ArabicNewSplits4_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k13_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: 0.6795
• Qwk: 0.2917
• Mse: 0.6795
• Rmse: 0.8243

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: 10

Training results

Training Loss	Epoch	Step	Validation Loss	Qwk	Mse	Rmse
No log	0.0351	2	3.5176	0.0026	3.5176	1.8755
No log	0.0702	4	1.8704	-0.0130	1.8704	1.3676
No log	0.1053	6	1.2256	0.0530	1.2256	1.1071
No log	0.1404	8	0.8083	0.2081	0.8083	0.8990
No log	0.1754	10	0.9592	0.1588	0.9592	0.9794
No log	0.2105	12	0.8752	0.1493	0.8752	0.9355
No log	0.2456	14	0.7960	0.1845	0.7960	0.8922
No log	0.2807	16	0.6874	0.0569	0.6874	0.8291
No log	0.3158	18	0.7041	0.0569	0.7041	0.8391
No log	0.3509	20	0.7219	0.0409	0.7219	0.8496
No log	0.3860	22	0.6704	0.0137	0.6704	0.8188
No log	0.4211	24	0.7890	0.1411	0.7890	0.8882
No log	0.4561	26	1.0988	-0.1077	1.0988	1.0482
No log	0.4912	28	1.1590	-0.0963	1.1590	1.0766
No log	0.5263	30	0.7116	0.0435	0.7116	0.8436
No log	0.5614	32	0.7502	0.0769	0.7502	0.8661
No log	0.5965	34	0.7285	0.1813	0.7285	0.8535
No log	0.6316	36	1.0540	0.0367	1.0540	1.0266
No log	0.6667	38	1.0011	0.1273	1.0011	1.0005
No log	0.7018	40	0.7702	0.2340	0.7702	0.8776
No log	0.7368	42	0.7045	0.0891	0.7045	0.8393
No log	0.7719	44	0.8432	0.2140	0.8432	0.9183
No log	0.8070	46	0.7144	0.2563	0.7144	0.8452
No log	0.8421	48	0.8678	0.1357	0.8678	0.9315
No log	0.8772	50	0.8429	0.1770	0.8429	0.9181
No log	0.9123	52	0.6182	0.3016	0.6182	0.7863
No log	0.9474	54	0.9506	0.1930	0.9506	0.9750
No log	0.9825	56	0.9884	0.2137	0.9884	0.9942
No log	1.0175	58	0.6176	0.0805	0.6176	0.7859
No log	1.0526	60	0.7773	0.1515	0.7773	0.8817
No log	1.0877	62	0.8049	0.1416	0.8049	0.8972
No log	1.1228	64	0.6388	0.3073	0.6388	0.7992
No log	1.1579	66	0.8656	0.1366	0.8656	0.9304
No log	1.1930	68	1.9819	0.1111	1.9819	1.4078
No log	1.2281	70	2.0745	0.0950	2.0745	1.4403
No log	1.2632	72	0.8657	0.2579	0.8657	0.9305
No log	1.2982	74	0.6834	0.1852	0.6834	0.8267
No log	1.3333	76	0.8243	0.1927	0.8243	0.9079
No log	1.3684	78	0.8730	0.1867	0.8730	0.9343
No log	1.4035	80	0.7639	0.2986	0.7639	0.8740
No log	1.4386	82	1.1133	0.0949	1.1133	1.0551
No log	1.4737	84	1.2999	0.1531	1.2999	1.1401
No log	1.5088	86	0.8950	0.1545	0.8950	0.9461
No log	1.5439	88	0.8437	0.0909	0.8437	0.9185
No log	1.5789	90	1.0514	0.1111	1.0514	1.0254
No log	1.6140	92	0.9929	0.1111	0.9929	0.9965
No log	1.6491	94	0.8094	0.0099	0.8094	0.8997
No log	1.6842	96	0.7545	0.12	0.7545	0.8686
No log	1.7193	98	0.7918	0.1489	0.7918	0.8898
No log	1.7544	100	1.0849	0.0492	1.0849	1.0416
No log	1.7895	102	1.7221	0.1099	1.7221	1.3123
No log	1.8246	104	1.4792	0.0541	1.4792	1.2162
No log	1.8596	106	0.8686	0.0680	0.8686	0.9320
No log	1.8947	108	0.8243	0.1489	0.8243	0.9079
No log	1.9298	110	0.9578	0.1148	0.9578	0.9787
No log	1.9649	112	0.6903	0.2184	0.6903	0.8308
No log	2.0	114	0.6069	0.1902	0.6069	0.7790
No log	2.0351	116	0.6273	0.2298	0.6273	0.7920
No log	2.0702	118	0.9828	0.25	0.9828	0.9914
No log	2.1053	120	0.7358	0.1921	0.7358	0.8578
No log	2.1404	122	0.5681	0.2611	0.5681	0.7537
No log	2.1754	124	0.5684	0.3000	0.5684	0.7539
No log	2.2105	126	0.8120	0.1925	0.8120	0.9011
No log	2.2456	128	0.7971	0.1925	0.7971	0.8928
No log	2.2807	130	0.5846	0.2370	0.5846	0.7646
No log	2.3158	132	0.5927	0.2370	0.5927	0.7699
No log	2.3509	134	0.7380	0.2323	0.7380	0.8591
No log	2.3860	136	0.7265	0.2323	0.7265	0.8523
No log	2.4211	138	0.5801	0.2704	0.5801	0.7617
No log	2.4561	140	0.8848	0.1429	0.8848	0.9407
No log	2.4912	142	0.6828	0.1135	0.6828	0.8263
No log	2.5263	144	0.7646	0.2332	0.7646	0.8744
No log	2.5614	146	0.9641	0.0988	0.9641	0.9819
No log	2.5965	148	0.6327	0.3292	0.6327	0.7954
No log	2.6316	150	0.6639	0.1111	0.6639	0.8148
No log	2.6667	152	0.6354	0.0838	0.6354	0.7971
No log	2.7018	154	0.7506	0.2332	0.7506	0.8664
No log	2.7368	156	0.9712	0.2180	0.9712	0.9855
No log	2.7719	158	0.7002	0.2421	0.7002	0.8368
No log	2.8070	160	0.6463	0.1910	0.6463	0.8039
No log	2.8421	162	0.6219	0.1000	0.6219	0.7886
No log	2.8772	164	0.7196	0.2258	0.7196	0.8483
No log	2.9123	166	1.3114	0.0952	1.3114	1.1452
No log	2.9474	168	1.1559	0.1383	1.1559	1.0751
No log	2.9825	170	0.6925	0.2258	0.6925	0.8322
No log	3.0175	172	0.5754	0.2000	0.5754	0.7585
No log	3.0526	174	0.5900	0.2099	0.5900	0.7681
No log	3.0877	176	0.8065	0.1923	0.8065	0.8981
No log	3.1228	178	0.7707	0.2075	0.7707	0.8779
No log	3.1579	180	0.6465	0.2179	0.6465	0.8041
No log	3.1930	182	0.8414	0.1770	0.8414	0.9173
No log	3.2281	184	0.8008	0.1527	0.8008	0.8949
No log	3.2632	186	0.7094	0.1011	0.7094	0.8423
No log	3.2982	188	0.8029	0.0647	0.8029	0.8960
No log	3.3333	190	0.6985	0.1135	0.6985	0.8358
No log	3.3684	192	0.7038	0.1135	0.7038	0.8390
No log	3.4035	194	0.7721	0.1269	0.7721	0.8787
No log	3.4386	196	0.7639	0.1600	0.7639	0.8740
No log	3.4737	198	0.7174	0.1923	0.7174	0.8470
No log	3.5088	200	0.7473	0.1600	0.7473	0.8644
No log	3.5439	202	0.9692	0.1807	0.9692	0.9845
No log	3.5789	204	0.7537	0.0995	0.7537	0.8682
No log	3.6140	206	0.6077	0.2832	0.6077	0.7795
No log	3.6491	208	0.6053	0.1813	0.6053	0.7780
No log	3.6842	210	0.8096	0.1570	0.8096	0.8998
No log	3.7193	212	0.8354	0.1570	0.8354	0.9140
No log	3.7544	214	0.5876	0.2593	0.5876	0.7665
No log	3.7895	216	0.6213	0.1675	0.6213	0.7882
No log	3.8246	218	0.5958	0.2251	0.5958	0.7719
No log	3.8596	220	0.5507	0.3631	0.5507	0.7421
No log	3.8947	222	0.9162	0.1652	0.9162	0.9572
No log	3.9298	224	1.0833	0.1127	1.0833	1.0408
No log	3.9649	226	0.8370	0.1273	0.8370	0.9149
No log	4.0	228	0.5489	0.1888	0.5489	0.7409
No log	4.0351	230	0.7264	0.1619	0.7264	0.8523
No log	4.0702	232	0.7321	0.1619	0.7321	0.8556
No log	4.1053	234	0.5658	0.2405	0.5658	0.7522
No log	4.1404	236	0.7625	0.2233	0.7625	0.8732
No log	4.1754	238	1.0395	0.1062	1.0395	1.0195
No log	4.2105	240	0.9612	0.0968	0.9612	0.9804
No log	4.2456	242	0.7028	0.2850	0.7028	0.8384
No log	4.2807	244	0.7108	0.1285	0.7108	0.8431
No log	4.3158	246	0.7438	0.1568	0.7438	0.8625
No log	4.3509	248	0.6980	0.25	0.6980	0.8355
No log	4.3860	250	0.8069	0.1718	0.8069	0.8983
No log	4.4211	252	0.7957	0.1712	0.7957	0.8920
No log	4.4561	254	0.6568	0.2644	0.6568	0.8104
No log	4.4912	256	0.6352	0.2000	0.6352	0.7970
No log	4.5263	258	0.6245	0.2099	0.6245	0.7902
No log	4.5614	260	0.6214	0.2099	0.6214	0.7883
No log	4.5965	262	0.6385	0.2749	0.6385	0.7991
No log	4.6316	264	0.6580	0.2360	0.6580	0.8112
No log	4.6667	266	0.7998	0.1111	0.7998	0.8943
No log	4.7018	268	0.9820	0.0988	0.9820	0.9910
No log	4.7368	270	0.8334	0.1131	0.8334	0.9129
No log	4.7719	272	0.6668	0.2370	0.6668	0.8166
No log	4.8070	274	0.6471	0.2683	0.6471	0.8044
No log	4.8421	276	0.6578	0.3103	0.6578	0.8111
No log	4.8772	278	0.6691	0.2370	0.6691	0.8180
No log	4.9123	280	0.6893	0.3953	0.6893	0.8303
No log	4.9474	282	0.8020	0.1493	0.8020	0.8956
No log	4.9825	284	0.7331	0.3016	0.7331	0.8562
No log	5.0175	286	0.6030	0.1195	0.6030	0.7765
No log	5.0526	288	0.7604	0.1456	0.7604	0.8720
No log	5.0877	290	0.9231	0.1366	0.9231	0.9608
No log	5.1228	292	0.7597	0.1456	0.7597	0.8716
No log	5.1579	294	0.5870	0.2000	0.5870	0.7662
No log	5.1930	296	0.8243	0.1560	0.8243	0.9079
No log	5.2281	298	0.9947	0.1040	0.9947	0.9974
No log	5.2632	300	0.8588	0.1579	0.8588	0.9267
No log	5.2982	302	0.6098	0.2889	0.6098	0.7809
No log	5.3333	304	0.5814	0.2771	0.5814	0.7625
No log	5.3684	306	0.5837	0.1902	0.5837	0.7640
No log	5.4035	308	0.6431	0.2865	0.6431	0.8019
No log	5.4386	310	0.8478	0.1579	0.8478	0.9207
No log	5.4737	312	0.8571	0.1588	0.8571	0.9258
No log	5.5088	314	0.6895	0.25	0.6895	0.8304
No log	5.5439	316	0.6188	0.1698	0.6188	0.7866
No log	5.5789	318	0.6334	0.2663	0.6334	0.7959
No log	5.6140	320	0.6342	0.1500	0.6342	0.7964
No log	5.6491	322	0.6975	0.2245	0.6975	0.8352
No log	5.6842	324	0.8524	0.0742	0.8524	0.9232
No log	5.7193	326	0.9148	0.1870	0.9148	0.9564
No log	5.7544	328	0.8729	0.1169	0.8729	0.9343
No log	5.7895	330	0.7487	0.2000	0.7487	0.8653
No log	5.8246	332	0.6925	0.2842	0.6925	0.8322
No log	5.8596	334	0.7425	0.2000	0.7425	0.8617
No log	5.8947	336	0.7178	0.2821	0.7178	0.8472
No log	5.9298	338	0.6330	0.2471	0.6330	0.7956
No log	5.9649	340	0.6209	0.2000	0.6209	0.7880
No log	6.0	342	0.6572	0.2865	0.6572	0.8107
No log	6.0351	344	0.7934	0.1770	0.7934	0.8907
No log	6.0702	346	0.7802	0.2075	0.7802	0.8833
No log	6.1053	348	0.7614	0.2077	0.7614	0.8726
No log	6.1404	350	0.6876	0.2727	0.6876	0.8292
No log	6.1754	352	0.6724	0.2766	0.6724	0.8200
No log	6.2105	354	0.6619	0.2766	0.6619	0.8135
No log	6.2456	356	0.6729	0.2842	0.6729	0.8203
No log	6.2807	358	0.6740	0.2842	0.6740	0.8210
No log	6.3158	360	0.6601	0.2865	0.6601	0.8125
No log	6.3509	362	0.6564	0.2865	0.6564	0.8102
No log	6.3860	364	0.5968	0.2318	0.5968	0.7726
No log	6.4211	366	0.6215	0.2096	0.6215	0.7883
No log	6.4561	368	0.6343	0.2096	0.6343	0.7964
No log	6.4912	370	0.6427	0.2683	0.6427	0.8017
No log	6.5263	372	0.8248	0.1333	0.8248	0.9082
No log	6.5614	374	0.9798	0.1331	0.9798	0.9898
No log	6.5965	376	0.9254	0.2129	0.9254	0.9620
No log	6.6316	378	0.7464	0.1636	0.7464	0.8640
No log	6.6667	380	0.6526	0.2626	0.6526	0.8078
No log	6.7018	382	0.6307	0.3455	0.6307	0.7942
No log	6.7368	384	0.6308	0.2457	0.6308	0.7942
No log	6.7719	386	0.7294	0.2153	0.7294	0.8540
No log	6.8070	388	0.8127	0.1193	0.8127	0.9015
No log	6.8421	390	0.7523	0.1481	0.7523	0.8673
No log	6.8772	392	0.6397	0.3446	0.6397	0.7998
No log	6.9123	394	0.5755	0.2418	0.5755	0.7586
No log	6.9474	396	0.5698	0.2632	0.5698	0.7549
No log	6.9825	398	0.5688	0.2318	0.5688	0.7542
No log	7.0175	400	0.5895	0.2911	0.5895	0.7678
No log	7.0526	402	0.6007	0.2393	0.6007	0.7750
No log	7.0877	404	0.6024	0.2370	0.6024	0.7762
No log	7.1228	406	0.5988	0.2771	0.5988	0.7738
No log	7.1579	408	0.6140	0.2457	0.6140	0.7836
No log	7.1930	410	0.6740	0.2941	0.6740	0.8210
No log	7.2281	412	0.6938	0.2871	0.6938	0.8329
No log	7.2632	414	0.6577	0.2967	0.6577	0.8110
No log	7.2982	416	0.6335	0.2889	0.6335	0.7959
No log	7.3333	418	0.6050	0.3253	0.6050	0.7778
No log	7.3684	420	0.6032	0.3253	0.6032	0.7766
No log	7.4035	422	0.6175	0.2381	0.6175	0.7858
No log	7.4386	424	0.6737	0.2941	0.6737	0.8208
No log	7.4737	426	0.6903	0.2871	0.6903	0.8308
No log	7.5088	428	0.6674	0.2432	0.6674	0.8170
No log	7.5439	430	0.6346	0.2749	0.6346	0.7966
No log	7.5789	432	0.6314	0.4083	0.6314	0.7946
No log	7.6140	434	0.6296	0.2970	0.6296	0.7935
No log	7.6491	436	0.6227	0.3086	0.6227	0.7891
No log	7.6842	438	0.6232	0.3684	0.6232	0.7894
No log	7.7193	440	0.6544	0.2444	0.6544	0.8089
No log	7.7544	442	0.6617	0.2941	0.6617	0.8134
No log	7.7895	444	0.6293	0.3488	0.6293	0.7933
No log	7.8246	446	0.5912	0.1892	0.5912	0.7689
No log	7.8596	448	0.5880	0.2318	0.5880	0.7668
No log	7.8947	450	0.5914	0.2208	0.5914	0.7691
No log	7.9298	452	0.5966	0.1895	0.5966	0.7724
No log	7.9649	454	0.6217	0.2914	0.6217	0.7885
No log	8.0	456	0.6491	0.3446	0.6491	0.8057
No log	8.0351	458	0.6512	0.3446	0.6512	0.8070
No log	8.0702	460	0.6260	0.3488	0.6260	0.7912
No log	8.1053	462	0.6113	0.2771	0.6113	0.7818
No log	8.1404	464	0.6176	0.2393	0.6176	0.7858
No log	8.1754	466	0.6316	0.2289	0.6316	0.7947
No log	8.2105	468	0.6264	0.2857	0.6264	0.7915
No log	8.2456	470	0.6403	0.3295	0.6403	0.8002
No log	8.2807	472	0.7214	0.2464	0.7214	0.8493
No log	8.3158	474	0.8151	0.1453	0.8151	0.9028
No log	8.3509	476	0.8322	0.1464	0.8322	0.9122
No log	8.3860	478	0.7785	0.2074	0.7785	0.8823
No log	8.4211	480	0.7100	0.2821	0.7100	0.8426
No log	8.4561	482	0.6573	0.3913	0.6573	0.8107
No log	8.4912	484	0.6482	0.2626	0.6482	0.8051
No log	8.5263	486	0.6482	0.2527	0.6482	0.8051
No log	8.5614	488	0.6401	0.3258	0.6401	0.8001
No log	8.5965	490	0.6471	0.3591	0.6471	0.8044
No log	8.6316	492	0.6755	0.2842	0.6755	0.8219
No log	8.6667	494	0.7330	0.2464	0.7330	0.8562
No log	8.7018	496	0.7659	0.2074	0.7659	0.8752
No log	8.7368	498	0.7716	0.1776	0.7716	0.8784
0.381	8.7719	500	0.7337	0.2464	0.7337	0.8565
0.381	8.8070	502	0.6776	0.2842	0.6776	0.8231
0.381	8.8421	504	0.6371	0.3258	0.6371	0.7982
0.381	8.8772	506	0.6239	0.3023	0.6239	0.7899
0.381	8.9123	508	0.6216	0.3446	0.6216	0.7884
0.381	8.9474	510	0.6229	0.3216	0.6229	0.7893
0.381	8.9825	512	0.6301	0.3295	0.6301	0.7938
0.381	9.0175	514	0.6394	0.3829	0.6394	0.7996
0.381	9.0526	516	0.6575	0.3778	0.6575	0.8109
0.381	9.0877	518	0.6872	0.2917	0.6872	0.8290
0.381	9.1228	520	0.7152	0.2893	0.7152	0.8457
0.381	9.1579	522	0.7274	0.2475	0.7274	0.8529
0.381	9.1930	524	0.7142	0.2917	0.7142	0.8451
0.381	9.2281	526	0.6932	0.2917	0.6932	0.8326
0.381	9.2632	528	0.6712	0.3846	0.6712	0.8192
0.381	9.2982	530	0.6625	0.3846	0.6625	0.8139
0.381	9.3333	532	0.6603	0.3898	0.6603	0.8126
0.381	9.3684	534	0.6525	0.3778	0.6525	0.8078
0.381	9.4035	536	0.6515	0.3778	0.6515	0.8072
0.381	9.4386	538	0.6614	0.3778	0.6614	0.8132
0.381	9.4737	540	0.6670	0.3730	0.6670	0.8167
0.381	9.5088	542	0.6721	0.2917	0.6721	0.8198
0.381	9.5439	544	0.6720	0.2917	0.6720	0.8197
0.381	9.5789	546	0.6752	0.2917	0.6752	0.8217
0.381	9.6140	548	0.6763	0.2917	0.6763	0.8223
0.381	9.6491	550	0.6769	0.2917	0.6769	0.8227
0.381	9.6842	552	0.6764	0.2917	0.6764	0.8224
0.381	9.7193	554	0.6743	0.2917	0.6743	0.8211
0.381	9.7544	556	0.6744	0.2917	0.6744	0.8212
0.381	9.7895	558	0.6769	0.2917	0.6769	0.8227
0.381	9.8246	560	0.6808	0.2917	0.6808	0.8251
0.381	9.8596	562	0.6819	0.2917	0.6819	0.8258
0.381	9.8947	564	0.6807	0.2917	0.6807	0.8251
0.381	9.9298	566	0.6796	0.2917	0.6796	0.8244
0.381	9.9649	568	0.6795	0.2917	0.6795	0.8243
0.381	10.0	570	0.6795	0.2917	0.6795	0.8243

Framework versions

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