.1667	434	1.0801	0.2291	1.0801	1.0393
No log	36.3333	436	1.0557	0.2733	1.0557	1.0275
No log	36.5	438	1.0392	0.2733	1.0392	1.0194
No log	36.6667	440	1.0505	0.2857	1.0505	1.0250
No log	36.8333	442	1.0906	0.2367	1.0906	1.0443
No log	37.0	444	1.1003	0.2367	1.1003	1.0490
No log	37.1667	446	1.0798	0.2743	1.0798	1.0392
No log	37.3333	448	1.0683	0.2402	1.0683	1.0336
No log	37.5	450	1.0184	0.2604	1.0184	1.0092
No log	37.6667	452	0.9762	0.3093	0.9762	0.9880
No log	37.8333	454	0.9541	0.3478	0.9541	0.9768
No log	38.0	456	0.9720	0.3093	0.9720	0.9859
No log	38.1667	458	1.0345	0.2702	1.0345	1.0171
No log	38.3333	460	1.1170	0.2090	1.1170	1.0569
No log	38.5	462	1.1412	0.2090	1.1412	1.0683
No log	38.6667	464	1.1506	0.2090	1.1506	1.0727
No log	38.8333	466	1.1145	0.2000	1.1145	1.0557
No log	39.0	468	1.0370	0.2552	1.0370	1.0183
No log	39.1667	470	0.9865	0.2752	0.9865	0.9932
No log	39.3333	472	0.9559	0.3217	0.9559	0.9777
No log	39.5	474	0.9552	0.3094	0.9552	0.9774
No log	39.6667	476	0.9713	0.3434	0.9713	0.9856
No log	39.8333	478	0.9986	0.2552	0.9986	0.9993
No log	40.0	480	1.0328	0.2263	1.0328	1.0163
No log	40.1667	482	1.0570	0.2108	1.0570	1.0281
No log	40.3333	484	1.0898	0.1696	1.0898	1.0439
No log	40.5	486	1.1321	0.1801	1.1321	1.0640
No log	40.6667	488	1.1400	0.1801	1.1400	1.0677
No log	40.8333	490	1.0991	0.2000	1.0991	1.0484
No log	41.0	492	1.0648	0.2000	1.0648	1.0319
No log	41.1667	494	1.0418	0.2402	1.0418	1.0207
No log	41.3333	496	1.0322	0.2402	1.0322	1.0160
No log	41.5	498	1.0159	0.2552	1.0159	1.0079
0.3077	41.6667	500	1.0117	0.2552	1.0117	1.0058
0.3077	41.8333	502	1.0457	0.2000	1.0457	1.0226
0.3077	42.0	504	1.0935	0.2330	1.0935	1.0457
0.3077	42.1667	506	1.1318	0.2403	1.1318	1.0639
0.3077	42.3333	508	1.1197	0.2132	1.1197	1.0582
0.3077	42.5	510	1.1112	0.2403	1.1112	1.0541

Framework versions

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