ArabicNewSplits7_OSS_usingWellWrittenEssays_FineTuningAraBERT_run1_AugV5_k1_task1_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: 1.0580
• Qwk: 0.6131
• Mse: 1.0580
• Rmse: 1.0286

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	0.25	2	6.0434	0.0261	6.0434	2.4583
No log	0.5	4	3.9893	0.1429	3.9893	1.9973
No log	0.75	6	2.6914	0.0500	2.6914	1.6406
No log	1.0	8	1.9588	0.0984	1.9588	1.3996
No log	1.25	10	1.7472	0.1111	1.7472	1.3218
No log	1.5	12	1.6663	0.0917	1.6663	1.2908
No log	1.75	14	1.6471	0.1416	1.6471	1.2834
No log	2.0	16	1.5418	0.1333	1.5418	1.2417
No log	2.25	18	1.4940	0.1714	1.4940	1.2223
No log	2.5	20	1.4679	0.1346	1.4679	1.2116
No log	2.75	22	1.3960	0.1905	1.3960	1.1815
No log	3.0	24	1.3620	0.2963	1.3620	1.1671
No log	3.25	26	1.3401	0.4655	1.3401	1.1576
No log	3.5	28	1.1229	0.5854	1.1229	1.0597
No log	3.75	30	1.1577	0.56	1.1577	1.0760
No log	4.0	32	1.3164	0.4762	1.3164	1.1473
No log	4.25	34	1.0964	0.5781	1.0964	1.0471
No log	4.5	36	0.9775	0.6316	0.9775	0.9887
No log	4.75	38	1.1159	0.5846	1.1159	1.0564
No log	5.0	40	1.1260	0.5581	1.1260	1.0611
No log	5.25	42	1.1567	0.5271	1.1567	1.0755
No log	5.5	44	1.3267	0.4580	1.3267	1.1518
No log	5.75	46	1.1694	0.5512	1.1694	1.0814
No log	6.0	48	0.8457	0.6571	0.8457	0.9196
No log	6.25	50	0.8401	0.6475	0.8401	0.9166
No log	6.5	52	0.8524	0.6569	0.8524	0.9233
No log	6.75	54	0.9563	0.6619	0.9563	0.9779
No log	7.0	56	1.6587	0.3741	1.6587	1.2879
No log	7.25	58	1.7114	0.3546	1.7114	1.3082
No log	7.5	60	1.1264	0.5379	1.1264	1.0613
No log	7.75	62	0.7990	0.7273	0.7990	0.8938
No log	8.0	64	0.7380	0.6993	0.7380	0.8591
No log	8.25	66	0.8104	0.7234	0.8104	0.9002
No log	8.5	68	1.1166	0.5793	1.1166	1.0567
No log	8.75	70	1.2192	0.5286	1.2192	1.1042
No log	9.0	72	1.0648	0.5846	1.0648	1.0319
No log	9.25	74	1.1797	0.5271	1.1797	1.0862
No log	9.5	76	1.1183	0.5271	1.1183	1.0575
No log	9.75	78	1.0274	0.6462	1.0274	1.0136
No log	10.0	80	0.9583	0.6562	0.9583	0.9789
No log	10.25	82	0.8749	0.6512	0.8749	0.9354
No log	10.5	84	0.8730	0.6716	0.8730	0.9344
No log	10.75	86	1.0355	0.5694	1.0355	1.0176
No log	11.0	88	1.3525	0.5698	1.3525	1.1630
No log	11.25	90	1.2799	0.5195	1.2799	1.1313
No log	11.5	92	1.2196	0.5034	1.2196	1.1043
No log	11.75	94	1.0260	0.6119	1.0260	1.0129
No log	12.0	96	1.0012	0.5556	1.0012	1.0006
No log	12.25	98	1.0046	0.6308	1.0046	1.0023
No log	12.5	100	1.1427	0.4964	1.1427	1.0689
No log	12.75	102	1.2576	0.4755	1.2576	1.1214
No log	13.0	104	1.2733	0.4966	1.2733	1.1284
No log	13.25	106	1.0226	0.6618	1.0226	1.0112
No log	13.5	108	0.9201	0.7194	0.9201	0.9592
No log	13.75	110	0.9727	0.6259	0.9727	0.9862
No log	14.0	112	0.9704	0.6216	0.9704	0.9851
No log	14.25	114	0.8100	0.7034	0.8100	0.9000
No log	14.5	116	0.8216	0.6620	0.8216	0.9064
No log	14.75	118	1.0284	0.5926	1.0284	1.0141
No log	15.0	120	1.1467	0.5850	1.1467	1.0708
No log	15.25	122	1.0504	0.6111	1.0504	1.0249
No log	15.5	124	0.8948	0.6618	0.8948	0.9460
No log	15.75	126	0.9033	0.6508	0.9033	0.9504
No log	16.0	128	0.9267	0.6032	0.9267	0.9627
No log	16.25	130	1.0021	0.6107	1.0021	1.0011
No log	16.5	132	1.0232	0.5938	1.0232	1.0116
No log	16.75	134	1.0181	0.6429	1.0181	1.0090
No log	17.0	136	1.0595	0.6093	1.0595	1.0293
No log	17.25	138	1.0922	0.6104	1.0922	1.0451
No log	17.5	140	0.9201	0.6667	0.9201	0.9592
No log	17.75	142	0.8927	0.7361	0.8927	0.9448
No log	18.0	144	1.0840	0.6216	1.0840	1.0411
No log	18.25	146	1.0815	0.6111	1.0815	1.0400
No log	18.5	148	0.8133	0.7068	0.8133	0.9018
No log	18.75	150	0.7630	0.6767	0.7630	0.8735
No log	19.0	152	0.7418	0.7	0.7418	0.8613
No log	19.25	154	0.7183	0.7518	0.7183	0.8475
No log	19.5	156	0.9407	0.6351	0.9407	0.9699
No log	19.75	158	1.1308	0.6194	1.1308	1.0634
No log	20.0	160	1.0770	0.6	1.0770	1.0378
No log	20.25	162	1.2141	0.5828	1.2141	1.1019
No log	20.5	164	1.0783	0.6143	1.0783	1.0384
No log	20.75	166	0.9227	0.6466	0.9227	0.9605
No log	21.0	168	0.8481	0.6950	0.8481	0.9209
No log	21.25	170	0.9505	0.6710	0.9505	0.9750
No log	21.5	172	1.1145	0.625	1.1145	1.0557
No log	21.75	174	1.3307	0.5714	1.3307	1.1536
No log	22.0	176	1.4338	0.5093	1.4338	1.1974
No log	22.25	178	1.3464	0.5590	1.3464	1.1603
No log	22.5	180	1.0743	0.5816	1.0743	1.0365
No log	22.75	182	0.8602	0.6963	0.8602	0.9275
No log	23.0	184	0.8335	0.6822	0.8335	0.9130
No log	23.25	186	0.8319	0.6614	0.8319	0.9121
No log	23.5	188	0.8881	0.6667	0.8881	0.9424
No log	23.75	190	1.0436	0.5778	1.0436	1.0216
No log	24.0	192	1.1918	0.5816	1.1918	1.0917
No log	24.25	194	1.0548	0.6099	1.0548	1.0270
No log	24.5	196	0.8004	0.6944	0.8004	0.8946
No log	24.75	198	0.6809	0.75	0.6809	0.8252
No log	25.0	200	0.6927	0.7413	0.6927	0.8323
No log	25.25	202	0.7597	0.7376	0.7597	0.8716
No log	25.5	204	0.9863	0.5714	0.9863	0.9931
No log	25.75	206	1.5548	0.5363	1.5548	1.2469
No log	26.0	208	1.9109	0.4848	1.9109	1.3823
No log	26.25	210	1.8090	0.4516	1.8090	1.3450
No log	26.5	212	1.4038	0.4744	1.4038	1.1848
No log	26.75	214	1.0982	0.6015	1.0982	1.0479
No log	27.0	216	0.9441	0.64	0.9441	0.9716
No log	27.25	218	0.8690	0.6508	0.8690	0.9322
No log	27.5	220	0.8980	0.6522	0.8980	0.9476
No log	27.75	222	0.9651	0.6232	0.9651	0.9824
No log	28.0	224	1.0026	0.6029	1.0026	1.0013
No log	28.25	226	0.9311	0.6377	0.9311	0.9649
No log	28.5	228	0.7594	0.6901	0.7594	0.8714
No log	28.75	230	0.6972	0.7211	0.6972	0.8350
No log	29.0	232	0.8108	0.6667	0.8108	0.9005
No log	29.25	234	0.8886	0.6667	0.8886	0.9426
No log	29.5	236	0.8329	0.6846	0.8329	0.9126
No log	29.75	238	0.9348	0.6133	0.9348	0.9669
No log	30.0	240	1.0132	0.6065	1.0132	1.0066
No log	30.25	242	0.9766	0.6040	0.9766	0.9883
No log	30.5	244	0.8360	0.6714	0.8360	0.9143
No log	30.75	246	0.7462	0.7101	0.7462	0.8638
No log	31.0	248	0.7229	0.7059	0.7229	0.8502
No log	31.25	250	0.7320	0.7194	0.7320	0.8556
No log	31.5	252	0.8151	0.6853	0.8151	0.9028
No log	31.75	254	0.9163	0.6207	0.9163	0.9572
No log	32.0	256	1.0681	0.5811	1.0681	1.0335
No log	32.25	258	1.2252	0.5342	1.2252	1.1069
No log	32.5	260	1.0575	0.6197	1.0575	1.0283
No log	32.75	262	0.8359	0.7101	0.8359	0.9143
No log	33.0	264	0.7626	0.7023	0.7626	0.8732
No log	33.25	266	0.7741	0.7068	0.7741	0.8798
No log	33.5	268	0.8100	0.7068	0.8100	0.9000
No log	33.75	270	0.8567	0.6963	0.8567	0.9256
No log	34.0	272	0.9446	0.6269	0.9446	0.9719
No log	34.25	274	0.9539	0.6475	0.9539	0.9767
No log	34.5	276	0.8931	0.6714	0.8931	0.9450
No log	34.75	278	0.8309	0.7023	0.8309	0.9115
No log	35.0	280	0.8487	0.7023	0.8487	0.9212
No log	35.25	282	0.9441	0.6619	0.9441	0.9717
No log	35.5	284	1.0647	0.6471	1.0647	1.0319
No log	35.75	286	1.0482	0.6308	1.0482	1.0238
No log	36.0	288	1.0268	0.624	1.0268	1.0133
No log	36.25	290	1.0085	0.6129	1.0085	1.0042
No log	36.5	292	1.0605	0.6308	1.0605	1.0298
No log	36.75	294	1.1918	0.5674	1.1918	1.0917
No log	37.0	296	1.3213	0.5	1.3213	1.1495
No log	37.25	298	1.2890	0.5161	1.2890	1.1354
No log	37.5	300	1.1634	0.5676	1.1634	1.0786
No log	37.75	302	0.9560	0.6716	0.9560	0.9777
No log	38.0	304	0.8738	0.6815	0.8738	0.9348
No log	38.25	306	0.8495	0.6715	0.8495	0.9217
No log	38.5	308	0.8580	0.6809	0.8580	0.9263
No log	38.75	310	0.9014	0.6294	0.9014	0.9494
No log	39.0	312	0.8705	0.6809	0.8705	0.9330
No log	39.25	314	0.7634	0.6957	0.7634	0.8737
No log	39.5	316	0.7352	0.7153	0.7352	0.8574
No log	39.75	318	0.7603	0.6957	0.7603	0.8719
No log	40.0	320	0.8175	0.6950	0.8175	0.9041
No log	40.25	322	0.9782	0.6503	0.9782	0.9890
No log	40.5	324	1.0370	0.6514	1.0370	1.0183
No log	40.75	326	0.8475	0.6708	0.8475	0.9206
No log	41.0	328	0.7110	0.7075	0.7110	0.8432
No log	41.25	330	0.7380	0.6842	0.7380	0.8591
No log	41.5	332	0.8417	0.6957	0.8417	0.9175
No log	41.75	334	0.7915	0.6755	0.7915	0.8897
No log	42.0	336	0.8554	0.6383	0.8554	0.9249
No log	42.25	338	0.8519	0.6765	0.8519	0.9230
No log	42.5	340	0.8469	0.6812	0.8469	0.9203
No log	42.75	342	0.8243	0.6912	0.8243	0.9079
No log	43.0	344	0.8631	0.6912	0.8631	0.9290
No log	43.25	346	0.9410	0.6715	0.9410	0.9700
No log	43.5	348	1.0106	0.6277	1.0106	1.0053
No log	43.75	350	0.9939	0.6471	0.9939	0.9969
No log	44.0	352	0.9523	0.6618	0.9523	0.9759
No log	44.25	354	0.9637	0.6618	0.9637	0.9817
No log	44.5	356	1.0042	0.6471	1.0042	1.0021
No log	44.75	358	1.0852	0.6232	1.0852	1.0417
No log	45.0	360	1.2444	0.525	1.2444	1.1155
No log	45.25	362	1.3566	0.5424	1.3566	1.1647
No log	45.5	364	1.3405	0.5424	1.3405	1.1578
No log	45.75	366	1.2306	0.5342	1.2306	1.1093
No log	46.0	368	0.9911	0.6383	0.9911	0.9955
No log	46.25	370	0.8483	0.6716	0.8483	0.9210
No log	46.5	372	0.8155	0.6716	0.8155	0.9031
No log	46.75	374	0.8317	0.6716	0.8317	0.9120
No log	47.0	376	0.9380	0.6525	0.9380	0.9685
No log	47.25	378	1.0442	0.6667	1.0442	1.0219
No log	47.5	380	0.9907	0.6533	0.9907	0.9953
No log	47.75	382	0.8545	0.6957	0.8545	0.9244
No log	48.0	384	0.7984	0.7153	0.7984	0.8935
No log	48.25	386	0.8040	0.7164	0.8040	0.8967
No log	48.5	388	0.8079	0.7164	0.8079	0.8988
No log	48.75	390	0.7967	0.7164	0.7967	0.8926
No log	49.0	392	0.8132	0.7153	0.8132	0.9018
No log	49.25	394	0.8581	0.7153	0.8581	0.9263
No log	49.5	396	0.9294	0.6429	0.9294	0.9640
No log	49.75	398	0.9568	0.6277	0.9568	0.9781
No log	50.0	400	0.9593	0.6277	0.9593	0.9795
No log	50.25	402	0.9249	0.6667	0.9249	0.9617
No log	50.5	404	0.8882	0.7121	0.8882	0.9424
No log	50.75	406	0.8933	0.7194	0.8933	0.9451
No log	51.0	408	0.9321	0.6475	0.9321	0.9655
No log	51.25	410	0.9890	0.5942	0.9890	0.9945
No log	51.5	412	1.0307	0.5972	1.0307	1.0152
No log	51.75	414	0.9892	0.5926	0.9892	0.9946
No log	52.0	416	0.9504	0.6222	0.9504	0.9749
No log	52.25	418	0.9264	0.6567	0.9264	0.9625
No log	52.5	420	0.8731	0.6716	0.8731	0.9344
No log	52.75	422	0.8332	0.6963	0.8332	0.9128
No log	53.0	424	0.7815	0.7299	0.7815	0.8840
No log	53.25	426	0.7639	0.7391	0.7639	0.8740
No log	53.5	428	0.7904	0.7299	0.7904	0.8891
No log	53.75	430	0.8083	0.7083	0.8083	0.8990
No log	54.0	432	0.8071	0.7092	0.8071	0.8984
No log	54.25	434	0.8213	0.7101	0.8213	0.9062
No log	54.5	436	0.8386	0.7101	0.8386	0.9158
No log	54.75	438	0.8172	0.7391	0.8172	0.9040
No log	55.0	440	0.7935	0.7259	0.7935	0.8908
No log	55.25	442	0.8106	0.6963	0.8106	0.9004
No log	55.5	444	0.8529	0.6716	0.8529	0.9235
No log	55.75	446	0.9613	0.6423	0.9613	0.9804
No log	56.0	448	1.1032	0.5526	1.1032	1.0503
No log	56.25	450	1.1277	0.5676	1.1277	1.0619
No log	56.5	452	1.0341	0.6187	1.0341	1.0169
No log	56.75	454	0.9163	0.6370	0.9163	0.9572
No log	57.0	456	0.8363	0.6917	0.8363	0.9145
No log	57.25	458	0.8126	0.7299	0.8126	0.9014
No log	57.5	460	0.8046	0.7299	0.8046	0.8970
No log	57.75	462	0.8150	0.7286	0.8150	0.9028
No log	58.0	464	0.8306	0.6715	0.8306	0.9114
No log	58.25	466	0.8860	0.6528	0.8860	0.9413
No log	58.5	468	0.9279	0.6621	0.9279	0.9633
No log	58.75	470	0.9801	0.6294	0.9801	0.9900
No log	59.0	472	0.9580	0.6286	0.9580	0.9788
No log	59.25	474	0.9449	0.6471	0.9449	0.9721
No log	59.5	476	0.9457	0.6466	0.9457	0.9725
No log	59.75	478	0.9064	0.7015	0.9064	0.9520
No log	60.0	480	0.9013	0.7015	0.9013	0.9494
No log	60.25	482	0.9293	0.6131	0.9293	0.9640
No log	60.5	484	1.0466	0.5931	1.0466	1.0231
No log	60.75	486	1.2370	0.5509	1.2370	1.1122
No log	61.0	488	1.3091	0.5325	1.3091	1.1442
No log	61.25	490	1.2488	0.5325	1.2488	1.1175
No log	61.5	492	1.1442	0.5455	1.1442	1.0697
No log	61.75	494	1.0592	0.5714	1.0592	1.0292
No log	62.0	496	0.9891	0.6259	0.9891	0.9945
No log	62.25	498	1.0005	0.6301	1.0005	1.0002
0.3118	62.5	500	0.9967	0.6301	0.9967	0.9983
0.3118	62.75	502	1.0340	0.6301	1.0340	1.0169
0.3118	63.0	504	1.1171	0.5931	1.1171	1.0569
0.3118	63.25	506	1.1605	0.5931	1.1605	1.0773
0.3118	63.5	508	1.1307	0.5899	1.1307	1.0633
0.3118	63.75	510	1.0580	0.6131	1.0580	1.0286

Framework versions

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