ArabicNewSplits7_usingWellWrittenEssays_FineTuningAraBERT_run1_AugV5_k13_task7_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: 1.0165
• Qwk: 0.1077
• Mse: 1.0165
• Rmse: 1.0082

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	0.0645	2	2.5689	-0.0758	2.5689	1.6028
No log	0.1290	4	1.3470	0.0985	1.3470	1.1606
No log	0.1935	6	1.2992	-0.1871	1.2992	1.1398
No log	0.2581	8	0.9648	-0.1569	0.9648	0.9823
No log	0.3226	10	0.8289	0.0313	0.8289	0.9105
No log	0.3871	12	0.7585	0.0846	0.7585	0.8709
No log	0.4516	14	0.7376	0.0444	0.7376	0.8589
No log	0.5161	16	0.7601	0.0393	0.7601	0.8718
No log	0.5806	18	0.7828	0.1456	0.7828	0.8847
No log	0.6452	20	0.7168	0.2181	0.7168	0.8467
No log	0.7097	22	0.6717	0.1660	0.6717	0.8196
No log	0.7742	24	0.7674	0.2846	0.7674	0.8760
No log	0.8387	26	0.7903	0.2087	0.7903	0.8890
No log	0.9032	28	0.7985	0.1739	0.7985	0.8936
No log	0.9677	30	0.7911	0.0522	0.7911	0.8894
No log	1.0323	32	0.7372	0.0937	0.7372	0.8586
No log	1.0968	34	0.6835	0.0889	0.6835	0.8267
No log	1.1613	36	0.7124	0.1508	0.7124	0.8440
No log	1.2258	38	0.7244	0.0	0.7244	0.8511
No log	1.2903	40	0.8085	0.0053	0.8085	0.8992
No log	1.3548	42	0.8816	0.0944	0.8816	0.9389
No log	1.4194	44	0.8094	0.0053	0.8094	0.8997
No log	1.4839	46	0.7740	0.1863	0.7740	0.8798
No log	1.5484	48	0.8476	0.1065	0.8476	0.9206
No log	1.6129	50	0.8885	0.2297	0.8885	0.9426
No log	1.6774	52	0.8079	0.1972	0.8079	0.8988
No log	1.7419	54	0.7521	0.2443	0.7521	0.8673
No log	1.8065	56	0.7469	0.2786	0.7469	0.8643
No log	1.8710	58	0.8253	0.2498	0.8253	0.9085
No log	1.9355	60	1.1261	0.0838	1.1261	1.0612
No log	2.0	62	1.1771	0.1328	1.1771	1.0849
No log	2.0645	64	0.9466	0.1853	0.9466	0.9729
No log	2.1290	66	0.6952	0.2786	0.6952	0.8338
No log	2.1935	68	0.7153	0.2443	0.7153	0.8458
No log	2.2581	70	0.7031	0.2443	0.7031	0.8385
No log	2.3226	72	0.6826	0.2786	0.6826	0.8262
No log	2.3871	74	0.6901	0.3117	0.6901	0.8307
No log	2.4516	76	0.7695	0.2227	0.7695	0.8772
No log	2.5161	78	0.8922	0.2075	0.8922	0.9445
No log	2.5806	80	0.9769	0.1870	0.9769	0.9884
No log	2.6452	82	1.1617	0.2130	1.1617	1.0778
No log	2.7097	84	1.2462	0.1473	1.2462	1.1163
No log	2.7742	86	1.0601	0.1443	1.0601	1.0296
No log	2.8387	88	0.8643	0.3794	0.8643	0.9297
No log	2.9032	90	0.8359	0.2231	0.8359	0.9143
No log	2.9677	92	0.8770	0.2546	0.8770	0.9365
No log	3.0323	94	0.8240	0.2923	0.8240	0.9077
No log	3.0968	96	0.9468	0.3219	0.9468	0.9730
No log	3.1613	98	1.1961	0.1233	1.1961	1.0937
No log	3.2258	100	1.1507	0.1296	1.1507	1.0727
No log	3.2903	102	0.9507	0.1312	0.9507	0.9750
No log	3.3548	104	0.8534	0.3712	0.8534	0.9238
No log	3.4194	106	0.8104	0.2883	0.8104	0.9002
No log	3.4839	108	0.8280	0.3637	0.8280	0.9100
No log	3.5484	110	0.8964	0.2982	0.8964	0.9468
No log	3.6129	112	0.9465	0.2343	0.9465	0.9729
No log	3.6774	114	0.9305	0.2949	0.9305	0.9646
No log	3.7419	116	0.9497	0.2754	0.9497	0.9745
No log	3.8065	118	1.1194	0.1774	1.1194	1.0580
No log	3.8710	120	1.1225	0.1671	1.1225	1.0595
No log	3.9355	122	1.0313	0.1787	1.0313	1.0155
No log	4.0	124	0.8884	0.2784	0.8884	0.9425
No log	4.0645	126	0.8684	0.3843	0.8684	0.9319
No log	4.1290	128	0.9218	0.2358	0.9218	0.9601
No log	4.1935	130	1.0044	0.1827	1.0044	1.0022
No log	4.2581	132	1.0906	0.2271	1.0906	1.0443
No log	4.3226	134	1.0869	0.2271	1.0869	1.0425
No log	4.3871	136	0.9740	0.1734	0.9740	0.9869
No log	4.4516	138	0.9775	0.2784	0.9775	0.9887
No log	4.5161	140	1.0998	0.1208	1.0998	1.0487
No log	4.5806	142	1.1692	0.1146	1.1692	1.0813
No log	4.6452	144	1.0911	0.2000	1.0911	1.0446
No log	4.7097	146	1.0711	0.1422	1.0711	1.0350
No log	4.7742	148	1.1069	0.0713	1.1069	1.0521
No log	4.8387	150	1.2694	0.0838	1.2694	1.1267
No log	4.9032	152	1.5201	0.0283	1.5201	1.2329
No log	4.9677	154	1.4779	0.0578	1.4779	1.2157
No log	5.0323	156	1.2431	0.0561	1.2431	1.1149
No log	5.0968	158	1.0726	0.1461	1.0726	1.0356
No log	5.1613	160	1.0738	0.1461	1.0738	1.0362
No log	5.2258	162	1.1953	0.0660	1.1953	1.0933
No log	5.2903	164	1.4173	0.0620	1.4173	1.1905
No log	5.3548	166	1.4171	0.0620	1.4171	1.1904
No log	5.4194	168	1.3349	0.0665	1.3349	1.1554
No log	5.4839	170	1.2095	0.1116	1.2095	1.0998
No log	5.5484	172	1.1537	0.1911	1.1537	1.0741
No log	5.6129	174	1.0413	0.1955	1.0413	1.0204
No log	5.6774	176	1.0124	0.2510	1.0124	1.0062
No log	5.7419	178	1.1001	0.2141	1.1001	1.0488
No log	5.8065	180	1.1979	0.1067	1.1979	1.0945
No log	5.8710	182	1.1438	0.2199	1.1438	1.0695
No log	5.9355	184	0.9711	0.3777	0.9711	0.9854
No log	6.0	186	0.8755	0.2932	0.8755	0.9357
No log	6.0645	188	0.8112	0.2685	0.8112	0.9007
No log	6.1290	190	0.8142	0.2981	0.8142	0.9023
No log	6.1935	192	0.9034	0.1628	0.9034	0.9505
No log	6.2581	194	1.0482	0.1642	1.0482	1.0238
No log	6.3226	196	1.2252	0.1254	1.2252	1.1069
No log	6.3871	198	1.1682	0.0327	1.1682	1.0808
No log	6.4516	200	0.9849	0.1777	0.9849	0.9924
No log	6.5161	202	0.8380	0.2652	0.8380	0.9154
No log	6.5806	204	0.8302	0.2145	0.8302	0.9112
No log	6.6452	206	0.8402	0.0971	0.8402	0.9166
No log	6.7097	208	0.8428	0.2718	0.8428	0.9180
No log	6.7742	210	0.9424	0.2297	0.9424	0.9708
No log	6.8387	212	1.1885	0.0368	1.1885	1.0902
No log	6.9032	214	1.3135	0.0188	1.3135	1.1461
No log	6.9677	216	1.2863	0.0471	1.2863	1.1341
No log	7.0323	218	1.2913	0.0225	1.2913	1.1364
No log	7.0968	220	1.1523	0.0074	1.1523	1.0734
No log	7.1613	222	1.1267	0.1014	1.1267	1.0614
No log	7.2258	224	1.1900	0.0056	1.1900	1.0909
No log	7.2903	226	1.3326	0.0975	1.3326	1.1544
No log	7.3548	228	1.3288	0.1203	1.3288	1.1527
No log	7.4194	230	1.1838	0.0609	1.1838	1.0880
No log	7.4839	232	0.9528	0.2244	0.9528	0.9761
No log	7.5484	234	0.8407	0.2527	0.8407	0.9169
No log	7.6129	236	0.8402	0.2467	0.8402	0.9167
No log	7.6774	238	0.9099	0.1914	0.9099	0.9539
No log	7.7419	240	0.9559	0.1914	0.9559	0.9777
No log	7.8065	242	0.9971	0.2142	0.9971	0.9986
No log	7.8710	244	1.0387	0.3294	1.0387	1.0192
No log	7.9355	246	0.9657	0.1723	0.9657	0.9827
No log	8.0	248	0.9289	0.1454	0.9289	0.9638
No log	8.0645	250	0.9083	0.1542	0.9083	0.9531
No log	8.1290	252	0.9414	0.2142	0.9414	0.9703
No log	8.1935	254	0.9553	0.2029	0.9553	0.9774
No log	8.2581	256	1.0510	0.1642	1.0510	1.0252
No log	8.3226	258	1.0919	0.2259	1.0919	1.0449
No log	8.3871	260	1.0495	0.0829	1.0495	1.0244
No log	8.4516	262	1.0206	0.0891	1.0206	1.0102
No log	8.5161	264	0.9753	0.1254	0.9753	0.9876
No log	8.5806	266	1.0356	0.0891	1.0356	1.0177
No log	8.6452	268	1.0436	0.1461	1.0436	1.0216
No log	8.7097	270	0.8984	0.1867	0.8984	0.9478
No log	8.7742	272	0.8941	0.1914	0.8941	0.9456
No log	8.8387	274	0.9298	0.1822	0.9298	0.9642
No log	8.9032	276	1.0862	0.1651	1.0862	1.0422
No log	8.9677	278	1.2275	0.1290	1.2275	1.1079
No log	9.0323	280	1.1849	0.2017	1.1849	1.0885
No log	9.0968	282	0.9839	0.1777	0.9839	0.9919
No log	9.1613	284	0.8012	0.3755	0.8012	0.8951
No log	9.2258	286	0.7707	0.3243	0.7707	0.8779
No log	9.2903	288	0.7883	0.3465	0.7883	0.8879
No log	9.3548	290	0.8574	0.3950	0.8574	0.9260
No log	9.4194	292	1.0923	0.1077	1.0923	1.0451
No log	9.4839	294	1.2975	0.1296	1.2975	1.1391
No log	9.5484	296	1.3097	0.0973	1.3097	1.1444
No log	9.6129	298	1.1619	0.2032	1.1619	1.0779
No log	9.6774	300	0.9515	0.2463	0.9515	0.9754
No log	9.7419	302	0.7907	0.3341	0.7907	0.8892
No log	9.8065	304	0.7568	0.3081	0.7568	0.8700
No log	9.8710	306	0.7596	0.2819	0.7596	0.8716
No log	9.9355	308	0.8017	0.3092	0.8017	0.8954
No log	10.0	310	0.9069	0.2754	0.9069	0.9523
No log	10.0645	312	0.9972	0.2670	0.9972	0.9986
No log	10.1290	314	0.9597	0.1672	0.9597	0.9796
No log	10.1935	316	0.8425	0.3312	0.8425	0.9179
No log	10.2581	318	0.7422	0.3123	0.7422	0.8615
No log	10.3226	320	0.7290	0.2890	0.7290	0.8538
No log	10.3871	322	0.7562	0.3387	0.7562	0.8696
No log	10.4516	324	0.9130	0.2029	0.9130	0.9555
No log	10.5161	326	1.0938	0.2577	1.0938	1.0459
No log	10.5806	328	1.1104	0.2601	1.1104	1.0538
No log	10.6452	330	1.0475	0.2939	1.0475	1.0235
No log	10.7097	332	0.9935	0.2866	0.9935	0.9967
No log	10.7742	334	0.9376	0.1777	0.9376	0.9683
No log	10.8387	336	0.9208	0.1777	0.9208	0.9596
No log	10.9032	338	0.9982	0.2923	0.9982	0.9991
No log	10.9677	340	1.0313	0.2562	1.0313	1.0155
No log	11.0323	342	1.0564	0.2810	1.0564	1.0278
No log	11.0968	344	0.9705	0.1422	0.9705	0.9852
No log	11.1613	346	0.8286	0.3372	0.8286	0.9103
No log	11.2258	348	0.7768	0.3092	0.7768	0.8813
No log	11.2903	350	0.8023	0.3444	0.8023	0.8957
No log	11.3548	352	0.9102	0.2193	0.9102	0.9541
No log	11.4194	354	1.0466	0.1897	1.0466	1.0230
No log	11.4839	356	1.0660	0.1897	1.0660	1.0325
No log	11.5484	358	0.9456	0.2387	0.9456	0.9724
No log	11.6129	360	0.8342	0.3032	0.8342	0.9133
No log	11.6774	362	0.8231	0.3032	0.8231	0.9072
No log	11.7419	364	0.8694	0.2967	0.8694	0.9324
No log	11.8065	366	0.9076	0.2967	0.9076	0.9527
No log	11.8710	368	0.9603	0.2142	0.9603	0.9800
No log	11.9355	370	0.8956	0.2967	0.8956	0.9463
No log	12.0	372	0.8265	0.3372	0.8265	0.9091
No log	12.0645	374	0.7802	0.3444	0.7802	0.8833
No log	12.1290	376	0.7984	0.3444	0.7984	0.8935
No log	12.1935	378	0.8176	0.3444	0.8176	0.9042
No log	12.2581	380	0.9028	0.3494	0.9028	0.9501
No log	12.3226	382	0.9447	0.2726	0.9447	0.9720
No log	12.3871	384	0.9722	0.2358	0.9722	0.9860
No log	12.4516	386	0.9810	0.2000	0.9810	0.9905
No log	12.5161	388	0.9314	0.2784	0.9314	0.9651
No log	12.5806	390	0.9029	0.2574	0.9029	0.9502
No log	12.6452	392	0.9380	0.2574	0.9380	0.9685
No log	12.7097	394	1.0299	0.2000	1.0299	1.0148
No log	12.7742	396	1.0512	0.1803	1.0512	1.0253
No log	12.8387	398	1.0086	0.2643	1.0086	1.0043
No log	12.9032	400	0.9602	0.1808	0.9602	0.9799
No log	12.9677	402	0.9949	0.1454	0.9949	0.9975
No log	13.0323	404	0.9516	0.1808	0.9516	0.9755
No log	13.0968	406	0.8843	0.2754	0.8843	0.9404
No log	13.1613	408	0.8421	0.2883	0.8421	0.9177
No log	13.2258	410	0.8713	0.2328	0.8713	0.9335
No log	13.2903	412	0.9690	0.1853	0.9690	0.9844
No log	13.3548	414	1.0974	0.1976	1.0974	1.0476
No log	13.4194	416	1.1107	0.1662	1.1107	1.0539
No log	13.4839	418	1.0601	0.1662	1.0601	1.0296
No log	13.5484	420	1.0571	0.2075	1.0571	1.0281
No log	13.6129	422	1.0203	0.2510	1.0203	1.0101
No log	13.6774	424	0.9454	0.2574	0.9454	0.9723
No log	13.7419	426	0.8852	0.2467	0.8852	0.9408
No log	13.8065	428	0.8487	0.3387	0.8487	0.9212
No log	13.8710	430	0.8236	0.3387	0.8236	0.9075
No log	13.9355	432	0.8196	0.2950	0.8196	0.9053
No log	14.0	434	0.8490	0.3127	0.8490	0.9214
No log	14.0645	436	0.9510	0.2183	0.9510	0.9752
No log	14.1290	438	1.0495	0.1961	1.0495	1.0245
No log	14.1935	440	1.1073	0.1898	1.1073	1.0523
No log	14.2581	442	1.0513	0.1754	1.0513	1.0253
No log	14.3226	444	0.9964	0.1586	0.9964	0.9982
No log	14.3871	446	0.9415	0.1712	0.9415	0.9703
No log	14.4516	448	0.9259	0.2193	0.9259	0.9622
No log	14.5161	450	0.9196	0.2193	0.9196	0.9590
No log	14.5806	452	0.9425	0.2410	0.9425	0.9708
No log	14.6452	454	0.9510	0.2358	0.9510	0.9752
No log	14.7097	456	0.9331	0.1822	0.9331	0.9660
No log	14.7742	458	0.9559	0.1777	0.9559	0.9777
No log	14.8387	460	0.9637	0.1461	0.9637	0.9817
No log	14.9032	462	0.9322	0.1867	0.9322	0.9655
No log	14.9677	464	0.9086	0.2244	0.9086	0.9532
No log	15.0323	466	0.9338	0.1867	0.9338	0.9663
No log	15.0968	468	0.9819	0.2046	0.9819	0.9909
No log	15.1613	470	0.9724	0.2046	0.9724	0.9861
No log	15.2258	472	0.9275	0.2410	0.9275	0.9631
No log	15.2903	474	0.8342	0.3032	0.8342	0.9134
No log	15.3548	476	0.7451	0.3238	0.7451	0.8632
No log	15.4194	478	0.7417	0.2950	0.7417	0.8612
No log	15.4839	480	0.8391	0.2754	0.8391	0.9160
No log	15.5484	482	0.9250	0.2492	0.9250	0.9618
No log	15.6129	484	1.0314	0.2192	1.0314	1.0156
No log	15.6774	486	1.1901	0.1764	1.1901	1.0909
No log	15.7419	488	1.2475	0.1704	1.2475	1.1169
No log	15.8065	490	1.2021	0.1557	1.2021	1.0964
No log	15.8710	492	1.1204	0.1210	1.1204	1.0585
No log	15.9355	494	1.0433	0.1911	1.0433	1.0214
No log	16.0	496	0.9596	0.1911	0.9596	0.9796
No log	16.0645	498	0.9225	0.1777	0.9225	0.9605
0.2957	16.1290	500	0.9066	0.1822	0.9066	0.9522
0.2957	16.1935	502	0.9043	0.1822	0.9043	0.9509
0.2957	16.2581	504	0.9406	0.1777	0.9406	0.9698
0.2957	16.3226	506	1.0368	0.2164	1.0368	1.0183
0.2957	16.3871	508	1.1925	0.1671	1.1925	1.0920
0.2957	16.4516	510	1.2787	0.1293	1.2787	1.1308
0.2957	16.5161	512	1.3125	0.1174	1.3125	1.1457
0.2957	16.5806	514	1.2668	0.1663	1.2668	1.1255
0.2957	16.6452	516	1.1072	0.1856	1.1072	1.0522
0.2957	16.7097	518	1.0365	0.1692	1.0365	1.0181
0.2957	16.7742	520	0.9771	0.1145	0.9771	0.9885
0.2957	16.8387	522	0.9615	0.1542	0.9615	0.9805
0.2957	16.9032	524	0.9670	0.1501	0.9670	0.9834
0.2957	16.9677	526	1.0165	0.1077	1.0165	1.0082

Framework versions

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