README.md

metadata

library_name: transformers
base_model: aubmindlab/bert-base-arabertv02
tags:
  - generated_from_trainer
model-index:
  - name: >-
      ArabicNewSplits7_usingWellWrittenEssays_FineTuningAraBERT_run1_AugV5_k19_task1_organization
    results: []

ArabicNewSplits7_usingWellWrittenEssays_FineTuningAraBERT_run1_AugV5_k19_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: 1.6016
• Qwk: 0.3286
• Mse: 1.6016
• Rmse: 1.2655

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	0.0241	2	7.0535	0.0116	7.0535	2.6558
No log	0.0482	4	4.5761	0.0549	4.5761	2.1392
No log	0.0723	6	4.1660	-0.0580	4.1660	2.0411
No log	0.0964	8	4.1100	-0.1238	4.1100	2.0273
No log	0.1205	10	2.3068	0.1159	2.3068	1.5188
No log	0.1446	12	1.7802	0.2655	1.7802	1.3343
No log	0.1687	14	1.8327	0.2182	1.8327	1.3538
No log	0.1928	16	1.7787	0.0943	1.7787	1.3337
No log	0.2169	18	1.9978	0.1651	1.9978	1.4134
No log	0.2410	20	2.1826	0.0	2.1826	1.4773
No log	0.2651	22	2.0338	0.1682	2.0338	1.4261
No log	0.2892	24	1.9379	0.1887	1.9379	1.3921
No log	0.3133	26	2.0431	0.1593	2.0431	1.4294
No log	0.3373	28	2.5777	-0.0429	2.5777	1.6055
No log	0.3614	30	2.7116	0.0268	2.7116	1.6467
No log	0.3855	32	2.2039	0.0615	2.2039	1.4846
No log	0.4096	34	1.6736	0.1887	1.6736	1.2937
No log	0.4337	36	1.6071	0.2037	1.6071	1.2677
No log	0.4578	38	1.5529	0.2075	1.5529	1.2461
No log	0.4819	40	1.6072	0.2202	1.6072	1.2678
No log	0.5060	42	2.0652	0.1884	2.0652	1.4371
No log	0.5301	44	2.3638	0.0795	2.3638	1.5375
No log	0.5542	46	2.2835	0.1486	2.2835	1.5111
No log	0.5783	48	2.1154	0.1241	2.1154	1.4544
No log	0.6024	50	1.7448	0.3609	1.7448	1.3209
No log	0.6265	52	1.4453	0.3478	1.4453	1.2022
No log	0.6506	54	1.3415	0.2056	1.3415	1.1582
No log	0.6747	56	1.2245	0.2752	1.2245	1.1066
No log	0.6988	58	1.1399	0.4174	1.1399	1.0677
No log	0.7229	60	1.0823	0.3966	1.0823	1.0404
No log	0.7470	62	1.0364	0.4793	1.0364	1.0180
No log	0.7711	64	1.0238	0.5082	1.0238	1.0118
No log	0.7952	66	1.1069	0.4715	1.1069	1.0521
No log	0.8193	68	1.3934	0.3559	1.3934	1.1804
No log	0.8434	70	1.4038	0.3866	1.4038	1.1848
No log	0.8675	72	1.3209	0.4320	1.3209	1.1493
No log	0.8916	74	1.2194	0.5	1.2194	1.1042
No log	0.9157	76	0.9704	0.5970	0.9704	0.9851
No log	0.9398	78	0.8814	0.6418	0.8814	0.9388
No log	0.9639	80	1.1444	0.5324	1.1444	1.0698
No log	0.9880	82	1.1507	0.5693	1.1507	1.0727
No log	1.0120	84	0.8946	0.6370	0.8946	0.9458
No log	1.0361	86	0.9198	0.5574	0.9198	0.9591
No log	1.0602	88	1.0522	0.5760	1.0522	1.0257
No log	1.0843	90	0.9505	0.5827	0.9505	0.9749
No log	1.1084	92	1.2916	0.5429	1.2916	1.1365
No log	1.1325	94	1.4878	0.4348	1.4878	1.2197
No log	1.1566	96	1.2621	0.4812	1.2621	1.1234
No log	1.1807	98	1.0465	0.6466	1.0465	1.0230
No log	1.2048	100	1.0723	0.5882	1.0723	1.0355
No log	1.2289	102	1.2609	0.5547	1.2609	1.1229
No log	1.2530	104	1.6170	0.3546	1.6170	1.2716
No log	1.2771	106	1.6070	0.3546	1.6070	1.2677
No log	1.3012	108	1.3524	0.5	1.3524	1.1629
No log	1.3253	110	1.2318	0.5362	1.2318	1.1099
No log	1.3494	112	1.3280	0.5070	1.3280	1.1524
No log	1.3735	114	1.6187	0.3973	1.6187	1.2723
No log	1.3976	116	1.6098	0.3472	1.6098	1.2688
No log	1.4217	118	1.5339	0.3472	1.5339	1.2385
No log	1.4458	120	1.1274	0.6222	1.1274	1.0618
No log	1.4699	122	0.9582	0.6466	0.9582	0.9789
No log	1.4940	124	0.9436	0.6364	0.9436	0.9714
No log	1.5181	126	0.9142	0.6202	0.9142	0.9561
No log	1.5422	128	0.9057	0.5984	0.9057	0.9517
No log	1.5663	130	0.9193	0.6364	0.9193	0.9588
No log	1.5904	132	1.0221	0.6324	1.0221	1.0110
No log	1.6145	134	0.9582	0.6423	0.9582	0.9789
No log	1.6386	136	0.8241	0.6412	0.8241	0.9078
No log	1.6627	138	0.8532	0.6412	0.8532	0.9237
No log	1.6867	140	0.9991	0.6617	0.9991	0.9995
No log	1.7108	142	1.3742	0.4460	1.3742	1.1722
No log	1.7349	144	1.4304	0.3768	1.4304	1.1960
No log	1.7590	146	1.1028	0.5802	1.1028	1.0501
No log	1.7831	148	0.9185	0.6617	0.9185	0.9584
No log	1.8072	150	0.9852	0.6617	0.9852	0.9926
No log	1.8313	152	1.3418	0.4638	1.3418	1.1583
No log	1.8554	154	1.5722	0.3741	1.5722	1.2539
No log	1.8795	156	1.5671	0.3429	1.5671	1.2518
No log	1.9036	158	1.3637	0.4493	1.3637	1.1678
No log	1.9277	160	1.1873	0.5109	1.1873	1.0896
No log	1.9518	162	1.3100	0.4706	1.3100	1.1446
No log	1.9759	164	1.4025	0.4493	1.4025	1.1843
No log	2.0	166	1.4337	0.4706	1.4337	1.1974
No log	2.0241	168	1.3280	0.4925	1.3280	1.1524
No log	2.0482	170	1.1697	0.5538	1.1697	1.0815
No log	2.0723	172	1.0816	0.6061	1.0816	1.0400
No log	2.0964	174	1.1443	0.5481	1.1443	1.0697
No log	2.1205	176	1.1764	0.5072	1.1764	1.0846
No log	2.1446	178	1.3870	0.4615	1.3870	1.1777
No log	2.1687	180	1.5326	0.3885	1.5326	1.2380
No log	2.1928	182	1.6417	0.3714	1.6417	1.2813
No log	2.2169	184	1.5423	0.4058	1.5423	1.2419
No log	2.2410	186	1.5201	0.4058	1.5201	1.2329
No log	2.2651	188	1.7213	0.3380	1.7213	1.3120
No log	2.2892	190	2.0810	0.2345	2.0810	1.4426
No log	2.3133	192	1.8845	0.2657	1.8845	1.3728
No log	2.3373	194	1.4520	0.4559	1.4520	1.2050
No log	2.3614	196	1.2997	0.4818	1.2997	1.1400
No log	2.3855	198	1.4418	0.4380	1.4418	1.2007
No log	2.4096	200	1.5582	0.4173	1.5582	1.2483
No log	2.4337	202	1.7181	0.3262	1.7181	1.3108
No log	2.4578	204	1.7092	0.3429	1.7092	1.3073
No log	2.4819	206	1.5325	0.3768	1.5325	1.2379
No log	2.5060	208	1.2473	0.4662	1.2473	1.1168
No log	2.5301	210	1.1974	0.4651	1.1974	1.0943
No log	2.5542	212	1.0792	0.5455	1.0792	1.0389
No log	2.5783	214	1.0000	0.5802	1.0000	1.0000
No log	2.6024	216	1.0046	0.5909	1.0046	1.0023
No log	2.6265	218	1.2943	0.4714	1.2943	1.1377
No log	2.6506	220	1.7403	0.3521	1.7403	1.3192
No log	2.6747	222	1.7153	0.3724	1.7153	1.3097
No log	2.6988	224	1.4392	0.4397	1.4392	1.1996
No log	2.7229	226	1.2825	0.4776	1.2825	1.1325
No log	2.7470	228	1.3957	0.4478	1.3957	1.1814
No log	2.7711	230	1.2775	0.4697	1.2775	1.1302
No log	2.7952	232	1.0204	0.5366	1.0204	1.0101
No log	2.8193	234	0.9367	0.5968	0.9367	0.9678
No log	2.8434	236	0.8889	0.6080	0.8889	0.9428
No log	2.8675	238	0.9426	0.5984	0.9426	0.9709
No log	2.8916	240	1.0586	0.5385	1.0586	1.0289
No log	2.9157	242	1.3371	0.4733	1.3371	1.1563
No log	2.9398	244	1.4546	0.4478	1.4546	1.2061
No log	2.9639	246	1.4639	0.4478	1.4639	1.2099
No log	2.9880	248	1.5097	0.4478	1.5097	1.2287
No log	3.0120	250	1.7999	0.3262	1.7999	1.3416
No log	3.0361	252	1.8431	0.3000	1.8431	1.3576
No log	3.0602	254	1.4869	0.4478	1.4869	1.2194
No log	3.0843	256	1.1492	0.5113	1.1492	1.0720
No log	3.1084	258	1.0706	0.5512	1.0706	1.0347
No log	3.1325	260	1.1423	0.5538	1.1423	1.0688
No log	3.1566	262	1.3710	0.4733	1.3710	1.1709
No log	3.1807	264	1.4284	0.4662	1.4284	1.1952
No log	3.2048	266	1.2393	0.5191	1.2393	1.1132
No log	3.2289	268	1.1646	0.544	1.1646	1.0792
No log	3.2530	270	1.1930	0.5669	1.1930	1.0923
No log	3.2771	272	1.2215	0.5191	1.2215	1.1052
No log	3.3012	274	1.3737	0.4925	1.3737	1.1720
No log	3.3253	276	1.3178	0.5113	1.3178	1.1479
No log	3.3494	278	1.1196	0.5669	1.1196	1.0581
No log	3.3735	280	1.0271	0.6047	1.0271	1.0135
No log	3.3976	282	1.0736	0.56	1.0736	1.0361
No log	3.4217	284	1.3019	0.5231	1.3019	1.1410
No log	3.4458	286	1.5609	0.4308	1.5609	1.2494
No log	3.4699	288	1.4716	0.4580	1.4716	1.2131
No log	3.4940	290	1.2008	0.5469	1.2008	1.0958
No log	3.5181	292	0.9975	0.5203	0.9975	0.9988
No log	3.5422	294	0.9636	0.5484	0.9636	0.9816
No log	3.5663	296	1.0876	0.5152	1.0876	1.0429
No log	3.5904	298	1.2141	0.5152	1.2141	1.1019
No log	3.6145	300	1.1820	0.5414	1.1820	1.0872
No log	3.6386	302	0.9703	0.5821	0.9703	0.9851
No log	3.6627	304	0.8717	0.6074	0.8717	0.9336
No log	3.6867	306	0.9271	0.5821	0.9271	0.9628
No log	3.7108	308	1.0756	0.5455	1.0756	1.0371
No log	3.7349	310	1.1876	0.5191	1.1876	1.0898
No log	3.7590	312	1.0722	0.5455	1.0722	1.0355
No log	3.7831	314	0.9636	0.5714	0.9636	0.9816
No log	3.8072	316	1.0066	0.5344	1.0066	1.0033
No log	3.8313	318	1.1290	0.5191	1.1290	1.0626
No log	3.8554	320	1.1767	0.5191	1.1767	1.0848
No log	3.8795	322	1.1239	0.5191	1.1239	1.0602
No log	3.9036	324	1.0487	0.5564	1.0487	1.0241
No log	3.9277	326	1.0388	0.5455	1.0388	1.0192
No log	3.9518	328	1.1675	0.5152	1.1675	1.0805
No log	3.9759	330	1.3779	0.5113	1.3779	1.1738
No log	4.0	332	1.3554	0.5152	1.3554	1.1642
No log	4.0241	334	1.2134	0.5152	1.2134	1.1016
No log	4.0482	336	0.9900	0.5625	0.9900	0.9950
No log	4.0723	338	0.9420	0.5873	0.9420	0.9705
No log	4.0964	340	1.0225	0.5891	1.0225	1.0112
No log	4.1205	342	1.1951	0.5152	1.1951	1.0932
No log	4.1446	344	1.2961	0.5152	1.2961	1.1385
No log	4.1687	346	1.4292	0.4559	1.4292	1.1955
No log	4.1928	348	1.2774	0.5152	1.2774	1.1302
No log	4.2169	350	1.1195	0.5606	1.1195	1.0581
No log	4.2410	352	1.1138	0.5606	1.1138	1.0554
No log	4.2651	354	1.2406	0.5303	1.2406	1.1138
No log	4.2892	356	1.5648	0.3741	1.5648	1.2509
No log	4.3133	358	1.8741	0.3380	1.8741	1.3690
No log	4.3373	360	1.7427	0.3404	1.7427	1.3201
No log	4.3614	362	1.3424	0.4511	1.3424	1.1586
No log	4.3855	364	1.1166	0.5714	1.1166	1.0567
No log	4.4096	366	1.0992	0.56	1.0992	1.0484
No log	4.4337	368	1.1318	0.5323	1.1318	1.0639
No log	4.4578	370	1.2329	0.4806	1.2329	1.1103
No log	4.4819	372	1.4213	0.4444	1.4213	1.1922
No log	4.5060	374	1.4564	0.4444	1.4564	1.2068
No log	4.5301	376	1.3222	0.4962	1.3222	1.1499
No log	4.5542	378	1.4018	0.4925	1.4018	1.1840
No log	4.5783	380	1.4156	0.5075	1.4156	1.1898
No log	4.6024	382	1.3613	0.4812	1.3613	1.1667
No log	4.6265	384	1.3552	0.4848	1.3552	1.1641
No log	4.6506	386	1.3595	0.4662	1.3595	1.1660
No log	4.6747	388	1.2453	0.4697	1.2453	1.1159
No log	4.6988	390	1.0693	0.5077	1.0693	1.0341
No log	4.7229	392	0.9408	0.5649	0.9408	0.9700
No log	4.7470	394	0.8405	0.6154	0.8405	0.9168
No log	4.7711	396	0.9451	0.5909	0.9451	0.9721
No log	4.7952	398	1.3524	0.4627	1.3524	1.1629
No log	4.8193	400	1.6046	0.3358	1.6046	1.2667
No log	4.8434	402	1.5525	0.3676	1.5525	1.2460
No log	4.8675	404	1.4838	0.4030	1.4838	1.2181
No log	4.8916	406	1.4547	0.4296	1.4547	1.2061
No log	4.9157	408	1.5076	0.4118	1.5076	1.2279
No log	4.9398	410	1.4775	0.4296	1.4775	1.2155
No log	4.9639	412	1.3751	0.5185	1.3751	1.1727
No log	4.9880	414	1.3937	0.5185	1.3937	1.1806
No log	5.0120	416	1.5661	0.3404	1.5661	1.2514
No log	5.0361	418	1.8253	0.3217	1.8253	1.3511
No log	5.0602	420	1.8166	0.3217	1.8166	1.3478
No log	5.0843	422	1.6137	0.3714	1.6137	1.2703
No log	5.1084	424	1.3698	0.4593	1.3698	1.1704
No log	5.1325	426	1.2721	0.5191	1.2721	1.1279
No log	5.1566	428	1.2150	0.5077	1.2150	1.1023
No log	5.1807	430	1.2479	0.5191	1.2479	1.1171
No log	5.2048	432	1.3431	0.4812	1.3431	1.1589
No log	5.2289	434	1.4460	0.4593	1.4460	1.2025
No log	5.2530	436	1.4801	0.4412	1.4801	1.2166
No log	5.2771	438	1.5202	0.4234	1.5202	1.2330
No log	5.3012	440	1.3730	0.4593	1.3730	1.1717
No log	5.3253	442	1.3274	0.4638	1.3274	1.1521
No log	5.3494	444	1.3138	0.4593	1.3138	1.1462
No log	5.3735	446	1.1872	0.5077	1.1872	1.0896
No log	5.3976	448	1.1774	0.5116	1.1774	1.0851
No log	5.4217	450	1.3281	0.5038	1.3281	1.1524
No log	5.4458	452	1.3614	0.5038	1.3614	1.1668
No log	5.4699	454	1.3607	0.4697	1.3607	1.1665
No log	5.4940	456	1.3572	0.4234	1.3572	1.1650
No log	5.5181	458	1.4142	0.4173	1.4142	1.1892
No log	5.5422	460	1.4306	0.4173	1.4306	1.1961
No log	5.5663	462	1.4186	0.4493	1.4186	1.1910
No log	5.5904	464	1.4126	0.4511	1.4126	1.1885
No log	5.6145	466	1.4043	0.4848	1.4043	1.1850
No log	5.6386	468	1.5391	0.4412	1.5391	1.2406
No log	5.6627	470	1.5639	0.4412	1.5639	1.2506
No log	5.6867	472	1.5751	0.4203	1.5751	1.2550
No log	5.7108	474	1.5039	0.4412	1.5039	1.2263
No log	5.7349	476	1.5835	0.4234	1.5835	1.2584
No log	5.7590	478	1.6699	0.3623	1.6699	1.2922
No log	5.7831	480	1.5787	0.3650	1.5787	1.2565
No log	5.8072	482	1.4411	0.4776	1.4411	1.2005
No log	5.8313	484	1.5531	0.4088	1.5531	1.2462
No log	5.8554	486	1.6900	0.3741	1.6900	1.3000
No log	5.8795	488	1.5624	0.4148	1.5624	1.2500
No log	5.9036	490	1.4845	0.4427	1.4845	1.2184
No log	5.9277	492	1.3506	0.4531	1.3506	1.1622
No log	5.9518	494	1.2971	0.4923	1.2971	1.1389
No log	5.9759	496	1.3787	0.4962	1.3787	1.1742
No log	6.0	498	1.4123	0.4925	1.4123	1.1884
0.3772	6.0241	500	1.5781	0.3741	1.5781	1.2562
0.3772	6.0482	502	1.7762	0.3239	1.7762	1.3327
0.3772	6.0723	504	1.8174	0.3239	1.8174	1.3481
0.3772	6.0964	506	1.7573	0.2979	1.7573	1.3256
0.3772	6.1205	508	1.5410	0.4444	1.5410	1.2414
0.3772	6.1446	510	1.3081	0.5397	1.3081	1.1437
0.3772	6.1687	512	1.2161	0.5203	1.2161	1.1028
0.3772	6.1928	514	1.2107	0.5203	1.2107	1.1003
0.3772	6.2169	516	1.2641	0.5397	1.2641	1.1243
0.3772	6.2410	518	1.4282	0.4923	1.4282	1.1951
0.3772	6.2651	520	1.5659	0.3881	1.5659	1.2513
0.3772	6.2892	522	1.4932	0.4211	1.4932	1.2220
0.3772	6.3133	524	1.2848	0.5191	1.2848	1.1335
0.3772	6.3373	526	1.0898	0.5397	1.0898	1.0439
0.3772	6.3614	528	1.0422	0.5512	1.0422	1.0209
0.3772	6.3855	530	1.1494	0.5191	1.1494	1.0721
0.3772	6.4096	532	1.4765	0.4380	1.4765	1.2151
0.3772	6.4337	534	1.8048	0.2714	1.8048	1.3434
0.3772	6.4578	536	1.8955	0.2979	1.8955	1.3768
0.3772	6.4819	538	1.8008	0.3239	1.8008	1.3420
0.3772	6.5060	540	1.5765	0.3885	1.5765	1.2556
0.3772	6.5301	542	1.4440	0.4265	1.4440	1.2017
0.3772	6.5542	544	1.2168	0.5564	1.2168	1.1031
0.3772	6.5783	546	1.0882	0.5496	1.0882	1.0432
0.3772	6.6024	548	1.1056	0.5116	1.1056	1.0515
0.3772	6.6265	550	1.2046	0.5191	1.2046	1.0976
0.3772	6.6506	552	1.3649	0.5	1.3649	1.1683
0.3772	6.6747	554	1.4103	0.5	1.4103	1.1876
0.3772	6.6988	556	1.3164	0.5	1.3164	1.1474
0.3772	6.7229	558	1.2508	0.5116	1.2508	1.1184
0.3772	6.7470	560	1.1274	0.5116	1.1274	1.0618
0.3772	6.7711	562	1.0809	0.5312	1.0809	1.0397
0.3772	6.7952	564	1.1452	0.5116	1.1452	1.0701
0.3772	6.8193	566	1.1975	0.5116	1.1975	1.0943
0.3772	6.8434	568	1.2800	0.5231	1.2800	1.1314
0.3772	6.8675	570	1.2578	0.5116	1.2578	1.1215
0.3772	6.8916	572	1.2092	0.5197	1.2092	1.0996
0.3772	6.9157	574	1.2113	0.5	1.2113	1.1006
0.3772	6.9398	576	1.2430	0.5116	1.2430	1.1149
0.3772	6.9639	578	1.3540	0.5191	1.3540	1.1636
0.3772	6.9880	580	1.4095	0.5	1.4095	1.1872
0.3772	7.0120	582	1.4586	0.5	1.4586	1.2077
0.3772	7.0361	584	1.3554	0.5191	1.3554	1.1642
0.3772	7.0602	586	1.1819	0.5	1.1819	1.0872
0.3772	7.0843	588	1.0720	0.5827	1.0720	1.0354
0.3772	7.1084	590	1.0910	0.5528	1.0910	1.0445
0.3772	7.1325	592	1.1902	0.544	1.1902	1.0910
0.3772	7.1566	594	1.3187	0.4923	1.3187	1.1484
0.3772	7.1807	596	1.3675	0.4733	1.3675	1.1694
0.3772	7.2048	598	1.2901	0.4923	1.2901	1.1358
0.3772	7.2289	600	1.1311	0.5156	1.1311	1.0635
0.3772	7.2530	602	1.0749	0.5984	1.0749	1.0368
0.3772	7.2771	604	1.1162	0.5714	1.1162	1.0565
0.3772	7.3012	606	1.2664	0.5191	1.2664	1.1253
0.3772	7.3253	608	1.4504	0.4296	1.4504	1.2043
0.3772	7.3494	610	1.4681	0.4296	1.4681	1.2116
0.3772	7.3735	612	1.3449	0.5191	1.3449	1.1597
0.3772	7.3976	614	1.2774	0.5191	1.2774	1.1302
0.3772	7.4217	616	1.2283	0.5397	1.2283	1.1083
0.3772	7.4458	618	1.2725	0.5191	1.2725	1.1280
0.3772	7.4699	620	1.4143	0.4662	1.4143	1.1893
0.3772	7.4940	622	1.5669	0.3885	1.5669	1.2518
0.3772	7.5181	624	1.5450	0.3885	1.5450	1.2430
0.3772	7.5422	626	1.5071	0.4412	1.5071	1.2276
0.3772	7.5663	628	1.5153	0.4412	1.5153	1.2310
0.3772	7.5904	630	1.4030	0.4593	1.4030	1.1845
0.3772	7.6145	632	1.1440	0.5191	1.1440	1.0696
0.3772	7.6386	634	1.0423	0.528	1.0423	1.0209
0.3772	7.6627	636	1.0538	0.528	1.0538	1.0266
0.3772	7.6867	638	1.1497	0.5385	1.1497	1.0722
0.3772	7.7108	640	1.3530	0.4812	1.3530	1.1632
0.3772	7.7349	642	1.5512	0.3971	1.5512	1.2455
0.3772	7.7590	644	1.5633	0.4148	1.5633	1.2503
0.3772	7.7831	646	1.4089	0.4848	1.4089	1.1870
0.3772	7.8072	648	1.2680	0.5191	1.2680	1.1260
0.3772	7.8313	650	1.2237	0.5116	1.2237	1.1062
0.3772	7.8554	652	1.2396	0.5116	1.2396	1.1134
0.3772	7.8795	654	1.2991	0.5191	1.2991	1.1398
0.3772	7.9036	656	1.3606	0.4848	1.3606	1.1665
0.3772	7.9277	658	1.4064	0.4580	1.4064	1.1859
0.3772	7.9518	660	1.3622	0.4961	1.3622	1.1671
0.3772	7.9759	662	1.3040	0.5231	1.3040	1.1419
0.3772	8.0	664	1.2678	0.5116	1.2678	1.1260
0.3772	8.0241	666	1.2470	0.5344	1.2470	1.1167
0.3772	8.0482	668	1.2867	0.5231	1.2867	1.1343
0.3772	8.0723	670	1.3989	0.4923	1.3989	1.1827
0.3772	8.0964	672	1.5673	0.4091	1.5673	1.2519
0.3772	8.1205	674	1.6492	0.3731	1.6492	1.2842
0.3772	8.1446	676	1.5821	0.4091	1.5821	1.2578
0.3772	8.1687	678	1.4559	0.4651	1.4559	1.2066
0.3772	8.1928	680	1.3158	0.4688	1.3158	1.1471
0.3772	8.2169	682	1.2258	0.5231	1.2258	1.1072
0.3772	8.2410	684	1.2172	0.5496	1.2172	1.1033
0.3772	8.2651	686	1.3026	0.5303	1.3026	1.1413
0.3772	8.2892	688	1.5308	0.3704	1.5308	1.2373
0.3772	8.3133	690	1.6431	0.3529	1.6431	1.2818
0.3772	8.3373	692	1.6147	0.3529	1.6147	1.2707
0.3772	8.3614	694	1.5470	0.3704	1.5470	1.2438
0.3772	8.3855	696	1.4486	0.4651	1.4486	1.2036
0.3772	8.4096	698	1.2898	0.4567	1.2898	1.1357
0.3772	8.4337	700	1.2180	0.4839	1.2180	1.1036
0.3772	8.4578	702	1.1679	0.5246	1.1679	1.0807
0.3772	8.4819	704	1.1281	0.5203	1.1281	1.0621
0.3772	8.5060	706	1.0898	0.512	1.0898	1.0439
0.3772	8.5301	708	1.0883	0.5116	1.0883	1.0432
0.3772	8.5542	710	1.1505	0.5455	1.1505	1.0726
0.3772	8.5783	712	1.2963	0.5455	1.2963	1.1386
0.3772	8.6024	714	1.2453	0.5455	1.2453	1.1159
0.3772	8.6265	716	1.2121	0.5821	1.2121	1.1009
0.3772	8.6506	718	1.2678	0.5564	1.2678	1.1260
0.3772	8.6747	720	1.4259	0.4733	1.4259	1.1941
0.3772	8.6988	722	1.4362	0.4733	1.4362	1.1984
0.3772	8.7229	724	1.4062	0.5191	1.4062	1.1858
0.3772	8.7470	726	1.3318	0.5312	1.3318	1.1540
0.3772	8.7711	728	1.2636	0.5197	1.2636	1.1241
0.3772	8.7952	730	1.2056	0.5238	1.2056	1.0980
0.3772	8.8193	732	1.1523	0.5354	1.1523	1.0734
0.3772	8.8434	734	1.1275	0.5312	1.1275	1.0619
0.3772	8.8675	736	1.0685	0.5938	1.0685	1.0337
0.3772	8.8916	738	1.0467	0.5938	1.0467	1.0231
0.3772	8.9157	740	1.0443	0.5827	1.0443	1.0219
0.3772	8.9398	742	1.0301	0.56	1.0301	1.0150
0.3772	8.9639	744	1.0529	0.5714	1.0529	1.0261
0.3772	8.9880	746	1.0883	0.544	1.0883	1.0432
0.3772	9.0120	748	1.1257	0.5116	1.1257	1.0610
0.3772	9.0361	750	1.1055	0.5197	1.1055	1.0514
0.3772	9.0602	752	1.1001	0.5484	1.1001	1.0488
0.3772	9.0843	754	1.1428	0.5197	1.1428	1.0690
0.3772	9.1084	756	1.1959	0.5116	1.1959	1.0936
0.3772	9.1325	758	1.2775	0.5231	1.2775	1.1302
0.3772	9.1566	760	1.2861	0.5231	1.2861	1.1341
0.3772	9.1807	762	1.2015	0.5	1.2015	1.0961
0.3772	9.2048	764	1.1618	0.5556	1.1618	1.0779
0.3772	9.2289	766	1.1702	0.5920	1.1702	1.0818
0.3772	9.2530	768	1.2211	0.5203	1.2211	1.1050
0.3772	9.2771	770	1.3078	0.5	1.3078	1.1436
0.3772	9.3012	772	1.4511	0.5191	1.4511	1.2046
0.3772	9.3253	774	1.5456	0.4179	1.5456	1.2432
0.3772	9.3494	776	1.5248	0.4885	1.5248	1.2348
0.3772	9.3735	778	1.4031	0.5231	1.4031	1.1845
0.3772	9.3976	780	1.3637	0.5231	1.3637	1.1678
0.3772	9.4217	782	1.3788	0.5231	1.3788	1.1742
0.3772	9.4458	784	1.4302	0.5113	1.4302	1.1959
0.3772	9.4699	786	1.3743	0.5113	1.3743	1.1723
0.3772	9.4940	788	1.2211	0.5344	1.2211	1.1050
0.3772	9.5181	790	1.1850	0.5344	1.1850	1.0886
0.3772	9.5422	792	1.1705	0.5344	1.1705	1.0819
0.3772	9.5663	794	1.2472	0.5344	1.2472	1.1168
0.3772	9.5904	796	1.3722	0.5113	1.3722	1.1714
0.3772	9.6145	798	1.4129	0.5075	1.4129	1.1887
0.3772	9.6386	800	1.4946	0.5075	1.4946	1.2225
0.3772	9.6627	802	1.4002	0.5113	1.4002	1.1833
0.3772	9.6867	804	1.2002	0.5344	1.2002	1.0956
0.3772	9.7108	806	1.1237	0.5231	1.1237	1.0600
0.3772	9.7349	808	1.1373	0.5231	1.1373	1.0665
0.3772	9.7590	810	1.2452	0.5231	1.2452	1.1159
0.3772	9.7831	812	1.3302	0.5191	1.3302	1.1534
0.3772	9.8072	814	1.3099	0.5152	1.3099	1.1445
0.3772	9.8313	816	1.1603	0.5344	1.1603	1.0772
0.3772	9.8554	818	1.0990	0.5156	1.0990	1.0483
0.3772	9.8795	820	1.0788	0.5397	1.0788	1.0387
0.3772	9.9036	822	1.0896	0.5161	1.0896	1.0439
0.3772	9.9277	824	1.1619	0.5156	1.1619	1.0779
0.3772	9.9518	826	1.2293	0.5156	1.2293	1.1087
0.3772	9.9759	828	1.3066	0.5156	1.3066	1.1431
0.3772	10.0	830	1.3458	0.5231	1.3458	1.1601
0.3772	10.0241	832	1.3179	0.5156	1.3179	1.1480
0.3772	10.0482	834	1.2736	0.5156	1.2736	1.1285
0.3772	10.0723	836	1.2333	0.5116	1.2333	1.1106
0.3772	10.0964	838	1.2150	0.5231	1.2150	1.1023
0.3772	10.1205	840	1.2013	0.5231	1.2013	1.0960
0.3772	10.1446	842	1.2023	0.5231	1.2023	1.0965
0.3772	10.1687	844	1.2801	0.5303	1.2801	1.1314
0.3772	10.1928	846	1.4335	0.5	1.4335	1.1973
0.3772	10.2169	848	1.4432	0.5	1.4432	1.2013
0.3772	10.2410	850	1.3688	0.5191	1.3688	1.1700
0.3772	10.2651	852	1.2933	0.5191	1.2933	1.1373
0.3772	10.2892	854	1.2039	0.5231	1.2039	1.0972
0.3772	10.3133	856	1.1361	0.5231	1.1361	1.0659
0.3772	10.3373	858	1.1606	0.5231	1.1606	1.0773
0.3772	10.3614	860	1.1991	0.5116	1.1991	1.0950
0.3772	10.3855	862	1.1641	0.5116	1.1641	1.0789
0.3772	10.4096	864	1.1279	0.5397	1.1279	1.0620
0.3772	10.4337	866	1.1247	0.5397	1.1247	1.0605
0.3772	10.4578	868	1.1545	0.5312	1.1545	1.0745
0.3772	10.4819	870	1.1764	0.5231	1.1764	1.0846
0.3772	10.5060	872	1.1632	0.5231	1.1632	1.0785
0.3772	10.5301	874	1.1261	0.5736	1.1261	1.0612
0.3772	10.5542	876	1.1532	0.5625	1.1532	1.0739
0.3772	10.5783	878	1.2172	0.5231	1.2172	1.1033
0.3772	10.6024	880	1.3446	0.4885	1.3446	1.1596
0.3772	10.6265	882	1.4456	0.4848	1.4456	1.2023
0.3772	10.6506	884	1.4284	0.4848	1.4284	1.1952
0.3772	10.6747	886	1.3775	0.4885	1.3775	1.1737
0.3772	10.6988	888	1.2892	0.5191	1.2892	1.1354
0.3772	10.7229	890	1.2102	0.5231	1.2102	1.1001
0.3772	10.7470	892	1.1466	0.5469	1.1466	1.0708
0.3772	10.7711	894	1.1460	0.5469	1.1460	1.0705
0.3772	10.7952	896	1.2640	0.5116	1.2640	1.1243
0.3772	10.8193	898	1.3679	0.5152	1.3679	1.1696
0.3772	10.8434	900	1.4850	0.4885	1.4850	1.2186
0.3772	10.8675	902	1.5234	0.4662	1.5234	1.2342
0.3772	10.8916	904	1.5071	0.4697	1.5071	1.2276
0.3772	10.9157	906	1.4104	0.4962	1.4104	1.1876
0.3772	10.9398	908	1.3567	0.5152	1.3567	1.1648
0.3772	10.9639	910	1.2954	0.5191	1.2954	1.1381
0.3772	10.9880	912	1.3140	0.4923	1.3140	1.1463
0.3772	11.0120	914	1.3770	0.4885	1.3770	1.1735
0.3772	11.0361	916	1.4335	0.4615	1.4335	1.1973
0.3772	11.0602	918	1.4053	0.4615	1.4053	1.1855
0.3772	11.0843	920	1.3471	0.4923	1.3471	1.1606
0.3772	11.1084	922	1.3389	0.4923	1.3389	1.1571
0.3772	11.1325	924	1.3488	0.5191	1.3488	1.1614
0.3772	11.1566	926	1.3797	0.5191	1.3797	1.1746
0.3772	11.1807	928	1.3968	0.4923	1.3968	1.1819
0.3772	11.2048	930	1.4317	0.4923	1.4317	1.1965
0.3772	11.2289	932	1.4075	0.4923	1.4075	1.1864
0.3772	11.2530	934	1.3817	0.4923	1.3817	1.1754
0.3772	11.2771	936	1.3402	0.4806	1.3402	1.1577
0.3772	11.3012	938	1.3183	0.4844	1.3183	1.1482
0.3772	11.3253	940	1.3212	0.4844	1.3212	1.1494
0.3772	11.3494	942	1.3204	0.4844	1.3204	1.1491
0.3772	11.3735	944	1.4045	0.4580	1.4045	1.1851
0.3772	11.3976	946	1.3965	0.4848	1.3965	1.1818
0.3772	11.4217	948	1.3620	0.5455	1.3620	1.1670
0.3772	11.4458	950	1.3756	0.5191	1.3756	1.1729
0.3772	11.4699	952	1.3922	0.4923	1.3922	1.1799
0.3772	11.4940	954	1.4283	0.4923	1.4283	1.1951
0.3772	11.5181	956	1.4166	0.4923	1.4166	1.1902
0.3772	11.5422	958	1.3451	0.4923	1.3451	1.1598
0.3772	11.5663	960	1.3269	0.4806	1.3269	1.1519
0.3772	11.5904	962	1.3277	0.4806	1.3277	1.1522
0.3772	11.6145	964	1.3810	0.4651	1.3810	1.1752
0.3772	11.6386	966	1.4706	0.4651	1.4706	1.2127
0.3772	11.6627	968	1.5247	0.3939	1.5247	1.2348
0.3772	11.6867	970	1.4985	0.4242	1.4985	1.2241
0.3772	11.7108	972	1.4470	0.4242	1.4470	1.2029
0.3772	11.7349	974	1.4734	0.4242	1.4734	1.2138
0.3772	11.7590	976	1.5550	0.4060	1.5550	1.2470
0.3772	11.7831	978	1.5869	0.3704	1.5869	1.2597
0.3772	11.8072	980	1.5709	0.3881	1.5709	1.2534
0.3772	11.8313	982	1.5152	0.4242	1.5152	1.2309
0.3772	11.8554	984	1.3985	0.4923	1.3985	1.1826
0.3772	11.8795	986	1.3092	0.4688	1.3092	1.1442
0.3772	11.9036	988	1.2807	0.4688	1.2807	1.1317
0.3772	11.9277	990	1.3223	0.4688	1.3223	1.1499
0.3772	11.9518	992	1.3880	0.4806	1.3880	1.1781
0.3772	11.9759	994	1.4158	0.4923	1.4158	1.1899
0.3772	12.0	996	1.4478	0.4580	1.4478	1.2032
0.3772	12.0241	998	1.4963	0.4361	1.4963	1.2232
0.0758	12.0482	1000	1.5083	0.4030	1.5083	1.2281
0.0758	12.0723	1002	1.3705	0.4697	1.3705	1.1707
0.0758	12.0964	1004	1.2526	0.4923	1.2526	1.1192
0.0758	12.1205	1006	1.2517	0.4923	1.2517	1.1188
0.0758	12.1446	1008	1.3749	0.4662	1.3749	1.1726
0.0758	12.1687	1010	1.4652	0.4478	1.4652	1.2105
0.0758	12.1928	1012	1.6389	0.3453	1.6389	1.2802
0.0758	12.2169	1014	1.7474	0.3286	1.7474	1.3219
0.0758	12.2410	1016	1.7287	0.3286	1.7287	1.3148
0.0758	12.2651	1018	1.6936	0.3286	1.6936	1.3014
0.0758	12.2892	1020	1.6016	0.3286	1.6016	1.2655

Framework versions

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