ArabicNewSplits7_FineTuningAraBERT_run3_AugV5_k4_task3_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: 0.8132
• Qwk: 0.0053
• Mse: 0.8132
• Rmse: 0.9018

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	0.1538	2	3.9708	0.0103	3.9708	1.9927
No log	0.3077	4	2.1363	0.0672	2.1363	1.4616
No log	0.4615	6	1.8444	0.0304	1.8444	1.3581
No log	0.6154	8	1.1100	-0.0423	1.1100	1.0536
No log	0.7692	10	0.6934	0.0506	0.6934	0.8327
No log	0.9231	12	0.7235	0.1021	0.7235	0.8506
No log	1.0769	14	0.8884	0.0378	0.8884	0.9425
No log	1.2308	16	1.0089	0.0083	1.0089	1.0044
No log	1.3846	18	1.2718	-0.0500	1.2718	1.1278
No log	1.5385	20	1.3198	-0.0500	1.3198	1.1488
No log	1.6923	22	1.3811	-0.0500	1.3811	1.1752
No log	1.8462	24	0.9302	0.0006	0.9302	0.9645
No log	2.0	26	0.7676	-0.0188	0.7676	0.8761
No log	2.1538	28	0.9214	-0.1261	0.9214	0.9599
No log	2.3077	30	1.2921	-0.0510	1.2921	1.1367
No log	2.4615	32	1.6775	-0.0029	1.6775	1.2952
No log	2.6154	34	1.3327	0.0	1.3327	1.1544
No log	2.7692	36	1.0668	0.0298	1.0668	1.0329
No log	2.9231	38	0.9820	-0.0677	0.9820	0.9909
No log	3.0769	40	0.8354	-0.0823	0.8354	0.9140
No log	3.2308	42	0.8198	-0.0812	0.8198	0.9054
No log	3.3846	44	0.8626	0.0377	0.8626	0.9288
No log	3.5385	46	0.7737	0.0549	0.7737	0.8796
No log	3.6923	48	0.8400	0.0377	0.8400	0.9165
No log	3.8462	50	0.7805	0.0628	0.7805	0.8835
No log	4.0	52	0.7994	0.0225	0.7994	0.8941
No log	4.1538	54	0.7891	-0.0240	0.7891	0.8883
No log	4.3077	56	0.9478	-0.0459	0.9478	0.9736
No log	4.4615	58	0.9848	-0.0474	0.9848	0.9924
No log	4.6154	60	0.7652	0.0807	0.7652	0.8747
No log	4.7692	62	0.7079	0.0506	0.7079	0.8413
No log	4.9231	64	0.6942	-0.0035	0.6942	0.8332
No log	5.0769	66	0.7809	0.1387	0.7809	0.8837
No log	5.2308	68	3.2431	-0.0160	3.2431	1.8009
No log	5.3846	70	2.9785	-0.0043	2.9785	1.7258
No log	5.5385	72	1.4982	0.0443	1.4982	1.2240
No log	5.6923	74	0.8540	0.0071	0.8540	0.9241
No log	5.8462	76	0.7598	-0.0679	0.7598	0.8717
No log	6.0	78	0.7304	-0.1223	0.7304	0.8546
No log	6.1538	80	0.7148	-0.1223	0.7148	0.8455
No log	6.3077	82	0.7373	0.0670	0.7373	0.8586
No log	6.4615	84	0.9605	-0.0425	0.9605	0.9801
No log	6.6154	86	1.0106	-0.1263	1.0106	1.0053
No log	6.7692	88	0.7292	0.1627	0.7292	0.8539
No log	6.9231	90	0.6975	0.0909	0.6975	0.8351
No log	7.0769	92	0.7237	0.0807	0.7237	0.8507
No log	7.2308	94	0.7847	0.1627	0.7847	0.8858
No log	7.3846	96	0.7506	0.0857	0.7506	0.8663
No log	7.5385	98	0.7671	0.0355	0.7671	0.8758
No log	7.6923	100	0.8346	0.0807	0.8346	0.9135
No log	7.8462	102	0.9682	-0.0767	0.9682	0.9840
No log	8.0	104	0.8174	0.0807	0.8174	0.9041
No log	8.1538	106	0.7734	-0.0385	0.7734	0.8794
No log	8.3077	108	0.7034	-0.0035	0.7034	0.8387
No log	8.4615	110	0.8185	0.0099	0.8185	0.9047
No log	8.6154	112	1.1170	-0.0236	1.1170	1.0569
No log	8.7692	114	1.1309	-0.0236	1.1309	1.0634
No log	8.9231	116	0.8331	0.0071	0.8331	0.9128
No log	9.0769	118	0.7435	0.0374	0.7435	0.8622
No log	9.2308	120	0.7915	0.0318	0.7915	0.8897
No log	9.3846	122	0.9118	-0.1580	0.9118	0.9549
No log	9.5385	124	1.0049	-0.0347	1.0049	1.0024
No log	9.6923	126	1.0544	-0.0612	1.0544	1.0268
No log	9.8462	128	1.0842	-0.0960	1.0842	1.0413
No log	10.0	130	1.1503	-0.1783	1.1503	1.0725
No log	10.1538	132	1.0450	-0.1405	1.0450	1.0223
No log	10.3077	134	0.9704	-0.1086	0.9704	0.9851
No log	10.4615	136	1.0052	-0.1633	1.0052	1.0026
No log	10.6154	138	1.1474	-0.1628	1.1474	1.0712
No log	10.7692	140	1.0250	-0.1234	1.0250	1.0124
No log	10.9231	142	0.9430	0.0913	0.9430	0.9711
No log	11.0769	144	0.9414	-0.1449	0.9414	0.9703
No log	11.2308	146	1.1714	-0.0079	1.1714	1.0823
No log	11.3846	148	1.0065	-0.1152	1.0065	1.0032
No log	11.5385	150	0.8595	0.1218	0.8595	0.9271
No log	11.6923	152	0.8601	0.1038	0.8601	0.9274
No log	11.8462	154	0.8519	0.1299	0.8519	0.9230
No log	12.0	156	0.9099	-0.0322	0.9099	0.9539
No log	12.1538	158	0.9110	-0.0799	0.9110	0.9545
No log	12.3077	160	0.8165	-0.0355	0.8165	0.9036
No log	12.4615	162	0.7659	0.0394	0.7659	0.8751
No log	12.6154	164	0.8297	0.0570	0.8297	0.9109
No log	12.7692	166	0.8429	0.0764	0.8429	0.9181
No log	12.9231	168	1.0406	0.0348	1.0406	1.0201
No log	13.0769	170	0.9605	0.0109	0.9605	0.9801
No log	13.2308	172	0.9787	0.0007	0.9787	0.9893
No log	13.3846	174	1.0668	-0.0154	1.0668	1.0329
No log	13.5385	176	0.9080	0.0623	0.9080	0.9529
No log	13.6923	178	0.8728	-0.0156	0.8728	0.9342
No log	13.8462	180	1.0764	0.0250	1.0764	1.0375
No log	14.0	182	0.9451	0.0711	0.9451	0.9722
No log	14.1538	184	0.7931	-0.0506	0.7931	0.8906
No log	14.3077	186	0.9090	0.0350	0.9090	0.9534
No log	14.4615	188	0.8975	0.0699	0.8975	0.9474
No log	14.6154	190	0.8015	-0.0849	0.8015	0.8953
No log	14.7692	192	0.8274	0.1049	0.8274	0.9096
No log	14.9231	194	0.9031	-0.0008	0.9031	0.9503
No log	15.0769	196	0.8655	0.0909	0.8655	0.9303
No log	15.2308	198	0.7943	0.1340	0.7943	0.8913
No log	15.3846	200	0.8367	0.0603	0.8367	0.9147
No log	15.5385	202	0.8694	0.0916	0.8694	0.9324
No log	15.6923	204	0.8880	0.0245	0.8880	0.9423
No log	15.8462	206	0.8676	0.0584	0.8676	0.9315
No log	16.0	208	0.8287	0.1092	0.8287	0.9103
No log	16.1538	210	0.8334	0.1224	0.8334	0.9129
No log	16.3077	212	0.8545	0.0362	0.8545	0.9244
No log	16.4615	214	0.8768	0.0661	0.8769	0.9364
No log	16.6154	216	0.9349	0.0563	0.9349	0.9669
No log	16.7692	218	0.9561	0.0236	0.9561	0.9778
No log	16.9231	220	0.9146	0.0392	0.9146	0.9563
No log	17.0769	222	0.8491	0.0741	0.8491	0.9215
No log	17.2308	224	0.8859	-0.0373	0.8859	0.9412
No log	17.3846	226	0.9416	-0.0033	0.9416	0.9703
No log	17.5385	228	0.8590	-0.0373	0.8590	0.9268
No log	17.6923	230	0.7808	0.0412	0.7808	0.8836
No log	17.8462	232	0.8460	0.0279	0.8460	0.9198
No log	18.0	234	0.8374	0.0514	0.8374	0.9151
No log	18.1538	236	0.9978	-0.0717	0.9978	0.9989
No log	18.3077	238	1.2842	0.0799	1.2842	1.1332
No log	18.4615	240	1.1450	0.0584	1.1450	1.0701
No log	18.6154	242	0.8874	0.1131	0.8874	0.9420
No log	18.7692	244	0.9473	0.0416	0.9473	0.9733
No log	18.9231	246	0.9202	0.0007	0.9202	0.9593
No log	19.0769	248	0.8034	0.0460	0.8034	0.8963
No log	19.2308	250	0.8244	0.0123	0.8244	0.9080
No log	19.3846	252	0.8388	0.0512	0.8388	0.9158
No log	19.5385	254	0.7700	0.0355	0.7700	0.8775
No log	19.6923	256	0.8031	0.0110	0.8031	0.8962
No log	19.8462	258	0.8323	-0.0280	0.8323	0.9123
No log	20.0	260	0.8315	0.0393	0.8315	0.9119
No log	20.1538	262	0.9391	-0.0728	0.9391	0.9691
No log	20.3077	264	0.9521	-0.0690	0.9521	0.9758
No log	20.4615	266	0.8750	0.1136	0.8750	0.9354
No log	20.6154	268	0.9426	0.0689	0.9426	0.9709
No log	20.7692	270	0.9372	0.0689	0.9372	0.9681
No log	20.9231	272	0.8542	0.0559	0.8542	0.9242
No log	21.0769	274	0.8262	0.0295	0.8262	0.9090
No log	21.2308	276	0.9116	-0.0373	0.9116	0.9548
No log	21.3846	278	0.8913	-0.0373	0.8913	0.9441
No log	21.5385	280	0.8073	0.0308	0.8073	0.8985
No log	21.6923	282	0.7869	0.0503	0.7869	0.8870
No log	21.8462	284	0.7733	0.0834	0.7733	0.8794
No log	22.0	286	0.7940	0.0791	0.7940	0.8911
No log	22.1538	288	0.8413	-0.1032	0.8413	0.9172
No log	22.3077	290	1.0036	0.0333	1.0036	1.0018
No log	22.4615	292	1.1447	0.0267	1.1447	1.0699
No log	22.6154	294	1.0738	0.0014	1.0738	1.0362
No log	22.7692	296	0.9839	-0.0088	0.9839	0.9919
No log	22.9231	298	0.9637	-0.0853	0.9637	0.9817
No log	23.0769	300	0.9402	-0.0895	0.9402	0.9697
No log	23.2308	302	0.9640	-0.0260	0.9640	0.9818
No log	23.3846	304	1.0557	0.0287	1.0557	1.0275
No log	23.5385	306	1.0582	-0.0056	1.0582	1.0287
No log	23.6923	308	0.9707	0.0109	0.9707	0.9852
No log	23.8462	310	0.8955	0.0	0.8955	0.9463
No log	24.0	312	0.9147	0.0303	0.9147	0.9564
No log	24.1538	314	0.8667	0.0603	0.8667	0.9310
No log	24.3077	316	0.8004	-0.0079	0.8004	0.8947
No log	24.4615	318	0.8717	0.0442	0.8717	0.9336
No log	24.6154	320	1.0279	-0.0076	1.0279	1.0139
No log	24.7692	322	1.0037	-0.0076	1.0037	1.0019
No log	24.9231	324	0.8460	0.0549	0.8460	0.9198
No log	25.0769	326	0.7570	0.1498	0.7570	0.8700
No log	25.2308	328	0.7725	-0.0493	0.7725	0.8789
No log	25.3846	330	0.7645	-0.0385	0.7645	0.8743
No log	25.5385	332	0.7452	0.0471	0.7452	0.8633
No log	25.6923	334	0.7841	-0.0672	0.7841	0.8855
No log	25.8462	336	0.8540	0.0188	0.8540	0.9241
No log	26.0	338	0.9289	-0.0279	0.9289	0.9638
No log	26.1538	340	0.9714	0.0552	0.9714	0.9856
No log	26.3077	342	0.9454	0.0349	0.9454	0.9723
No log	26.4615	344	0.9156	-0.0347	0.9156	0.9569
No log	26.6154	346	0.8776	0.1135	0.8776	0.9368
No log	26.7692	348	0.8632	0.0188	0.8632	0.9291
No log	26.9231	350	0.8538	0.0188	0.8538	0.9240
No log	27.0769	352	0.8474	0.0188	0.8474	0.9206
No log	27.2308	354	0.8649	0.0118	0.8649	0.9300
No log	27.3846	356	0.8721	0.0188	0.8721	0.9338
No log	27.5385	358	0.9119	0.0210	0.9119	0.9549
No log	27.6923	360	0.9689	0.0807	0.9689	0.9843
No log	27.8462	362	1.0388	0.0524	1.0388	1.0192
No log	28.0	364	1.0393	0.0524	1.0393	1.0194
No log	28.1538	366	0.9962	0.0774	0.9962	0.9981
No log	28.3077	368	0.9539	0.0583	0.9539	0.9767
No log	28.4615	370	0.9725	0.0058	0.9725	0.9862
No log	28.6154	372	0.9603	0.0037	0.9603	0.9799
No log	28.7692	374	0.8979	0.1347	0.8979	0.9476
No log	28.9231	376	0.9039	0.0514	0.9039	0.9507
No log	29.0769	378	0.8787	0.0905	0.8787	0.9374
No log	29.2308	380	0.8064	0.0341	0.8064	0.8980
No log	29.3846	382	0.8278	-0.0240	0.8278	0.9099
No log	29.5385	384	0.8441	0.0670	0.8441	0.9188
No log	29.6923	386	0.8771	0.1007	0.8771	0.9365
No log	29.8462	388	0.8817	0.1050	0.8817	0.9390
No log	30.0	390	0.8833	0.0460	0.8833	0.9399
No log	30.1538	392	0.8429	0.0889	0.8429	0.9181
No log	30.3077	394	0.8171	0.1287	0.8171	0.9039
No log	30.4615	396	0.7933	0.0834	0.7933	0.8907
No log	30.6154	398	0.7670	0.0123	0.7670	0.8758
No log	30.7692	400	0.7868	0.0909	0.7868	0.8870
No log	30.9231	402	0.8182	-0.0008	0.8182	0.9045
No log	31.0769	404	0.8462	0.0377	0.8462	0.9199
No log	31.2308	406	0.8128	0.0017	0.8128	0.9016
No log	31.3846	408	0.8075	-0.0138	0.8075	0.8986
No log	31.5385	410	0.8544	-0.0915	0.8544	0.9243
No log	31.6923	412	0.9356	-0.0332	0.9356	0.9673
No log	31.8462	414	0.9595	0.0015	0.9595	0.9796
No log	32.0	416	0.9485	-0.0073	0.9485	0.9739
No log	32.1538	418	0.9097	0.0407	0.9097	0.9538
No log	32.3077	420	0.8729	0.0062	0.8729	0.9343
No log	32.4615	422	0.8370	-0.0271	0.8370	0.9149
No log	32.6154	424	0.7895	0.0834	0.7895	0.8885
No log	32.7692	426	0.7716	0.0834	0.7716	0.8784
No log	32.9231	428	0.7741	0.0700	0.7741	0.8798
No log	33.0769	430	0.8786	0.0719	0.8786	0.9373
No log	33.2308	432	0.9173	0.0700	0.9173	0.9578
No log	33.3846	434	0.8451	0.1790	0.8451	0.9193
No log	33.5385	436	0.8770	0.1660	0.8770	0.9365
No log	33.6923	438	0.8863	0.1328	0.8863	0.9414
No log	33.8462	440	0.8207	0.0856	0.8207	0.9059
No log	34.0	442	0.7972	0.0289	0.7972	0.8929
No log	34.1538	444	0.7790	-0.0138	0.7790	0.8826
No log	34.3077	446	0.7665	-0.0138	0.7665	0.8755
No log	34.4615	448	0.7779	0.0357	0.7779	0.8820
No log	34.6154	450	0.8093	-0.0138	0.8093	0.8996
No log	34.7692	452	0.9044	0.0668	0.9044	0.9510
No log	34.9231	454	0.9300	0.0659	0.9300	0.9643
No log	35.0769	456	0.8595	0.0837	0.8595	0.9271
No log	35.2308	458	0.7957	0.0410	0.7957	0.8920
No log	35.3846	460	0.8074	0.0522	0.8074	0.8986
No log	35.5385	462	0.7864	0.0078	0.7864	0.8868
No log	35.6923	464	0.7590	0.0834	0.7590	0.8712
No log	35.8462	466	0.7519	-0.0138	0.7519	0.8671
No log	36.0	468	0.7814	0.0549	0.7814	0.8840
No log	36.1538	470	0.8251	0.0826	0.8251	0.9083
No log	36.3077	472	0.8390	0.0826	0.8390	0.9160
No log	36.4615	474	0.8227	-0.0271	0.8227	0.9070
No log	36.6154	476	0.8188	0.0308	0.8188	0.9049
No log	36.7692	478	0.8188	-0.0054	0.8188	0.9049
No log	36.9231	480	0.8031	-0.0870	0.8031	0.8962
No log	37.0769	482	0.7867	-0.0967	0.7867	0.8869
No log	37.2308	484	0.7631	-0.0086	0.7631	0.8735
No log	37.3846	486	0.7533	-0.0086	0.7533	0.8679
No log	37.5385	488	0.7577	0.0257	0.7577	0.8705
No log	37.6923	490	0.7629	0.0257	0.7629	0.8735
No log	37.8462	492	0.7790	0.0257	0.7790	0.8826
No log	38.0	494	0.8202	0.0670	0.8202	0.9057
No log	38.1538	496	0.8541	0.0646	0.8541	0.9242
No log	38.3077	498	0.8474	0.0652	0.8474	0.9206
0.32	38.4615	500	0.8272	0.0313	0.8272	0.9095
0.32	38.6154	502	0.8321	0.0277	0.8321	0.9122
0.32	38.7692	504	0.8244	0.0277	0.8244	0.9080
0.32	38.9231	506	0.8104	-0.0082	0.8104	0.9002
0.32	39.0769	508	0.8288	0.0595	0.8288	0.9104
0.32	39.2308	510	0.8459	0.0595	0.8459	0.9197
0.32	39.3846	512	0.8094	0.0	0.8094	0.8997
0.32	39.5385	514	0.8296	0.0226	0.8296	0.9108
0.32	39.6923	516	0.8511	-0.0723	0.8511	0.9225
0.32	39.8462	518	0.8217	0.0289	0.8217	0.9065
0.32	40.0	520	0.8132	0.0053	0.8132	0.9018

Framework versions

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