ArabicNewSplits7_OSS_usingWellWrittenEssays_FineTuningAraBERT_run3_AugV5_k2_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: 0.7080
• Qwk: 0.1347
• Mse: 0.7080
• Rmse: 0.8414

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	0.1818	2	3.5572	-0.0063	3.5572	1.8861
No log	0.3636	4	1.9467	0.0172	1.9467	1.3952
No log	0.5455	6	1.2421	0.0016	1.2421	1.1145
No log	0.7273	8	0.8989	-0.0923	0.8989	0.9481
No log	0.9091	10	1.0880	-0.0648	1.0880	1.0431
No log	1.0909	12	0.9962	0.0404	0.9962	0.9981
No log	1.2727	14	0.7450	-0.0215	0.7450	0.8631
No log	1.4545	16	0.7727	-0.0264	0.7727	0.8790
No log	1.6364	18	0.7120	0.0334	0.7120	0.8438
No log	1.8182	20	0.6947	0.1021	0.6947	0.8335
No log	2.0	22	0.7225	0.0334	0.7225	0.8500
No log	2.1818	24	0.9058	-0.0033	0.9058	0.9517
No log	2.3636	26	0.8551	0.0043	0.8551	0.9247
No log	2.5455	28	0.7835	0.0374	0.7835	0.8851
No log	2.7273	30	0.8363	-0.0711	0.8363	0.9145
No log	2.9091	32	0.8915	-0.1244	0.8915	0.9442
No log	3.0909	34	0.8635	-0.0753	0.8635	0.9292
No log	3.2727	36	0.8499	0.0260	0.8499	0.9219
No log	3.4545	38	0.8796	-0.0407	0.8796	0.9379
No log	3.6364	40	0.8447	0.1035	0.8447	0.9191
No log	3.8182	42	0.8804	0.0810	0.8804	0.9383
No log	4.0	44	0.8812	0.0927	0.8812	0.9387
No log	4.1818	46	0.9001	0.0048	0.9001	0.9487
No log	4.3636	48	0.9141	-0.0338	0.9141	0.9561
No log	4.5455	50	0.8976	0.0537	0.8976	0.9474
No log	4.7273	52	0.9286	0.0518	0.9286	0.9636
No log	4.9091	54	0.8814	0.0139	0.8814	0.9388
No log	5.0909	56	0.8220	0.0	0.8220	0.9066
No log	5.2727	58	0.8049	0.0697	0.8049	0.8971
No log	5.4545	60	0.8277	0.1268	0.8277	0.9098
No log	5.6364	62	0.8483	0.1531	0.8483	0.9210
No log	5.8182	64	0.8244	0.0378	0.8244	0.9080
No log	6.0	66	0.9611	-0.0204	0.9611	0.9804
No log	6.1818	68	0.8689	0.1355	0.8689	0.9321
No log	6.3636	70	0.8930	0.0296	0.8930	0.9450
No log	6.5455	72	0.9052	0.0255	0.9052	0.9514
No log	6.7273	74	0.9000	0.0883	0.9000	0.9487
No log	6.9091	76	0.9104	0.1447	0.9104	0.9541
No log	7.0909	78	0.9601	0.0365	0.9601	0.9798
No log	7.2727	80	0.8985	0.1040	0.8985	0.9479
No log	7.4545	82	0.8852	0.0105	0.8852	0.9408
No log	7.6364	84	0.8239	0.1050	0.8239	0.9077
No log	7.8182	86	0.7478	0.1030	0.7478	0.8647
No log	8.0	88	0.7448	0.1463	0.7448	0.8630
No log	8.1818	90	0.7824	0.0179	0.7824	0.8845
No log	8.3636	92	0.8270	0.0016	0.8270	0.9094
No log	8.5455	94	0.8948	-0.0052	0.8948	0.9460
No log	8.7273	96	0.8565	0.1903	0.8565	0.9255
No log	8.9091	98	0.8787	0.1215	0.8787	0.9374
No log	9.0909	100	0.9773	0.0391	0.9773	0.9886
No log	9.2727	102	0.8870	0.1979	0.8870	0.9418
No log	9.4545	104	1.0818	-0.0090	1.0818	1.0401
No log	9.6364	106	0.9239	-0.0679	0.9239	0.9612
No log	9.8182	108	0.9605	0.0086	0.9605	0.9801
No log	10.0	110	1.0717	0.1077	1.0717	1.0352
No log	10.1818	112	0.9009	0.0350	0.9009	0.9491
No log	10.3636	114	0.8593	-0.0746	0.8593	0.9270
No log	10.5455	116	1.0503	0.0470	1.0503	1.0248
No log	10.7273	118	0.8605	-0.0408	0.8605	0.9276
No log	10.9091	120	0.8371	0.0644	0.8371	0.9149
No log	11.0909	122	0.9334	-0.0696	0.9334	0.9661
No log	11.2727	124	0.8252	0.2285	0.8252	0.9084
No log	11.4545	126	0.9608	0.0298	0.9608	0.9802
No log	11.6364	128	0.9240	0.0324	0.9240	0.9613
No log	11.8182	130	0.8683	0.0248	0.8683	0.9318
No log	12.0	132	0.8747	0.0265	0.8747	0.9353
No log	12.1818	134	0.8873	-0.0056	0.8873	0.9420
No log	12.3636	136	0.7994	0.1796	0.7994	0.8941
No log	12.5455	138	0.9987	-0.0840	0.9987	0.9994
No log	12.7273	140	1.1008	-0.0204	1.1008	1.0492
No log	12.9091	142	0.8483	-0.1155	0.8483	0.9210
No log	13.0909	144	0.8069	0.1408	0.8069	0.8983
No log	13.2727	146	0.9227	0.1115	0.9227	0.9606
No log	13.4545	148	0.8807	0.2123	0.8807	0.9384
No log	13.6364	150	0.8767	0.0637	0.8767	0.9363
No log	13.8182	152	0.9992	0.0418	0.9992	0.9996
No log	14.0	154	0.8579	0.0697	0.8579	0.9262
No log	14.1818	156	0.8536	0.1218	0.8536	0.9239
No log	14.3636	158	0.8588	0.1739	0.8588	0.9267
No log	14.5455	160	0.8397	0.0705	0.8397	0.9163
No log	14.7273	162	0.8189	0.0733	0.8189	0.9049
No log	14.9091	164	0.8299	0.1035	0.8299	0.9110
No log	15.0909	166	0.8739	0.1525	0.8739	0.9348
No log	15.2727	168	0.9003	0.0513	0.9003	0.9489
No log	15.4545	170	0.9373	-0.0380	0.9373	0.9681
No log	15.6364	172	0.8918	0.0933	0.8918	0.9443
No log	15.8182	174	0.9507	0.1078	0.9507	0.9750
No log	16.0	176	1.0012	0.0734	1.0012	1.0006
No log	16.1818	178	0.8973	0.1492	0.8973	0.9472
No log	16.3636	180	0.8901	0.1471	0.8901	0.9434
No log	16.5455	182	0.8932	0.0623	0.8932	0.9451
No log	16.7273	184	0.9853	0.0007	0.9853	0.9926
No log	16.9091	186	0.9688	0.0728	0.9688	0.9843
No log	17.0909	188	0.8624	0.1816	0.8624	0.9287
No log	17.2727	190	0.9014	-0.0985	0.9014	0.9494
No log	17.4545	192	0.8573	0.0661	0.8573	0.9259
No log	17.6364	194	0.8761	0.1838	0.8761	0.9360
No log	17.8182	196	0.8650	0.1506	0.8650	0.9301
No log	18.0	198	0.8406	0.1536	0.8406	0.9169
No log	18.1818	200	0.7980	0.1080	0.7980	0.8933
No log	18.3636	202	0.8074	0.1080	0.8074	0.8986
No log	18.5455	204	0.8346	0.1079	0.8346	0.9136
No log	18.7273	206	0.8784	0.0699	0.8784	0.9372
No log	18.9091	208	0.8164	0.1810	0.8164	0.9035
No log	19.0909	210	0.8937	0.1103	0.8937	0.9453
No log	19.2727	212	0.9717	-0.0437	0.9717	0.9858
No log	19.4545	214	0.8204	0.1094	0.8204	0.9057
No log	19.6364	216	0.8221	0.0993	0.8221	0.9067
No log	19.8182	218	0.8947	0.1002	0.8947	0.9459
No log	20.0	220	0.8547	0.1762	0.8547	0.9245
No log	20.1818	222	0.8251	0.0840	0.8251	0.9083
No log	20.3636	224	0.8423	0.1187	0.8423	0.9178
No log	20.5455	226	0.8601	0.0027	0.8601	0.9274
No log	20.7273	228	0.9191	-0.0082	0.9191	0.9587
No log	20.9091	230	0.9429	0.0337	0.9429	0.9710
No log	21.0909	232	0.8893	0.0535	0.8893	0.9430
No log	21.2727	234	0.9126	0.0608	0.9126	0.9553
No log	21.4545	236	0.9928	0.0352	0.9928	0.9964
No log	21.6364	238	0.8659	0.0661	0.8659	0.9306
No log	21.8182	240	0.8555	0.1748	0.8555	0.9249
No log	22.0	242	0.8099	0.2057	0.8099	0.8999
No log	22.1818	244	0.8709	-0.0665	0.8709	0.9332
No log	22.3636	246	0.8111	-0.0618	0.8111	0.9006
No log	22.5455	248	0.7698	0.2385	0.7698	0.8774
No log	22.7273	250	0.8040	0.1122	0.8040	0.8967
No log	22.9091	252	0.7386	0.1133	0.7386	0.8594
No log	23.0909	254	0.7419	0.0428	0.7419	0.8613
No log	23.2727	256	0.8380	-0.0007	0.8380	0.9154
No log	23.4545	258	0.8116	0.0529	0.8116	0.9009
No log	23.6364	260	0.7823	0.0983	0.7823	0.8845
No log	23.8182	262	0.7781	0.0983	0.7781	0.8821
No log	24.0	264	0.7723	0.0983	0.7723	0.8788
No log	24.1818	266	0.7637	0.1443	0.7637	0.8739
No log	24.3636	268	0.7848	0.0749	0.7848	0.8859
No log	24.5455	270	0.7982	0.0717	0.7982	0.8934
No log	24.7273	272	0.7820	0.1660	0.7820	0.8843
No log	24.9091	274	0.7886	0.1803	0.7886	0.8880
No log	25.0909	276	0.8056	0.0717	0.8056	0.8975
No log	25.2727	278	0.7974	0.0717	0.7974	0.8930
No log	25.4545	280	0.7676	0.1906	0.7676	0.8761
No log	25.6364	282	0.7511	0.1906	0.7511	0.8667
No log	25.8182	284	0.7530	-0.0145	0.7530	0.8678
No log	26.0	286	0.8772	-0.0870	0.8772	0.9366
No log	26.1818	288	1.0238	0.0710	1.0238	1.0118
No log	26.3636	290	0.8991	-0.0832	0.8991	0.9482
No log	26.5455	292	0.7722	0.1333	0.7722	0.8788
No log	26.7273	294	0.8772	0.0714	0.8772	0.9366
No log	26.9091	296	0.8630	0.0714	0.8630	0.9290
No log	27.0909	298	0.7600	0.1387	0.7600	0.8718
No log	27.2727	300	0.8649	-0.0073	0.8649	0.9300
No log	27.4545	302	0.9027	0.0175	0.9027	0.9501
No log	27.6364	304	0.7929	0.0562	0.7929	0.8905
No log	27.8182	306	0.7509	0.1490	0.7509	0.8665
No log	28.0	308	0.8197	-0.0089	0.8197	0.9054
No log	28.1818	310	0.8300	-0.0811	0.8300	0.9110
No log	28.3636	312	0.7410	0.1490	0.7410	0.8608
No log	28.5455	314	0.7820	0.0123	0.7820	0.8843
No log	28.7273	316	0.9920	0.0443	0.9920	0.9960
No log	28.9091	318	1.0269	0.0125	1.0269	1.0134
No log	29.0909	320	0.8738	0.0683	0.8738	0.9348
No log	29.2727	322	0.7926	0.0757	0.7926	0.8903
No log	29.4545	324	0.7675	0.1340	0.7675	0.8761
No log	29.6364	326	0.7467	0.1333	0.7467	0.8641
No log	29.8182	328	0.7830	-0.0694	0.7830	0.8849
No log	30.0	330	0.7888	-0.0706	0.7888	0.8882
No log	30.1818	332	0.7737	0.0188	0.7737	0.8796
No log	30.3636	334	0.7417	0.1282	0.7417	0.8612
No log	30.5455	336	0.7537	0.0216	0.7537	0.8681
No log	30.7273	338	0.7852	-0.0359	0.7852	0.8861
No log	30.9091	340	0.7423	-0.0699	0.7423	0.8616
No log	31.0909	342	0.7270	-0.0672	0.7270	0.8527
No log	31.2727	344	0.7719	-0.0767	0.7719	0.8786
No log	31.4545	346	0.7887	-0.0788	0.7887	0.8881
No log	31.6364	348	0.7426	0.0289	0.7426	0.8617
No log	31.8182	350	0.7715	0.2263	0.7715	0.8784
No log	32.0	352	0.7956	0.1744	0.7956	0.8920
No log	32.1818	354	0.8002	0.1702	0.8002	0.8945
No log	32.3636	356	0.8195	0.0584	0.8195	0.9053
No log	32.5455	358	0.7960	0.1050	0.7960	0.8922
No log	32.7273	360	0.8161	0.0541	0.8161	0.9034
No log	32.9091	362	0.7953	0.0167	0.7953	0.8918
No log	33.0909	364	0.7605	0.1287	0.7605	0.8721
No log	33.2727	366	0.7589	0.0930	0.7589	0.8711
No log	33.4545	368	0.7769	0.1031	0.7769	0.8814
No log	33.6364	370	0.7825	0.1379	0.7825	0.8846
No log	33.8182	372	0.8166	0.0633	0.8166	0.9037
No log	34.0	374	0.8333	0.0880	0.8333	0.9129
No log	34.1818	376	0.7943	0.0757	0.7943	0.8913
No log	34.3636	378	0.7778	0.1885	0.7778	0.8819
No log	34.5455	380	0.8074	0.0633	0.8074	0.8985
No log	34.7273	382	0.7702	0.2263	0.7702	0.8776
No log	34.9091	384	0.7617	0.0798	0.7617	0.8727
No log	35.0909	386	0.8006	-0.0735	0.8006	0.8947
No log	35.2727	388	0.7735	-0.0672	0.7735	0.8795
No log	35.4545	390	0.7394	0.0840	0.7394	0.8599
No log	35.6364	392	0.7419	0.1761	0.7419	0.8613
No log	35.8182	394	0.7531	0.1282	0.7531	0.8678
No log	36.0	396	0.7914	-0.0178	0.7914	0.8896
No log	36.1818	398	0.8947	-0.0114	0.8947	0.9459
No log	36.3636	400	0.9021	-0.0094	0.9021	0.9498
No log	36.5455	402	0.8072	0.0265	0.8072	0.8985
No log	36.7273	404	0.7818	0.3097	0.7818	0.8842
No log	36.9091	406	0.7975	0.1833	0.7975	0.8930
No log	37.0909	408	0.7943	0.1525	0.7943	0.8913
No log	37.2727	410	0.7915	0.0710	0.7915	0.8897
No log	37.4545	412	0.7448	0.1029	0.7448	0.8630
No log	37.6364	414	0.7489	0.0717	0.7489	0.8654
No log	37.8182	416	0.7608	0.0717	0.7608	0.8723
No log	38.0	418	0.7595	0.2063	0.7595	0.8715
No log	38.1818	420	0.7693	0.2857	0.7693	0.8771
No log	38.3636	422	0.7770	0.2969	0.7770	0.8815
No log	38.5455	424	0.7713	0.1907	0.7713	0.8782
No log	38.7273	426	0.7693	0.1583	0.7693	0.8771
No log	38.9091	428	0.7340	0.1395	0.7340	0.8568
No log	39.0909	430	0.7369	0.0289	0.7369	0.8585
No log	39.2727	432	0.7390	0.0834	0.7390	0.8596
No log	39.4545	434	0.7349	0.0834	0.7349	0.8573
No log	39.6364	436	0.7319	0.0834	0.7319	0.8555
No log	39.8182	438	0.7436	-0.0186	0.7436	0.8623
No log	40.0	440	0.7590	-0.0230	0.7590	0.8712
No log	40.1818	442	0.7378	0.1240	0.7378	0.8589
No log	40.3636	444	0.7560	0.1501	0.7560	0.8695
No log	40.5455	446	0.7709	0.1030	0.7709	0.8780
No log	40.7273	448	0.7489	0.0543	0.7489	0.8654
No log	40.9091	450	0.7406	0.1240	0.7406	0.8606
No log	41.0909	452	0.7723	0.0246	0.7723	0.8788
No log	41.2727	454	0.7870	0.0188	0.7870	0.8871
No log	41.4545	456	0.8101	0.0880	0.8101	0.9000
No log	41.6364	458	0.7953	0.0633	0.7953	0.8918
No log	41.8182	460	0.7937	0.0246	0.7937	0.8909
No log	42.0	462	0.7759	0.0725	0.7759	0.8809
No log	42.1818	464	0.7551	0.1184	0.7551	0.8690
No log	42.3636	466	0.7373	0.1282	0.7373	0.8586
No log	42.5455	468	0.7292	0.1778	0.7292	0.8539
No log	42.7273	470	0.7310	0.0749	0.7310	0.8550
No log	42.9091	472	0.7529	0.0277	0.7529	0.8677
No log	43.0909	474	0.7514	0.0622	0.7514	0.8669
No log	43.2727	476	0.7199	0.1674	0.7199	0.8485
No log	43.4545	478	0.7406	0.2377	0.7406	0.8606
No log	43.6364	480	0.7409	0.2345	0.7409	0.8608
No log	43.8182	482	0.7273	0.2410	0.7273	0.8528
No log	44.0	484	0.7092	0.0926	0.7092	0.8421
No log	44.1818	486	0.7301	0.0338	0.7301	0.8545
No log	44.3636	488	0.7283	0.0375	0.7283	0.8534
No log	44.5455	490	0.7361	0.0375	0.7361	0.8580
No log	44.7273	492	0.7426	0.0375	0.7426	0.8617
No log	44.9091	494	0.7458	0.0874	0.7458	0.8636
No log	45.0909	496	0.7670	0.0670	0.7670	0.8758
No log	45.2727	498	0.7957	-0.0251	0.7957	0.8920
0.2286	45.4545	500	0.8106	-0.0717	0.8106	0.9004
0.2286	45.6364	502	0.7962	-0.0746	0.7962	0.8923
0.2286	45.8182	504	0.7519	-0.0178	0.7519	0.8671
0.2286	46.0	506	0.7226	0.2252	0.7226	0.8500
0.2286	46.1818	508	0.7272	0.2377	0.7272	0.8527
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0.2286	49.4545	544	0.7709	0.1187	0.7709	0.8780
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0.2286	50.3636	554	0.7715	-0.0735	0.7715	0.8784
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0.2286	50.9091	560	0.7849	0.2594	0.7849	0.8860
0.2286	51.0909	562	0.7676	0.2629	0.7676	0.8761
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0.2286	51.4545	566	0.7410	0.2024	0.7410	0.8608
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0.2286	52.0	572	0.7915	0.0084	0.7915	0.8897
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0.2286	52.9091	582	0.7103	0.1354	0.7103	0.8428
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0.2286	53.4545	588	0.7375	0.0650	0.7375	0.8588
0.2286	53.6364	590	0.7360	0.1240	0.7360	0.8579
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0.2286	54.0	594	0.7317	0.1718	0.7317	0.8554
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0.2286	54.3636	598	0.7674	0.0574	0.7674	0.8760
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0.2286	54.9091	604	0.8442	-0.0073	0.8442	0.9188
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0.2286	55.4545	610	0.7633	0.1550	0.7633	0.8737
0.2286	55.6364	612	0.7717	0.1550	0.7717	0.8785
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0.2286	56.0	616	0.7913	0.0961	0.7913	0.8895
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0.2286	56.3636	620	0.7594	0.1139	0.7594	0.8714
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0.2286	57.4545	632	0.7314	0.1796	0.7314	0.8552
0.2286	57.6364	634	0.7327	0.1347	0.7327	0.8560
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0.2286	58.0	638	0.7375	0.0323	0.7375	0.8588
0.2286	58.1818	640	0.7368	0.0323	0.7368	0.8583
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0.2286	58.9091	648	0.7398	0.1718	0.7398	0.8601
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0.2286	59.4545	654	0.7718	0.1489	0.7718	0.8785
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0.2286	65.4545	720	0.7120	0.0879	0.7120	0.8438
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0.2286	90.3636	994	0.7093	0.0828	0.7093	0.8422
0.2286	90.5455	996	0.7091	0.0874	0.7091	0.8421
0.2286	90.7273	998	0.7102	0.1347	0.7102	0.8427
0.0431	90.9091	1000	0.7110	0.1347	0.7110	0.8432
0.0431	91.0909	1002	0.7107	0.1347	0.7107	0.8430
0.0431	91.2727	1004	0.7088	0.1347	0.7088	0.8419
0.0431	91.4545	1006	0.7080	0.1347	0.7080	0.8414
0.0431	91.6364	1008	0.7074	0.1347	0.7074	0.8411
0.0431	91.8182	1010	0.7080	0.1347	0.7080	0.8414

Framework versions

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