ArabicNewSplits7_FineTuningAraBERT_run3_AugV5_k17_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: 0.6223
• Qwk: 0.5261
• Mse: 0.6223
• Rmse: 0.7889

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	4.0092	-0.0020	4.0092	2.0023
No log	0.0930	4	2.1554	0.1065	2.1554	1.4681
No log	0.1395	6	1.4637	0.0143	1.4637	1.2098
No log	0.1860	8	1.8026	0.1152	1.8026	1.3426
No log	0.2326	10	1.2285	0.0380	1.2285	1.1084
No log	0.2791	12	1.0905	0.1671	1.0905	1.0443
No log	0.3256	14	1.1919	0.0981	1.1919	1.0918
No log	0.3721	16	1.2533	0.0385	1.2533	1.1195
No log	0.4186	18	1.2420	0.0793	1.2420	1.1144
No log	0.4651	20	1.1915	0.0824	1.1915	1.0916
No log	0.5116	22	1.1351	0.1418	1.1351	1.0654
No log	0.5581	24	1.0957	0.1601	1.0957	1.0468
No log	0.6047	26	1.0759	0.2187	1.0759	1.0372
No log	0.6512	28	1.1177	0.1509	1.1177	1.0572
No log	0.6977	30	1.0984	0.1971	1.0984	1.0480
No log	0.7442	32	1.0804	0.2391	1.0804	1.0394
No log	0.7907	34	1.0726	0.2416	1.0726	1.0357
No log	0.8372	36	1.0759	0.1901	1.0759	1.0373
No log	0.8837	38	1.0795	0.0374	1.0795	1.0390
No log	0.9302	40	1.1480	0.0436	1.1480	1.0714
No log	0.9767	42	1.1301	0.0287	1.1301	1.0631
No log	1.0233	44	1.0533	0.0761	1.0533	1.0263
No log	1.0698	46	0.9975	0.2049	0.9975	0.9988
No log	1.1163	48	1.0267	0.3326	1.0267	1.0132
No log	1.1628	50	1.0568	0.1671	1.0568	1.0280
No log	1.2093	52	0.9544	0.3281	0.9544	0.9769
No log	1.2558	54	0.9292	0.3774	0.9292	0.9639
No log	1.3023	56	0.9664	0.3207	0.9664	0.9831
No log	1.3488	58	0.9662	0.3207	0.9662	0.9829
No log	1.3953	60	0.9357	0.3071	0.9357	0.9673
No log	1.4419	62	0.9386	0.3339	0.9386	0.9688
No log	1.4884	64	0.9960	0.3603	0.9960	0.9980
No log	1.5349	66	0.9739	0.3603	0.9739	0.9869
No log	1.5814	68	0.8631	0.4277	0.8631	0.9290
No log	1.6279	70	0.8544	0.4204	0.8544	0.9244
No log	1.6744	72	0.7868	0.4745	0.7868	0.8870
No log	1.7209	74	0.7658	0.4745	0.7658	0.8751
No log	1.7674	76	0.7627	0.4503	0.7627	0.8734
No log	1.8140	78	0.7809	0.4962	0.7809	0.8837
No log	1.8605	80	0.8620	0.4686	0.8620	0.9284
No log	1.9070	82	0.6949	0.5046	0.6949	0.8336
No log	1.9535	84	1.0246	0.4857	1.0246	1.0122
No log	2.0	86	1.4108	0.3096	1.4108	1.1878
No log	2.0465	88	1.0671	0.4857	1.0671	1.0330
No log	2.0930	90	0.6867	0.5088	0.6867	0.8286
No log	2.1395	92	0.6687	0.5847	0.6687	0.8177
No log	2.1860	94	0.6921	0.4847	0.6921	0.8320
No log	2.2326	96	0.9225	0.4560	0.9225	0.9605
No log	2.2791	98	1.0962	0.4103	1.0962	1.0470
No log	2.3256	100	1.0525	0.3787	1.0525	1.0259
No log	2.3721	102	0.8451	0.4456	0.8451	0.9193
No log	2.4186	104	0.8065	0.3651	0.8065	0.8981
No log	2.4651	106	0.8271	0.3503	0.8271	0.9094
No log	2.5116	108	0.8290	0.3765	0.8290	0.9105
No log	2.5581	110	0.8291	0.4012	0.8291	0.9105
No log	2.6047	112	0.8535	0.4713	0.8535	0.9238
No log	2.6512	114	0.7903	0.4145	0.7903	0.8890
No log	2.6977	116	0.7851	0.4691	0.7851	0.8861
No log	2.7442	118	0.8862	0.5690	0.8862	0.9414
No log	2.7907	120	1.1392	0.3609	1.1392	1.0673
No log	2.8372	122	0.9527	0.4982	0.9527	0.9761
No log	2.8837	124	0.7321	0.4644	0.7321	0.8556
No log	2.9302	126	0.8159	0.5355	0.8159	0.9033
No log	2.9767	128	0.9213	0.5	0.9213	0.9599
No log	3.0233	130	0.8378	0.4799	0.8378	0.9153
No log	3.0698	132	0.8076	0.4697	0.8076	0.8987
No log	3.1163	134	0.7848	0.3682	0.7848	0.8859
No log	3.1628	136	0.8079	0.3658	0.8079	0.8988
No log	3.2093	138	0.8502	0.3339	0.8502	0.9220
No log	3.2558	140	0.8697	0.3339	0.8697	0.9326
No log	3.3023	142	0.8417	0.3485	0.8417	0.9174
No log	3.3488	144	0.7924	0.3933	0.7924	0.8902
No log	3.3953	146	0.7640	0.5325	0.7640	0.8741
No log	3.4419	148	0.7326	0.5047	0.7326	0.8559
No log	3.4884	150	0.7471	0.5487	0.7471	0.8644
No log	3.5349	152	0.7508	0.5301	0.7508	0.8665
No log	3.5814	154	0.7848	0.4856	0.7848	0.8859
No log	3.6279	156	0.7795	0.4145	0.7795	0.8829
No log	3.6744	158	1.1217	0.4796	1.1217	1.0591
No log	3.7209	160	1.4129	0.3491	1.4129	1.1887
No log	3.7674	162	1.1278	0.3624	1.1278	1.0620
No log	3.8140	164	0.9094	0.3446	0.9094	0.9536
No log	3.8605	166	0.9663	0.2024	0.9663	0.9830
No log	3.9070	168	0.9715	0.2392	0.9715	0.9857
No log	3.9535	170	0.8600	0.3902	0.8600	0.9274
No log	4.0	172	0.7268	0.5259	0.7268	0.8525
No log	4.0465	174	0.7297	0.5459	0.7297	0.8542
No log	4.0930	176	0.6799	0.5419	0.6799	0.8246
No log	4.1395	178	0.7113	0.5054	0.7113	0.8434
No log	4.1860	180	0.8342	0.5208	0.8342	0.9133
No log	4.2326	182	0.7878	0.5006	0.7878	0.8876
No log	4.2791	184	0.6834	0.5079	0.6834	0.8267
No log	4.3256	186	0.6624	0.4843	0.6624	0.8139
No log	4.3721	188	0.6504	0.5103	0.6504	0.8064
No log	4.4186	190	0.6700	0.4847	0.6700	0.8185
No log	4.4651	192	0.7422	0.5059	0.7422	0.8615
No log	4.5116	194	0.7751	0.4797	0.7751	0.8804
No log	4.5581	196	0.7340	0.5059	0.7340	0.8567
No log	4.6047	198	0.6942	0.4327	0.6942	0.8332
No log	4.6512	200	0.6908	0.4597	0.6908	0.8311
No log	4.6977	202	0.7403	0.4928	0.7403	0.8604
No log	4.7442	204	0.7327	0.4928	0.7327	0.8560
No log	4.7907	206	0.6653	0.3922	0.6653	0.8157
No log	4.8372	208	0.6864	0.5933	0.6864	0.8285
No log	4.8837	210	0.7134	0.5586	0.7134	0.8446
No log	4.9302	212	0.6663	0.6028	0.6663	0.8163
No log	4.9767	214	0.6820	0.4630	0.6820	0.8258
No log	5.0233	216	0.8331	0.4902	0.8331	0.9127
No log	5.0698	218	0.8533	0.5343	0.8533	0.9237
No log	5.1163	220	0.7048	0.5188	0.7048	0.8395
No log	5.1628	222	0.7250	0.5870	0.7250	0.8515
No log	5.2093	224	0.7179	0.5667	0.7179	0.8473
No log	5.2558	226	0.6991	0.4743	0.6991	0.8361
No log	5.3023	228	0.8133	0.4057	0.8133	0.9018
No log	5.3488	230	0.9444	0.3846	0.9444	0.9718
No log	5.3953	232	0.9260	0.4439	0.9260	0.9623
No log	5.4419	234	0.7877	0.4102	0.7877	0.8875
No log	5.4884	236	0.6743	0.5510	0.6743	0.8212
No log	5.5349	238	0.6869	0.6099	0.6869	0.8288
No log	5.5814	240	0.6612	0.5890	0.6612	0.8131
No log	5.6279	242	0.6434	0.5234	0.6434	0.8021
No log	5.6744	244	0.6953	0.4102	0.6953	0.8338
No log	5.7209	246	0.7181	0.4075	0.7181	0.8474
No log	5.7674	248	0.6739	0.4473	0.6739	0.8209
No log	5.8140	250	0.6509	0.5570	0.6509	0.8068
No log	5.8605	252	0.6620	0.6238	0.6620	0.8136
No log	5.9070	254	0.6646	0.6238	0.6646	0.8152
No log	5.9535	256	0.6608	0.5485	0.6608	0.8129
No log	6.0	258	0.7754	0.4089	0.7754	0.8806
No log	6.0465	260	0.8789	0.3394	0.8789	0.9375
No log	6.0930	262	0.8222	0.3394	0.8222	0.9067
No log	6.1395	264	0.6994	0.4344	0.6994	0.8363
No log	6.1860	266	0.6379	0.5610	0.6379	0.7987
No log	6.2326	268	0.6305	0.5820	0.6305	0.7941
No log	6.2791	270	0.6474	0.5121	0.6474	0.8046
No log	6.3256	272	0.6914	0.5279	0.6914	0.8315
No log	6.3721	274	0.6871	0.5067	0.6871	0.8289
No log	6.4186	276	0.6234	0.5833	0.6234	0.7895
No log	6.4651	278	0.6026	0.6175	0.6026	0.7763
No log	6.5116	280	0.6001	0.6991	0.6001	0.7746
No log	6.5581	282	0.5775	0.6488	0.5775	0.7599
No log	6.6047	284	0.5626	0.6390	0.5626	0.7500
No log	6.6512	286	0.5583	0.6364	0.5583	0.7472
No log	6.6977	288	0.5796	0.6768	0.5796	0.7613
No log	6.7442	290	0.6205	0.6703	0.6205	0.7877
No log	6.7907	292	0.6411	0.5928	0.6411	0.8007
No log	6.8372	294	0.6354	0.6312	0.6354	0.7971
No log	6.8837	296	0.6217	0.6049	0.6217	0.7885
No log	6.9302	298	0.6207	0.6039	0.6207	0.7878
No log	6.9767	300	0.6326	0.6097	0.6326	0.7953
No log	7.0233	302	0.6433	0.5783	0.6433	0.8021
No log	7.0698	304	0.6494	0.6107	0.6494	0.8059
No log	7.1163	306	0.6768	0.4729	0.6768	0.8227
No log	7.1628	308	0.7279	0.4937	0.7279	0.8532
No log	7.2093	310	0.6955	0.4965	0.6955	0.8340
No log	7.2558	312	0.6532	0.5377	0.6532	0.8082
No log	7.3023	314	0.6516	0.5419	0.6516	0.8072
No log	7.3488	316	0.6429	0.5261	0.6429	0.8018
No log	7.3953	318	0.7094	0.5938	0.7094	0.8423
No log	7.4419	320	0.8209	0.5631	0.8209	0.9060
No log	7.4884	322	0.8171	0.5648	0.8171	0.9039
No log	7.5349	324	0.7878	0.4994	0.7878	0.8876
No log	7.5814	326	0.7035	0.4923	0.7035	0.8388
No log	7.6279	328	0.6425	0.4490	0.6425	0.8016
No log	7.6744	330	0.6584	0.4903	0.6584	0.8114
No log	7.7209	332	0.6920	0.4063	0.6920	0.8318
No log	7.7674	334	0.8222	0.4175	0.8222	0.9067
No log	7.8140	336	0.9480	0.4440	0.9480	0.9736
No log	7.8605	338	0.9251	0.4216	0.9251	0.9618
No log	7.9070	340	0.7796	0.4450	0.7796	0.8829
No log	7.9535	342	0.6851	0.5142	0.6851	0.8277
No log	8.0	344	0.6818	0.5441	0.6818	0.8257
No log	8.0465	346	0.7363	0.5708	0.7363	0.8581
No log	8.0930	348	0.7347	0.5486	0.7347	0.8571
No log	8.1395	350	0.6782	0.4691	0.6782	0.8235
No log	8.1860	352	0.6950	0.4473	0.6950	0.8337
No log	8.2326	354	0.6940	0.4729	0.6940	0.8331
No log	8.2791	356	0.6726	0.5121	0.6726	0.8201
No log	8.3256	358	0.6385	0.5112	0.6385	0.7991
No log	8.3721	360	0.6290	0.5552	0.6290	0.7931
No log	8.4186	362	0.6419	0.5330	0.6419	0.8012
No log	8.4651	364	0.6422	0.5346	0.6422	0.8014
No log	8.5116	366	0.6471	0.5121	0.6471	0.8045
No log	8.5581	368	0.6215	0.5121	0.6215	0.7883
No log	8.6047	370	0.6116	0.5357	0.6116	0.7821
No log	8.6512	372	0.6082	0.5450	0.6082	0.7799
No log	8.6977	374	0.6221	0.5599	0.6221	0.7887
No log	8.7442	376	0.6600	0.5688	0.6600	0.8124
No log	8.7907	378	0.6458	0.4969	0.6458	0.8036
No log	8.8372	380	0.6527	0.6154	0.6527	0.8079
No log	8.8837	382	0.7394	0.5706	0.7394	0.8599
No log	8.9302	384	0.8120	0.5512	0.8120	0.9011
No log	8.9767	386	0.7752	0.5240	0.7752	0.8805
No log	9.0233	388	0.7328	0.3878	0.7328	0.8560
No log	9.0698	390	0.7423	0.4078	0.7423	0.8615
No log	9.1163	392	0.7279	0.4981	0.7279	0.8532
No log	9.1628	394	0.6763	0.4304	0.6763	0.8224
No log	9.2093	396	0.6626	0.6087	0.6626	0.8140
No log	9.2558	398	0.6889	0.5553	0.6889	0.8300
No log	9.3023	400	0.6718	0.5553	0.6718	0.8197
No log	9.3488	402	0.6314	0.6429	0.6314	0.7946
No log	9.3953	404	0.6419	0.4757	0.6419	0.8012
No log	9.4419	406	0.6749	0.5442	0.6749	0.8215
No log	9.4884	408	0.6404	0.4757	0.6404	0.8003
No log	9.5349	410	0.6156	0.6087	0.6156	0.7846
No log	9.5814	412	0.6268	0.5492	0.6268	0.7917
No log	9.6279	414	0.6831	0.4742	0.6831	0.8265
No log	9.6744	416	0.7463	0.5516	0.7463	0.8639
No log	9.7209	418	0.7552	0.5718	0.7552	0.8690
No log	9.7674	420	0.6925	0.4742	0.6925	0.8322
No log	9.8140	422	0.6539	0.4869	0.6539	0.8086
No log	9.8605	424	0.6600	0.4869	0.6600	0.8124
No log	9.9070	426	0.6398	0.5234	0.6398	0.7999
No log	9.9535	428	0.6660	0.5425	0.6660	0.8161
No log	10.0	430	0.7625	0.5330	0.7625	0.8732
No log	10.0465	432	0.7604	0.5591	0.7604	0.8720
No log	10.0930	434	0.7173	0.4483	0.7173	0.8469
No log	10.1395	436	0.6367	0.5359	0.6367	0.7979
No log	10.1860	438	0.6093	0.6118	0.6093	0.7806
No log	10.2326	440	0.5958	0.6327	0.5958	0.7719
No log	10.2791	442	0.6127	0.6073	0.6127	0.7827
No log	10.3256	444	0.6246	0.6063	0.6246	0.7903
No log	10.3721	446	0.6127	0.5135	0.6127	0.7828
No log	10.4186	448	0.6279	0.6047	0.6279	0.7924
No log	10.4651	450	0.6369	0.5833	0.6369	0.7981
No log	10.5116	452	0.6342	0.5025	0.6342	0.7963
No log	10.5581	454	0.6461	0.4988	0.6461	0.8038
No log	10.6047	456	0.6541	0.4854	0.6541	0.8088
No log	10.6512	458	0.6174	0.5345	0.6174	0.7858
No log	10.6977	460	0.5824	0.6087	0.5824	0.7632
No log	10.7442	462	0.5959	0.6804	0.5959	0.7719
No log	10.7907	464	0.5782	0.6337	0.5782	0.7604
No log	10.8372	466	0.5900	0.5370	0.5900	0.7681
No log	10.8837	468	0.6529	0.5858	0.6529	0.8080
No log	10.9302	470	0.7557	0.5137	0.7557	0.8693
No log	10.9767	472	0.7686	0.4893	0.7686	0.8767
No log	11.0233	474	0.7075	0.5266	0.7075	0.8411
No log	11.0698	476	0.6543	0.5654	0.6543	0.8089
No log	11.1163	478	0.6469	0.4988	0.6469	0.8043
No log	11.1628	480	0.6350	0.5063	0.6350	0.7969
No log	11.2093	482	0.6436	0.5992	0.6436	0.8022
No log	11.2558	484	0.6327	0.6207	0.6327	0.7954
No log	11.3023	486	0.6104	0.5833	0.6104	0.7813
No log	11.3488	488	0.5957	0.5882	0.5957	0.7718
No log	11.3953	490	0.5947	0.5759	0.5947	0.7712
No log	11.4419	492	0.6055	0.6217	0.6055	0.7781
No log	11.4884	494	0.6460	0.6422	0.6460	0.8038
No log	11.5349	496	0.6549	0.6422	0.6549	0.8093
No log	11.5814	498	0.6193	0.5692	0.6193	0.7870
0.3083	11.6279	500	0.5990	0.5871	0.5990	0.7739
0.3083	11.6744	502	0.6053	0.5002	0.6053	0.7780
0.3083	11.7209	504	0.6560	0.5858	0.6560	0.8099
0.3083	11.7674	506	0.6390	0.5858	0.6390	0.7994
0.3083	11.8140	508	0.5912	0.5373	0.5912	0.7689
0.3083	11.8605	510	0.5891	0.5966	0.5891	0.7676
0.3083	11.9070	512	0.6011	0.5373	0.6011	0.7753
0.3083	11.9535	514	0.6528	0.5438	0.6528	0.8080
0.3083	12.0	516	0.6916	0.5304	0.6916	0.8316
0.3083	12.0465	518	0.7021	0.5875	0.7021	0.8379
0.3083	12.0930	520	0.6827	0.5626	0.6827	0.8263
0.3083	12.1395	522	0.6645	0.5455	0.6645	0.8152
0.3083	12.1860	524	0.6560	0.5234	0.6560	0.8099
0.3083	12.2326	526	0.6297	0.5373	0.6297	0.7936
0.3083	12.2791	528	0.6223	0.5261	0.6223	0.7889

Framework versions

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