ArabicNewSplits7_FineTuningAraBERT_run2_AugV5_k14_task2_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: 0.7480
• Qwk: 0.4775
• Mse: 0.7480
• Rmse: 0.8649

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	0.0465	2	4.5590	-0.0132	4.5590	2.1352
No log	0.0930	4	2.6215	0.0274	2.6215	1.6191
No log	0.1395	6	2.1014	-0.0634	2.1014	1.4496
No log	0.1860	8	1.5274	0.0682	1.5274	1.2359
No log	0.2326	10	1.3009	0.0050	1.3009	1.1406
No log	0.2791	12	1.3325	0.1472	1.3325	1.1543
No log	0.3256	14	1.4485	0.1106	1.4485	1.2035
No log	0.3721	16	1.2890	0.1136	1.2890	1.1353
No log	0.4186	18	1.2099	0.1753	1.2099	1.0999
No log	0.4651	20	1.1414	0.2628	1.1414	1.0684
No log	0.5116	22	1.1356	0.1995	1.1356	1.0657
No log	0.5581	24	1.1563	0.1812	1.1563	1.0753
No log	0.6047	26	1.1275	0.2520	1.1275	1.0618
No log	0.6512	28	1.1237	0.2416	1.1237	1.0600
No log	0.6977	30	1.3092	0.0290	1.3092	1.1442
No log	0.7442	32	1.6587	0.0972	1.6587	1.2879
No log	0.7907	34	1.4808	0.0878	1.4808	1.2169
No log	0.8372	36	1.0764	0.2378	1.0764	1.0375
No log	0.8837	38	1.1760	0.2119	1.1760	1.0844
No log	0.9302	40	1.2321	0.2454	1.2321	1.1100
No log	0.9767	42	1.1000	0.1343	1.1000	1.0488
No log	1.0233	44	0.9928	0.3356	0.9928	0.9964
No log	1.0698	46	1.3474	0.2112	1.3474	1.1608
No log	1.1163	48	1.6457	0.1758	1.6457	1.2829
No log	1.1628	50	1.4959	0.1364	1.4959	1.2231
No log	1.2093	52	1.2728	0.2067	1.2728	1.1282
No log	1.2558	54	0.9945	0.4557	0.9945	0.9972
No log	1.3023	56	0.9582	0.2351	0.9582	0.9789
No log	1.3488	58	1.1087	0.2781	1.1087	1.0530
No log	1.3953	60	1.1919	0.3261	1.1919	1.0917
No log	1.4419	62	0.9973	0.1902	0.9973	0.9987
No log	1.4884	64	0.8402	0.4036	0.8402	0.9166
No log	1.5349	66	0.9349	0.4379	0.9349	0.9669
No log	1.5814	68	0.8776	0.4379	0.8776	0.9368
No log	1.6279	70	0.7821	0.4295	0.7821	0.8844
No log	1.6744	72	1.3755	0.2540	1.3755	1.1728
No log	1.7209	74	1.4784	0.2672	1.4784	1.2159
No log	1.7674	76	0.9516	0.6015	0.9516	0.9755
No log	1.8140	78	0.9469	0.3636	0.9469	0.9731
No log	1.8605	80	1.2865	0.3304	1.2865	1.1342
No log	1.9070	82	1.1094	0.3989	1.1094	1.0533
No log	1.9535	84	0.8032	0.4846	0.8032	0.8962
No log	2.0	86	1.1049	0.4876	1.1049	1.0511
No log	2.0465	88	1.1337	0.4704	1.1337	1.0648
No log	2.0930	90	0.8739	0.5294	0.8739	0.9348
No log	2.1395	92	0.8654	0.4699	0.8654	0.9303
No log	2.1860	94	0.9298	0.4361	0.9298	0.9643
No log	2.2326	96	0.7870	0.5686	0.7870	0.8871
No log	2.2791	98	0.8074	0.5405	0.8074	0.8986
No log	2.3256	100	0.8089	0.5532	0.8089	0.8994
No log	2.3721	102	0.7256	0.5479	0.7256	0.8518
No log	2.4186	104	0.7106	0.5984	0.7106	0.8430
No log	2.4651	106	0.8180	0.6234	0.8180	0.9044
No log	2.5116	108	0.7201	0.5843	0.7201	0.8486
No log	2.5581	110	0.8258	0.5769	0.8258	0.9087
No log	2.6047	112	0.9466	0.5506	0.9466	0.9729
No log	2.6512	114	0.7998	0.5814	0.7998	0.8943
No log	2.6977	116	0.7498	0.5942	0.7498	0.8659
No log	2.7442	118	0.7850	0.5731	0.7850	0.8860
No log	2.7907	120	1.0036	0.5410	1.0036	1.0018
No log	2.8372	122	0.9994	0.5429	0.9994	0.9997
No log	2.8837	124	0.7826	0.5806	0.7826	0.8847
No log	2.9302	126	0.7634	0.5495	0.7634	0.8737
No log	2.9767	128	0.8619	0.5229	0.8619	0.9284
No log	3.0233	130	0.7744	0.4848	0.7744	0.8800
No log	3.0698	132	0.8335	0.4732	0.8335	0.9130
No log	3.1163	134	0.9673	0.5507	0.9673	0.9835
No log	3.1628	136	0.8444	0.4732	0.8444	0.9189
No log	3.2093	138	0.7729	0.4583	0.7729	0.8791
No log	3.2558	140	0.8106	0.5485	0.8106	0.9003
No log	3.3023	142	0.8225	0.5060	0.8225	0.9069
No log	3.3488	144	0.7820	0.5226	0.7820	0.8843
No log	3.3953	146	0.7702	0.5138	0.7702	0.8776
No log	3.4419	148	0.7831	0.5102	0.7831	0.8849
No log	3.4884	150	0.8073	0.5220	0.8073	0.8985
No log	3.5349	152	0.8111	0.4722	0.8111	0.9006
No log	3.5814	154	0.8936	0.5505	0.8936	0.9453
No log	3.6279	156	1.0941	0.5238	1.0941	1.0460
No log	3.6744	158	0.9810	0.4936	0.9810	0.9905
No log	3.7209	160	0.8100	0.5331	0.8100	0.9000
No log	3.7674	162	0.8875	0.5636	0.8875	0.9420
No log	3.8140	164	0.8782	0.5375	0.8782	0.9371
No log	3.8605	166	0.8196	0.4846	0.8196	0.9053
No log	3.9070	168	0.7867	0.4122	0.7867	0.8870
No log	3.9535	170	0.8089	0.3987	0.8089	0.8994
No log	4.0	172	0.8343	0.3819	0.8343	0.9134
No log	4.0465	174	0.8089	0.4767	0.8089	0.8994
No log	4.0930	176	0.8159	0.4914	0.8159	0.9033
No log	4.1395	178	0.9741	0.5648	0.9741	0.9869
No log	4.1860	180	1.0472	0.5659	1.0472	1.0233
No log	4.2326	182	0.9695	0.5873	0.9695	0.9846
No log	4.2791	184	0.9714	0.5509	0.9714	0.9856
No log	4.3256	186	0.8341	0.4638	0.8341	0.9133
No log	4.3721	188	0.7611	0.5114	0.7611	0.8724
No log	4.4186	190	0.7503	0.5846	0.7503	0.8662
No log	4.4651	192	0.7416	0.6084	0.7416	0.8612
No log	4.5116	194	0.7717	0.4886	0.7717	0.8785
No log	4.5581	196	0.9286	0.5224	0.9286	0.9636
No log	4.6047	198	1.0427	0.5272	1.0427	1.0211
No log	4.6512	200	0.9246	0.4404	0.9246	0.9616
No log	4.6977	202	0.7532	0.4609	0.7532	0.8679
No log	4.7442	204	0.7710	0.5618	0.7710	0.8780
No log	4.7907	206	0.7981	0.5766	0.7981	0.8934
No log	4.8372	208	0.7949	0.5520	0.7949	0.8916
No log	4.8837	210	0.7842	0.4977	0.7842	0.8855
No log	4.9302	212	0.7957	0.4563	0.7957	0.8920
No log	4.9767	214	0.8004	0.4847	0.8004	0.8946
No log	5.0233	216	0.9079	0.4375	0.9079	0.9528
No log	5.0698	218	1.0084	0.4761	1.0084	1.0042
No log	5.1163	220	0.9189	0.4166	0.9189	0.9586
No log	5.1628	222	0.8090	0.4628	0.8090	0.8994
No log	5.2093	224	0.7835	0.4822	0.7835	0.8851
No log	5.2558	226	0.7849	0.4760	0.7849	0.8859
No log	5.3023	228	0.8077	0.4568	0.8077	0.8987
No log	5.3488	230	0.8784	0.5593	0.8784	0.9372
No log	5.3953	232	0.9861	0.4520	0.9861	0.9930
No log	5.4419	234	0.9269	0.4613	0.9269	0.9628
No log	5.4884	236	0.8493	0.4803	0.8493	0.9215
No log	5.5349	238	0.8375	0.5143	0.8375	0.9151
No log	5.5814	240	0.8354	0.5329	0.8354	0.9140
No log	5.6279	242	0.8361	0.5481	0.8361	0.9144
No log	5.6744	244	0.8123	0.5153	0.8123	0.9013
No log	5.7209	246	0.8081	0.5343	0.8081	0.8990
No log	5.7674	248	0.8783	0.4646	0.8783	0.9372
No log	5.8140	250	0.9900	0.5315	0.9900	0.9950
No log	5.8605	252	0.9491	0.4781	0.9491	0.9742
No log	5.9070	254	0.8188	0.4644	0.8188	0.9049
No log	5.9535	256	0.8252	0.4961	0.8252	0.9084
No log	6.0	258	0.8125	0.4994	0.8125	0.9014
No log	6.0465	260	0.8084	0.5268	0.8084	0.8991
No log	6.0930	262	0.8719	0.4565	0.8719	0.9338
No log	6.1395	264	0.9431	0.4507	0.9431	0.9711
No log	6.1860	266	0.8633	0.4572	0.8633	0.9292
No log	6.2326	268	0.8124	0.3991	0.8124	0.9013
No log	6.2791	270	0.7888	0.4479	0.7888	0.8882
No log	6.3256	272	0.7721	0.4123	0.7721	0.8787
No log	6.3721	274	0.7535	0.4479	0.7535	0.8681
No log	6.4186	276	0.7619	0.4435	0.7619	0.8728
No log	6.4651	278	0.7450	0.4527	0.7450	0.8631
No log	6.5116	280	0.7170	0.4847	0.7170	0.8468
No log	6.5581	282	0.7338	0.6045	0.7338	0.8566
No log	6.6047	284	0.7139	0.4945	0.7139	0.8449
No log	6.6512	286	0.7506	0.4164	0.7506	0.8664
No log	6.6977	288	0.7541	0.4165	0.7541	0.8684
No log	6.7442	290	0.7466	0.4911	0.7466	0.8640
No log	6.7907	292	0.7216	0.5313	0.7216	0.8495
No log	6.8372	294	0.7500	0.5385	0.7500	0.8660
No log	6.8837	296	0.7418	0.5683	0.7418	0.8613
No log	6.9302	298	0.7022	0.5944	0.7022	0.8380
No log	6.9767	300	0.7021	0.5944	0.7021	0.8379
No log	7.0233	302	0.7794	0.54	0.7794	0.8828
No log	7.0698	304	0.8010	0.54	0.8010	0.8950
No log	7.1163	306	0.7216	0.4951	0.7216	0.8495
No log	7.1628	308	0.7301	0.6207	0.7301	0.8545
No log	7.2093	310	0.7561	0.5928	0.7561	0.8696
No log	7.2558	312	0.7351	0.5719	0.7351	0.8574
No log	7.3023	314	0.7260	0.6246	0.7260	0.8521
No log	7.3488	316	0.7468	0.5802	0.7468	0.8642
No log	7.3953	318	0.7280	0.6035	0.7280	0.8532
No log	7.4419	320	0.7377	0.5331	0.7377	0.8589
No log	7.4884	322	0.7708	0.5537	0.7708	0.8780
No log	7.5349	324	0.8834	0.5509	0.8834	0.9399
No log	7.5814	326	0.9624	0.5627	0.9624	0.9810
No log	7.6279	328	0.8660	0.5427	0.8660	0.9306
No log	7.6744	330	0.7725	0.5146	0.7725	0.8789
No log	7.7209	332	0.7377	0.4996	0.7377	0.8589
No log	7.7674	334	0.7400	0.4996	0.7400	0.8602
No log	7.8140	336	0.7515	0.5057	0.7515	0.8669
No log	7.8605	338	0.7783	0.4864	0.7783	0.8822
No log	7.9070	340	0.8005	0.4954	0.8005	0.8947
No log	7.9535	342	0.8714	0.5509	0.8714	0.9335
No log	8.0	344	0.8803	0.5553	0.8803	0.9382
No log	8.0465	346	0.8514	0.5712	0.8514	0.9227
No log	8.0930	348	0.8479	0.5712	0.8479	0.9208
No log	8.1395	350	0.8514	0.5712	0.8514	0.9227
No log	8.1860	352	0.8381	0.5686	0.8381	0.9155
No log	8.2326	354	0.7621	0.5283	0.7621	0.8730
No log	8.2791	356	0.7232	0.4555	0.7232	0.8504
No log	8.3256	358	0.7339	0.5327	0.7339	0.8567
No log	8.3721	360	0.7402	0.4373	0.7402	0.8603
No log	8.4186	362	0.7544	0.5192	0.7544	0.8686
No log	8.4651	364	0.7368	0.4704	0.7368	0.8584
No log	8.5116	366	0.7636	0.5192	0.7636	0.8739
No log	8.5581	368	0.7742	0.5451	0.7742	0.8799
No log	8.6047	370	0.8443	0.5637	0.8443	0.9189
No log	8.6512	372	0.9767	0.5569	0.9767	0.9883
No log	8.6977	374	1.1350	0.4861	1.1350	1.0654
No log	8.7442	376	1.0676	0.5055	1.0676	1.0332
No log	8.7907	378	0.9364	0.5297	0.9364	0.9677
No log	8.8372	380	0.8051	0.5515	0.8051	0.8973
No log	8.8837	382	0.7578	0.5291	0.7578	0.8705
No log	8.9302	384	0.7527	0.4998	0.7527	0.8676
No log	8.9767	386	0.7736	0.5157	0.7736	0.8795
No log	9.0233	388	0.9026	0.5365	0.9026	0.9500
No log	9.0698	390	0.9412	0.5365	0.9412	0.9701
No log	9.1163	392	0.8258	0.5444	0.8258	0.9087
No log	9.1628	394	0.7245	0.4965	0.7245	0.8512
No log	9.2093	396	0.8443	0.5575	0.8443	0.9188
No log	9.2558	398	1.0235	0.4248	1.0235	1.0117
No log	9.3023	400	1.0218	0.4625	1.0218	1.0109
No log	9.3488	402	0.8909	0.4258	0.8909	0.9439
No log	9.3953	404	0.7697	0.5634	0.7697	0.8773
No log	9.4419	406	0.7670	0.5634	0.7670	0.8758
No log	9.4884	408	0.7839	0.5562	0.7839	0.8854
No log	9.5349	410	0.9048	0.4700	0.9048	0.9512
No log	9.5814	412	0.8846	0.5054	0.8846	0.9405
No log	9.6279	414	0.7647	0.5517	0.7647	0.8745
No log	9.6744	416	0.7088	0.6043	0.7088	0.8419
No log	9.7209	418	0.6857	0.5766	0.6857	0.8280
No log	9.7674	420	0.6970	0.5571	0.6970	0.8349
No log	9.8140	422	0.6717	0.6287	0.6717	0.8196
No log	9.8605	424	0.6594	0.6725	0.6594	0.8121
No log	9.9070	426	0.6766	0.6239	0.6766	0.8226
No log	9.9535	428	0.8515	0.5853	0.8515	0.9227
No log	10.0	430	0.9904	0.5809	0.9904	0.9952
No log	10.0465	432	0.9580	0.5833	0.9580	0.9788
No log	10.0930	434	0.8249	0.5724	0.8249	0.9083
No log	10.1395	436	0.7018	0.6233	0.7018	0.8377
No log	10.1860	438	0.7164	0.6233	0.7164	0.8464
No log	10.2326	440	0.7942	0.5872	0.7942	0.8912
No log	10.2791	442	0.8807	0.5526	0.8807	0.9384
No log	10.3256	444	0.8823	0.5569	0.8823	0.9393
No log	10.3721	446	0.7936	0.5827	0.7936	0.8908
No log	10.4186	448	0.7130	0.5898	0.7130	0.8444
No log	10.4651	450	0.7009	0.5059	0.7009	0.8372
No log	10.5116	452	0.7592	0.5675	0.7592	0.8713
No log	10.5581	454	0.8892	0.5569	0.8892	0.9430
No log	10.6047	456	0.9459	0.5365	0.9459	0.9726
No log	10.6512	458	0.9108	0.5365	0.9108	0.9544
No log	10.6977	460	0.8775	0.5648	0.8775	0.9367
No log	10.7442	462	0.8542	0.5592	0.8542	0.9242
No log	10.7907	464	0.8547	0.5671	0.8547	0.9245
No log	10.8372	466	0.7699	0.5614	0.7699	0.8774
No log	10.8837	468	0.7259	0.5865	0.7259	0.8520
No log	10.9302	470	0.7461	0.5308	0.7461	0.8638
No log	10.9767	472	0.7463	0.4818	0.7463	0.8639
No log	11.0233	474	0.7089	0.5833	0.7089	0.8420
No log	11.0698	476	0.6876	0.6212	0.6876	0.8292
No log	11.1163	478	0.7142	0.6177	0.7142	0.8451
No log	11.1628	480	0.7121	0.6333	0.7121	0.8439
No log	11.2093	482	0.6989	0.5878	0.6989	0.8360
No log	11.2558	484	0.7177	0.6163	0.7177	0.8472
No log	11.3023	486	0.7277	0.5814	0.7277	0.8530
No log	11.3488	488	0.7182	0.5722	0.7182	0.8475
No log	11.3953	490	0.7133	0.5648	0.7133	0.8446
No log	11.4419	492	0.7292	0.5154	0.7292	0.8540
No log	11.4884	494	0.7602	0.5443	0.7602	0.8719
No log	11.5349	496	0.7714	0.5576	0.7714	0.8783
No log	11.5814	498	0.7449	0.5513	0.7449	0.8631
0.357	11.6279	500	0.7931	0.5403	0.7931	0.8906
0.357	11.6744	502	0.8039	0.5384	0.8039	0.8966
0.357	11.7209	504	0.7588	0.5276	0.7588	0.8711
0.357	11.7674	506	0.7696	0.5360	0.7696	0.8772
0.357	11.8140	508	0.7961	0.5233	0.7961	0.8923
0.357	11.8605	510	0.7480	0.4775	0.7480	0.8649

Framework versions

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