ArabicNewSplits7_FineTuningAraBERT_run2_AugV5_k5_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: 0.5843
• Qwk: 0.7035
• Mse: 0.5843
• Rmse: 0.7644

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	0.1333	2	4.0121	0.0069	4.0121	2.0030
No log	0.2667	4	2.1405	0.0450	2.1405	1.4630
No log	0.4	6	1.4755	0.0408	1.4755	1.2147
No log	0.5333	8	1.0516	0.2734	1.0516	1.0255
No log	0.6667	10	1.0824	0.1643	1.0824	1.0404
No log	0.8	12	1.2759	-0.1333	1.2759	1.1295
No log	0.9333	14	1.4281	-0.0777	1.4281	1.1951
No log	1.0667	16	1.5161	-0.0709	1.5161	1.2313
No log	1.2	18	1.2867	-0.0394	1.2867	1.1343
No log	1.3333	20	1.1995	0.0967	1.1995	1.0952
No log	1.4667	22	1.2540	-0.0032	1.2540	1.1198
No log	1.6	24	1.1729	0.0820	1.1729	1.0830
No log	1.7333	26	1.0244	0.3326	1.0244	1.0121
No log	1.8667	28	1.0345	0.2697	1.0345	1.0171
No log	2.0	30	1.0688	0.2236	1.0688	1.0338
No log	2.1333	32	1.0751	0.2390	1.0751	1.0369
No log	2.2667	34	1.0323	0.2416	1.0323	1.0160
No log	2.4	36	1.0861	0.1436	1.0861	1.0422
No log	2.5333	38	1.0908	0.1436	1.0908	1.0444
No log	2.6667	40	0.9866	0.2416	0.9866	0.9933
No log	2.8	42	0.9687	0.2265	0.9687	0.9842
No log	2.9333	44	0.9994	0.3372	0.9994	0.9997
No log	3.0667	46	1.0022	0.3687	1.0022	1.0011
No log	3.2	48	1.1401	0.3863	1.1401	1.0678
No log	3.3333	50	1.2943	0.2993	1.2943	1.1377
No log	3.4667	52	1.1018	0.3502	1.1018	1.0497
No log	3.6	54	0.8783	0.4494	0.8783	0.9372
No log	3.7333	56	1.0112	0.3449	1.0112	1.0056
No log	3.8667	58	1.3693	0.0840	1.3693	1.1702
No log	4.0	60	1.4293	0.1379	1.4293	1.1956
No log	4.1333	62	1.1872	0.2857	1.1872	1.0896
No log	4.2667	64	0.8918	0.4265	0.8918	0.9443
No log	4.4	66	0.7505	0.5010	0.7505	0.8663
No log	4.5333	68	0.7444	0.5375	0.7444	0.8628
No log	4.6667	70	0.7857	0.5199	0.7857	0.8864
No log	4.8	72	0.9551	0.3624	0.9551	0.9773
No log	4.9333	74	0.8291	0.5586	0.8291	0.9105
No log	5.0667	76	0.7306	0.4850	0.7306	0.8547
No log	5.2	78	0.8555	0.5230	0.8555	0.9249
No log	5.3333	80	0.7358	0.5163	0.7358	0.8578
No log	5.4667	82	0.6619	0.5235	0.6619	0.8135
No log	5.6	84	0.7039	0.5910	0.7039	0.8390
No log	5.7333	86	0.6963	0.4708	0.6963	0.8345
No log	5.8667	88	0.6581	0.4995	0.6581	0.8112
No log	6.0	90	0.7346	0.5598	0.7346	0.8571
No log	6.1333	92	0.6787	0.5860	0.6787	0.8238
No log	6.2667	94	0.6124	0.6095	0.6124	0.7826
No log	6.4	96	0.5998	0.6306	0.5998	0.7745
No log	6.5333	98	0.6586	0.6573	0.6586	0.8115
No log	6.6667	100	0.6830	0.6395	0.6830	0.8264
No log	6.8	102	0.6050	0.7001	0.6050	0.7778
No log	6.9333	104	0.7239	0.5259	0.7239	0.8508
No log	7.0667	106	1.0518	0.4929	1.0518	1.0255
No log	7.2	108	0.8993	0.5283	0.8993	0.9483
No log	7.3333	110	0.6204	0.5876	0.6204	0.7877
No log	7.4667	112	0.6083	0.6695	0.6083	0.7799
No log	7.6	114	0.5755	0.7074	0.5755	0.7586
No log	7.7333	116	0.6042	0.6234	0.6042	0.7773
No log	7.8667	118	0.7455	0.5664	0.7455	0.8634
No log	8.0	120	0.7481	0.5821	0.7481	0.8649
No log	8.1333	122	0.6146	0.6386	0.6146	0.7839
No log	8.2667	124	0.6060	0.6345	0.6060	0.7785
No log	8.4	126	0.6243	0.6237	0.6243	0.7901
No log	8.5333	128	0.8178	0.5157	0.8178	0.9043
No log	8.6667	130	0.9112	0.4961	0.9112	0.9546
No log	8.8	132	0.7592	0.4767	0.7592	0.8713
No log	8.9333	134	0.6838	0.5438	0.6838	0.8269
No log	9.0667	136	0.6783	0.5327	0.6783	0.8236
No log	9.2	138	0.8247	0.5804	0.8247	0.9082
No log	9.3333	140	0.8650	0.5581	0.8650	0.9300
No log	9.4667	142	0.6710	0.5325	0.6710	0.8191
No log	9.6	144	0.6290	0.6055	0.6290	0.7931
No log	9.7333	146	0.6243	0.6055	0.6243	0.7901
No log	9.8667	148	0.6314	0.6234	0.6314	0.7946
No log	10.0	150	0.7902	0.6057	0.7902	0.8889
No log	10.1333	152	0.7442	0.6074	0.7442	0.8627
No log	10.2667	154	0.5947	0.6374	0.5947	0.7712
No log	10.4	156	0.7069	0.6291	0.7069	0.8408
No log	10.5333	158	0.7443	0.5745	0.7443	0.8627
No log	10.6667	160	0.6057	0.6605	0.6057	0.7782
No log	10.8	162	0.6188	0.5794	0.6188	0.7867
No log	10.9333	164	0.7522	0.5905	0.7522	0.8673
No log	11.0667	166	0.6684	0.6120	0.6684	0.8176
No log	11.2	168	0.5639	0.6667	0.5639	0.7510
No log	11.3333	170	0.5806	0.6623	0.5806	0.7620
No log	11.4667	172	0.5695	0.6335	0.5695	0.7547
No log	11.6	174	0.5696	0.6750	0.5696	0.7547
No log	11.7333	176	0.5664	0.6409	0.5664	0.7526
No log	11.8667	178	0.5594	0.6699	0.5594	0.7480
No log	12.0	180	0.5711	0.6497	0.5711	0.7557
No log	12.1333	182	0.5713	0.6497	0.5713	0.7558
No log	12.2667	184	0.5513	0.6374	0.5513	0.7425
No log	12.4	186	0.5841	0.5865	0.5841	0.7643
No log	12.5333	188	0.6037	0.6050	0.6037	0.7770
No log	12.6667	190	0.5787	0.5926	0.5787	0.7607
No log	12.8	192	0.5803	0.6051	0.5803	0.7618
No log	12.9333	194	0.5538	0.6460	0.5538	0.7442
No log	13.0667	196	0.5158	0.7409	0.5158	0.7182
No log	13.2	198	0.5541	0.6485	0.5541	0.7444
No log	13.3333	200	0.4967	0.7165	0.4967	0.7048
No log	13.4667	202	0.4675	0.7110	0.4675	0.6837
No log	13.6	204	0.4704	0.7158	0.4704	0.6858
No log	13.7333	206	0.4760	0.6748	0.4760	0.6900
No log	13.8667	208	0.5319	0.6572	0.5319	0.7293
No log	14.0	210	0.5976	0.5873	0.5976	0.7730
No log	14.1333	212	0.5760	0.6302	0.5760	0.7589
No log	14.2667	214	0.5844	0.6322	0.5844	0.7644
No log	14.4	216	0.6023	0.6435	0.6023	0.7761
No log	14.5333	218	0.5957	0.5759	0.5957	0.7718
No log	14.6667	220	0.6940	0.5598	0.6940	0.8330
No log	14.8	222	0.7062	0.5590	0.7062	0.8404
No log	14.9333	224	0.6085	0.5876	0.6085	0.7801
No log	15.0667	226	0.5902	0.5817	0.5902	0.7682
No log	15.2	228	0.5768	0.6207	0.5768	0.7595
No log	15.3333	230	0.5803	0.6018	0.5803	0.7618
No log	15.4667	232	0.6198	0.6125	0.6198	0.7873
No log	15.6	234	0.7469	0.5257	0.7469	0.8642
No log	15.7333	236	0.7517	0.5039	0.7517	0.8670
No log	15.8667	238	0.8336	0.5053	0.8336	0.9130
No log	16.0	240	1.0249	0.4228	1.0249	1.0124
No log	16.1333	242	0.9458	0.3973	0.9458	0.9725
No log	16.2667	244	0.6976	0.4917	0.6976	0.8352
No log	16.4	246	0.6109	0.6057	0.6109	0.7816
No log	16.5333	248	0.5962	0.5735	0.5962	0.7721
No log	16.6667	250	0.5981	0.5373	0.5981	0.7734
No log	16.8	252	0.6043	0.5886	0.6043	0.7774
No log	16.9333	254	0.6016	0.6187	0.6016	0.7757
No log	17.0667	256	0.6480	0.5970	0.6480	0.8050
No log	17.2	258	0.6572	0.5970	0.6572	0.8107
No log	17.3333	260	0.6225	0.6499	0.6225	0.7890
No log	17.4667	262	0.6024	0.6435	0.6024	0.7761
No log	17.6	264	0.6130	0.6076	0.6130	0.7830
No log	17.7333	266	0.6115	0.5690	0.6115	0.7820
No log	17.8667	268	0.6008	0.6105	0.6008	0.7751
No log	18.0	270	0.5919	0.6549	0.5919	0.7694
No log	18.1333	272	0.6023	0.6415	0.6023	0.7760
No log	18.2667	274	0.6009	0.6301	0.6009	0.7752
No log	18.4	276	0.5767	0.6425	0.5767	0.7594
No log	18.5333	278	0.5512	0.6036	0.5512	0.7425
No log	18.6667	280	0.5351	0.5879	0.5351	0.7315
No log	18.8	282	0.5073	0.7001	0.5073	0.7123
No log	18.9333	284	0.5048	0.7001	0.5048	0.7105
No log	19.0667	286	0.4977	0.6962	0.4977	0.7055
No log	19.2	288	0.4966	0.7001	0.4966	0.7047
No log	19.3333	290	0.4993	0.7001	0.4993	0.7066
No log	19.4667	292	0.5023	0.7001	0.5023	0.7087
No log	19.6	294	0.5168	0.6993	0.5168	0.7189
No log	19.7333	296	0.5108	0.7001	0.5108	0.7147
No log	19.8667	298	0.5359	0.6278	0.5359	0.7321
No log	20.0	300	0.5578	0.6248	0.5578	0.7468
No log	20.1333	302	0.5287	0.6269	0.5287	0.7271
No log	20.2667	304	0.5508	0.6807	0.5508	0.7421
No log	20.4	306	0.5853	0.6807	0.5853	0.7650
No log	20.5333	308	0.5524	0.6620	0.5524	0.7432
No log	20.6667	310	0.5668	0.5831	0.5668	0.7528
No log	20.8	312	0.6130	0.5709	0.6130	0.7830
No log	20.9333	314	0.5937	0.5895	0.5937	0.7705
No log	21.0667	316	0.5110	0.6838	0.5110	0.7149
No log	21.2	318	0.4833	0.7059	0.4833	0.6952
No log	21.3333	320	0.6087	0.6442	0.6087	0.7802
No log	21.4667	322	0.6396	0.6004	0.6396	0.7997
No log	21.6	324	0.5822	0.6611	0.5822	0.7630
No log	21.7333	326	0.5334	0.5886	0.5334	0.7304
No log	21.8667	328	0.5411	0.5704	0.5411	0.7356
No log	22.0	330	0.5516	0.5588	0.5516	0.7427
No log	22.1333	332	0.5425	0.6129	0.5425	0.7365
No log	22.2667	334	0.5411	0.6407	0.5411	0.7356
No log	22.4	336	0.5882	0.6255	0.5882	0.7669
No log	22.5333	338	0.6006	0.6255	0.6006	0.7750
No log	22.6667	340	0.5952	0.6407	0.5952	0.7715
No log	22.8	342	0.5813	0.5972	0.5813	0.7624
No log	22.9333	344	0.5715	0.6296	0.5715	0.7560
No log	23.0667	346	0.5724	0.5301	0.5724	0.7566
No log	23.2	348	0.5643	0.5759	0.5643	0.7512
No log	23.3333	350	0.5524	0.6296	0.5524	0.7432
No log	23.4667	352	0.5421	0.6407	0.5421	0.7363
No log	23.6	354	0.5437	0.6507	0.5437	0.7374
No log	23.7333	356	0.5530	0.6400	0.5530	0.7436
No log	23.8667	358	0.5533	0.6507	0.5533	0.7439
No log	24.0	360	0.5766	0.5905	0.5766	0.7594
No log	24.1333	362	0.5814	0.5694	0.5814	0.7625
No log	24.2667	364	0.5682	0.6118	0.5682	0.7538
No log	24.4	366	0.5837	0.6143	0.5837	0.7640
No log	24.5333	368	0.5964	0.5964	0.5964	0.7723
No log	24.6667	370	0.5933	0.6082	0.5933	0.7702
No log	24.8	372	0.5811	0.6082	0.5811	0.7623
No log	24.9333	374	0.5902	0.6295	0.5902	0.7682
No log	25.0667	376	0.5542	0.6422	0.5542	0.7445
No log	25.2	378	0.5365	0.6788	0.5365	0.7325
No log	25.3333	380	0.5396	0.6175	0.5396	0.7346
No log	25.4667	382	0.5500	0.6475	0.5500	0.7417
No log	25.6	384	0.5699	0.5966	0.5699	0.7549
No log	25.7333	386	0.5918	0.6367	0.5918	0.7693
No log	25.8667	388	0.6342	0.6244	0.6342	0.7964
No log	26.0	390	0.6000	0.6244	0.6000	0.7746
No log	26.1333	392	0.5391	0.6460	0.5391	0.7343
No log	26.2667	394	0.5233	0.6006	0.5233	0.7234
No log	26.4	396	0.5177	0.6555	0.5177	0.7195
No log	26.5333	398	0.5147	0.7109	0.5147	0.7174
No log	26.6667	400	0.5462	0.6569	0.5462	0.7390
No log	26.8	402	0.6227	0.6121	0.6227	0.7891
No log	26.9333	404	0.6220	0.6121	0.6220	0.7887
No log	27.0667	406	0.5964	0.6367	0.5964	0.7723
No log	27.2	408	0.5839	0.5996	0.5839	0.7642
No log	27.3333	410	0.5730	0.6008	0.5730	0.7570
No log	27.4667	412	0.5622	0.6844	0.5622	0.7498
No log	27.6	414	0.5774	0.5981	0.5774	0.7598
No log	27.7333	416	0.6104	0.6220	0.6104	0.7813
No log	27.8667	418	0.5689	0.6367	0.5689	0.7543
No log	28.0	420	0.5314	0.6706	0.5314	0.7290
No log	28.1333	422	0.5415	0.6117	0.5415	0.7359
No log	28.2667	424	0.5538	0.6117	0.5538	0.7442
No log	28.4	426	0.5908	0.6367	0.5908	0.7687
No log	28.5333	428	0.7034	0.5154	0.7034	0.8387
No log	28.6667	430	0.7738	0.5307	0.7738	0.8796
No log	28.8	432	0.7364	0.5420	0.7364	0.8582
No log	28.9333	434	0.6155	0.6244	0.6155	0.7846
No log	29.0667	436	0.5489	0.6397	0.5489	0.7409
No log	29.2	438	0.5556	0.5848	0.5556	0.7454
No log	29.3333	440	0.5506	0.6078	0.5506	0.7421
No log	29.4667	442	0.5262	0.5859	0.5262	0.7254
No log	29.6	444	0.5357	0.7035	0.5357	0.7319
No log	29.7333	446	0.5790	0.6305	0.5790	0.7609
No log	29.8667	448	0.6506	0.5154	0.6506	0.8066
No log	30.0	450	0.6460	0.5154	0.6460	0.8037
No log	30.1333	452	0.5800	0.6646	0.5800	0.7616
No log	30.2667	454	0.5306	0.7153	0.5306	0.7284
No log	30.4	456	0.5116	0.6470	0.5116	0.7152
No log	30.5333	458	0.5077	0.6636	0.5077	0.7125
No log	30.6667	460	0.5132	0.6606	0.5132	0.7164
No log	30.8	462	0.5296	0.6721	0.5296	0.7277
No log	30.9333	464	0.5291	0.6325	0.5291	0.7274
No log	31.0667	466	0.5370	0.6154	0.5370	0.7328
No log	31.2	468	0.5600	0.6078	0.5600	0.7483
No log	31.3333	470	0.5837	0.5118	0.5837	0.7640
No log	31.4667	472	0.5672	0.5977	0.5672	0.7531
No log	31.6	474	0.5517	0.5939	0.5517	0.7427
No log	31.7333	476	0.5436	0.6282	0.5436	0.7373
No log	31.8667	478	0.5383	0.6602	0.5383	0.7337
No log	32.0	480	0.5289	0.6602	0.5289	0.7273
No log	32.1333	482	0.5204	0.6602	0.5204	0.7214
No log	32.2667	484	0.5145	0.6708	0.5145	0.7173
No log	32.4	486	0.5140	0.6699	0.5140	0.7170
No log	32.5333	488	0.5223	0.6824	0.5223	0.7227
No log	32.6667	490	0.5634	0.6925	0.5634	0.7506
No log	32.8	492	0.6244	0.6099	0.6244	0.7902
No log	32.9333	494	0.6687	0.6160	0.6687	0.8177
No log	33.0667	496	0.6709	0.6160	0.6709	0.8191
No log	33.2	498	0.6208	0.6015	0.6208	0.7879
0.2685	33.3333	500	0.5653	0.7043	0.5653	0.7518
0.2685	33.4667	502	0.5683	0.5690	0.5683	0.7539
0.2685	33.6	504	0.5808	0.5210	0.5808	0.7621
0.2685	33.7333	506	0.5677	0.5455	0.5677	0.7535
0.2685	33.8667	508	0.5604	0.6518	0.5604	0.7486
0.2685	34.0	510	0.5843	0.7035	0.5843	0.7644

Framework versions

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