ArabicNewSplits7_FineTuningAraBERT_run1_AugV5_k6_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: 0.5961
• Qwk: 0.6719
• Mse: 0.5961
• Rmse: 0.7721

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	0.1176	2	4.0158	0.0069	4.0158	2.0039
No log	0.2353	4	2.1220	0.0631	2.1220	1.4567
No log	0.3529	6	1.2734	0.0878	1.2734	1.1285
No log	0.4706	8	1.0964	0.3666	1.0964	1.0471
No log	0.5882	10	1.0283	0.2161	1.0283	1.0140
No log	0.7059	12	1.1688	0.1101	1.1688	1.0811
No log	0.8235	14	1.2591	-0.0598	1.2591	1.1221
No log	0.9412	16	1.3923	-0.1273	1.3923	1.1800
No log	1.0588	18	1.5675	-0.0411	1.5675	1.2520
No log	1.1765	20	1.7316	0.0140	1.7316	1.3159
No log	1.2941	22	1.4309	-0.0411	1.4309	1.1962
No log	1.4118	24	1.1657	0.0249	1.1657	1.0797
No log	1.5294	26	1.1034	0.1313	1.1034	1.0504
No log	1.6471	28	1.0780	0.2236	1.0780	1.0383
No log	1.7647	30	1.0633	0.2081	1.0633	1.0312
No log	1.8824	32	1.0326	0.2135	1.0326	1.0162
No log	2.0	34	1.0321	0.3332	1.0321	1.0159
No log	2.1176	36	1.0370	0.3171	1.0370	1.0183
No log	2.2353	38	1.0014	0.3026	1.0014	1.0007
No log	2.3529	40	0.9978	0.2635	0.9978	0.9989
No log	2.4706	42	0.9627	0.2969	0.9627	0.9812
No log	2.5882	44	0.8318	0.4709	0.8318	0.9120
No log	2.7059	46	0.8235	0.4928	0.8235	0.9075
No log	2.8235	48	0.9445	0.3920	0.9445	0.9719
No log	2.9412	50	0.8550	0.4555	0.8550	0.9247
No log	3.0588	52	0.7663	0.4660	0.7663	0.8754
No log	3.1765	54	0.7738	0.5054	0.7738	0.8797
No log	3.2941	56	0.8575	0.4638	0.8575	0.9260
No log	3.4118	58	0.8239	0.4641	0.8239	0.9077
No log	3.5294	60	0.6931	0.5016	0.6931	0.8325
No log	3.6471	62	1.0092	0.4565	1.0092	1.0046
No log	3.7647	64	1.3717	0.1533	1.3717	1.1712
No log	3.8824	66	1.0712	0.3814	1.0712	1.0350
No log	4.0	68	0.7674	0.5439	0.7674	0.8760
No log	4.1176	70	0.7846	0.5971	0.7846	0.8857
No log	4.2353	72	1.1365	0.3392	1.1365	1.0661
No log	4.3529	74	1.0105	0.4787	1.0105	1.0052
No log	4.4706	76	0.6873	0.6174	0.6873	0.8291
No log	4.5882	78	0.7406	0.5735	0.7406	0.8606
No log	4.7059	80	0.7874	0.5425	0.7874	0.8874
No log	4.8235	82	0.8171	0.5745	0.8171	0.9039
No log	4.9412	84	0.7422	0.5504	0.7422	0.8615
No log	5.0588	86	0.6660	0.5809	0.6660	0.8161
No log	5.1765	88	0.6823	0.6089	0.6823	0.8260
No log	5.2941	90	0.6537	0.6104	0.6537	0.8085
No log	5.4118	92	0.6727	0.5660	0.6727	0.8202
No log	5.5294	94	0.6515	0.6196	0.6515	0.8072
No log	5.6471	96	0.7914	0.5530	0.7914	0.8896
No log	5.7647	98	0.9577	0.5541	0.9577	0.9786
No log	5.8824	100	0.8684	0.5833	0.8684	0.9319
No log	6.0	102	0.6806	0.6302	0.6806	0.8250
No log	6.1176	104	0.6658	0.6177	0.6658	0.8159
No log	6.2353	106	0.6514	0.5990	0.6514	0.8071
No log	6.3529	108	0.7160	0.5770	0.7160	0.8462
No log	6.4706	110	1.0505	0.3704	1.0505	1.0249
No log	6.5882	112	1.0780	0.3631	1.0780	1.0383
No log	6.7059	114	0.7891	0.5895	0.7891	0.8883
No log	6.8235	116	0.7365	0.4974	0.7365	0.8582
No log	6.9412	118	1.0015	0.4578	1.0015	1.0007
No log	7.0588	120	1.0136	0.4960	1.0136	1.0068
No log	7.1765	122	0.8290	0.5039	0.8290	0.9105
No log	7.2941	124	0.6957	0.5446	0.6957	0.8341
No log	7.4118	126	0.6837	0.5582	0.6837	0.8268
No log	7.5294	128	0.6923	0.5446	0.6923	0.8321
No log	7.6471	130	0.7714	0.5292	0.7714	0.8783
No log	7.7647	132	0.7678	0.4948	0.7678	0.8762
No log	7.8824	134	0.6783	0.6066	0.6783	0.8236
No log	8.0	136	0.6732	0.6334	0.6732	0.8205
No log	8.1176	138	0.6727	0.6410	0.6727	0.8202
No log	8.2353	140	0.6887	0.6418	0.6887	0.8299
No log	8.3529	142	0.7125	0.6286	0.7125	0.8441
No log	8.4706	144	0.6639	0.6452	0.6639	0.8148
No log	8.5882	146	0.6209	0.6508	0.6209	0.7880
No log	8.7059	148	0.6293	0.6045	0.6293	0.7933
No log	8.8235	150	0.7608	0.5853	0.7608	0.8722
No log	8.9412	152	0.8070	0.5378	0.8070	0.8983
No log	9.0588	154	0.6937	0.5976	0.6937	0.8329
No log	9.1765	156	0.5906	0.6078	0.5906	0.7685
No log	9.2941	158	0.5930	0.6455	0.5930	0.7701
No log	9.4118	160	0.7434	0.6493	0.7434	0.8622
No log	9.5294	162	0.6706	0.6502	0.6706	0.8189
No log	9.6471	164	0.5530	0.7308	0.5530	0.7436
No log	9.7647	166	0.5905	0.6525	0.5905	0.7684
No log	9.8824	168	0.5664	0.6164	0.5664	0.7526
No log	10.0	170	0.6170	0.6422	0.6170	0.7855
No log	10.1176	172	0.6785	0.5559	0.6785	0.8237
No log	10.2353	174	0.6733	0.5088	0.6733	0.8206
No log	10.3529	176	0.6610	0.5559	0.6610	0.8130
No log	10.4706	178	0.6005	0.5921	0.6005	0.7749
No log	10.5882	180	0.5577	0.6593	0.5577	0.7468
No log	10.7059	182	0.5408	0.7218	0.5408	0.7354
No log	10.8235	184	0.5504	0.6948	0.5504	0.7419
No log	10.9412	186	0.5602	0.6948	0.5602	0.7485
No log	11.0588	188	0.5614	0.6704	0.5614	0.7493
No log	11.1765	190	0.5789	0.6460	0.5789	0.7608
No log	11.2941	192	0.5956	0.6252	0.5956	0.7718
No log	11.4118	194	0.6386	0.5798	0.6386	0.7991
No log	11.5294	196	0.6410	0.5798	0.6410	0.8006
No log	11.6471	198	0.6445	0.5798	0.6445	0.8028
No log	11.7647	200	0.6231	0.6154	0.6231	0.7894
No log	11.8824	202	0.6005	0.5988	0.6005	0.7749
No log	12.0	204	0.5969	0.6205	0.5969	0.7726
No log	12.1176	206	0.5773	0.6896	0.5773	0.7598
No log	12.2353	208	0.6513	0.6340	0.6513	0.8071
No log	12.3529	210	0.6994	0.6301	0.6994	0.8363
No log	12.4706	212	0.6117	0.6685	0.6117	0.7821
No log	12.5882	214	0.5772	0.6737	0.5772	0.7597
No log	12.7059	216	0.5873	0.7025	0.5873	0.7664
No log	12.8235	218	0.5745	0.7124	0.5745	0.7579
No log	12.9412	220	0.6058	0.6347	0.6058	0.7783
No log	13.0588	222	0.6292	0.6128	0.6292	0.7932
No log	13.1765	224	0.5940	0.6414	0.5940	0.7707
No log	13.2941	226	0.5786	0.7124	0.5786	0.7607
No log	13.4118	228	0.5772	0.6854	0.5772	0.7597
No log	13.5294	230	0.5876	0.6217	0.5876	0.7665
No log	13.6471	232	0.6499	0.5869	0.6499	0.8061
No log	13.7647	234	0.7178	0.5521	0.7178	0.8473
No log	13.8824	236	0.6717	0.4974	0.6717	0.8196
No log	14.0	238	0.6093	0.5785	0.6093	0.7806
No log	14.1176	240	0.6095	0.6891	0.6095	0.7807
No log	14.2353	242	0.6910	0.6397	0.6910	0.8312
No log	14.3529	244	0.7115	0.6474	0.7115	0.8435
No log	14.4706	246	0.6928	0.6474	0.6928	0.8324
No log	14.5882	248	0.6260	0.7131	0.6260	0.7912
No log	14.7059	250	0.6156	0.6581	0.6156	0.7846
No log	14.8235	252	0.6547	0.6284	0.6547	0.8091
No log	14.9412	254	0.7039	0.5595	0.7039	0.8390
No log	15.0588	256	0.6812	0.5614	0.6812	0.8253
No log	15.1765	258	0.6385	0.6177	0.6385	0.7990
No log	15.2941	260	0.5883	0.6389	0.5883	0.7670
No log	15.4118	262	0.5786	0.6499	0.5786	0.7606
No log	15.5294	264	0.5719	0.6764	0.5719	0.7562
No log	15.6471	266	0.5751	0.6572	0.5751	0.7583
No log	15.7647	268	0.5941	0.6314	0.5941	0.7708
No log	15.8824	270	0.6144	0.6228	0.6144	0.7839
No log	16.0	272	0.6634	0.6118	0.6634	0.8145
No log	16.1176	274	0.6629	0.6118	0.6629	0.8142
No log	16.2353	276	0.6585	0.5678	0.6585	0.8115
No log	16.3529	278	0.6479	0.5602	0.6479	0.8049
No log	16.4706	280	0.6585	0.5597	0.6585	0.8115
No log	16.5882	282	0.6852	0.5585	0.6852	0.8278
No log	16.7059	284	0.7501	0.5062	0.7501	0.8661
No log	16.8235	286	0.7752	0.5358	0.7752	0.8804
No log	16.9412	288	0.7398	0.5686	0.7398	0.8601
No log	17.0588	290	0.6624	0.6240	0.6624	0.8139
No log	17.1765	292	0.5985	0.6063	0.5985	0.7736
No log	17.2941	294	0.5698	0.6133	0.5698	0.7549
No log	17.4118	296	0.5769	0.5822	0.5769	0.7595
No log	17.5294	298	0.6042	0.5937	0.6042	0.7773
No log	17.6471	300	0.6323	0.5495	0.6323	0.7952
No log	17.7647	302	0.6383	0.5363	0.6383	0.7989
No log	17.8824	304	0.6399	0.5348	0.6399	0.8000
No log	18.0	306	0.6520	0.6112	0.6520	0.8075
No log	18.1176	308	0.6791	0.5964	0.6791	0.8241
No log	18.2353	310	0.6825	0.5948	0.6825	0.8261
No log	18.3529	312	0.6594	0.5996	0.6594	0.8120
No log	18.4706	314	0.6595	0.5785	0.6595	0.8121
No log	18.5882	316	0.6700	0.5786	0.6700	0.8186
No log	18.7059	318	0.7000	0.5751	0.7000	0.8367
No log	18.8235	320	0.7257	0.5739	0.7257	0.8519
No log	18.9412	322	0.7048	0.5860	0.7048	0.8395
No log	19.0588	324	0.6405	0.6305	0.6405	0.8003
No log	19.1765	326	0.6139	0.5913	0.6139	0.7835
No log	19.2941	328	0.6210	0.6374	0.6210	0.7880
No log	19.4118	330	0.6247	0.6535	0.6247	0.7904
No log	19.5294	332	0.6160	0.6507	0.6160	0.7849
No log	19.6471	334	0.6377	0.6122	0.6377	0.7986
No log	19.7647	336	0.6659	0.5552	0.6659	0.8160
No log	19.8824	338	0.6649	0.5572	0.6649	0.8154
No log	20.0	340	0.6508	0.5232	0.6508	0.8067
No log	20.1176	342	0.6470	0.5373	0.6470	0.8043
No log	20.2353	344	0.6732	0.5552	0.6732	0.8205
No log	20.3529	346	0.6884	0.5552	0.6884	0.8297
No log	20.4706	348	0.6974	0.5208	0.6974	0.8351
No log	20.5882	350	0.6642	0.5510	0.6642	0.8150
No log	20.7059	352	0.6571	0.5725	0.6571	0.8106
No log	20.8235	354	0.6576	0.6078	0.6576	0.8109
No log	20.9412	356	0.6910	0.5697	0.6910	0.8313
No log	21.0588	358	0.6933	0.5697	0.6933	0.8326
No log	21.1765	360	0.6527	0.5971	0.6527	0.8079
No log	21.2941	362	0.6459	0.5510	0.6459	0.8037
No log	21.4118	364	0.6797	0.5558	0.6797	0.8245
No log	21.5294	366	0.6745	0.5558	0.6745	0.8213
No log	21.6471	368	0.6493	0.5797	0.6493	0.8058
No log	21.7647	370	0.6368	0.6164	0.6368	0.7980
No log	21.8824	372	0.6423	0.6452	0.6423	0.8014
No log	22.0	374	0.6449	0.6246	0.6449	0.8030
No log	22.1176	376	0.6357	0.6282	0.6357	0.7973
No log	22.2353	378	0.6457	0.5125	0.6457	0.8036
No log	22.3529	380	0.6580	0.5546	0.6580	0.8111
No log	22.4706	382	0.6706	0.5331	0.6706	0.8189
No log	22.5882	384	0.6673	0.5112	0.6673	0.8169
No log	22.7059	386	0.6573	0.5602	0.6573	0.8107
No log	22.8235	388	0.6390	0.5955	0.6390	0.7994
No log	22.9412	390	0.6205	0.6239	0.6205	0.7877
No log	23.0588	392	0.6143	0.6207	0.6143	0.7838
No log	23.1765	394	0.6070	0.6433	0.6070	0.7791
No log	23.2941	396	0.6083	0.6282	0.6083	0.7799
No log	23.4118	398	0.6249	0.5747	0.6249	0.7905
No log	23.5294	400	0.6327	0.5555	0.6327	0.7954
No log	23.6471	402	0.6222	0.5656	0.6222	0.7888
No log	23.7647	404	0.6026	0.6282	0.6026	0.7763
No log	23.8824	406	0.5944	0.6872	0.5944	0.7709
No log	24.0	408	0.6226	0.6872	0.6226	0.7890
No log	24.1176	410	0.6122	0.6838	0.6122	0.7824
No log	24.2353	412	0.5837	0.6909	0.5837	0.7640
No log	24.3529	414	0.5855	0.6770	0.5855	0.7652
No log	24.4706	416	0.5925	0.6452	0.5925	0.7698
No log	24.5882	418	0.5902	0.6246	0.5902	0.7682
No log	24.7059	420	0.5812	0.6770	0.5812	0.7624
No log	24.8235	422	0.5979	0.6872	0.5979	0.7732
No log	24.9412	424	0.6487	0.6109	0.6487	0.8054
No log	25.0588	426	0.6627	0.5912	0.6627	0.8141
No log	25.1765	428	0.6213	0.6575	0.6213	0.7882
No log	25.2941	430	0.5723	0.6724	0.5723	0.7565
No log	25.4118	432	0.5803	0.6312	0.5803	0.7618
No log	25.5294	434	0.6184	0.5805	0.6184	0.7864
No log	25.6471	436	0.6237	0.5805	0.6237	0.7897
No log	25.7647	438	0.5810	0.6052	0.5810	0.7623
No log	25.8824	440	0.5661	0.6616	0.5661	0.7524
No log	26.0	442	0.5935	0.6446	0.5935	0.7704
No log	26.1176	444	0.6011	0.6446	0.6011	0.7753
No log	26.2353	446	0.6304	0.6748	0.6304	0.7940
No log	26.3529	448	0.6561	0.6109	0.6561	0.8100
No log	26.4706	450	0.6407	0.5948	0.6407	0.8004
No log	26.5882	452	0.6054	0.6588	0.6054	0.7781
No log	26.7059	454	0.5867	0.6597	0.5867	0.7660
No log	26.8235	456	0.5845	0.6164	0.5845	0.7645
No log	26.9412	458	0.5849	0.6606	0.5849	0.7648
No log	27.0588	460	0.6099	0.6539	0.6099	0.7809
No log	27.1765	462	0.6290	0.6352	0.6290	0.7931
No log	27.2941	464	0.6713	0.6343	0.6713	0.8193
No log	27.4118	466	0.6725	0.6343	0.6725	0.8201
No log	27.5294	468	0.6629	0.6343	0.6629	0.8142
No log	27.6471	470	0.6273	0.6340	0.6273	0.7920
No log	27.7647	472	0.6102	0.6499	0.6102	0.7811
No log	27.8824	474	0.6090	0.6620	0.6090	0.7804
No log	28.0	476	0.5951	0.6620	0.5951	0.7714
No log	28.1176	478	0.5912	0.6620	0.5912	0.7689
No log	28.2353	480	0.5916	0.6620	0.5916	0.7692
No log	28.3529	482	0.6028	0.6688	0.6028	0.7764
No log	28.4706	484	0.5955	0.6688	0.5955	0.7717
No log	28.5882	486	0.5651	0.6681	0.5651	0.7517
No log	28.7059	488	0.5620	0.6708	0.5620	0.7497
No log	28.8235	490	0.5702	0.6862	0.5702	0.7551
No log	28.9412	492	0.5541	0.6753	0.5541	0.7444
No log	29.0588	494	0.5391	0.6364	0.5391	0.7343
No log	29.1765	496	0.5341	0.6681	0.5341	0.7308
No log	29.2941	498	0.5353	0.6681	0.5353	0.7317
0.2593	29.4118	500	0.5431	0.6788	0.5431	0.7369
0.2593	29.5294	502	0.5592	0.7102	0.5592	0.7478
0.2593	29.6471	504	0.5864	0.6688	0.5864	0.7657
0.2593	29.7647	506	0.6024	0.6569	0.6024	0.7761
0.2593	29.8824	508	0.6045	0.6188	0.6045	0.7775
0.2593	30.0	510	0.6089	0.6352	0.6089	0.7803
0.2593	30.1176	512	0.5961	0.6719	0.5961	0.7721

Framework versions

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