ArabicNewSplits7_FineTuningAraBERT_run1_AugV5_k9_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: 0.7778
• Qwk: 0.5588
• Mse: 0.7778
• Rmse: 0.8819

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	0.0833	2	4.1156	0.0024	4.1156	2.0287
No log	0.1667	4	1.9847	0.0633	1.9847	1.4088
No log	0.25	6	1.2650	0.0232	1.2650	1.1247
No log	0.3333	8	1.1427	0.1296	1.1427	1.0690
No log	0.4167	10	1.4212	0.0273	1.4212	1.1921
No log	0.5	12	1.4855	0.1438	1.4855	1.2188
No log	0.5833	14	1.3519	0.0170	1.3519	1.1627
No log	0.6667	16	1.3687	0.0712	1.3687	1.1699
No log	0.75	18	1.0846	0.2539	1.0846	1.0414
No log	0.8333	20	1.0034	0.2035	1.0034	1.0017
No log	0.9167	22	1.1764	0.0427	1.1764	1.0846
No log	1.0	24	1.6202	0.0399	1.6202	1.2729
No log	1.0833	26	1.7089	0.0651	1.7089	1.3073
No log	1.1667	28	1.2862	-0.0296	1.2862	1.1341
No log	1.25	30	1.0896	0.2734	1.0896	1.0438
No log	1.3333	32	1.1734	0.2150	1.1734	1.0833
No log	1.4167	34	1.1268	0.1910	1.1268	1.0615
No log	1.5	36	1.1471	0.1910	1.1471	1.0710
No log	1.5833	38	1.2530	0.0380	1.2530	1.1194
No log	1.6667	40	1.1814	0.1910	1.1814	1.0869
No log	1.75	42	1.1412	0.2150	1.1412	1.0683
No log	1.8333	44	1.1151	0.2150	1.1151	1.0560
No log	1.9167	46	1.1561	0.2295	1.1561	1.0752
No log	2.0	48	1.1455	0.2150	1.1455	1.0703
No log	2.0833	50	1.1505	0.2150	1.1505	1.0726
No log	2.1667	52	1.0827	0.1979	1.0827	1.0405
No log	2.25	54	1.0039	0.2416	1.0039	1.0019
No log	2.3333	56	0.9863	0.2068	0.9863	0.9931
No log	2.4167	58	1.0020	0.2441	1.0020	1.0010
No log	2.5	60	1.1079	0.2175	1.1079	1.0526
No log	2.5833	62	1.1474	0.2143	1.1474	1.0712
No log	2.6667	64	0.9963	0.2781	0.9963	0.9981
No log	2.75	66	0.9530	0.2390	0.9530	0.9762
No log	2.8333	68	1.0258	0.0445	1.0258	1.0128
No log	2.9167	70	0.9939	0.1076	0.9939	0.9970
No log	3.0	72	0.9553	0.2912	0.9553	0.9774
No log	3.0833	74	1.0256	0.2731	1.0256	1.0127
No log	3.1667	76	1.1163	0.2260	1.1163	1.0566
No log	3.25	78	1.0419	0.3131	1.0419	1.0207
No log	3.3333	80	0.9537	0.3370	0.9537	0.9766
No log	3.4167	82	0.9233	0.4438	0.9233	0.9609
No log	3.5	84	0.9231	0.4275	0.9231	0.9608
No log	3.5833	86	0.9396	0.4365	0.9396	0.9693
No log	3.6667	88	0.9266	0.4915	0.9266	0.9626
No log	3.75	90	0.8538	0.4769	0.8538	0.9240
No log	3.8333	92	0.7824	0.6133	0.7824	0.8845
No log	3.9167	94	0.7449	0.5035	0.7449	0.8631
No log	4.0	96	0.7973	0.4421	0.7973	0.8929
No log	4.0833	98	1.0362	0.3283	1.0362	1.0180
No log	4.1667	100	1.1811	0.3001	1.1811	1.0868
No log	4.25	102	1.0545	0.3218	1.0545	1.0269
No log	4.3333	104	0.7491	0.4949	0.7491	0.8655
No log	4.4167	106	0.6625	0.5446	0.6625	0.8139
No log	4.5	108	0.6912	0.5329	0.6912	0.8314
No log	4.5833	110	0.7396	0.4444	0.7396	0.8600
No log	4.6667	112	0.7369	0.5057	0.7369	0.8585
No log	4.75	114	0.7602	0.5127	0.7602	0.8719
No log	4.8333	116	0.7781	0.4615	0.7781	0.8821
No log	4.9167	118	0.8226	0.5065	0.8226	0.9070
No log	5.0	120	0.9131	0.4051	0.9131	0.9556
No log	5.0833	122	0.8026	0.5079	0.8026	0.8959
No log	5.1667	124	0.7402	0.4962	0.7402	0.8603
No log	5.25	126	0.7355	0.5512	0.7355	0.8576
No log	5.3333	128	0.8009	0.5181	0.8009	0.8949
No log	5.4167	130	0.9722	0.4359	0.9722	0.9860
No log	5.5	132	0.8379	0.5538	0.8379	0.9154
No log	5.5833	134	0.7056	0.5692	0.7056	0.8400
No log	5.6667	136	0.8537	0.5019	0.8537	0.9240
No log	5.75	138	0.7697	0.4893	0.7697	0.8773
No log	5.8333	140	0.6772	0.5949	0.6772	0.8229
No log	5.9167	142	0.7273	0.5540	0.7273	0.8528
No log	6.0	144	0.6865	0.6043	0.6865	0.8286
No log	6.0833	146	0.6663	0.5485	0.6663	0.8163
No log	6.1667	148	0.6526	0.5262	0.6526	0.8078
No log	6.25	150	0.6653	0.6325	0.6653	0.8157
No log	6.3333	152	0.6915	0.6315	0.6915	0.8316
No log	6.4167	154	0.6887	0.5980	0.6887	0.8299
No log	6.5	156	0.7030	0.5980	0.7030	0.8385
No log	6.5833	158	0.7386	0.5869	0.7386	0.8594
No log	6.6667	160	0.7053	0.5680	0.7053	0.8398
No log	6.75	162	0.7432	0.5759	0.7432	0.8621
No log	6.8333	164	0.7517	0.5890	0.7517	0.8670
No log	6.9167	166	0.7268	0.5659	0.7268	0.8525
No log	7.0	168	0.7370	0.5204	0.7370	0.8585
No log	7.0833	170	0.6638	0.6307	0.6638	0.8147
No log	7.1667	172	0.6463	0.6762	0.6464	0.8040
No log	7.25	174	0.6661	0.5955	0.6661	0.8162
No log	7.3333	176	0.6305	0.6610	0.6305	0.7940
No log	7.4167	178	0.7525	0.5735	0.7525	0.8675
No log	7.5	180	0.7804	0.5443	0.7804	0.8834
No log	7.5833	182	0.6912	0.5666	0.6912	0.8314
No log	7.6667	184	0.6456	0.6456	0.6456	0.8035
No log	7.75	186	0.6756	0.6165	0.6756	0.8220
No log	7.8333	188	0.7471	0.5397	0.7471	0.8643
No log	7.9167	190	0.7352	0.5410	0.7352	0.8575
No log	8.0	192	0.7067	0.6724	0.7067	0.8407
No log	8.0833	194	0.7465	0.5774	0.7465	0.8640
No log	8.1667	196	0.8731	0.4470	0.8731	0.9344
No log	8.25	198	0.8658	0.4588	0.8658	0.9305
No log	8.3333	200	0.8049	0.5195	0.8049	0.8971
No log	8.4167	202	0.7887	0.5160	0.7887	0.8881
No log	8.5	204	0.8056	0.5301	0.8056	0.8976
No log	8.5833	206	0.7984	0.5017	0.7984	0.8935
No log	8.6667	208	0.8057	0.4375	0.8057	0.8976
No log	8.75	210	0.7880	0.4757	0.7880	0.8877
No log	8.8333	212	0.7851	0.4757	0.7851	0.8861
No log	8.9167	214	0.7983	0.4974	0.7983	0.8935
No log	9.0	216	0.7876	0.5261	0.7876	0.8875
No log	9.0833	218	0.7914	0.5248	0.7914	0.8896
No log	9.1667	220	0.7937	0.5473	0.7937	0.8909
No log	9.25	222	0.7868	0.5798	0.7868	0.8870
No log	9.3333	224	0.7797	0.5607	0.7797	0.8830
No log	9.4167	226	0.7597	0.5540	0.7597	0.8716
No log	9.5	228	0.7408	0.5614	0.7408	0.8607
No log	9.5833	230	0.7787	0.5425	0.7787	0.8825
No log	9.6667	232	0.7730	0.5635	0.7730	0.8792
No log	9.75	234	0.8063	0.5370	0.8063	0.8979
No log	9.8333	236	0.8565	0.4834	0.8565	0.9255
No log	9.9167	238	0.8620	0.4450	0.8620	0.9284
No log	10.0	240	0.8645	0.4537	0.8645	0.9298
No log	10.0833	242	0.8889	0.4455	0.8889	0.9428
No log	10.1667	244	0.9977	0.3781	0.9977	0.9989
No log	10.25	246	0.9224	0.4642	0.9224	0.9604
No log	10.3333	248	0.8796	0.4636	0.8796	0.9379
No log	10.4167	250	0.9158	0.4517	0.9158	0.9570
No log	10.5	252	0.8244	0.4871	0.8244	0.9079
No log	10.5833	254	0.8311	0.4849	0.8311	0.9116
No log	10.6667	256	0.8233	0.5393	0.8233	0.9074
No log	10.75	258	0.8131	0.5518	0.8131	0.9017
No log	10.8333	260	0.8746	0.4639	0.8746	0.9352
No log	10.9167	262	0.8527	0.4954	0.8527	0.9234
No log	11.0	264	0.8344	0.5379	0.8344	0.9135
No log	11.0833	266	0.8635	0.4963	0.8635	0.9293
No log	11.1667	268	0.8319	0.5671	0.8319	0.9121
No log	11.25	270	0.8751	0.4440	0.8751	0.9354
No log	11.3333	272	0.9062	0.4601	0.9062	0.9520
No log	11.4167	274	0.8486	0.5006	0.8486	0.9212
No log	11.5	276	0.7821	0.5637	0.7821	0.8844
No log	11.5833	278	0.8129	0.5255	0.8129	0.9016
No log	11.6667	280	0.8372	0.5358	0.8372	0.9150
No log	11.75	282	0.8156	0.5042	0.8156	0.9031
No log	11.8333	284	0.7989	0.5167	0.7989	0.8938
No log	11.9167	286	0.7635	0.5774	0.7635	0.8738
No log	12.0	288	0.7476	0.5751	0.7476	0.8647
No log	12.0833	290	0.7327	0.6177	0.7327	0.8560
No log	12.1667	292	0.8021	0.5668	0.8021	0.8956
No log	12.25	294	0.7558	0.5934	0.7558	0.8694
No log	12.3333	296	0.6879	0.5594	0.6879	0.8294
No log	12.4167	298	0.6936	0.5647	0.6936	0.8328
No log	12.5	300	0.7173	0.5894	0.7173	0.8469
No log	12.5833	302	0.8856	0.4970	0.8856	0.9411
No log	12.6667	304	0.9932	0.4458	0.9932	0.9966
No log	12.75	306	0.9394	0.4359	0.9394	0.9692
No log	12.8333	308	0.8255	0.4825	0.8255	0.9086
No log	12.9167	310	0.7724	0.5766	0.7724	0.8789
No log	13.0	312	0.8436	0.4719	0.8436	0.9185
No log	13.0833	314	0.8301	0.4613	0.8301	0.9111
No log	13.1667	316	0.7263	0.6008	0.7263	0.8522
No log	13.25	318	0.6973	0.5455	0.6973	0.8350
No log	13.3333	320	0.7162	0.5894	0.7162	0.8463
No log	13.4167	322	0.7536	0.4586	0.7536	0.8681
No log	13.5	324	0.7285	0.5093	0.7285	0.8535
No log	13.5833	326	0.7366	0.4850	0.7366	0.8582
No log	13.6667	328	0.7166	0.5331	0.7166	0.8465
No log	13.75	330	0.7049	0.5858	0.7049	0.8396
No log	13.8333	332	0.6818	0.5869	0.6818	0.8257
No log	13.9167	334	0.7261	0.5766	0.7261	0.8521
No log	14.0	336	0.8149	0.5705	0.8149	0.9027
No log	14.0833	338	0.7586	0.5788	0.7586	0.8710
No log	14.1667	340	0.7024	0.4772	0.7024	0.8381
No log	14.25	342	0.7079	0.5135	0.7079	0.8413
No log	14.3333	344	0.7171	0.5274	0.7171	0.8468
No log	14.4167	346	0.7125	0.4772	0.7125	0.8441
No log	14.5	348	0.7743	0.6071	0.7743	0.8800
No log	14.5833	350	0.7630	0.5766	0.7630	0.8735
No log	14.6667	352	0.7198	0.6048	0.7198	0.8484
No log	14.75	354	0.7876	0.5222	0.7876	0.8875
No log	14.8333	356	0.8086	0.4686	0.8086	0.8992
No log	14.9167	358	0.7294	0.4565	0.7294	0.8540
No log	15.0	360	0.7745	0.5602	0.7745	0.8801
No log	15.0833	362	0.7899	0.5487	0.7899	0.8888
No log	15.1667	364	0.7196	0.5540	0.7196	0.8483
No log	15.25	366	0.6896	0.5038	0.6896	0.8305
No log	15.3333	368	0.6799	0.5149	0.6799	0.8246
No log	15.4167	370	0.6943	0.5821	0.6943	0.8332
No log	15.5	372	0.7752	0.5726	0.7752	0.8805
No log	15.5833	374	0.7772	0.5106	0.7772	0.8816
No log	15.6667	376	0.7086	0.6081	0.7086	0.8418
No log	15.75	378	0.6802	0.6091	0.6802	0.8247
No log	15.8333	380	0.6879	0.6091	0.6879	0.8294
No log	15.9167	382	0.6506	0.6301	0.6506	0.8066
No log	16.0	384	0.6485	0.6154	0.6485	0.8053
No log	16.0833	386	0.6613	0.6133	0.6613	0.8132
No log	16.1667	388	0.6644	0.5590	0.6644	0.8151
No log	16.25	390	0.6562	0.5301	0.6562	0.8101
No log	16.3333	392	0.6545	0.5202	0.6545	0.8090
No log	16.4167	394	0.6464	0.5934	0.6464	0.8040
No log	16.5	396	0.6429	0.6716	0.6429	0.8018
No log	16.5833	398	0.6835	0.6266	0.6835	0.8267
No log	16.6667	400	0.6597	0.5909	0.6597	0.8122
No log	16.75	402	0.6265	0.6518	0.6265	0.7915
No log	16.8333	404	0.6342	0.6322	0.6342	0.7964
No log	16.9167	406	0.6359	0.6165	0.6359	0.7974
No log	17.0	408	0.6215	0.6276	0.6215	0.7883
No log	17.0833	410	0.6144	0.5894	0.6144	0.7839
No log	17.1667	412	0.6026	0.6441	0.6026	0.7762
No log	17.25	414	0.6059	0.6441	0.6059	0.7784
No log	17.3333	416	0.6103	0.6623	0.6103	0.7812
No log	17.4167	418	0.6229	0.6291	0.6229	0.7892
No log	17.5	420	0.6376	0.5869	0.6376	0.7985
No log	17.5833	422	0.6365	0.5774	0.6365	0.7978
No log	17.6667	424	0.6622	0.4822	0.6622	0.8137
No log	17.75	426	0.6652	0.4938	0.6652	0.8156
No log	17.8333	428	0.6641	0.5174	0.6641	0.8149
No log	17.9167	430	0.6599	0.5032	0.6599	0.8123
No log	18.0	432	0.6770	0.6209	0.6770	0.8228
No log	18.0833	434	0.6982	0.5708	0.6982	0.8356
No log	18.1667	436	0.6796	0.5933	0.6796	0.8244
No log	18.25	438	0.6412	0.6390	0.6412	0.8008
No log	18.3333	440	0.6426	0.6427	0.6426	0.8017
No log	18.4167	442	0.6695	0.6073	0.6695	0.8182
No log	18.5	444	0.6943	0.6147	0.6943	0.8333
No log	18.5833	446	0.6640	0.6133	0.6640	0.8149
No log	18.6667	448	0.6490	0.6107	0.6490	0.8056
No log	18.75	450	0.6559	0.5441	0.6559	0.8099
No log	18.8333	452	0.6515	0.5315	0.6515	0.8071
No log	18.9167	454	0.6428	0.6479	0.6428	0.8017
No log	19.0	456	0.6687	0.5708	0.6687	0.8178
No log	19.0833	458	0.6558	0.6588	0.6558	0.8098
No log	19.1667	460	0.6510	0.5057	0.6510	0.8069
No log	19.25	462	0.6695	0.5554	0.6695	0.8182
No log	19.3333	464	0.6635	0.5403	0.6635	0.8145
No log	19.4167	466	0.6686	0.6259	0.6686	0.8177
No log	19.5	468	0.6990	0.5875	0.6990	0.8361
No log	19.5833	470	0.6863	0.6325	0.6863	0.8284
No log	19.6667	472	0.6838	0.5847	0.6838	0.8269
No log	19.75	474	0.6944	0.5516	0.6944	0.8333
No log	19.8333	476	0.7085	0.5746	0.7085	0.8417
No log	19.9167	478	0.7675	0.5729	0.7675	0.8760
No log	20.0	480	0.8332	0.5018	0.8332	0.9128
No log	20.0833	482	0.8044	0.5436	0.8044	0.8969
No log	20.1667	484	0.7871	0.5571	0.7871	0.8872
No log	20.25	486	0.7719	0.6118	0.7719	0.8786
No log	20.3333	488	0.7597	0.5933	0.7597	0.8716
No log	20.4167	490	0.7517	0.5986	0.7517	0.8670
No log	20.5	492	0.7653	0.5774	0.7653	0.8748
No log	20.5833	494	0.7571	0.5131	0.7571	0.8701
No log	20.6667	496	0.7491	0.5260	0.7491	0.8655
No log	20.75	498	0.7648	0.5729	0.7648	0.8745
0.3451	20.8333	500	0.7563	0.5708	0.7563	0.8697
0.3451	20.9167	502	0.7387	0.5708	0.7387	0.8595
0.3451	21.0	504	0.7095	0.6147	0.7095	0.8423
0.3451	21.0833	506	0.7003	0.5587	0.7003	0.8368
0.3451	21.1667	508	0.7426	0.4977	0.7426	0.8617
0.3451	21.25	510	0.7559	0.4641	0.7559	0.8694
0.3451	21.3333	512	0.7304	0.5563	0.7304	0.8546
0.3451	21.4167	514	0.7778	0.5588	0.7778	0.8819

Framework versions

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