ArabicNewSplits7_B_usingWellWrittenEssays_FineTuningAraBERT_run2_AugV5_k1_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: 0.5591
• Qwk: 0.6479
• Mse: 0.5591
• Rmse: 0.7477

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	0.2857	2	3.9029	-0.0153	3.9029	1.9756
No log	0.5714	4	2.4790	0.0541	2.4790	1.5745
No log	0.8571	6	1.2095	0.0760	1.2095	1.0998
No log	1.1429	8	0.9903	0.2897	0.9903	0.9951
No log	1.4286	10	1.0652	0.0888	1.0652	1.0321
No log	1.7143	12	1.1097	0.0888	1.1097	1.0534
No log	2.0	14	1.1143	0.1713	1.1143	1.0556
No log	2.2857	16	1.4437	0.0196	1.4437	1.2016
No log	2.5714	18	1.2948	0.0196	1.2948	1.1379
No log	2.8571	20	1.1823	0.1058	1.1823	1.0873
No log	3.1429	22	0.9909	0.2616	0.9909	0.9955
No log	3.4286	24	0.9075	0.3041	0.9075	0.9526
No log	3.7143	26	0.7882	0.4416	0.7882	0.8878
No log	4.0	28	0.7233	0.5054	0.7233	0.8505
No log	4.2857	30	0.7493	0.4604	0.7493	0.8656
No log	4.5714	32	0.9637	0.4149	0.9637	0.9817
No log	4.8571	34	1.3570	0.2142	1.3570	1.1649
No log	5.1429	36	1.3356	0.2424	1.3356	1.1557
No log	5.4286	38	1.1192	0.3289	1.1192	1.0579
No log	5.7143	40	0.7064	0.5288	0.7064	0.8405
No log	6.0	42	0.8131	0.5006	0.8131	0.9017
No log	6.2857	44	0.7458	0.5243	0.7458	0.8636
No log	6.5714	46	0.7205	0.5434	0.7205	0.8488
No log	6.8571	48	1.2061	0.2727	1.2061	1.0982
No log	7.1429	50	1.3307	0.3050	1.3307	1.1536
No log	7.4286	52	0.9919	0.2618	0.9919	0.9959
No log	7.7143	54	0.6741	0.5396	0.6741	0.8210
No log	8.0	56	0.6682	0.6227	0.6682	0.8174
No log	8.2857	58	0.6560	0.6513	0.6560	0.8099
No log	8.5714	60	0.5671	0.6328	0.5671	0.7530
No log	8.8571	62	0.5550	0.5977	0.5550	0.7450
No log	9.1429	64	0.6480	0.5794	0.6480	0.8050
No log	9.4286	66	0.6524	0.5936	0.6524	0.8077
No log	9.7143	68	0.5621	0.6722	0.5621	0.7498
No log	10.0	70	0.5057	0.6899	0.5057	0.7111
No log	10.2857	72	0.5187	0.7128	0.5187	0.7202
No log	10.5714	74	0.5950	0.6957	0.5950	0.7713
No log	10.8571	76	0.8691	0.5470	0.8691	0.9322
No log	11.1429	78	1.1508	0.4954	1.1508	1.0728
No log	11.4286	80	1.0493	0.4767	1.0493	1.0243
No log	11.7143	82	0.6987	0.6715	0.6987	0.8359
No log	12.0	84	0.6875	0.6791	0.6875	0.8292
No log	12.2857	86	0.7229	0.6394	0.7229	0.8502
No log	12.5714	88	0.6364	0.6426	0.6364	0.7978
No log	12.8571	90	0.5690	0.6006	0.5690	0.7543
No log	13.1429	92	0.6737	0.6421	0.6737	0.8208
No log	13.4286	94	0.7395	0.5891	0.7395	0.8599
No log	13.7143	96	0.6816	0.6949	0.6816	0.8256
No log	14.0	98	0.5847	0.6306	0.5847	0.7646
No log	14.2857	100	0.5886	0.6537	0.5886	0.7672
No log	14.5714	102	0.6045	0.6257	0.6045	0.7775
No log	14.8571	104	0.5691	0.6326	0.5691	0.7544
No log	15.1429	106	0.5734	0.6177	0.5734	0.7572
No log	15.4286	108	0.5709	0.6773	0.5709	0.7556
No log	15.7143	110	0.5465	0.6544	0.5465	0.7392
No log	16.0	112	0.5479	0.7057	0.5479	0.7402
No log	16.2857	114	0.5467	0.6899	0.5467	0.7394
No log	16.5714	116	0.5212	0.7253	0.5212	0.7219
No log	16.8571	118	0.5222	0.6594	0.5222	0.7227
No log	17.1429	120	0.5628	0.6751	0.5628	0.7502
No log	17.4286	122	0.5819	0.6669	0.5819	0.7628
No log	17.7143	124	0.5327	0.6740	0.5327	0.7299
No log	18.0	126	0.5085	0.7036	0.5085	0.7131
No log	18.2857	128	0.5399	0.7187	0.5399	0.7348
No log	18.5714	130	0.5069	0.6845	0.5069	0.7119
No log	18.8571	132	0.5412	0.6302	0.5412	0.7357
No log	19.1429	134	0.5299	0.6606	0.5299	0.7280
No log	19.4286	136	0.4998	0.6896	0.4998	0.7070
No log	19.7143	138	0.5113	0.6903	0.5113	0.7150
No log	20.0	140	0.5230	0.6675	0.5230	0.7232
No log	20.2857	142	0.5062	0.6976	0.5062	0.7115
No log	20.5714	144	0.4973	0.7351	0.4973	0.7052
No log	20.8571	146	0.5255	0.6841	0.5255	0.7249
No log	21.1429	148	0.5456	0.6796	0.5456	0.7386
No log	21.4286	150	0.5440	0.7042	0.5440	0.7375
No log	21.7143	152	0.5137	0.7017	0.5137	0.7167
No log	22.0	154	0.5125	0.6622	0.5125	0.7159
No log	22.2857	156	0.5294	0.6743	0.5294	0.7276
No log	22.5714	158	0.5456	0.6601	0.5456	0.7387
No log	22.8571	160	0.5573	0.6187	0.5573	0.7465
No log	23.1429	162	0.5707	0.6207	0.5707	0.7555
No log	23.4286	164	0.5644	0.6593	0.5644	0.7513
No log	23.7143	166	0.5703	0.6667	0.5703	0.7552
No log	24.0	168	0.6173	0.6298	0.6173	0.7857
No log	24.2857	170	0.6510	0.6298	0.6510	0.8069
No log	24.5714	172	0.6150	0.6508	0.6150	0.7842
No log	24.8571	174	0.5896	0.6493	0.5896	0.7679
No log	25.1429	176	0.5948	0.6583	0.5948	0.7712
No log	25.4286	178	0.5975	0.6501	0.5975	0.7730
No log	25.7143	180	0.6674	0.6470	0.6674	0.8169
No log	26.0	182	0.7250	0.6074	0.7250	0.8515
No log	26.2857	184	0.7195	0.6074	0.7195	0.8482
No log	26.5714	186	0.6046	0.6516	0.6046	0.7776
No log	26.8571	188	0.5599	0.7071	0.5599	0.7483
No log	27.1429	190	0.5511	0.6518	0.5511	0.7424
No log	27.4286	192	0.5463	0.6518	0.5463	0.7391
No log	27.7143	194	0.5441	0.6966	0.5441	0.7377
No log	28.0	196	0.5522	0.7165	0.5522	0.7431
No log	28.2857	198	0.5499	0.7165	0.5499	0.7416
No log	28.5714	200	0.5430	0.6858	0.5430	0.7369
No log	28.8571	202	0.5372	0.7033	0.5372	0.7329
No log	29.1429	204	0.5309	0.6772	0.5309	0.7287
No log	29.4286	206	0.5324	0.6388	0.5324	0.7297
No log	29.7143	208	0.5328	0.6430	0.5328	0.7299
No log	30.0	210	0.5325	0.6796	0.5325	0.7297
No log	30.2857	212	0.5370	0.6452	0.5370	0.7328
No log	30.5714	214	0.5369	0.6858	0.5369	0.7328
No log	30.8571	216	0.5359	0.6466	0.5359	0.7320
No log	31.1429	218	0.5348	0.6332	0.5348	0.7313
No log	31.4286	220	0.5258	0.7009	0.5258	0.7251
No log	31.7143	222	0.5169	0.6464	0.5169	0.7189
No log	32.0	224	0.5286	0.6484	0.5286	0.7271
No log	32.2857	226	0.5441	0.6374	0.5441	0.7376
No log	32.5714	228	0.5690	0.7093	0.5690	0.7543
No log	32.8571	230	0.5530	0.7093	0.5530	0.7436
No log	33.1429	232	0.5289	0.7027	0.5289	0.7273
No log	33.4286	234	0.5140	0.6389	0.5140	0.7170
No log	33.7143	236	0.5194	0.6634	0.5194	0.7207
No log	34.0	238	0.5179	0.6114	0.5179	0.7197
No log	34.2857	240	0.5293	0.7035	0.5293	0.7275
No log	34.5714	242	0.5484	0.6845	0.5484	0.7405
No log	34.8571	244	0.5455	0.6838	0.5455	0.7386
No log	35.1429	246	0.5286	0.7080	0.5286	0.7271
No log	35.4286	248	0.5237	0.6647	0.5237	0.7236
No log	35.7143	250	0.5174	0.7222	0.5174	0.7193
No log	36.0	252	0.5141	0.7222	0.5141	0.7170
No log	36.2857	254	0.5105	0.7402	0.5105	0.7145
No log	36.5714	256	0.5051	0.6398	0.5051	0.7107
No log	36.8571	258	0.5046	0.6473	0.5046	0.7104
No log	37.1429	260	0.5217	0.6594	0.5217	0.7223
No log	37.4286	262	0.5488	0.6695	0.5488	0.7408
No log	37.7143	264	0.5675	0.6610	0.5675	0.7533
No log	38.0	266	0.5989	0.6452	0.5989	0.7739
No log	38.2857	268	0.5871	0.6725	0.5871	0.7662
No log	38.5714	270	0.5583	0.6676	0.5583	0.7472
No log	38.8571	272	0.5510	0.6681	0.5510	0.7423
No log	39.1429	274	0.5663	0.6687	0.5663	0.7525
No log	39.4286	276	0.5555	0.6451	0.5555	0.7453
No log	39.7143	278	0.5460	0.6482	0.5460	0.7389
No log	40.0	280	0.5649	0.6392	0.5649	0.7516
No log	40.2857	282	0.5600	0.6561	0.5600	0.7483
No log	40.5714	284	0.5712	0.6392	0.5712	0.7558
No log	40.8571	286	0.5601	0.6725	0.5601	0.7484
No log	41.1429	288	0.5475	0.6725	0.5475	0.7399
No log	41.4286	290	0.5313	0.6545	0.5313	0.7289
No log	41.7143	292	0.5237	0.6680	0.5237	0.7237
No log	42.0	294	0.5224	0.7141	0.5224	0.7228
No log	42.2857	296	0.5125	0.7034	0.5125	0.7159
No log	42.5714	298	0.5173	0.6858	0.5173	0.7193
No log	42.8571	300	0.5310	0.7041	0.5310	0.7287
No log	43.1429	302	0.5475	0.6716	0.5475	0.7399
No log	43.4286	304	0.5453	0.7001	0.5453	0.7385
No log	43.7143	306	0.5616	0.6644	0.5616	0.7494
No log	44.0	308	0.5511	0.6644	0.5511	0.7424
No log	44.2857	310	0.5296	0.6650	0.5296	0.7278
No log	44.5714	312	0.5447	0.6554	0.5447	0.7380
No log	44.8571	314	0.5772	0.6705	0.5772	0.7597
No log	45.1429	316	0.5719	0.6245	0.5719	0.7563
No log	45.4286	318	0.5389	0.7050	0.5389	0.7341
No log	45.7143	320	0.5304	0.6756	0.5304	0.7283
No log	46.0	322	0.5360	0.6733	0.5360	0.7322
No log	46.2857	324	0.5287	0.6725	0.5287	0.7271
No log	46.5714	326	0.5288	0.6835	0.5288	0.7272
No log	46.8571	328	0.5334	0.7206	0.5334	0.7304
No log	47.1429	330	0.5334	0.7106	0.5334	0.7303
No log	47.4286	332	0.5342	0.7070	0.5342	0.7309
No log	47.7143	334	0.5275	0.7501	0.5275	0.7263
No log	48.0	336	0.5292	0.6733	0.5292	0.7274
No log	48.2857	338	0.5367	0.6667	0.5367	0.7326
No log	48.5714	340	0.5370	0.6966	0.5370	0.7328
No log	48.8571	342	0.5328	0.6850	0.5328	0.7299
No log	49.1429	344	0.5382	0.7019	0.5382	0.7336
No log	49.4286	346	0.5352	0.6901	0.5352	0.7316
No log	49.7143	348	0.5311	0.6820	0.5311	0.7287
No log	50.0	350	0.5342	0.6789	0.5342	0.7309
No log	50.2857	352	0.5349	0.6781	0.5349	0.7314
No log	50.5714	354	0.5359	0.6923	0.5359	0.7321
No log	50.8571	356	0.5363	0.6614	0.5363	0.7323
No log	51.1429	358	0.5398	0.6986	0.5398	0.7347
No log	51.4286	360	0.5384	0.6882	0.5384	0.7338
No log	51.7143	362	0.5369	0.6955	0.5369	0.7327
No log	52.0	364	0.5372	0.6822	0.5372	0.7329
No log	52.2857	366	0.5329	0.6737	0.5329	0.7300
No log	52.5714	368	0.5312	0.7071	0.5312	0.7289
No log	52.8571	370	0.5309	0.7071	0.5309	0.7286
No log	53.1429	372	0.5301	0.6911	0.5301	0.7281
No log	53.4286	374	0.5363	0.6854	0.5363	0.7323
No log	53.7143	376	0.5586	0.6898	0.5586	0.7474
No log	54.0	378	0.5733	0.6322	0.5733	0.7572
No log	54.2857	380	0.5585	0.6536	0.5585	0.7473
No log	54.5714	382	0.5324	0.6858	0.5324	0.7296
No log	54.8571	384	0.5392	0.7179	0.5392	0.7343
No log	55.1429	386	0.5670	0.6743	0.5670	0.7530
No log	55.4286	388	0.5724	0.6512	0.5724	0.7565
No log	55.7143	390	0.5538	0.6845	0.5538	0.7442
No log	56.0	392	0.5311	0.6687	0.5311	0.7287
No log	56.2857	394	0.5285	0.6869	0.5285	0.7269
No log	56.5714	396	0.5322	0.6854	0.5322	0.7295
No log	56.8571	398	0.5273	0.6745	0.5273	0.7262
No log	57.1429	400	0.5207	0.6966	0.5207	0.7216
No log	57.4286	402	0.5276	0.6846	0.5276	0.7264
No log	57.7143	404	0.5526	0.6573	0.5526	0.7434
No log	58.0	406	0.5617	0.6340	0.5617	0.7495
No log	58.2857	408	0.5518	0.6677	0.5518	0.7429
No log	58.5714	410	0.5340	0.6830	0.5340	0.7308
No log	58.8571	412	0.5202	0.6924	0.5202	0.7212
No log	59.1429	414	0.5156	0.6841	0.5156	0.7180
No log	59.4286	416	0.5175	0.6507	0.5175	0.7194
No log	59.7143	418	0.5200	0.6547	0.5200	0.7211
No log	60.0	420	0.5225	0.6742	0.5225	0.7228
No log	60.2857	422	0.5203	0.6742	0.5203	0.7213
No log	60.5714	424	0.5190	0.7025	0.5190	0.7204
No log	60.8571	426	0.5226	0.6970	0.5226	0.7229
No log	61.1429	428	0.5250	0.6880	0.5250	0.7245
No log	61.4286	430	0.5284	0.6880	0.5284	0.7269
No log	61.7143	432	0.5234	0.7049	0.5234	0.7235
No log	62.0	434	0.5181	0.7193	0.5181	0.7198
No log	62.2857	436	0.5160	0.7025	0.5160	0.7183
No log	62.5714	438	0.5147	0.7025	0.5147	0.7174
No log	62.8571	440	0.5162	0.7025	0.5162	0.7184
No log	63.1429	442	0.5168	0.7025	0.5168	0.7189
No log	63.4286	444	0.5141	0.7025	0.5141	0.7170
No log	63.7143	446	0.5163	0.7005	0.5163	0.7186
No log	64.0	448	0.5249	0.6901	0.5249	0.7245
No log	64.2857	450	0.5334	0.6589	0.5334	0.7303
No log	64.5714	452	0.5408	0.6589	0.5408	0.7354
No log	64.8571	454	0.5379	0.6732	0.5379	0.7334
No log	65.1429	456	0.5274	0.6888	0.5274	0.7262
No log	65.4286	458	0.5272	0.6796	0.5272	0.7261
No log	65.7143	460	0.5385	0.6325	0.5385	0.7338
No log	66.0	462	0.5594	0.6581	0.5594	0.7480
No log	66.2857	464	0.5959	0.6590	0.5959	0.7719
No log	66.5714	466	0.6068	0.6590	0.6068	0.7790
No log	66.8571	468	0.5811	0.6479	0.5811	0.7623
No log	67.1429	470	0.5550	0.6581	0.5550	0.7450
No log	67.4286	472	0.5382	0.6581	0.5382	0.7336
No log	67.7143	474	0.5247	0.6745	0.5247	0.7244
No log	68.0	476	0.5214	0.6737	0.5214	0.7221
No log	68.2857	478	0.5225	0.6737	0.5225	0.7228
No log	68.5714	480	0.5242	0.6737	0.5242	0.7240
No log	68.8571	482	0.5285	0.6778	0.5285	0.7270
No log	69.1429	484	0.5312	0.6644	0.5312	0.7288
No log	69.4286	486	0.5378	0.6644	0.5378	0.7334
No log	69.7143	488	0.5430	0.6581	0.5430	0.7369
No log	70.0	490	0.5397	0.6644	0.5397	0.7347
No log	70.2857	492	0.5347	0.6499	0.5347	0.7313
No log	70.5714	494	0.5343	0.6499	0.5343	0.7310
No log	70.8571	496	0.5343	0.6667	0.5343	0.7310
No log	71.1429	498	0.5334	0.6667	0.5334	0.7303
0.2218	71.4286	500	0.5331	0.6667	0.5331	0.7301
0.2218	71.7143	502	0.5342	0.6667	0.5342	0.7309
0.2218	72.0	504	0.5387	0.6499	0.5387	0.7340
0.2218	72.2857	506	0.5468	0.6581	0.5468	0.7395
0.2218	72.5714	508	0.5547	0.6581	0.5547	0.7448
0.2218	72.8571	510	0.5591	0.6479	0.5591	0.7477

Framework versions

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