Arabic_FineTuningAraBERT_AugV4_k5_task3_organization_fold1

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: 0.9955
• Qwk: -0.0645
• Mse: 0.9955
• Rmse: 0.9977

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	0.0167	2	4.9185	0.0642	4.9185	2.2178
No log	0.0333	4	2.3350	0.1492	2.3350	1.5281
No log	0.05	6	0.6816	0.1239	0.6816	0.8256
No log	0.0667	8	0.9199	-0.2791	0.9199	0.9591
No log	0.0833	10	1.1381	-0.1159	1.1381	1.0668
No log	0.1	12	1.0281	0.0833	1.0281	1.0140
No log	0.1167	14	0.5716	0.0	0.5716	0.7560
No log	0.1333	16	0.5932	0.0	0.5932	0.7702
No log	0.15	18	0.7770	0.2524	0.7770	0.8815
No log	0.1667	20	1.0519	-0.0206	1.0519	1.0256
No log	0.1833	22	0.7014	0.0	0.7014	0.8375
No log	0.2	24	0.7071	0.0	0.7071	0.8409
No log	0.2167	26	1.0267	-0.0206	1.0267	1.0132
No log	0.2333	28	1.2859	0.0	1.2859	1.1340
No log	0.25	30	1.1459	-0.0097	1.1459	1.0705
No log	0.2667	32	0.8372	0.0	0.8372	0.9150
No log	0.2833	34	0.7605	0.0	0.7605	0.8720
No log	0.3	36	0.7910	0.0	0.7910	0.8894
No log	0.3167	38	0.9108	0.0388	0.9108	0.9543
No log	0.3333	40	0.9081	0.2414	0.9081	0.9530
No log	0.35	42	0.6920	0.0	0.6920	0.8319
No log	0.3667	44	0.6740	0.0	0.6740	0.8210
No log	0.3833	46	0.6916	0.0	0.6916	0.8316
No log	0.4	48	0.6813	0.0	0.6813	0.8254
No log	0.4167	50	0.7682	0.0	0.7682	0.8765
No log	0.4333	52	0.9522	-0.0845	0.9522	0.9758
No log	0.45	54	0.9431	-0.1085	0.9431	0.9712
No log	0.4667	56	0.9758	0.0833	0.9758	0.9878
No log	0.4833	58	1.0137	0.0884	1.0137	1.0068
No log	0.5	60	0.9295	-0.2791	0.9295	0.9641
No log	0.5167	62	0.9608	-0.0476	0.9608	0.9802
No log	0.5333	64	0.9363	0.2326	0.9363	0.9676
No log	0.55	66	0.9752	-0.0476	0.9752	0.9875
No log	0.5667	68	0.9670	-0.0645	0.9670	0.9834
No log	0.5833	70	1.0848	-0.0476	1.0848	1.0415
No log	0.6	72	1.2941	-0.0097	1.2941	1.1376
No log	0.6167	74	1.2097	-0.0206	1.2097	1.0999
No log	0.6333	76	1.1914	0.0884	1.1914	1.0915
No log	0.65	78	1.1054	-0.0476	1.1054	1.0514
No log	0.6667	80	0.8730	0.2524	0.8730	0.9344
No log	0.6833	82	1.0990	-0.0476	1.0990	1.0483
No log	0.7	84	1.4883	0.0	1.4883	1.2200
No log	0.7167	86	1.6159	0.0	1.6159	1.2712
No log	0.7333	88	1.3397	-0.1159	1.3397	1.1574
No log	0.75	90	0.8182	0.2667	0.8182	0.9045
No log	0.7667	92	0.7268	0.2667	0.7268	0.8525
No log	0.7833	94	0.6605	0.2667	0.6605	0.8127
No log	0.8	96	0.8873	0.2254	0.8873	0.9419
No log	0.8167	98	1.2223	-0.0206	1.2223	1.1056
No log	0.8333	100	1.1334	0.0884	1.1334	1.0646
No log	0.85	102	0.7336	0.2524	0.7336	0.8565
No log	0.8667	104	0.6182	0.0222	0.6182	0.7863
No log	0.8833	106	0.6668	0.2524	0.6668	0.8166
No log	0.9	108	1.0579	0.0884	1.0579	1.0286
No log	0.9167	110	1.4758	-0.0206	1.4758	1.2148
No log	0.9333	112	1.5178	-0.0097	1.5178	1.2320
No log	0.95	114	1.3732	-0.0206	1.3732	1.1719
No log	0.9667	116	1.1455	0.0884	1.1455	1.0703
No log	0.9833	118	0.7021	0.2414	0.7021	0.8379
No log	1.0	120	0.6202	0.0222	0.6202	0.7876
No log	1.0167	122	0.6810	0.2414	0.6810	0.8252
No log	1.0333	124	0.9416	0.2194	0.9416	0.9704
No log	1.05	126	1.0492	0.3452	1.0492	1.0243
No log	1.0667	128	0.7953	0.2194	0.7953	0.8918
No log	1.0833	130	0.6213	0.2414	0.6213	0.7882
No log	1.1	132	0.6990	0.2414	0.6990	0.8360
No log	1.1167	134	1.1005	0.3452	1.1005	1.0490
No log	1.1333	136	1.1824	-0.0206	1.1824	1.0874
No log	1.15	138	0.8083	0.2326	0.8083	0.8991
No log	1.1667	140	0.6523	0.2524	0.6523	0.8077
No log	1.1833	142	0.7570	0.2326	0.7570	0.8701
No log	1.2	144	1.0787	0.0884	1.0787	1.0386
No log	1.2167	146	1.1752	0.0884	1.1752	1.0841
No log	1.2333	148	1.3732	-0.0206	1.3732	1.1718
No log	1.25	150	1.3205	0.0884	1.3205	1.1491
No log	1.2667	152	0.9721	-0.0809	0.9721	0.9859
No log	1.2833	154	0.8557	0.0000	0.8557	0.9251
No log	1.3	156	0.9533	-0.0732	0.9533	0.9764
No log	1.3167	158	1.3982	-0.0206	1.3982	1.1825
No log	1.3333	160	1.7391	-0.0206	1.7391	1.3188
No log	1.35	162	1.6039	-0.0206	1.6039	1.2664
No log	1.3667	164	1.1433	0.0884	1.1433	1.0692
No log	1.3833	166	0.8772	0.2254	0.8772	0.9366
No log	1.4	168	0.7306	0.0222	0.7306	0.8547
No log	1.4167	170	0.7897	0.2414	0.7897	0.8887
No log	1.4333	172	1.2006	-0.0206	1.2006	1.0957
No log	1.45	174	1.8766	-0.0097	1.8766	1.3699
No log	1.4667	176	1.9851	0.0	1.9851	1.4089
No log	1.4833	178	1.5860	-0.0097	1.5860	1.2593
No log	1.5	180	0.9727	0.2194	0.9727	0.9862
No log	1.5167	182	0.6863	0.0	0.6863	0.8284
No log	1.5333	184	0.6551	-0.0233	0.6551	0.8094
No log	1.55	186	0.7178	0.2524	0.7178	0.8472
No log	1.5667	188	0.9399	0.2194	0.9399	0.9695
No log	1.5833	190	1.3482	-0.0206	1.3482	1.1611
No log	1.6	192	1.4891	-0.0206	1.4891	1.2203
No log	1.6167	194	1.1900	-0.0476	1.1900	1.0909
No log	1.6333	196	1.1130	0.2194	1.1130	1.0550
No log	1.65	198	1.0189	0.2194	1.0189	1.0094
No log	1.6667	200	1.0963	-0.0476	1.0963	1.0470
No log	1.6833	202	0.9643	0.2194	0.9643	0.9820
No log	1.7	204	0.9602	0.2194	0.9602	0.9799
No log	1.7167	206	0.9708	0.2194	0.9708	0.9853
No log	1.7333	208	1.0019	0.2194	1.0019	1.0010
No log	1.75	210	0.9065	0.2194	0.9065	0.9521
No log	1.7667	212	0.8907	0.2194	0.8907	0.9437
No log	1.7833	214	0.9874	0.2194	0.9874	0.9937
No log	1.8	216	0.9746	0.2194	0.9746	0.9872
No log	1.8167	218	0.8618	0.2254	0.8618	0.9283
No log	1.8333	220	0.9255	0.2194	0.9255	0.9620
No log	1.85	222	0.8664	0.2194	0.8664	0.9308
No log	1.8667	224	0.8830	0.2194	0.8830	0.9397
No log	1.8833	226	0.7653	0.2254	0.7653	0.8748
No log	1.9	228	0.7512	0.2194	0.7512	0.8667
No log	1.9167	230	0.6510	0.2029	0.6510	0.8069
No log	1.9333	232	0.5818	-0.0421	0.5818	0.7628
No log	1.95	234	0.5848	-0.0233	0.5848	0.7647
No log	1.9667	236	0.6412	0.2143	0.6412	0.8008
No log	1.9833	238	0.7826	0.2194	0.7826	0.8846
No log	2.0	240	0.7135	0.2326	0.7135	0.8447
No log	2.0167	242	0.6109	0.0	0.6109	0.7816
No log	2.0333	244	0.6344	-0.0233	0.6344	0.7965
No log	2.05	246	0.7394	0.2414	0.7394	0.8599
No log	2.0667	248	1.0135	0.2194	1.0135	1.0067
No log	2.0833	250	1.0088	0.2194	1.0088	1.0044
No log	2.1	252	1.0320	-0.0476	1.0320	1.0159
No log	2.1167	254	1.0824	-0.0476	1.0824	1.0404
No log	2.1333	256	0.9694	0.1734	0.9694	0.9846
No log	2.15	258	0.9847	0.1734	0.9847	0.9923
No log	2.1667	260	1.0211	-0.0565	1.0211	1.0105
No log	2.1833	262	1.0661	-0.0476	1.0661	1.0325
No log	2.2	264	1.1663	-0.0206	1.1663	1.0799
No log	2.2167	266	1.1635	-0.1547	1.1635	1.0787
No log	2.2333	268	1.3409	-0.0206	1.3409	1.1580
No log	2.25	270	1.3477	-0.0206	1.3477	1.1609
No log	2.2667	272	1.0695	-0.0565	1.0695	1.0342
No log	2.2833	274	1.0305	0.1750	1.0305	1.0151
No log	2.3	276	1.2176	-0.0476	1.2176	1.1035
No log	2.3167	278	1.7117	-0.0097	1.7117	1.3083
No log	2.3333	280	1.7780	-0.0097	1.7780	1.3334
No log	2.35	282	1.3431	-0.1547	1.3431	1.1589
No log	2.3667	284	0.8821	0.2080	0.8821	0.9392
No log	2.3833	286	0.7841	0.0	0.7841	0.8855
No log	2.4	288	0.8138	0.2143	0.8138	0.9021
No log	2.4167	290	1.0940	-0.0476	1.0940	1.0459
No log	2.4333	292	1.6495	-0.0097	1.6495	1.2843
No log	2.45	294	1.6428	-0.0097	1.6428	1.2817
No log	2.4667	296	1.1444	-0.0476	1.1444	1.0698
No log	2.4833	298	0.8026	0.2143	0.8026	0.8959
No log	2.5	300	0.7446	0.2143	0.7446	0.8629
No log	2.5167	302	0.8360	0.2029	0.8360	0.9143
No log	2.5333	304	1.0690	-0.0476	1.0690	1.0339
No log	2.55	306	1.0755	0.2194	1.0755	1.0371
No log	2.5667	308	0.8933	0.2194	0.8933	0.9451
No log	2.5833	310	0.7671	0.2326	0.7671	0.8759
No log	2.6	312	0.6722	0.2143	0.6722	0.8199
No log	2.6167	314	0.6317	0.2143	0.6317	0.7948
No log	2.6333	316	0.7199	0.2029	0.7199	0.8485
No log	2.65	318	0.8339	0.1951	0.8339	0.9132
No log	2.6667	320	0.8729	0.1951	0.8729	0.9343
No log	2.6833	322	0.7874	0.1987	0.7874	0.8873
No log	2.7	324	0.8020	0.1987	0.8020	0.8955
No log	2.7167	326	0.9589	0.2254	0.9589	0.9793
No log	2.7333	328	0.9673	0.2254	0.9673	0.9835
No log	2.75	330	0.7889	0.2414	0.7889	0.8882
No log	2.7667	332	0.7083	-0.0421	0.7083	0.8416
No log	2.7833	334	0.7328	-0.2692	0.7328	0.8561
No log	2.8	336	0.7827	0.0	0.7827	0.8847
No log	2.8167	338	0.9763	0.2254	0.9763	0.9881
No log	2.8333	340	0.9761	0.2254	0.9761	0.9880
No log	2.85	342	0.8524	0.2029	0.8524	0.9232
No log	2.8667	344	0.8251	-0.0154	0.8251	0.9084
No log	2.8833	346	0.9589	0.1987	0.9589	0.9792
No log	2.9	348	1.1564	-0.0476	1.1564	1.0754
No log	2.9167	350	1.0713	0.2194	1.0713	1.0350
No log	2.9333	352	0.9211	0.2254	0.9211	0.9597
No log	2.95	354	0.8639	0.2326	0.8639	0.9294
No log	2.9667	356	0.9276	0.2254	0.9276	0.9631
No log	2.9833	358	0.9429	0.2254	0.9429	0.9711
No log	3.0	360	0.9386	0.2254	0.9386	0.9688
No log	3.0167	362	1.0334	-0.0645	1.0334	1.0166
No log	3.0333	364	0.9465	0.1769	0.9465	0.9729
No log	3.05	366	0.9603	0.1769	0.9603	0.9799
No log	3.0667	368	0.9617	0.1769	0.9617	0.9807
No log	3.0833	370	0.9939	0.1987	0.9939	0.9970
No log	3.1	372	1.0429	0.2254	1.0429	1.0212
No log	3.1167	374	0.9986	0.2254	0.9986	0.9993
No log	3.1333	376	0.8634	0.2080	0.8634	0.9292
No log	3.15	378	0.8379	0.2080	0.8379	0.9154
No log	3.1667	380	0.9460	0.2254	0.9460	0.9726
No log	3.1833	382	0.9730	0.2194	0.9730	0.9864
No log	3.2	384	0.8530	0.2029	0.8530	0.9236
No log	3.2167	386	0.7827	0.1791	0.7827	0.8847
No log	3.2333	388	0.8588	0.1987	0.8588	0.9267
No log	3.25	390	1.0559	0.2194	1.0559	1.0276
No log	3.2667	392	1.1070	0.2194	1.1070	1.0522
No log	3.2833	394	0.9404	0.2194	0.9404	0.9698
No log	3.3	396	0.7355	0.2414	0.7355	0.8576
No log	3.3167	398	0.6965	-0.0233	0.6965	0.8346
No log	3.3333	400	0.7118	0.0222	0.7118	0.8437
No log	3.35	402	0.7984	0.2326	0.7984	0.8935
No log	3.3667	404	0.8969	0.2194	0.8969	0.9470
No log	3.3833	406	1.0746	0.2194	1.0746	1.0367
No log	3.4	408	1.0634	0.2194	1.0634	1.0312
No log	3.4167	410	0.9478	0.2194	0.9478	0.9736
No log	3.4333	412	0.8958	0.2194	0.8958	0.9465
No log	3.45	414	0.8471	0.2029	0.8471	0.9204
No log	3.4667	416	0.8867	0.2194	0.8867	0.9416
No log	3.4833	418	1.0146	0.2194	1.0146	1.0073
No log	3.5	420	0.9908	0.2194	0.9908	0.9954
No log	3.5167	422	0.9088	0.2194	0.9088	0.9533
No log	3.5333	424	0.8009	0.2254	0.8009	0.8949
No log	3.55	426	0.7540	-0.2692	0.7540	0.8683
No log	3.5667	428	0.7685	-0.0708	0.7685	0.8766
No log	3.5833	430	0.7987	0.2080	0.7987	0.8937
No log	3.6	432	0.9430	0.2194	0.9430	0.9711
No log	3.6167	434	1.1411	0.2194	1.1411	1.0682
No log	3.6333	436	1.1342	0.2194	1.1342	1.0650
No log	3.65	438	0.9799	0.2194	0.9799	0.9899
No log	3.6667	440	0.7996	0.0435	0.7996	0.8942
No log	3.6833	442	0.7458	-0.0708	0.7458	0.8636
No log	3.7	444	0.7422	-0.0476	0.7422	0.8615
No log	3.7167	446	0.7645	0.2254	0.7645	0.8744
No log	3.7333	448	0.8248	0.2194	0.8248	0.9082
No log	3.75	450	0.9104	0.2194	0.9104	0.9542
No log	3.7667	452	0.9212	0.2194	0.9212	0.9598
No log	3.7833	454	0.9527	0.2194	0.9527	0.9761
No log	3.8	456	0.9083	0.2194	0.9083	0.9531
No log	3.8167	458	0.8220	0.2194	0.8220	0.9066
No log	3.8333	460	0.8334	0.2194	0.8334	0.9129
No log	3.85	462	0.9392	0.2194	0.9392	0.9691
No log	3.8667	464	1.0028	0.2194	1.0028	1.0014
No log	3.8833	466	1.1611	-0.0476	1.1611	1.0775
No log	3.9	468	1.1172	-0.0476	1.1172	1.0570
No log	3.9167	470	1.0434	-0.0476	1.0434	1.0215
No log	3.9333	472	0.9009	0.2254	0.9009	0.9492
No log	3.95	474	0.9564	-0.0645	0.9564	0.9779
No log	3.9667	476	1.0682	-0.0476	1.0682	1.0335
No log	3.9833	478	1.1457	-0.0476	1.1457	1.0704
No log	4.0	480	0.9473	-0.0645	0.9473	0.9733
No log	4.0167	482	0.9018	-0.0645	0.9018	0.9496
No log	4.0333	484	1.0497	-0.0645	1.0497	1.0246
No log	4.05	486	1.0235	-0.0645	1.0235	1.0117
No log	4.0667	488	0.9614	-0.0645	0.9614	0.9805
No log	4.0833	490	0.8120	0.2326	0.8120	0.9011
No log	4.1	492	0.8055	0.2326	0.8055	0.8975
No log	4.1167	494	0.9296	-0.0645	0.9296	0.9641
No log	4.1333	496	0.9991	-0.0645	0.9991	0.9995
No log	4.15	498	0.9411	-0.0645	0.9411	0.9701
0.3299	4.1667	500	0.7909	0.2029	0.7909	0.8893
0.3299	4.1833	502	0.7639	0.3433	0.7639	0.8740
0.3299	4.2	504	0.9248	-0.0645	0.9248	0.9617
0.3299	4.2167	506	1.2583	-0.0331	1.2583	1.1217
0.3299	4.2333	508	1.2873	-0.0331	1.2873	1.1346
0.3299	4.25	510	1.0473	-0.0476	1.0473	1.0234
0.3299	4.2667	512	0.8167	0.2524	0.8167	0.9037
0.3299	4.2833	514	0.7716	0.2524	0.7716	0.8784
0.3299	4.3	516	0.8422	0.2414	0.8422	0.9177
0.3299	4.3167	518	0.9832	-0.0645	0.9832	0.9916
0.3299	4.3333	520	1.2114	-0.0476	1.2114	1.1006
0.3299	4.35	522	1.3058	0.0884	1.3058	1.1427
0.3299	4.3667	524	1.1499	-0.0476	1.1499	1.0723
0.3299	4.3833	526	0.8967	0.2326	0.8967	0.9469
0.3299	4.4	528	0.8526	0.2414	0.8526	0.9234
0.3299	4.4167	530	0.9416	0.2326	0.9416	0.9704
0.3299	4.4333	532	1.0870	-0.0476	1.0870	1.0426
0.3299	4.45	534	1.0860	-0.0476	1.0860	1.0421
0.3299	4.4667	536	0.9501	0.2326	0.9501	0.9747
0.3299	4.4833	538	0.8786	0.2326	0.8786	0.9373
0.3299	4.5	540	0.9203	0.2326	0.9203	0.9593
0.3299	4.5167	542	1.0226	0.2194	1.0226	1.0112
0.3299	4.5333	544	1.0369	0.2194	1.0369	1.0183
0.3299	4.55	546	0.9431	0.2326	0.9431	0.9712
0.3299	4.5667	548	0.9820	0.2254	0.9820	0.9910
0.3299	4.5833	550	1.0673	-0.0476	1.0673	1.0331
0.3299	4.6	552	1.0853	-0.0476	1.0853	1.0418
0.3299	4.6167	554	1.2559	-0.0476	1.2559	1.1207
0.3299	4.6333	556	1.2921	-0.0476	1.2921	1.1367
0.3299	4.65	558	1.1302	-0.0476	1.1302	1.0631
0.3299	4.6667	560	0.9074	0.1769	0.9074	0.9526
0.3299	4.6833	562	0.8310	0.1791	0.8310	0.9116
0.3299	4.7	564	0.8404	0.1791	0.8404	0.9167
0.3299	4.7167	566	0.9828	-0.0845	0.9828	0.9914
0.3299	4.7333	568	1.0578	-0.0476	1.0578	1.0285
0.3299	4.75	570	1.0888	-0.0476	1.0888	1.0435
0.3299	4.7667	572	1.0429	-0.0476	1.0429	1.0212
0.3299	4.7833	574	0.9626	-0.0845	0.9626	0.9811
0.3299	4.8	576	0.8279	0.1791	0.8279	0.9099
0.3299	4.8167	578	0.8140	0.3231	0.8140	0.9022
0.3299	4.8333	580	0.8415	0.1791	0.8415	0.9173
0.3299	4.85	582	0.9809	0.2326	0.9809	0.9904
0.3299	4.8667	584	1.1706	-0.0476	1.1706	1.0819
0.3299	4.8833	586	1.1638	-0.0476	1.1638	1.0788
0.3299	4.9	588	1.0076	-0.0645	1.0076	1.0038
0.3299	4.9167	590	0.8458	0.2414	0.8458	0.9197
0.3299	4.9333	592	0.8088	0.2524	0.8088	0.8993
0.3299	4.95	594	0.8778	0.2326	0.8778	0.9369
0.3299	4.9667	596	0.9990	-0.0476	0.9990	0.9995
0.3299	4.9833	598	1.0055	-0.0476	1.0055	1.0028
0.3299	5.0	600	0.9662	0.2254	0.9662	0.9830
0.3299	5.0167	602	1.0108	-0.0476	1.0108	1.0054
0.3299	5.0333	604	1.0757	-0.0476	1.0757	1.0372
0.3299	5.05	606	1.1570	-0.0476	1.1570	1.0756
0.3299	5.0667	608	1.0697	0.2194	1.0697	1.0343
0.3299	5.0833	610	0.9045	0.2254	0.9045	0.9510
0.3299	5.1	612	0.8111	0.2080	0.8111	0.9006
0.3299	5.1167	614	0.8115	0.2414	0.8115	0.9008
0.3299	5.1333	616	0.8443	0.2326	0.8443	0.9188
0.3299	5.15	618	0.8068	0.2414	0.8068	0.8982
0.3299	5.1667	620	0.8141	0.2414	0.8141	0.9023
0.3299	5.1833	622	0.8441	0.2414	0.8441	0.9188
0.3299	5.2	624	0.9249	0.2326	0.9249	0.9617
0.3299	5.2167	626	1.0327	-0.0845	1.0327	1.0162
0.3299	5.2333	628	1.0699	-0.0645	1.0699	1.0343
0.3299	5.25	630	1.0996	-0.0645	1.0996	1.0486
0.3299	5.2667	632	1.0852	-0.0732	1.0852	1.0417
0.3299	5.2833	634	1.2078	-0.0645	1.2078	1.0990
0.3299	5.3	636	1.2371	-0.0645	1.2371	1.1123
0.3299	5.3167	638	1.1720	-0.0645	1.1720	1.0826
0.3299	5.3333	640	1.0382	-0.0645	1.0382	1.0189
0.3299	5.35	642	0.9334	0.1791	0.9334	0.9661
0.3299	5.3667	644	0.9268	0.1818	0.9268	0.9627
0.3299	5.3833	646	0.9936	-0.0845	0.9936	0.9968
0.3299	5.4	648	1.1521	-0.0645	1.1521	1.0734
0.3299	5.4167	650	1.1784	-0.0645	1.1784	1.0856
0.3299	5.4333	652	1.0427	-0.0845	1.0427	1.0211
0.3299	5.45	654	0.8921	-0.0185	0.8921	0.9445
0.3299	5.4667	656	0.8715	0.1538	0.8715	0.9336
0.3299	5.4833	658	0.8661	-0.0185	0.8661	0.9307
0.3299	5.5	660	0.9085	-0.1085	0.9085	0.9531
0.3299	5.5167	662	1.0170	-0.0845	1.0170	1.0084
0.3299	5.5333	664	1.0324	-0.0645	1.0324	1.0161
0.3299	5.55	666	0.9474	-0.0845	0.9474	0.9733
0.3299	5.5667	668	0.8716	0.0388	0.8716	0.9336
0.3299	5.5833	670	0.8692	0.0388	0.8692	0.9323
0.3299	5.6	672	0.8600	0.0	0.8600	0.9274
0.3299	5.6167	674	0.8377	0.0	0.8377	0.9152
0.3299	5.6333	676	0.8729	0.2080	0.8729	0.9343
0.3299	5.65	678	0.9875	-0.0645	0.9875	0.9937
0.3299	5.6667	680	1.0341	-0.0645	1.0341	1.0169
0.3299	5.6833	682	0.9418	-0.0845	0.9418	0.9705
0.3299	5.7	684	0.8534	0.2414	0.8534	0.9238
0.3299	5.7167	686	0.8219	0.0	0.8219	0.9066
0.3299	5.7333	688	0.8309	0.1852	0.8309	0.9115
0.3299	5.75	690	0.8780	0.2080	0.8780	0.9370
0.3299	5.7667	692	0.9957	-0.0645	0.9957	0.9979
0.3299	5.7833	694	1.1957	-0.0476	1.1957	1.0935
0.3299	5.8	696	1.2163	-0.0476	1.2163	1.1029
0.3299	5.8167	698	1.0831	-0.0645	1.0831	1.0407
0.3299	5.8333	700	0.9276	0.2080	0.9276	0.9631
0.3299	5.85	702	0.8787	0.0	0.8787	0.9374
0.3299	5.8667	704	0.8706	0.0	0.8706	0.9331
0.3299	5.8833	706	0.9158	0.2414	0.9158	0.9570
0.3299	5.9	708	1.0260	-0.0645	1.0260	1.0129
0.3299	5.9167	710	1.0445	-0.0645	1.0445	1.0220
0.3299	5.9333	712	1.0033	0.2254	1.0033	1.0017
0.3299	5.95	714	0.9663	0.2029	0.9663	0.9830
0.3299	5.9667	716	0.9663	0.0272	0.9663	0.9830
0.3299	5.9833	718	1.0062	0.1987	1.0062	1.0031
0.3299	6.0	720	1.1334	-0.0476	1.1334	1.0646
0.3299	6.0167	722	1.2175	-0.0476	1.2175	1.1034
0.3299	6.0333	724	1.1810	-0.0476	1.1810	1.0867
0.3299	6.05	726	1.0571	-0.0476	1.0571	1.0282
0.3299	6.0667	728	0.9705	0.1987	0.9705	0.9851
0.3299	6.0833	730	0.9151	-0.1846	0.9151	0.9566
0.3299	6.1	732	0.8902	-0.0185	0.8902	0.9435
0.3299	6.1167	734	0.9223	0.2414	0.9223	0.9604
0.3299	6.1333	736	1.0168	-0.0645	1.0168	1.0084
0.3299	6.15	738	1.1097	-0.0476	1.1097	1.0534
0.3299	6.1667	740	1.2366	-0.0476	1.2366	1.1120
0.3299	6.1833	742	1.2141	-0.0476	1.2141	1.1019
0.3299	6.2	744	1.1035	-0.0476	1.1035	1.0505
0.3299	6.2167	746	0.9929	0.2254	0.9929	0.9964
0.3299	6.2333	748	0.9692	0.2326	0.9692	0.9845
0.3299	6.25	750	0.9657	0.2326	0.9657	0.9827
0.3299	6.2667	752	1.0146	-0.0645	1.0146	1.0073
0.3299	6.2833	754	1.0786	-0.0645	1.0786	1.0386
0.3299	6.3	756	1.0743	-0.0645	1.0743	1.0365
0.3299	6.3167	758	1.0872	-0.0476	1.0872	1.0427
0.3299	6.3333	760	1.0994	-0.0476	1.0994	1.0485
0.3299	6.35	762	1.1037	-0.0476	1.1037	1.0506
0.3299	6.3667	764	1.0566	-0.0645	1.0566	1.0279
0.3299	6.3833	766	1.0184	-0.0645	1.0184	1.0092
0.3299	6.4	768	0.9772	0.1791	0.9772	0.9885
0.3299	6.4167	770	0.9841	0.1791	0.9841	0.9920
0.3299	6.4333	772	1.0304	-0.0645	1.0304	1.0151
0.3299	6.45	774	1.1586	-0.0476	1.1586	1.0764
0.3299	6.4667	776	1.2560	-0.0476	1.2560	1.1207
0.3299	6.4833	778	1.2504	-0.0476	1.2504	1.1182
0.3299	6.5	780	1.1576	-0.0476	1.1576	1.0759
0.3299	6.5167	782	1.0445	-0.0476	1.0445	1.0220
0.3299	6.5333	784	0.9907	-0.0645	0.9907	0.9953
0.3299	6.55	786	0.9905	-0.0645	0.9905	0.9953
0.3299	6.5667	788	0.9985	-0.0645	0.9985	0.9993
0.3299	6.5833	790	1.0222	-0.0476	1.0222	1.0110
0.3299	6.6	792	1.0911	-0.0476	1.0911	1.0446
0.3299	6.6167	794	1.1100	-0.0476	1.1100	1.0536
0.3299	6.6333	796	1.0630	-0.0476	1.0630	1.0310
0.3299	6.65	798	1.0066	-0.0476	1.0066	1.0033
0.3299	6.6667	800	0.9847	-0.0645	0.9847	0.9923
0.3299	6.6833	802	0.9890	-0.0476	0.9890	0.9945
0.3299	6.7	804	0.9575	-0.0645	0.9575	0.9785
0.3299	6.7167	806	0.9289	0.2080	0.9289	0.9638
0.3299	6.7333	808	0.9335	0.2080	0.9335	0.9662
0.3299	6.75	810	0.9683	0.2029	0.9683	0.9840
0.3299	6.7667	812	1.0385	-0.0476	1.0385	1.0190
0.3299	6.7833	814	1.0563	-0.0476	1.0563	1.0278
0.3299	6.8	816	1.0487	-0.0476	1.0487	1.0241
0.3299	6.8167	818	1.0453	-0.0476	1.0453	1.0224
0.3299	6.8333	820	1.0016	-0.0476	1.0016	1.0008
0.3299	6.85	822	0.9366	0.2254	0.9366	0.9678
0.3299	6.8667	824	0.8937	0.2326	0.8937	0.9454
0.3299	6.8833	826	0.8971	0.2254	0.8971	0.9472
0.3299	6.9	828	0.9268	0.2194	0.9268	0.9627
0.3299	6.9167	830	0.9219	0.2194	0.9219	0.9602
0.3299	6.9333	832	0.9415	0.2194	0.9415	0.9703
0.3299	6.95	834	0.8875	0.2254	0.8875	0.9420
0.3299	6.9667	836	0.8591	0.2414	0.8591	0.9269
0.3299	6.9833	838	0.8639	0.2414	0.8639	0.9294
0.3299	7.0	840	0.9260	0.2194	0.9260	0.9623
0.3299	7.0167	842	1.0272	-0.0476	1.0272	1.0135
0.3299	7.0333	844	1.0389	-0.0476	1.0389	1.0193
0.3299	7.05	846	0.9797	0.2194	0.9797	0.9898
0.3299	7.0667	848	0.8869	0.2254	0.8869	0.9417
0.3299	7.0833	850	0.8470	0.2414	0.8470	0.9204
0.3299	7.1	852	0.8106	0.2524	0.8106	0.9003
0.3299	7.1167	854	0.8038	0.2524	0.8038	0.8965
0.3299	7.1333	856	0.8469	0.2326	0.8469	0.9203
0.3299	7.15	858	0.8825	0.2254	0.8825	0.9394
0.3299	7.1667	860	0.9376	0.2194	0.9376	0.9683
0.3299	7.1833	862	0.9522	0.2194	0.9522	0.9758
0.3299	7.2	864	0.9129	0.2194	0.9129	0.9555
0.3299	7.2167	866	0.8887	0.2194	0.8887	0.9427
0.3299	7.2333	868	0.8981	0.2194	0.8981	0.9477
0.3299	7.25	870	0.8829	0.2254	0.8829	0.9396
0.3299	7.2667	872	0.8782	0.2254	0.8782	0.9371
0.3299	7.2833	874	0.9241	0.2194	0.9241	0.9613
0.3299	7.3	876	1.0131	0.2194	1.0131	1.0065
0.3299	7.3167	878	1.0297	0.2194	1.0297	1.0148
0.3299	7.3333	880	1.0288	0.2194	1.0288	1.0143
0.3299	7.35	882	1.0348	0.2194	1.0348	1.0173
0.3299	7.3667	884	1.0187	0.2194	1.0187	1.0093
0.3299	7.3833	886	0.9926	0.2194	0.9926	0.9963
0.3299	7.4	888	1.0066	0.2194	1.0066	1.0033
0.3299	7.4167	890	1.0100	0.2194	1.0100	1.0050
0.3299	7.4333	892	1.0033	0.2194	1.0033	1.0016
0.3299	7.45	894	0.9683	0.2194	0.9683	0.9840
0.3299	7.4667	896	0.9570	0.2254	0.9570	0.9783
0.3299	7.4833	898	0.9702	0.2194	0.9702	0.9850
0.3299	7.5	900	1.0047	-0.0476	1.0047	1.0024
0.3299	7.5167	902	0.9695	0.2254	0.9695	0.9846
0.3299	7.5333	904	0.9141	0.2326	0.9141	0.9561
0.3299	7.55	906	0.9079	0.2326	0.9079	0.9528
0.3299	7.5667	908	0.9510	0.2326	0.9510	0.9752
0.3299	7.5833	910	1.0357	-0.0476	1.0357	1.0177
0.3299	7.6	912	1.0715	-0.0476	1.0715	1.0351
0.3299	7.6167	914	1.0270	-0.0476	1.0270	1.0134
0.3299	7.6333	916	0.9607	0.2326	0.9607	0.9801
0.3299	7.65	918	0.9090	0.2414	0.9090	0.9534
0.3299	7.6667	920	0.8910	0.2414	0.8910	0.9439
0.3299	7.6833	922	0.9150	0.2414	0.9150	0.9566
0.3299	7.7	924	0.9631	0.2254	0.9631	0.9814
0.3299	7.7167	926	1.0288	-0.0476	1.0288	1.0143
0.3299	7.7333	928	1.0903	-0.0476	1.0903	1.0442
0.3299	7.75	930	1.1101	-0.0476	1.1101	1.0536
0.3299	7.7667	932	1.0637	-0.0476	1.0637	1.0314
0.3299	7.7833	934	0.9789	-0.0645	0.9789	0.9894
0.3299	7.8	936	0.9266	0.2326	0.9266	0.9626
0.3299	7.8167	938	0.9106	0.2414	0.9106	0.9543
0.3299	7.8333	940	0.8902	0.2414	0.8902	0.9435
0.3299	7.85	942	0.9118	0.2414	0.9118	0.9549
0.3299	7.8667	944	0.9497	0.2326	0.9497	0.9745
0.3299	7.8833	946	1.0072	-0.0476	1.0072	1.0036
0.3299	7.9	948	1.0119	-0.0476	1.0119	1.0059
0.3299	7.9167	950	1.0095	-0.0476	1.0095	1.0048
0.3299	7.9333	952	1.0077	-0.0476	1.0077	1.0038
0.3299	7.95	954	1.0024	-0.0476	1.0024	1.0012
0.3299	7.9667	956	0.9900	-0.0476	0.9900	0.9950
0.3299	7.9833	958	1.0185	-0.0476	1.0185	1.0092
0.3299	8.0	960	1.0144	-0.0476	1.0144	1.0072
0.3299	8.0167	962	0.9930	-0.0476	0.9930	0.9965
0.3299	8.0333	964	0.9902	-0.0476	0.9902	0.9951
0.3299	8.05	966	0.9741	-0.0476	0.9741	0.9870
0.3299	8.0667	968	0.9547	-0.0645	0.9547	0.9771
0.3299	8.0833	970	0.9263	0.2254	0.9263	0.9625
0.3299	8.1	972	0.9275	0.2254	0.9275	0.9631
0.3299	8.1167	974	0.9367	-0.0645	0.9367	0.9678
0.3299	8.1333	976	0.9521	-0.0645	0.9521	0.9758
0.3299	8.15	978	0.9836	-0.0476	0.9836	0.9918
0.3299	8.1667	980	1.0266	-0.0476	1.0266	1.0132
0.3299	8.1833	982	1.0431	-0.0476	1.0431	1.0213
0.3299	8.2	984	1.0122	-0.0476	1.0122	1.0061
0.3299	8.2167	986	0.9608	-0.0476	0.9608	0.9802
0.3299	8.2333	988	0.8950	0.2326	0.8950	0.9461
0.3299	8.25	990	0.8722	0.2414	0.8722	0.9339
0.3299	8.2667	992	0.8782	0.2414	0.8782	0.9371
0.3299	8.2833	994	0.9110	0.2326	0.9110	0.9545
0.3299	8.3	996	0.9563	-0.0645	0.9563	0.9779
0.3299	8.3167	998	0.9768	-0.0476	0.9768	0.9883
0.0767	8.3333	1000	1.0012	-0.0476	1.0012	1.0006
0.0767	8.35	1002	0.9774	-0.0476	0.9774	0.9887
0.0767	8.3667	1004	0.9278	0.2254	0.9278	0.9632
0.0767	8.3833	1006	0.8936	0.2414	0.8936	0.9453
0.0767	8.4	1008	0.8852	0.2414	0.8852	0.9408
0.0767	8.4167	1010	0.8989	0.2326	0.8989	0.9481
0.0767	8.4333	1012	0.9359	-0.0645	0.9359	0.9674
0.0767	8.45	1014	1.0003	-0.0476	1.0003	1.0001
0.0767	8.4667	1016	1.0498	-0.0476	1.0498	1.0246
0.0767	8.4833	1018	1.0743	-0.0476	1.0743	1.0365
0.0767	8.5	1020	1.0542	-0.0476	1.0542	1.0268
0.0767	8.5167	1022	1.0044	-0.0476	1.0044	1.0022
0.0767	8.5333	1024	0.9711	0.2254	0.9711	0.9854
0.0767	8.55	1026	0.9424	0.2254	0.9424	0.9708
0.0767	8.5667	1028	0.9439	0.2254	0.9439	0.9715
0.0767	8.5833	1030	0.9742	0.2254	0.9742	0.9870
0.0767	8.6	1032	1.0214	-0.0476	1.0214	1.0106
0.0767	8.6167	1034	1.0400	-0.0476	1.0400	1.0198
0.0767	8.6333	1036	1.0330	-0.0476	1.0330	1.0164
0.0767	8.65	1038	1.0101	-0.0476	1.0101	1.0050
0.0767	8.6667	1040	0.9979	-0.0645	0.9979	0.9989
0.0767	8.6833	1042	0.9852	-0.0645	0.9852	0.9926
0.0767	8.7	1044	0.9978	-0.0645	0.9978	0.9989
0.0767	8.7167	1046	1.0078	-0.0645	1.0078	1.0039
0.0767	8.7333	1048	0.9917	0.2254	0.9917	0.9958
0.0767	8.75	1050	0.9835	0.2254	0.9835	0.9917
0.0767	8.7667	1052	0.9786	0.2254	0.9786	0.9892
0.0767	8.7833	1054	0.9834	0.2254	0.9834	0.9917
0.0767	8.8	1056	0.9927	-0.0645	0.9927	0.9963
0.0767	8.8167	1058	1.0235	-0.0645	1.0235	1.0117
0.0767	8.8333	1060	1.0630	-0.0476	1.0630	1.0310
0.0767	8.85	1062	1.0727	-0.0476	1.0727	1.0357
0.0767	8.8667	1064	1.0696	-0.0476	1.0696	1.0342
0.0767	8.8833	1066	1.0569	-0.0476	1.0569	1.0281
0.0767	8.9	1068	1.0389	-0.0645	1.0389	1.0193
0.0767	8.9167	1070	1.0092	-0.0645	1.0092	1.0046
0.0767	8.9333	1072	0.9835	-0.0645	0.9835	0.9917
0.0767	8.95	1074	0.9743	0.2254	0.9743	0.9871
0.0767	8.9667	1076	0.9555	0.2414	0.9555	0.9775
0.0767	8.9833	1078	0.9543	0.2414	0.9543	0.9769
0.0767	9.0	1080	0.9646	0.2326	0.9646	0.9822
0.0767	9.0167	1082	0.9822	-0.0645	0.9822	0.9911
0.0767	9.0333	1084	0.9888	-0.0645	0.9888	0.9944
0.0767	9.05	1086	1.0094	-0.0645	1.0094	1.0047
0.0767	9.0667	1088	1.0463	-0.0476	1.0463	1.0229
0.0767	9.0833	1090	1.0718	-0.0476	1.0718	1.0353
0.0767	9.1	1092	1.0747	-0.0476	1.0747	1.0367
0.0767	9.1167	1094	1.0556	-0.0476	1.0556	1.0274
0.0767	9.1333	1096	1.0341	-0.0476	1.0341	1.0169
0.0767	9.15	1098	1.0063	-0.0645	1.0063	1.0031
0.0767	9.1667	1100	0.9825	-0.0645	0.9825	0.9912
0.0767	9.1833	1102	0.9667	0.2326	0.9667	0.9832
0.0767	9.2	1104	0.9689	0.2326	0.9689	0.9843
0.0767	9.2167	1106	0.9645	0.2326	0.9645	0.9821
0.0767	9.2333	1108	0.9639	0.2326	0.9639	0.9818
0.0767	9.25	1110	0.9725	-0.0645	0.9725	0.9862
0.0767	9.2667	1112	0.9762	-0.0645	0.9762	0.9880
0.0767	9.2833	1114	0.9819	-0.0645	0.9819	0.9909
0.0767	9.3	1116	0.9764	-0.0645	0.9764	0.9881
0.0767	9.3167	1118	0.9735	-0.0645	0.9735	0.9866
0.0767	9.3333	1120	0.9765	-0.0645	0.9765	0.9882
0.0767	9.35	1122	0.9796	-0.0645	0.9796	0.9897
0.0767	9.3667	1124	0.9944	-0.0645	0.9944	0.9972
0.0767	9.3833	1126	1.0120	-0.0645	1.0120	1.0060
0.0767	9.4	1128	1.0345	-0.0476	1.0345	1.0171
0.0767	9.4167	1130	1.0427	-0.0476	1.0427	1.0211
0.0767	9.4333	1132	1.0380	-0.0476	1.0380	1.0188
0.0767	9.45	1134	1.0354	-0.0476	1.0354	1.0175
0.0767	9.4667	1136	1.0266	-0.0476	1.0266	1.0132
0.0767	9.4833	1138	1.0175	-0.0645	1.0175	1.0087
0.0767	9.5	1140	1.0120	-0.0645	1.0120	1.0060
0.0767	9.5167	1142	1.0089	-0.0645	1.0089	1.0045
0.0767	9.5333	1144	1.0042	-0.0645	1.0042	1.0021
0.0767	9.55	1146	0.9969	-0.0645	0.9969	0.9984
0.0767	9.5667	1148	0.9829	-0.0645	0.9829	0.9914
0.0767	9.5833	1150	0.9737	0.2254	0.9737	0.9867
0.0767	9.6	1152	0.9685	0.2254	0.9685	0.9841
0.0767	9.6167	1154	0.9632	0.2326	0.9632	0.9814
0.0767	9.6333	1156	0.9650	0.2326	0.9650	0.9823
0.0767	9.65	1158	0.9700	-0.0645	0.9700	0.9849
0.0767	9.6667	1160	0.9746	-0.0645	0.9746	0.9872
0.0767	9.6833	1162	0.9826	-0.0645	0.9826	0.9912
0.0767	9.7	1164	0.9939	-0.0645	0.9939	0.9970
0.0767	9.7167	1166	1.0074	-0.0645	1.0074	1.0037
0.0767	9.7333	1168	1.0177	-0.0645	1.0177	1.0088
0.0767	9.75	1170	1.0236	-0.0645	1.0236	1.0117
0.0767	9.7667	1172	1.0238	-0.0645	1.0238	1.0119
0.0767	9.7833	1174	1.0203	-0.0645	1.0203	1.0101
0.0767	9.8	1176	1.0181	-0.0645	1.0181	1.0090
0.0767	9.8167	1178	1.0152	-0.0645	1.0152	1.0075
0.0767	9.8333	1180	1.0152	-0.0645	1.0152	1.0076
0.0767	9.85	1182	1.0161	-0.0645	1.0161	1.0080
0.0767	9.8667	1184	1.0153	-0.0645	1.0153	1.0076
0.0767	9.8833	1186	1.0122	-0.0645	1.0122	1.0061
0.0767	9.9	1188	1.0083	-0.0645	1.0083	1.0041
0.0767	9.9167	1190	1.0051	-0.0645	1.0051	1.0025
0.0767	9.9333	1192	1.0016	-0.0645	1.0016	1.0008
0.0767	9.95	1194	0.9990	-0.0645	0.9990	0.9995
0.0767	9.9667	1196	0.9966	-0.0645	0.9966	0.9983
0.0767	9.9833	1198	0.9957	-0.0645	0.9957	0.9978
0.0767	10.0	1200	0.9955	-0.0645	0.9955	0.9977

Framework versions

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