ArabicNewSplits5_FineTuningAraBERT_run2_AugV5_k10_task1_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: 0.7907
• Qwk: 0.6339
• Mse: 0.7907
• Rmse: 0.8892

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	0.0312	2	5.2730	-0.0306	5.2730	2.2963
No log	0.0625	4	3.1234	0.0817	3.1234	1.7673
No log	0.0938	6	2.6627	-0.1526	2.6627	1.6318
No log	0.125	8	2.6211	-0.1763	2.6211	1.6190
No log	0.1562	10	2.7341	-0.1793	2.7341	1.6535
No log	0.1875	12	1.9606	-0.0376	1.9606	1.4002
No log	0.2188	14	1.8737	0.0143	1.8737	1.3688
No log	0.25	16	1.8202	0.0187	1.8202	1.3492
No log	0.2812	18	1.8011	0.0368	1.8011	1.3420
No log	0.3125	20	1.6309	0.0187	1.6309	1.2771
No log	0.3438	22	1.4236	0.0445	1.4236	1.1931
No log	0.375	24	1.2946	0.2327	1.2946	1.1378
No log	0.4062	26	1.2981	0.2300	1.2981	1.1393
No log	0.4375	28	1.5811	0.0565	1.5811	1.2574
No log	0.4688	30	2.0215	0.0585	2.0215	1.4218
No log	0.5	32	2.4870	0.0669	2.4870	1.5770
No log	0.5312	34	2.1876	0.1259	2.1876	1.4790
No log	0.5625	36	1.8208	0.1095	1.8208	1.3494
No log	0.5938	38	1.5776	0.0819	1.5776	1.2560
No log	0.625	40	1.2765	0.1636	1.2765	1.1298
No log	0.6562	42	1.1644	0.2661	1.1644	1.0791
No log	0.6875	44	1.1738	0.2653	1.1738	1.0834
No log	0.7188	46	1.1974	0.2971	1.1974	1.0943
No log	0.75	48	1.3675	0.2095	1.3675	1.1694
No log	0.7812	50	1.4411	0.2358	1.4411	1.2005
No log	0.8125	52	1.4979	0.2078	1.4979	1.2239
No log	0.8438	54	1.3417	0.2477	1.3417	1.1583
No log	0.875	56	1.2316	0.2554	1.2316	1.1098
No log	0.9062	58	1.2764	0.2512	1.2764	1.1298
No log	0.9375	60	1.2238	0.2746	1.2238	1.1063
No log	0.9688	62	1.2795	0.2639	1.2795	1.1312
No log	1.0	64	1.2922	0.2411	1.2922	1.1367
No log	1.0312	66	1.2549	0.2175	1.2549	1.1202
No log	1.0625	68	1.2185	0.2506	1.2185	1.1038
No log	1.0938	70	1.3275	0.2906	1.3275	1.1522
No log	1.125	72	1.4894	0.3146	1.4894	1.2204
No log	1.1562	74	1.5153	0.2926	1.5153	1.2310
No log	1.1875	76	1.3197	0.3821	1.3197	1.1488
No log	1.2188	78	1.1991	0.4265	1.1991	1.0950
No log	1.25	80	1.1129	0.4141	1.1129	1.0549
No log	1.2812	82	1.0543	0.4676	1.0543	1.0268
No log	1.3125	84	1.0984	0.4868	1.0984	1.0481
No log	1.3438	86	1.0439	0.5027	1.0439	1.0217
No log	1.375	88	1.0072	0.5045	1.0072	1.0036
No log	1.4062	90	1.0291	0.5472	1.0291	1.0144
No log	1.4375	92	1.1078	0.5379	1.1078	1.0525
No log	1.4688	94	1.1155	0.5460	1.1155	1.0562
No log	1.5	96	1.0191	0.5447	1.0191	1.0095
No log	1.5312	98	0.9457	0.5450	0.9457	0.9725
No log	1.5625	100	0.9303	0.5475	0.9303	0.9645
No log	1.5938	102	0.9616	0.5093	0.9616	0.9806
No log	1.625	104	0.9297	0.5224	0.9297	0.9642
No log	1.6562	106	0.9369	0.5416	0.9369	0.9680
No log	1.6875	108	1.0588	0.5118	1.0588	1.0290
No log	1.7188	110	1.1954	0.4750	1.1954	1.0933
No log	1.75	112	1.1153	0.4948	1.1153	1.0561
No log	1.7812	114	0.9279	0.5845	0.9279	0.9633
No log	1.8125	116	0.8809	0.6086	0.8809	0.9386
No log	1.8438	118	0.8483	0.6144	0.8483	0.9210
No log	1.875	120	0.7674	0.6598	0.7674	0.8760
No log	1.9062	122	0.7347	0.6874	0.7347	0.8572
No log	1.9375	124	0.7329	0.6725	0.7329	0.8561
No log	1.9688	126	0.7895	0.6173	0.7895	0.8885
No log	2.0	128	0.8465	0.5729	0.8465	0.9201
No log	2.0312	130	0.8583	0.5729	0.8583	0.9265
No log	2.0625	132	0.7997	0.5883	0.7997	0.8943
No log	2.0938	134	0.7538	0.6338	0.7538	0.8682
No log	2.125	136	0.7074	0.6544	0.7074	0.8411
No log	2.1562	138	0.7218	0.6696	0.7218	0.8496
No log	2.1875	140	0.7525	0.6548	0.7525	0.8675
No log	2.2188	142	0.7904	0.6314	0.7904	0.8890
No log	2.25	144	0.8624	0.6409	0.8624	0.9286
No log	2.2812	146	0.8645	0.5848	0.8645	0.9298
No log	2.3125	148	0.8403	0.5985	0.8403	0.9167
No log	2.3438	150	0.8383	0.6854	0.8383	0.9156
No log	2.375	152	0.9007	0.5970	0.9007	0.9490
No log	2.4062	154	0.8905	0.6201	0.8905	0.9437
No log	2.4375	156	0.8156	0.6613	0.8156	0.9031
No log	2.4688	158	0.7811	0.6482	0.7811	0.8838
No log	2.5	160	0.7426	0.6536	0.7426	0.8617
No log	2.5312	162	0.7027	0.6456	0.7027	0.8383
No log	2.5625	164	0.6988	0.6397	0.6988	0.8360
No log	2.5938	166	0.7213	0.5704	0.7213	0.8493
No log	2.625	168	0.7538	0.5586	0.7538	0.8682
No log	2.6562	170	0.7710	0.6042	0.7710	0.8781
No log	2.6875	172	0.7658	0.6179	0.7658	0.8751
No log	2.7188	174	0.7390	0.5940	0.7390	0.8597
No log	2.75	176	0.7655	0.5776	0.7655	0.8749
No log	2.7812	178	0.8288	0.5806	0.8288	0.9104
No log	2.8125	180	0.8327	0.5886	0.8327	0.9125
No log	2.8438	182	0.7974	0.5787	0.7974	0.8930
No log	2.875	184	0.8052	0.5429	0.8052	0.8973
No log	2.9062	186	0.8296	0.5614	0.8296	0.9108
No log	2.9375	188	0.8339	0.5461	0.8339	0.9132
No log	2.9688	190	0.8603	0.5873	0.8603	0.9275
No log	3.0	192	0.8622	0.5852	0.8622	0.9285
No log	3.0312	194	0.8231	0.5925	0.8231	0.9072
No log	3.0625	196	0.8009	0.5610	0.8009	0.8950
No log	3.0938	198	0.8084	0.5378	0.8084	0.8991
No log	3.125	200	0.8172	0.5198	0.8172	0.9040
No log	3.1562	202	0.8308	0.5869	0.8308	0.9115
No log	3.1875	204	0.8829	0.5715	0.8829	0.9396
No log	3.2188	206	0.8825	0.5922	0.8825	0.9394
No log	3.25	208	0.8110	0.6010	0.8110	0.9005
No log	3.2812	210	0.7780	0.5969	0.7780	0.8821
No log	3.3125	212	0.7395	0.6182	0.7395	0.8599
No log	3.3438	214	0.6824	0.6580	0.6824	0.8261
No log	3.375	216	0.7500	0.6613	0.7500	0.8660
No log	3.4062	218	0.8046	0.6141	0.8046	0.8970
No log	3.4375	220	0.7973	0.6054	0.7973	0.8929
No log	3.4688	222	0.7970	0.5571	0.7970	0.8927
No log	3.5	224	0.7770	0.6122	0.7770	0.8815
No log	3.5312	226	0.7445	0.6289	0.7445	0.8628
No log	3.5625	228	0.7262	0.6150	0.7262	0.8522
No log	3.5938	230	0.7393	0.5988	0.7393	0.8598
No log	3.625	232	0.8229	0.6108	0.8229	0.9071
No log	3.6562	234	0.9570	0.5793	0.9570	0.9783
No log	3.6875	236	0.9740	0.5700	0.9740	0.9869
No log	3.7188	238	0.9591	0.5700	0.9591	0.9793
No log	3.75	240	0.8486	0.5967	0.8486	0.9212
No log	3.7812	242	0.7720	0.6239	0.7720	0.8787
No log	3.8125	244	0.7822	0.5998	0.7822	0.8844
No log	3.8438	246	0.8096	0.5926	0.8096	0.8998
No log	3.875	248	0.8680	0.5901	0.8680	0.9316
No log	3.9062	250	1.0003	0.5715	1.0003	1.0001
No log	3.9375	252	1.0830	0.5354	1.0830	1.0407
No log	3.9688	254	1.0998	0.5459	1.0998	1.0487
No log	4.0	256	0.9940	0.6002	0.9940	0.9970
No log	4.0312	258	0.8924	0.6313	0.8924	0.9447
No log	4.0625	260	0.7946	0.6401	0.7946	0.8914
No log	4.0938	262	0.7821	0.6338	0.7821	0.8844
No log	4.125	264	0.8286	0.6421	0.8286	0.9103
No log	4.1562	266	0.9486	0.6355	0.9486	0.9740
No log	4.1875	268	1.1094	0.5918	1.1094	1.0533
No log	4.2188	270	1.1278	0.5738	1.1278	1.0620
No log	4.25	272	1.0052	0.5837	1.0052	1.0026
No log	4.2812	274	0.8399	0.6703	0.8399	0.9165
No log	4.3125	276	0.7530	0.6714	0.7530	0.8678
No log	4.3438	278	0.7064	0.6966	0.7064	0.8405
No log	4.375	280	0.7112	0.7108	0.7112	0.8434
No log	4.4062	282	0.7339	0.6671	0.7339	0.8567
No log	4.4375	284	0.7624	0.6795	0.7624	0.8731
No log	4.4688	286	0.7733	0.6681	0.7733	0.8794
No log	4.5	288	0.7582	0.6758	0.7582	0.8707
No log	4.5312	290	0.7774	0.6479	0.7774	0.8817
No log	4.5625	292	0.8655	0.5977	0.8655	0.9303
No log	4.5938	294	0.9224	0.5987	0.9224	0.9604
No log	4.625	296	0.9127	0.6173	0.9127	0.9553
No log	4.6562	298	0.8275	0.6469	0.8275	0.9097
No log	4.6875	300	0.7661	0.6754	0.7661	0.8753
No log	4.7188	302	0.7540	0.6816	0.7540	0.8683
No log	4.75	304	0.7938	0.6503	0.7938	0.8909
No log	4.7812	306	0.9023	0.6121	0.9023	0.9499
No log	4.8125	308	1.0140	0.5849	1.0140	1.0070
No log	4.8438	310	1.0087	0.5680	1.0087	1.0043
No log	4.875	312	0.9481	0.5711	0.9481	0.9737
No log	4.9062	314	0.8480	0.5920	0.8480	0.9209
No log	4.9375	316	0.7445	0.6495	0.7445	0.8628
No log	4.9688	318	0.7159	0.6690	0.7159	0.8461
No log	5.0	320	0.7568	0.6581	0.7568	0.8700
No log	5.0312	322	0.7928	0.6355	0.7928	0.8904
No log	5.0625	324	0.8098	0.6496	0.8098	0.8999
No log	5.0938	326	0.7855	0.6515	0.7855	0.8863
No log	5.125	328	0.7535	0.6543	0.7535	0.8681
No log	5.1562	330	0.7497	0.6669	0.7497	0.8659
No log	5.1875	332	0.7753	0.6591	0.7753	0.8805
No log	5.2188	334	0.8481	0.6251	0.8481	0.9209
No log	5.25	336	0.8737	0.6375	0.8737	0.9347
No log	5.2812	338	0.8709	0.6389	0.8709	0.9332
No log	5.3125	340	0.9124	0.6207	0.9124	0.9552
No log	5.3438	342	0.9091	0.6221	0.9091	0.9535
No log	5.375	344	0.8767	0.6259	0.8767	0.9363
No log	5.4062	346	0.8086	0.6627	0.8086	0.8992
No log	5.4375	348	0.7851	0.6595	0.7851	0.8860
No log	5.4688	350	0.7788	0.6775	0.7788	0.8825
No log	5.5	352	0.7762	0.6674	0.7762	0.8810
No log	5.5312	354	0.7902	0.6584	0.7902	0.8889
No log	5.5625	356	0.8057	0.6372	0.8057	0.8976
No log	5.5938	358	0.7678	0.6591	0.7678	0.8762
No log	5.625	360	0.7282	0.6492	0.7282	0.8534
No log	5.6562	362	0.7125	0.6605	0.7125	0.8441
No log	5.6875	364	0.7202	0.6563	0.7202	0.8486
No log	5.7188	366	0.7701	0.6546	0.7701	0.8775
No log	5.75	368	0.8385	0.6234	0.8385	0.9157
No log	5.7812	370	0.8564	0.6234	0.8564	0.9254
No log	5.8125	372	0.8171	0.6384	0.8171	0.9039
No log	5.8438	374	0.7850	0.6484	0.7850	0.8860
No log	5.875	376	0.7771	0.6551	0.7771	0.8815
No log	5.9062	378	0.7595	0.6641	0.7595	0.8715
No log	5.9375	380	0.7662	0.6596	0.7662	0.8753
No log	5.9688	382	0.7584	0.6483	0.7584	0.8709
No log	6.0	384	0.7831	0.6516	0.7831	0.8850
No log	6.0312	386	0.7931	0.6643	0.7931	0.8906
No log	6.0625	388	0.7738	0.6686	0.7738	0.8797
No log	6.0938	390	0.7119	0.6567	0.7119	0.8437
No log	6.125	392	0.6897	0.6467	0.6897	0.8305
No log	6.1562	394	0.6810	0.6653	0.6810	0.8252
No log	6.1875	396	0.6703	0.6970	0.6703	0.8187
No log	6.2188	398	0.6670	0.7040	0.6670	0.8167
No log	6.25	400	0.6834	0.6850	0.6834	0.8267
No log	6.2812	402	0.7379	0.6729	0.7379	0.8590
No log	6.3125	404	0.7777	0.6669	0.7777	0.8819
No log	6.3438	406	0.7629	0.6669	0.7629	0.8734
No log	6.375	408	0.7427	0.6814	0.7427	0.8618
No log	6.4062	410	0.7232	0.6832	0.7232	0.8504
No log	6.4375	412	0.6832	0.7245	0.6832	0.8266
No log	6.4688	414	0.6801	0.7266	0.6801	0.8247
No log	6.5	416	0.7248	0.6748	0.7248	0.8514
No log	6.5312	418	0.8265	0.6405	0.8265	0.9091
No log	6.5625	420	0.9029	0.6190	0.9029	0.9502
No log	6.5938	422	0.9070	0.6190	0.9070	0.9524
No log	6.625	424	0.8777	0.6227	0.8777	0.9369
No log	6.6562	426	0.8061	0.6510	0.8061	0.8978
No log	6.6875	428	0.7176	0.6659	0.7176	0.8471
No log	6.7188	430	0.6573	0.7175	0.6573	0.8108
No log	6.75	432	0.6523	0.7181	0.6523	0.8077
No log	6.7812	434	0.6459	0.7013	0.6459	0.8037
No log	6.8125	436	0.6533	0.7073	0.6533	0.8082
No log	6.8438	438	0.6830	0.6866	0.6830	0.8264
No log	6.875	440	0.7323	0.6459	0.7323	0.8558
No log	6.9062	442	0.7420	0.6459	0.7420	0.8614
No log	6.9375	444	0.7610	0.6518	0.7610	0.8723
No log	6.9688	446	0.7837	0.6573	0.7837	0.8853
No log	7.0	448	0.7786	0.6493	0.7786	0.8824
No log	7.0312	450	0.7493	0.6386	0.7493	0.8656
No log	7.0625	452	0.6932	0.6520	0.6932	0.8326
No log	7.0938	454	0.6595	0.7024	0.6595	0.8121
No log	7.125	456	0.6334	0.7223	0.6334	0.7959
No log	7.1562	458	0.6203	0.7228	0.6203	0.7876
No log	7.1875	460	0.6264	0.7223	0.6264	0.7914
No log	7.2188	462	0.6630	0.6690	0.6630	0.8142
No log	7.25	464	0.7380	0.6591	0.7380	0.8591
No log	7.2812	466	0.8330	0.6101	0.8330	0.9127
No log	7.3125	468	0.8922	0.6074	0.8922	0.9445
No log	7.3438	470	0.8988	0.5982	0.8988	0.9480
No log	7.375	472	0.8621	0.6176	0.8621	0.9285
No log	7.4062	474	0.7955	0.6167	0.7955	0.8919
No log	7.4375	476	0.7392	0.6598	0.7392	0.8598
No log	7.4688	478	0.7141	0.6606	0.7141	0.8450
No log	7.5	480	0.7032	0.6696	0.7032	0.8385
No log	7.5312	482	0.7038	0.6623	0.7038	0.8389
No log	7.5625	484	0.7288	0.6606	0.7288	0.8537
No log	7.5938	486	0.7543	0.6470	0.7543	0.8685
No log	7.625	488	0.7741	0.6541	0.7741	0.8798
No log	7.6562	490	0.7854	0.6589	0.7854	0.8862
No log	7.6875	492	0.8150	0.6434	0.8150	0.9028
No log	7.7188	494	0.8191	0.6446	0.8191	0.9050
No log	7.75	496	0.8227	0.6446	0.8227	0.9070
No log	7.7812	498	0.8334	0.6368	0.8334	0.9129
0.4799	7.8125	500	0.8328	0.6226	0.8328	0.9126
0.4799	7.8438	502	0.8137	0.6353	0.8137	0.9021
0.4799	7.875	504	0.7862	0.6530	0.7862	0.8867
0.4799	7.9062	506	0.7567	0.6570	0.7567	0.8699
0.4799	7.9375	508	0.7235	0.6583	0.7235	0.8506
0.4799	7.9688	510	0.7009	0.6646	0.7009	0.8372
0.4799	8.0	512	0.6967	0.6646	0.6967	0.8347
0.4799	8.0312	514	0.7136	0.6712	0.7136	0.8447
0.4799	8.0625	516	0.7282	0.6575	0.7282	0.8533
0.4799	8.0938	518	0.7556	0.6562	0.7556	0.8693
0.4799	8.125	520	0.7816	0.6546	0.7816	0.8841
0.4799	8.1562	522	0.7888	0.6457	0.7888	0.8881
0.4799	8.1875	524	0.7962	0.6352	0.7962	0.8923
0.4799	8.2188	526	0.8156	0.6293	0.8156	0.9031
0.4799	8.25	528	0.8106	0.6293	0.8106	0.9003
0.4799	8.2812	530	0.8098	0.6308	0.8098	0.8999
0.4799	8.3125	532	0.7894	0.6502	0.7894	0.8885
0.4799	8.3438	534	0.7598	0.6518	0.7598	0.8717
0.4799	8.375	536	0.7563	0.6518	0.7563	0.8696
0.4799	8.4062	538	0.7545	0.6584	0.7545	0.8686
0.4799	8.4375	540	0.7667	0.6523	0.7667	0.8756
0.4799	8.4688	542	0.7633	0.6603	0.7633	0.8736
0.4799	8.5	544	0.7865	0.6526	0.7865	0.8868
0.4799	8.5312	546	0.8298	0.6257	0.8298	0.9109
0.4799	8.5625	548	0.8769	0.6371	0.8769	0.9364
0.4799	8.5938	550	0.9085	0.6357	0.9085	0.9532
0.4799	8.625	552	0.9150	0.6357	0.9150	0.9565
0.4799	8.6562	554	0.9013	0.6357	0.9013	0.9494
0.4799	8.6875	556	0.8796	0.6293	0.8796	0.9379
0.4799	8.7188	558	0.8614	0.6243	0.8614	0.9281
0.4799	8.75	560	0.8576	0.6243	0.8576	0.9261
0.4799	8.7812	562	0.8690	0.6243	0.8690	0.9322
0.4799	8.8125	564	0.8678	0.6243	0.8678	0.9316
0.4799	8.8438	566	0.8591	0.6365	0.8591	0.9269
0.4799	8.875	568	0.8397	0.6439	0.8397	0.9164
0.4799	8.9062	570	0.8203	0.6374	0.8203	0.9057
0.4799	8.9375	572	0.8016	0.6265	0.8016	0.8953
0.4799	8.9688	574	0.7948	0.6265	0.7948	0.8915
0.4799	9.0	576	0.7818	0.6294	0.7818	0.8842
0.4799	9.0312	578	0.7752	0.6241	0.7752	0.8805
0.4799	9.0625	580	0.7719	0.6241	0.7719	0.8786
0.4799	9.0938	582	0.7681	0.6241	0.7681	0.8764
0.4799	9.125	584	0.7729	0.6241	0.7729	0.8792
0.4799	9.1562	586	0.7812	0.6249	0.7812	0.8838
0.4799	9.1875	588	0.7953	0.6249	0.7953	0.8918
0.4799	9.2188	590	0.7997	0.6345	0.7997	0.8943
0.4799	9.25	592	0.8027	0.6301	0.8027	0.8959
0.4799	9.2812	594	0.8060	0.6301	0.8060	0.8978
0.4799	9.3125	596	0.8064	0.6345	0.8064	0.8980
0.4799	9.3438	598	0.7975	0.6345	0.7975	0.8931
0.4799	9.375	600	0.7963	0.6345	0.7963	0.8923
0.4799	9.4062	602	0.7945	0.6345	0.7945	0.8913
0.4799	9.4375	604	0.7981	0.6345	0.7981	0.8933
0.4799	9.4688	606	0.7994	0.6345	0.7994	0.8941
0.4799	9.5	608	0.7969	0.6345	0.7969	0.8927
0.4799	9.5312	610	0.7899	0.6279	0.7899	0.8888
0.4799	9.5625	612	0.7843	0.6279	0.7843	0.8856
0.4799	9.5938	614	0.7798	0.6353	0.7798	0.8830
0.4799	9.625	616	0.7772	0.6353	0.7772	0.8816
0.4799	9.6562	618	0.7753	0.6353	0.7753	0.8805
0.4799	9.6875	620	0.7758	0.6353	0.7758	0.8808
0.4799	9.7188	622	0.7773	0.6353	0.7773	0.8816
0.4799	9.75	624	0.7799	0.6353	0.7799	0.8831
0.4799	9.7812	626	0.7834	0.6353	0.7834	0.8851
0.4799	9.8125	628	0.7861	0.6353	0.7861	0.8866
0.4799	9.8438	630	0.7887	0.6339	0.7887	0.8881
0.4799	9.875	632	0.7907	0.6339	0.7907	0.8892
0.4799	9.9062	634	0.7912	0.6339	0.7912	0.8895
0.4799	9.9375	636	0.7912	0.6339	0.7912	0.8895
0.4799	9.9688	638	0.7910	0.6339	0.7910	0.8894
0.4799	10.0	640	0.7907	0.6339	0.7907	0.8892

Framework versions

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