ArabicNewSplits7_usingWellWrittenEssays_FineTuningAraBERT_run3_AugV5_k3_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: 1.3903
• Qwk: 0.0920
• Mse: 1.3903
• Rmse: 1.1791

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	0.2222	2	4.6913	0.0010	4.6913	2.1660
No log	0.4444	4	2.6838	-0.0030	2.6838	1.6382
No log	0.6667	6	2.1220	-0.0575	2.1220	1.4567
No log	0.8889	8	2.5649	-0.0821	2.5649	1.6015
No log	1.1111	10	1.9641	-0.0213	1.9641	1.4015
No log	1.3333	12	1.4317	-0.0422	1.4317	1.1966
No log	1.5556	14	1.3325	0.1171	1.3325	1.1544
No log	1.7778	16	1.4383	0.0038	1.4383	1.1993
No log	2.0	18	1.7189	0.0169	1.7189	1.3111
No log	2.2222	20	1.6416	0.0169	1.6416	1.2813
No log	2.4444	22	1.3121	0.0984	1.3121	1.1455
No log	2.6667	24	1.4323	0.0613	1.4323	1.1968
No log	2.8889	26	1.8864	0.0058	1.8864	1.3734
No log	3.1111	28	2.0988	0.0644	2.0988	1.4487
No log	3.3333	30	1.5234	-0.0412	1.5234	1.2342
No log	3.5556	32	1.2694	0.1507	1.2694	1.1267
No log	3.7778	34	1.2699	0.1307	1.2699	1.1269
No log	4.0	36	1.2946	0.1335	1.2946	1.1378
No log	4.2222	38	1.3284	0.0314	1.3284	1.1526
No log	4.4444	40	1.3314	0.0777	1.3314	1.1539
No log	4.6667	42	1.3096	0.2085	1.3096	1.1444
No log	4.8889	44	1.2818	0.1880	1.2818	1.1322
No log	5.1111	46	1.2388	0.0855	1.2388	1.1130
No log	5.3333	48	1.2334	0.1113	1.2334	1.1106
No log	5.5556	50	1.2317	0.1628	1.2317	1.1098
No log	5.7778	52	1.2726	0.0653	1.2726	1.1281
No log	6.0	54	1.2779	0.0682	1.2779	1.1304
No log	6.2222	56	1.2487	0.1048	1.2487	1.1175
No log	6.4444	58	1.2548	0.1048	1.2548	1.1202
No log	6.6667	60	1.2400	0.0983	1.2400	1.1135
No log	6.8889	62	1.2250	0.1370	1.2250	1.1068
No log	7.1111	64	1.2236	0.1530	1.2236	1.1062
No log	7.3333	66	1.2368	0.0556	1.2368	1.1121
No log	7.5556	68	1.3680	0.1745	1.3680	1.1696
No log	7.7778	70	1.3954	0.1440	1.3954	1.1813
No log	8.0	72	1.3188	0.1807	1.3188	1.1484
No log	8.2222	74	1.2438	0.1727	1.2438	1.1153
No log	8.4444	76	1.4020	0.2030	1.4020	1.1841
No log	8.6667	78	1.3384	0.2222	1.3384	1.1569
No log	8.8889	80	1.2214	0.1406	1.2214	1.1052
No log	9.1111	82	1.2813	0.1559	1.2813	1.1320
No log	9.3333	84	1.3272	0.1857	1.3272	1.1520
No log	9.5556	86	1.2904	0.1429	1.2904	1.1359
No log	9.7778	88	1.2331	0.1935	1.2331	1.1104
No log	10.0	90	1.3491	0.2247	1.3491	1.1615
No log	10.2222	92	1.3207	0.2290	1.3207	1.1492
No log	10.4444	94	1.3248	0.1063	1.3248	1.1510
No log	10.6667	96	1.5876	0.2039	1.5876	1.2600
No log	10.8889	98	1.7184	0.1391	1.7184	1.3109
No log	11.1111	100	1.6055	0.1765	1.6055	1.2671
No log	11.3333	102	1.4658	0.1678	1.4658	1.2107
No log	11.5556	104	1.4368	0.1395	1.4368	1.1987
No log	11.7778	106	1.4374	0.1395	1.4374	1.1989
No log	12.0	108	1.4586	0.1395	1.4586	1.2077
No log	12.2222	110	1.4870	0.1628	1.4870	1.2194
No log	12.4444	112	1.4854	0.0952	1.4854	1.2188
No log	12.6667	114	1.5359	0.1685	1.5359	1.2393
No log	12.8889	116	1.6138	0.1255	1.6138	1.2704
No log	13.1111	118	1.5153	0.0732	1.5153	1.2310
No log	13.3333	120	1.4932	0.0564	1.4932	1.2220
No log	13.5556	122	1.5455	0.1418	1.5455	1.2432
No log	13.7778	124	1.6821	0.1281	1.6821	1.2970
No log	14.0	126	1.5844	0.1901	1.5844	1.2587
No log	14.2222	128	1.4522	0.0399	1.4522	1.2051
No log	14.4444	130	1.2962	0.0620	1.2962	1.1385
No log	14.6667	132	1.2624	0.0964	1.2624	1.1236
No log	14.8889	134	1.3168	0.1058	1.3168	1.1475
No log	15.1111	136	1.4582	0.1427	1.4582	1.2076
No log	15.3333	138	1.4806	0.2503	1.4806	1.2168
No log	15.5556	140	1.4975	0.2069	1.4975	1.2237
No log	15.7778	142	1.4108	0.2163	1.4108	1.1878
No log	16.0	144	1.3598	0.2518	1.3598	1.1661
No log	16.2222	146	1.3769	0.2549	1.3769	1.1734
No log	16.4444	148	1.5436	0.2055	1.5436	1.2424
No log	16.6667	150	1.7100	0.2597	1.7100	1.3077
No log	16.8889	152	1.7345	0.2310	1.7345	1.3170
No log	17.1111	154	1.6249	0.2120	1.6249	1.2747
No log	17.3333	156	1.4431	0.2498	1.4431	1.2013
No log	17.5556	158	1.3577	0.2791	1.3577	1.1652
No log	17.7778	160	1.4656	0.2172	1.4656	1.2106
No log	18.0	162	1.7188	0.2564	1.7188	1.3110
No log	18.2222	164	1.8144	0.2305	1.8144	1.3470
No log	18.4444	166	1.7051	0.2082	1.7051	1.3058
No log	18.6667	168	1.5186	0.2632	1.5186	1.2323
No log	18.8889	170	1.3808	0.1461	1.3808	1.1751
No log	19.1111	172	1.3749	0.1404	1.3749	1.1725
No log	19.3333	174	1.4721	0.2359	1.4721	1.2133
No log	19.5556	176	1.5209	0.1929	1.5209	1.2332
No log	19.7778	178	1.5589	0.1802	1.5589	1.2486
No log	20.0	180	1.5523	0.2144	1.5523	1.2459
No log	20.2222	182	1.4536	0.0603	1.4536	1.2056
No log	20.4444	184	1.3612	0.0811	1.3612	1.1667
No log	20.6667	186	1.3424	0.0811	1.3424	1.1586
No log	20.8889	188	1.3852	0.1219	1.3852	1.1769
No log	21.1111	190	1.5166	0.2457	1.5166	1.2315
No log	21.3333	192	1.5508	0.2020	1.5508	1.2453
No log	21.5556	194	1.5011	0.1848	1.5011	1.2252
No log	21.7778	196	1.4658	0.2250	1.4658	1.2107
No log	22.0	198	1.4063	0.2250	1.4063	1.1859
No log	22.2222	200	1.4722	0.2201	1.4722	1.2133
No log	22.4444	202	1.4942	0.2574	1.4942	1.2224
No log	22.6667	204	1.6068	0.2154	1.6068	1.2676
No log	22.8889	206	1.7688	0.1577	1.7688	1.3300
No log	23.1111	208	1.7790	0.1914	1.7790	1.3338
No log	23.3333	210	1.6462	0.2032	1.6462	1.2830
No log	23.5556	212	1.4399	0.2020	1.4399	1.1999
No log	23.7778	214	1.3855	0.1979	1.3855	1.1771
No log	24.0	216	1.4751	0.2181	1.4751	1.2146
No log	24.2222	218	1.5463	0.2047	1.5463	1.2435
No log	24.4444	220	1.5177	0.2424	1.5177	1.2319
No log	24.6667	222	1.6184	0.2348	1.6184	1.2722
No log	24.8889	224	1.6500	0.1657	1.6500	1.2845
No log	25.1111	226	1.4954	0.2685	1.4954	1.2229
No log	25.3333	228	1.4222	0.2632	1.4222	1.1926
No log	25.5556	230	1.4344	0.2632	1.4344	1.1977
No log	25.7778	232	1.4845	0.2685	1.4845	1.2184
No log	26.0	234	1.5468	0.3331	1.5468	1.2437
No log	26.2222	236	1.4740	0.2908	1.4740	1.2141
No log	26.4444	238	1.3398	0.2289	1.3398	1.1575
No log	26.6667	240	1.2516	0.1898	1.2516	1.1188
No log	26.8889	242	1.2467	0.2173	1.2467	1.1166
No log	27.1111	244	1.3427	0.2807	1.3427	1.1588
No log	27.3333	246	1.6061	0.2310	1.6061	1.2673
No log	27.5556	248	1.9044	0.1753	1.9044	1.3800
No log	27.7778	250	1.9368	0.1561	1.9368	1.3917
No log	28.0	252	1.7710	0.1880	1.7710	1.3308
No log	28.2222	254	1.5325	0.1515	1.5325	1.2379
No log	28.4444	256	1.4333	0.1313	1.4333	1.1972
No log	28.6667	258	1.4454	0.1659	1.4454	1.2022
No log	28.8889	260	1.5592	0.1765	1.5592	1.2487
No log	29.1111	262	1.6816	0.2240	1.6815	1.2967
No log	29.3333	264	1.7009	0.2240	1.7009	1.3042
No log	29.5556	266	1.5890	0.1929	1.5890	1.2606
No log	29.7778	268	1.4612	0.2263	1.4612	1.2088
No log	30.0	270	1.4151	0.1989	1.4151	1.1896
No log	30.2222	272	1.4637	0.2390	1.4637	1.2098
No log	30.4444	274	1.5769	0.3006	1.5769	1.2557
No log	30.6667	276	1.6108	0.2683	1.6108	1.2692
No log	30.8889	278	1.5720	0.3006	1.5720	1.2538
No log	31.1111	280	1.4908	0.2390	1.4908	1.2210
No log	31.3333	282	1.3962	0.1989	1.3962	1.1816
No log	31.5556	284	1.3858	0.1896	1.3858	1.1772
No log	31.7778	286	1.4608	0.1748	1.4608	1.2087
No log	32.0	288	1.5755	0.1713	1.5755	1.2552
No log	32.2222	290	1.6875	0.2317	1.6875	1.2990
No log	32.4444	292	1.7169	0.2378	1.7169	1.3103
No log	32.6667	294	1.6435	0.2084	1.6435	1.2820
No log	32.8889	296	1.4980	0.2065	1.4980	1.2239
No log	33.1111	298	1.4213	0.1608	1.4213	1.1922
No log	33.3333	300	1.4201	0.1989	1.4201	1.1917
No log	33.5556	302	1.4880	0.2020	1.4880	1.2198
No log	33.7778	304	1.6414	0.2084	1.6414	1.2812
No log	34.0	306	1.8103	0.2100	1.8103	1.3455
No log	34.2222	308	1.8878	0.1614	1.8878	1.3740
No log	34.4444	310	1.7930	0.2339	1.7930	1.3390
No log	34.6667	312	1.6042	0.2105	1.6042	1.2666
No log	34.8889	314	1.4454	0.1748	1.4454	1.2023
No log	35.1111	316	1.3166	0.0937	1.3166	1.1474
No log	35.3333	318	1.2741	0.1026	1.2741	1.1288
No log	35.5556	320	1.3099	0.1896	1.3099	1.1445
No log	35.7778	322	1.4249	0.1659	1.4249	1.1937
No log	36.0	324	1.5375	0.2144	1.5375	1.2399
No log	36.2222	326	1.5623	0.1888	1.5623	1.2499
No log	36.4444	328	1.4701	0.1935	1.4701	1.2125
No log	36.6667	330	1.3862	0.2074	1.3862	1.1774
No log	36.8889	332	1.3527	0.1371	1.3527	1.1631
No log	37.1111	334	1.3460	0.1896	1.3460	1.1602
No log	37.3333	336	1.3770	0.1188	1.3770	1.1735
No log	37.5556	338	1.4594	0.0987	1.4594	1.2081
No log	37.7778	340	1.5381	0.1283	1.5381	1.2402
No log	38.0	342	1.6438	0.1758	1.6438	1.2821
No log	38.2222	344	1.6648	0.2348	1.6648	1.2903
No log	38.4444	346	1.6548	0.2569	1.6548	1.2864
No log	38.6667	348	1.5924	0.1970	1.5924	1.2619
No log	38.8889	350	1.5260	0.2359	1.5260	1.2353
No log	39.1111	352	1.4282	0.2424	1.4282	1.1951
No log	39.3333	354	1.3846	0.2122	1.3846	1.1767
No log	39.5556	356	1.3949	0.2424	1.3949	1.1810
No log	39.7778	358	1.4937	0.2685	1.4937	1.2222
No log	40.0	360	1.5929	0.2620	1.5929	1.2621
No log	40.2222	362	1.6070	0.2644	1.6070	1.2677
No log	40.4444	364	1.5560	0.2759	1.5560	1.2474
No log	40.6667	366	1.5145	0.2886	1.5145	1.2307
No log	40.8889	368	1.4830	0.2359	1.4830	1.2178
No log	41.1111	370	1.4511	0.2359	1.4511	1.2046
No log	41.3333	372	1.4006	0.2325	1.4006	1.1835
No log	41.5556	374	1.3795	0.2065	1.3795	1.1745
No log	41.7778	376	1.3588	0.2024	1.3588	1.1657
No log	42.0	378	1.4204	0.2325	1.4204	1.1918
No log	42.2222	380	1.4957	0.2632	1.4957	1.2230
No log	42.4444	382	1.5238	0.2485	1.5238	1.2344
No log	42.6667	384	1.5586	0.2407	1.5586	1.2485
No log	42.8889	386	1.4892	0.2632	1.4892	1.2203
No log	43.1111	388	1.4646	0.2815	1.4646	1.2102
No log	43.3333	390	1.4416	0.2359	1.4416	1.2007
No log	43.5556	392	1.4217	0.2289	1.4217	1.1924
No log	43.7778	394	1.4614	0.1970	1.4614	1.2089
No log	44.0	396	1.5701	0.2455	1.5701	1.2530
No log	44.2222	398	1.5954	0.2317	1.5954	1.2631
No log	44.4444	400	1.5250	0.1618	1.5250	1.2349
No log	44.6667	402	1.4132	0.0778	1.4132	1.1888
No log	44.8889	404	1.3617	0.0937	1.3617	1.1669
No log	45.1111	406	1.3235	0.1345	1.3235	1.1504
No log	45.3333	408	1.3425	0.1345	1.3425	1.1587
No log	45.5556	410	1.3939	0.1071	1.3939	1.1806
No log	45.7778	412	1.5174	0.1618	1.5174	1.2318
No log	46.0	414	1.6727	0.2084	1.6727	1.2933
No log	46.2222	416	1.7146	0.2154	1.7146	1.3094
No log	46.4444	418	1.6346	0.1594	1.6346	1.2785
No log	46.6667	420	1.5104	0.1667	1.5104	1.2290
No log	46.8889	422	1.4331	0.1371	1.4331	1.1971
No log	47.1111	424	1.4015	0.1462	1.4015	1.1838
No log	47.3333	426	1.4109	0.0920	1.4109	1.1878
No log	47.5556	428	1.4752	0.1796	1.4752	1.2146
No log	47.7778	430	1.5511	0.1929	1.5511	1.2454
No log	48.0	432	1.6054	0.1929	1.6054	1.2671
No log	48.2222	434	1.6191	0.1929	1.6191	1.2724
No log	48.4444	436	1.6287	0.1929	1.6287	1.2762
No log	48.6667	438	1.6395	0.1842	1.6395	1.2804
No log	48.8889	440	1.5793	0.1224	1.5793	1.2567
No log	49.1111	442	1.5227	0.1224	1.5227	1.2340
No log	49.3333	444	1.4922	0.1371	1.4922	1.2216
No log	49.5556	446	1.4748	0.1371	1.4748	1.2144
No log	49.7778	448	1.4620	0.1371	1.4620	1.2091
No log	50.0	450	1.4331	0.1371	1.4331	1.1971
No log	50.2222	452	1.4604	0.1891	1.4604	1.2084
No log	50.4444	454	1.4633	0.1935	1.4633	1.2097
No log	50.6667	456	1.4471	0.1935	1.4471	1.2029
No log	50.8889	458	1.4541	0.1935	1.4541	1.2059
No log	51.1111	460	1.4824	0.2201	1.4824	1.2175
No log	51.3333	462	1.5009	0.1801	1.5009	1.2251
No log	51.5556	464	1.4325	0.2163	1.4325	1.1969
No log	51.7778	466	1.4131	0.1891	1.4131	1.1888
No log	52.0	468	1.4134	0.1891	1.4134	1.1889
No log	52.2222	470	1.4885	0.2201	1.4885	1.2200
No log	52.4444	472	1.6023	0.2578	1.6023	1.2658
No log	52.6667	474	1.6409	0.2633	1.6409	1.2810
No log	52.8889	476	1.5986	0.2550	1.5986	1.2644
No log	53.1111	478	1.4997	0.2489	1.4997	1.2246
No log	53.3333	480	1.4301	0.1395	1.4301	1.1959
No log	53.5556	482	1.3818	0.1222	1.3818	1.1755
No log	53.7778	484	1.3460	0.1222	1.3460	1.1602
No log	54.0	486	1.3498	0.1313	1.3498	1.1618
No log	54.2222	488	1.3891	0.1313	1.3891	1.1786
No log	54.4444	490	1.4161	0.1608	1.4161	1.1900
No log	54.6667	492	1.4255	0.1608	1.4255	1.1940
No log	54.8889	494	1.4661	0.1891	1.4661	1.2108
No log	55.1111	496	1.5201	0.2325	1.5201	1.2329
No log	55.3333	498	1.5211	0.1842	1.5211	1.2333
0.2868	55.5556	500	1.4906	0.1568	1.4906	1.2209
0.2868	55.7778	502	1.4439	0.0920	1.4439	1.2016
0.2868	56.0	504	1.3701	0.1345	1.3701	1.1705
0.2868	56.2222	506	1.3415	0.1345	1.3415	1.1582
0.2868	56.4444	508	1.3556	0.0920	1.3556	1.1643
0.2868	56.6667	510	1.3903	0.0920	1.3903	1.1791

Framework versions

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