README.md

metadata

library_name: transformers
base_model: aubmindlab/bert-base-arabertv02
tags:
  - generated_from_trainer
model-index:
  - name: >-
      ArabicNewSplits7_usingWellWrittenEssays_FineTuningAraBERT_run2_AugV5_k9_task1_organization
    results: []

ArabicNewSplits7_usingWellWrittenEssays_FineTuningAraBERT_run2_AugV5_k9_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: 1.5407
• Qwk: 0.3407
• Mse: 1.5407
• Rmse: 1.2413

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	0.0513	2	6.6829	0.0308	6.6829	2.5851
No log	0.1026	4	4.6345	0.0711	4.6345	2.1528
No log	0.1538	6	3.6146	-0.0505	3.6146	1.9012
No log	0.2051	8	2.5582	0.0940	2.5582	1.5994
No log	0.2564	10	2.4190	0.0403	2.4190	1.5553
No log	0.3077	12	2.3437	0.0405	2.3437	1.5309
No log	0.3590	14	1.9738	0.2609	1.9738	1.4049
No log	0.4103	16	1.8324	0.1524	1.8324	1.3537
No log	0.4615	18	1.7693	0.1538	1.7693	1.3302
No log	0.5128	20	1.7323	0.1538	1.7323	1.3162
No log	0.5641	22	1.7441	0.1667	1.7441	1.3206
No log	0.6154	24	1.8569	0.2564	1.8569	1.3627
No log	0.6667	26	1.8179	0.3740	1.8179	1.3483
No log	0.7179	28	1.5900	0.2679	1.5900	1.2609
No log	0.7692	30	1.5409	0.2037	1.5409	1.2413
No log	0.8205	32	1.6683	0.1333	1.6683	1.2916
No log	0.8718	34	1.5263	0.2037	1.5263	1.2355
No log	0.9231	36	1.3974	0.3967	1.3974	1.1821
No log	0.9744	38	1.5624	0.368	1.5624	1.2500
No log	1.0256	40	1.5114	0.368	1.5114	1.2294
No log	1.0769	42	1.2023	0.5041	1.2023	1.0965
No log	1.1282	44	1.3063	0.4667	1.3063	1.1430
No log	1.1795	46	1.9006	0.2105	1.9006	1.3786
No log	1.2308	48	1.9403	0.2105	1.9403	1.3930
No log	1.2821	50	1.4981	0.3036	1.4981	1.2240
No log	1.3333	52	1.1881	0.5082	1.1881	1.0900
No log	1.3846	54	1.1654	0.4918	1.1654	1.0795
No log	1.4359	56	1.1907	0.4754	1.1907	1.0912
No log	1.4872	58	1.2944	0.3966	1.2944	1.1377
No log	1.5385	60	1.4831	0.3304	1.4831	1.2178
No log	1.5897	62	1.6358	0.2881	1.6358	1.2790
No log	1.6410	64	2.1286	0.0504	2.1286	1.4590
No log	1.6923	66	2.2435	0.0169	2.2435	1.4978
No log	1.7436	68	1.8493	0.1525	1.8493	1.3599
No log	1.7949	70	1.2592	0.496	1.2592	1.1221
No log	1.8462	72	1.0384	0.608	1.0384	1.0190
No log	1.8974	74	1.0961	0.5484	1.0961	1.0469
No log	1.9487	76	1.0418	0.6349	1.0418	1.0207
No log	2.0	78	1.1389	0.5556	1.1389	1.0672
No log	2.0513	80	1.3469	0.4593	1.3469	1.1606
No log	2.1026	82	1.4840	0.4091	1.4840	1.2182
No log	2.1538	84	1.4261	0.4409	1.4261	1.1942
No log	2.2051	86	1.3603	0.4918	1.3603	1.1663
No log	2.2564	88	1.2959	0.5556	1.2959	1.1384
No log	2.3077	90	1.4343	0.4576	1.4343	1.1976
No log	2.3590	92	1.5932	0.3559	1.5932	1.2622
No log	2.4103	94	1.5413	0.3934	1.5413	1.2415
No log	2.4615	96	1.4091	0.4553	1.4091	1.1870
No log	2.5128	98	1.3023	0.4298	1.3023	1.1412
No log	2.5641	100	1.2878	0.5039	1.2878	1.1348
No log	2.6154	102	1.3539	0.4580	1.3539	1.1636
No log	2.6667	104	1.5406	0.4	1.5406	1.2412
No log	2.7179	106	1.7115	0.2676	1.7115	1.3082
No log	2.7692	108	1.8973	0.1958	1.8973	1.3774
No log	2.8205	110	1.8927	0.2222	1.8927	1.3758
No log	2.8718	112	1.6797	0.2979	1.6797	1.2960
No log	2.9231	114	1.3496	0.4265	1.3496	1.1617
No log	2.9744	116	1.0788	0.5693	1.0788	1.0386
No log	3.0256	118	1.0651	0.5522	1.0651	1.0320
No log	3.0769	120	1.1755	0.5303	1.1755	1.0842
No log	3.1282	122	1.3244	0.4593	1.3244	1.1508
No log	3.1795	124	1.3232	0.4265	1.3232	1.1503
No log	3.2308	126	1.2016	0.5522	1.2016	1.0962
No log	3.2821	128	1.2381	0.5414	1.2381	1.1127
No log	3.3333	130	1.4233	0.4265	1.4233	1.1930
No log	3.3846	132	1.6872	0.3022	1.6872	1.2989
No log	3.4359	134	1.8055	0.2446	1.8055	1.3437
No log	3.4872	136	1.7899	0.2754	1.7899	1.3379
No log	3.5385	138	1.5348	0.3913	1.5348	1.2389
No log	3.5897	140	1.2422	0.5401	1.2422	1.1146
No log	3.6410	142	1.1895	0.5522	1.1895	1.0906
No log	3.6923	144	1.2810	0.5401	1.2810	1.1318
No log	3.7436	146	1.3550	0.4380	1.3550	1.1641
No log	3.7949	148	1.3429	0.5072	1.3429	1.1588
No log	3.8462	150	1.3781	0.4203	1.3781	1.1739
No log	3.8974	152	1.3755	0.4412	1.3755	1.1728
No log	3.9487	154	1.4149	0.4412	1.4149	1.1895
No log	4.0	156	1.2580	0.5538	1.2580	1.1216
No log	4.0513	158	1.1743	0.5625	1.1743	1.0837
No log	4.1026	160	1.1731	0.5827	1.1731	1.0831
No log	4.1538	162	1.3605	0.4776	1.3605	1.1664
No log	4.2051	164	1.6520	0.3066	1.6520	1.2853
No log	4.2564	166	1.7468	0.2571	1.7468	1.3217
No log	4.3077	168	1.6142	0.3066	1.6142	1.2705
No log	4.3590	170	1.4842	0.4593	1.4842	1.2183
No log	4.4103	172	1.3204	0.4741	1.3204	1.1491
No log	4.4615	174	1.3589	0.4776	1.3589	1.1657
No log	4.5128	176	1.4955	0.4412	1.4955	1.2229
No log	4.5641	178	1.4206	0.4593	1.4206	1.1919
No log	4.6154	180	1.3035	0.4885	1.3035	1.1417
No log	4.6667	182	1.2966	0.4961	1.2966	1.1387
No log	4.7179	184	1.2676	0.4961	1.2676	1.1259
No log	4.7692	186	1.2584	0.4961	1.2584	1.1218
No log	4.8205	188	1.2236	0.5231	1.2236	1.1062
No log	4.8718	190	1.2336	0.5231	1.2336	1.1107
No log	4.9231	192	1.3702	0.4776	1.3702	1.1705
No log	4.9744	194	1.4593	0.4593	1.4593	1.2080
No log	5.0256	196	1.5492	0.4234	1.5492	1.2447
No log	5.0769	198	1.4457	0.4444	1.4457	1.2024
No log	5.1282	200	1.2688	0.5522	1.2688	1.1264
No log	5.1795	202	1.2418	0.5581	1.2418	1.1143
No log	5.2308	204	1.3017	0.5909	1.3017	1.1409
No log	5.2821	206	1.3534	0.5414	1.3534	1.1634
No log	5.3333	208	1.3825	0.5075	1.3825	1.1758
No log	5.3846	210	1.3582	0.5109	1.3582	1.1654
No log	5.4359	212	1.4333	0.4559	1.4333	1.1972
No log	5.4872	214	1.4570	0.4203	1.4570	1.2070
No log	5.5385	216	1.5396	0.3913	1.5396	1.2408
No log	5.5897	218	1.5133	0.3942	1.5133	1.2302
No log	5.6410	220	1.3500	0.5263	1.3500	1.1619
No log	5.6923	222	1.2776	0.5538	1.2776	1.1303
No log	5.7436	224	1.3233	0.5	1.3233	1.1503
No log	5.7949	226	1.4656	0.4361	1.4656	1.2106
No log	5.8462	228	1.5106	0.4	1.5106	1.2291
No log	5.8974	230	1.4163	0.4444	1.4163	1.1901
No log	5.9487	232	1.1868	0.6176	1.1868	1.0894
No log	6.0	234	1.0883	0.6667	1.0883	1.0432
No log	6.0513	236	1.1275	0.6277	1.1275	1.0618
No log	6.1026	238	1.2870	0.4892	1.2870	1.1345
No log	6.1538	240	1.4536	0.4029	1.4536	1.2057
No log	6.2051	242	1.5136	0.3857	1.5136	1.2303
No log	6.2564	244	1.3947	0.4366	1.3947	1.1810
No log	6.3077	246	1.3147	0.5211	1.3147	1.1466
No log	6.3590	248	1.2183	0.5797	1.2183	1.1038
No log	6.4103	250	1.2665	0.5109	1.2665	1.1254
No log	6.4615	252	1.3740	0.4706	1.3740	1.1722
No log	6.5128	254	1.4635	0.4444	1.4635	1.2098
No log	6.5641	256	1.5693	0.3824	1.5693	1.2527
No log	6.6154	258	1.5782	0.3824	1.5782	1.2563
No log	6.6667	260	1.4640	0.4265	1.4640	1.2099
No log	6.7179	262	1.3514	0.4559	1.3514	1.1625
No log	6.7692	264	1.3547	0.4559	1.3547	1.1639
No log	6.8205	266	1.4109	0.4559	1.4109	1.1878
No log	6.8718	268	1.5314	0.4058	1.5314	1.2375
No log	6.9231	270	1.5422	0.4058	1.5422	1.2418
No log	6.9744	272	1.4852	0.4234	1.4852	1.2187
No log	7.0256	274	1.3912	0.5231	1.3912	1.1795
No log	7.0769	276	1.3441	0.4640	1.3441	1.1594
No log	7.1282	278	1.3405	0.4921	1.3405	1.1578
No log	7.1795	280	1.4565	0.4296	1.4565	1.2069
No log	7.2308	282	1.6861	0.3404	1.6861	1.2985
No log	7.2821	284	1.8109	0.2979	1.8109	1.3457
No log	7.3333	286	1.7397	0.2979	1.7397	1.3190
No log	7.3846	288	1.5915	0.3504	1.5915	1.2615
No log	7.4359	290	1.3898	0.4672	1.3898	1.1789
No log	7.4872	292	1.2605	0.5362	1.2605	1.1227
No log	7.5385	294	1.2104	0.5612	1.2104	1.1002
No log	7.5897	296	1.2743	0.5390	1.2743	1.1289
No log	7.6410	298	1.3808	0.5106	1.3808	1.1751
No log	7.6923	300	1.3903	0.4672	1.3903	1.1791
No log	7.7436	302	1.2680	0.4853	1.2680	1.1261
No log	7.7949	304	1.2110	0.5455	1.2110	1.1004
No log	7.8462	306	1.2709	0.4885	1.2709	1.1274
No log	7.8974	308	1.3916	0.4148	1.3916	1.1797
No log	7.9487	310	1.5966	0.3768	1.5966	1.2636
No log	8.0	312	1.7479	0.3239	1.7479	1.3221
No log	8.0513	314	1.8054	0.2937	1.8054	1.3436
No log	8.1026	316	1.6511	0.3688	1.6511	1.2850
No log	8.1538	318	1.3976	0.4526	1.3976	1.1822
No log	8.2051	320	1.3150	0.5373	1.3150	1.1467
No log	8.2564	322	1.3482	0.5224	1.3482	1.1611
No log	8.3077	324	1.4315	0.4559	1.4315	1.1964
No log	8.3590	326	1.5068	0.4203	1.5068	1.2275
No log	8.4103	328	1.4906	0.4203	1.4906	1.2209
No log	8.4615	330	1.3623	0.4853	1.3623	1.1672
No log	8.5128	332	1.2744	0.5	1.2744	1.1289
No log	8.5641	334	1.1385	0.5926	1.1385	1.0670
No log	8.6154	336	1.0832	0.5926	1.0832	1.0408
No log	8.6667	338	1.0290	0.6131	1.0290	1.0144
No log	8.7179	340	1.1187	0.5839	1.1187	1.0577
No log	8.7692	342	1.3944	0.4265	1.3944	1.1808
No log	8.8205	344	1.5744	0.3768	1.5744	1.2547
No log	8.8718	346	1.5600	0.3942	1.5600	1.2490
No log	8.9231	348	1.3959	0.4265	1.3959	1.1815
No log	8.9744	350	1.3000	0.5263	1.3000	1.1402
No log	9.0256	352	1.3200	0.5	1.3200	1.1489
No log	9.0769	354	1.2984	0.5197	1.2984	1.1395
No log	9.1282	356	1.3188	0.5197	1.3188	1.1484
No log	9.1795	358	1.4355	0.4148	1.4355	1.1981
No log	9.2308	360	1.5499	0.3942	1.5499	1.2449
No log	9.2821	362	1.6002	0.3768	1.6002	1.2650
No log	9.3333	364	1.6369	0.3429	1.6369	1.2794
No log	9.3846	366	1.5865	0.3429	1.5865	1.2595
No log	9.4359	368	1.4165	0.4748	1.4165	1.1902
No log	9.4872	370	1.3607	0.4748	1.3607	1.1665
No log	9.5385	372	1.3776	0.4748	1.3776	1.1737
No log	9.5897	374	1.4792	0.4348	1.4792	1.2162
No log	9.6410	376	1.5392	0.3768	1.5392	1.2407
No log	9.6923	378	1.4806	0.4148	1.4806	1.2168
No log	9.7436	380	1.3432	0.5426	1.3432	1.1590
No log	9.7949	382	1.2863	0.5161	1.2863	1.1341
No log	9.8462	384	1.3077	0.5161	1.3077	1.1435
No log	9.8974	386	1.3563	0.5197	1.3563	1.1646
No log	9.9487	388	1.5160	0.3852	1.5160	1.2313
No log	10.0	390	1.6962	0.3066	1.6962	1.3024
No log	10.0513	392	1.7118	0.3066	1.7118	1.3084
No log	10.1026	394	1.6033	0.3333	1.6033	1.2662
No log	10.1538	396	1.5984	0.3333	1.5984	1.2643
No log	10.2051	398	1.5221	0.3942	1.5221	1.2338
No log	10.2564	400	1.5058	0.4	1.5058	1.2271
No log	10.3077	402	1.4380	0.3910	1.4380	1.1992
No log	10.3590	404	1.3952	0.5197	1.3952	1.1812
No log	10.4103	406	1.4518	0.4375	1.4518	1.2049
No log	10.4615	408	1.5891	0.3407	1.5891	1.2606
No log	10.5128	410	1.7285	0.2590	1.7285	1.3147
No log	10.5641	412	1.9186	0.2411	1.9186	1.3851
No log	10.6154	414	1.9182	0.2411	1.9182	1.3850
No log	10.6667	416	1.7518	0.2429	1.7518	1.3236
No log	10.7179	418	1.5115	0.3382	1.5115	1.2294
No log	10.7692	420	1.3990	0.5	1.3990	1.1828
No log	10.8205	422	1.3978	0.5	1.3978	1.1823
No log	10.8718	424	1.4516	0.5116	1.4516	1.2048
No log	10.9231	426	1.5148	0.4148	1.5148	1.2308
No log	10.9744	428	1.5832	0.3796	1.5832	1.2583
No log	11.0256	430	1.5857	0.3796	1.5857	1.2592
No log	11.0769	432	1.4961	0.4148	1.4961	1.2231
No log	11.1282	434	1.3866	0.4462	1.3866	1.1775
No log	11.1795	436	1.3300	0.4462	1.3300	1.1532
No log	11.2308	438	1.3712	0.4186	1.3712	1.1710
No log	11.2821	440	1.5169	0.4	1.5169	1.2316
No log	11.3333	442	1.6335	0.3504	1.6335	1.2781
No log	11.3846	444	1.6250	0.3504	1.6250	1.2747
No log	11.4359	446	1.4925	0.4265	1.4925	1.2217
No log	11.4872	448	1.3405	0.4462	1.3405	1.1578
No log	11.5385	450	1.3325	0.4651	1.3325	1.1543
No log	11.5897	452	1.4328	0.4211	1.4328	1.1970
No log	11.6410	454	1.5666	0.3768	1.5666	1.2516
No log	11.6923	456	1.6647	0.3597	1.6647	1.2902
No log	11.7436	458	1.6343	0.3597	1.6343	1.2784
No log	11.7949	460	1.6341	0.3597	1.6341	1.2783
No log	11.8462	462	1.7203	0.3143	1.7203	1.3116
No log	11.8974	464	1.7504	0.3143	1.7504	1.3230
No log	11.9487	466	1.7235	0.3143	1.7235	1.3128
No log	12.0	468	1.7777	0.2878	1.7777	1.3333
No log	12.0513	470	1.7534	0.2920	1.7534	1.3242
No log	12.1026	472	1.6374	0.3259	1.6374	1.2796
No log	12.1538	474	1.5411	0.3582	1.5411	1.2414
No log	12.2051	476	1.5092	0.3582	1.5092	1.2285
No log	12.2564	478	1.5532	0.3582	1.5532	1.2463
No log	12.3077	480	1.5918	0.3308	1.5918	1.2617
No log	12.3590	482	1.6258	0.3111	1.6258	1.2751
No log	12.4103	484	1.6657	0.3212	1.6657	1.2906
No log	12.4615	486	1.6875	0.3212	1.6875	1.2990
No log	12.5128	488	1.7120	0.3212	1.7120	1.3084
No log	12.5641	490	1.6989	0.3212	1.6989	1.3034
No log	12.6154	492	1.6060	0.3704	1.6060	1.2673
No log	12.6667	494	1.5922	0.3407	1.5922	1.2618
No log	12.7179	496	1.6221	0.3407	1.6221	1.2736
No log	12.7692	498	1.7288	0.3212	1.7288	1.3148
0.3722	12.8205	500	1.8147	0.2571	1.8147	1.3471
0.3722	12.8718	502	1.7686	0.2571	1.7686	1.3299
0.3722	12.9231	504	1.6623	0.3188	1.6623	1.2893
0.3722	12.9744	506	1.5391	0.3852	1.5391	1.2406
0.3722	13.0256	508	1.4724	0.4275	1.4724	1.2134
0.3722	13.0769	510	1.4662	0.4275	1.4662	1.2109
0.3722	13.1282	512	1.4523	0.4275	1.4523	1.2051
0.3722	13.1795	514	1.4426	0.4211	1.4426	1.2011
0.3722	13.2308	516	1.4479	0.4380	1.4479	1.2033
0.3722	13.2821	518	1.5588	0.3521	1.5588	1.2485
0.3722	13.3333	520	1.6319	0.3521	1.6319	1.2775
0.3722	13.3846	522	1.6548	0.3768	1.6548	1.2864
0.3722	13.4359	524	1.5859	0.3676	1.5859	1.2593
0.3722	13.4872	526	1.4543	0.4122	1.4543	1.2060
0.3722	13.5385	528	1.4183	0.4651	1.4183	1.1909
0.3722	13.5897	530	1.4328	0.4462	1.4328	1.1970
0.3722	13.6410	532	1.4824	0.3852	1.4824	1.2175
0.3722	13.6923	534	1.6123	0.3597	1.6123	1.2698
0.3722	13.7436	536	1.7437	0.2657	1.7437	1.3205
0.3722	13.7949	538	1.7731	0.2571	1.7731	1.3316
0.3722	13.8462	540	1.7897	0.2571	1.7897	1.3378
0.3722	13.8974	542	1.7929	0.2571	1.7929	1.3390
0.3722	13.9487	544	1.6729	0.3309	1.6729	1.2934
0.3722	14.0	546	1.5253	0.3504	1.5253	1.2350
0.3722	14.0513	548	1.4386	0.3852	1.4386	1.1994
0.3722	14.1026	550	1.4499	0.3852	1.4499	1.2041
0.3722	14.1538	552	1.5055	0.3852	1.5055	1.2270
0.3722	14.2051	554	1.5765	0.3796	1.5765	1.2556
0.3722	14.2564	556	1.6085	0.3741	1.6085	1.2683
0.3722	14.3077	558	1.6945	0.3000	1.6945	1.3017
0.3722	14.3590	560	1.7060	0.3000	1.7060	1.3061
0.3722	14.4103	562	1.6613	0.3309	1.6613	1.2889
0.3722	14.4615	564	1.5931	0.3741	1.5931	1.2622
0.3722	14.5128	566	1.5282	0.3504	1.5282	1.2362
0.3722	14.5641	568	1.4928	0.3382	1.4928	1.2218
0.3722	14.6154	570	1.5208	0.3504	1.5208	1.2332
0.3722	14.6667	572	1.5362	0.3504	1.5362	1.2394
0.3722	14.7179	574	1.5400	0.3768	1.5400	1.2410
0.3722	14.7692	576	1.5216	0.4225	1.5216	1.2335
0.3722	14.8205	578	1.5576	0.4056	1.5576	1.2480
0.3722	14.8718	580	1.5375	0.3857	1.5375	1.2400
0.3722	14.9231	582	1.4786	0.4203	1.4786	1.2160
0.3722	14.9744	584	1.4412	0.4203	1.4412	1.2005
0.3722	15.0256	586	1.4504	0.3942	1.4504	1.2043
0.3722	15.0769	588	1.4964	0.3768	1.4964	1.2233
0.3722	15.1282	590	1.5403	0.3504	1.5403	1.2411
0.3722	15.1795	592	1.4977	0.3824	1.4977	1.2238
0.3722	15.2308	594	1.4716	0.3768	1.4716	1.2131
0.3722	15.2821	596	1.5321	0.3768	1.5321	1.2378
0.3722	15.3333	598	1.6452	0.3333	1.6452	1.2826
0.3722	15.3846	600	1.7642	0.3333	1.7642	1.3282
0.3722	15.4359	602	1.7921	0.3333	1.7921	1.3387
0.3722	15.4872	604	1.6702	0.3333	1.6702	1.2924
0.3722	15.5385	606	1.5488	0.3597	1.5488	1.2445
0.3722	15.5897	608	1.3378	0.4559	1.3378	1.1567
0.3722	15.6410	610	1.1738	0.5481	1.1738	1.0834
0.3722	15.6923	612	1.0850	0.5954	1.0850	1.0416
0.3722	15.7436	614	1.0800	0.6308	1.0800	1.0392
0.3722	15.7949	616	1.1337	0.5865	1.1337	1.0648
0.3722	15.8462	618	1.2784	0.5	1.2784	1.1307
0.3722	15.8974	620	1.4754	0.4029	1.4754	1.2147
0.3722	15.9487	622	1.6049	0.3857	1.6049	1.2668
0.3722	16.0	624	1.6534	0.3857	1.6534	1.2859
0.3722	16.0513	626	1.5479	0.4029	1.5479	1.2441
0.3722	16.1026	628	1.4750	0.4286	1.4750	1.2145
0.3722	16.1538	630	1.4680	0.4539	1.4680	1.2116
0.3722	16.2051	632	1.4336	0.4539	1.4336	1.1973
0.3722	16.2564	634	1.3864	0.4265	1.3864	1.1775
0.3722	16.3077	636	1.3772	0.4	1.3772	1.1735
0.3722	16.3590	638	1.4298	0.3459	1.4298	1.1957
0.3722	16.4103	640	1.4957	0.3942	1.4957	1.2230
0.3722	16.4615	642	1.6279	0.3404	1.6279	1.2759
0.3722	16.5128	644	1.6529	0.3862	1.6529	1.2857
0.3722	16.5641	646	1.5856	0.3916	1.5856	1.2592
0.3722	16.6154	648	1.4601	0.4	1.4601	1.2083
0.3722	16.6667	650	1.3672	0.4571	1.3672	1.1693
0.3722	16.7179	652	1.3665	0.4380	1.3665	1.1690
0.3722	16.7692	654	1.4258	0.4203	1.4258	1.1941
0.3722	16.8205	656	1.4867	0.3504	1.4867	1.2193
0.3722	16.8718	658	1.6148	0.3478	1.6148	1.2707
0.3722	16.9231	660	1.7378	0.3309	1.7378	1.3182
0.3722	16.9744	662	1.7450	0.3309	1.7450	1.3210
0.3722	17.0256	664	1.6842	0.3309	1.6842	1.2977
0.3722	17.0769	666	1.5757	0.3478	1.5757	1.2553
0.3722	17.1282	668	1.4457	0.3796	1.4457	1.2024
0.3722	17.1795	670	1.3721	0.4234	1.3721	1.1714
0.3722	17.2308	672	1.3810	0.4412	1.3810	1.1752
0.3722	17.2821	674	1.4532	0.4058	1.4532	1.2055
0.3722	17.3333	676	1.5988	0.3571	1.5988	1.2644
0.3722	17.3846	678	1.7258	0.2837	1.7258	1.3137
0.3722	17.4359	680	1.7785	0.2837	1.7785	1.3336
0.3722	17.4872	682	1.7804	0.2837	1.7804	1.3343
0.3722	17.5385	684	1.7045	0.3143	1.7045	1.3056
0.3722	17.5897	686	1.5994	0.3309	1.5994	1.2647
0.3722	17.6410	688	1.5758	0.3309	1.5758	1.2553
0.3722	17.6923	690	1.5812	0.3143	1.5812	1.2575
0.3722	17.7436	692	1.6366	0.3143	1.6366	1.2793
0.3722	17.7949	694	1.7175	0.3143	1.7175	1.3105
0.3722	17.8462	696	1.7265	0.3143	1.7265	1.3140
0.3722	17.8974	698	1.6598	0.3143	1.6598	1.2883
0.3722	17.9487	700	1.5638	0.3676	1.5638	1.2505
0.3722	18.0	702	1.4816	0.4118	1.4816	1.2172
0.3722	18.0513	704	1.4694	0.4118	1.4694	1.2122
0.3722	18.1026	706	1.4984	0.3942	1.4984	1.2241
0.3722	18.1538	708	1.5826	0.3309	1.5826	1.2580
0.3722	18.2051	710	1.6231	0.3309	1.6231	1.2740
0.3722	18.2564	712	1.6246	0.3309	1.6246	1.2746
0.3722	18.3077	714	1.6549	0.3143	1.6549	1.2864
0.3722	18.3590	716	1.6705	0.2878	1.6705	1.2925
0.3722	18.4103	718	1.6891	0.3043	1.6891	1.2997
0.3722	18.4615	720	1.6628	0.3212	1.6628	1.2895
0.3722	18.5128	722	1.6247	0.3478	1.6247	1.2746
0.3722	18.5641	724	1.5738	0.3676	1.5738	1.2545
0.3722	18.6154	726	1.5769	0.3676	1.5769	1.2557
0.3722	18.6667	728	1.6126	0.3309	1.6126	1.2699
0.3722	18.7179	730	1.6550	0.2837	1.6550	1.2865
0.3722	18.7692	732	1.6747	0.2837	1.6747	1.2941
0.3722	18.8205	734	1.7132	0.2676	1.7132	1.3089
0.3722	18.8718	736	1.7535	0.2676	1.7535	1.3242
0.3722	18.9231	738	1.8037	0.2676	1.8037	1.3430
0.3722	18.9744	740	1.8382	0.2676	1.8382	1.3558
0.3722	19.0256	742	1.8193	0.2676	1.8193	1.3488
0.3722	19.0769	744	1.7055	0.2837	1.7055	1.3059
0.3722	19.1282	746	1.5407	0.3913	1.5407	1.2412
0.3722	19.1795	748	1.4300	0.4265	1.4300	1.1958
0.3722	19.2308	750	1.4212	0.4296	1.4212	1.1921
0.3722	19.2821	752	1.4659	0.4	1.4659	1.2108
0.3722	19.3333	754	1.5233	0.3942	1.5233	1.2342
0.3722	19.3846	756	1.5332	0.3768	1.5332	1.2382
0.3722	19.4359	758	1.5691	0.3741	1.5691	1.2527
0.3722	19.4872	760	1.5367	0.4029	1.5367	1.2396
0.3722	19.5385	762	1.5576	0.3768	1.5576	1.2480
0.3722	19.5897	764	1.5666	0.3942	1.5666	1.2516
0.3722	19.6410	766	1.5929	0.3556	1.5929	1.2621
0.3722	19.6923	768	1.6251	0.3284	1.6251	1.2748
0.3722	19.7436	770	1.6823	0.3284	1.6823	1.2970
0.3722	19.7949	772	1.6630	0.3284	1.6630	1.2896
0.3722	19.8462	774	1.6310	0.3284	1.6310	1.2771
0.3722	19.8974	776	1.6451	0.3407	1.6451	1.2826
0.3722	19.9487	778	1.6893	0.3212	1.6893	1.2997
0.3722	20.0	780	1.7618	0.2734	1.7618	1.3273
0.3722	20.0513	782	1.7869	0.2734	1.7869	1.3367
0.3722	20.1026	784	1.7176	0.3212	1.7176	1.3106
0.3722	20.1538	786	1.6739	0.3212	1.6739	1.2938
0.3722	20.2051	788	1.6123	0.3212	1.6123	1.2698
0.3722	20.2564	790	1.5785	0.3212	1.5785	1.2564
0.3722	20.3077	792	1.5426	0.3111	1.5426	1.2420
0.3722	20.3590	794	1.5396	0.3235	1.5396	1.2408
0.3722	20.4103	796	1.5822	0.3212	1.5822	1.2578
0.3722	20.4615	798	1.6658	0.3212	1.6658	1.2906
0.3722	20.5128	800	1.7910	0.3212	1.7910	1.3383
0.3722	20.5641	802	1.8691	0.2734	1.8691	1.3672
0.3722	20.6154	804	1.8205	0.2734	1.8205	1.3492
0.3722	20.6667	806	1.7024	0.3212	1.7024	1.3048
0.3722	20.7179	808	1.5580	0.3235	1.5580	1.2482
0.3722	20.7692	810	1.5060	0.3407	1.5060	1.2272
0.3722	20.8205	812	1.4473	0.4179	1.4473	1.2031
0.3722	20.8718	814	1.4137	0.3852	1.4137	1.1890
0.3722	20.9231	816	1.4406	0.4118	1.4406	1.2003
0.3722	20.9744	818	1.5229	0.3623	1.5229	1.2341
0.3722	21.0256	820	1.6341	0.3188	1.6341	1.2783
0.3722	21.0769	822	1.7454	0.2857	1.7454	1.3211
0.3722	21.1282	824	1.8143	0.2857	1.8143	1.3470
0.3722	21.1795	826	1.8550	0.2857	1.8550	1.3620
0.3722	21.2308	828	1.8366	0.2590	1.8366	1.3552
0.3722	21.2821	830	1.7710	0.3188	1.7710	1.3308
0.3722	21.3333	832	1.6784	0.3188	1.6784	1.2955
0.3722	21.3846	834	1.6141	0.3188	1.6141	1.2705
0.3722	21.4359	836	1.5345	0.3235	1.5345	1.2388
0.3722	21.4872	838	1.4615	0.3817	1.4615	1.2089
0.3722	21.5385	840	1.4724	0.3817	1.4724	1.2134
0.3722	21.5897	842	1.5198	0.3235	1.5198	1.2328
0.3722	21.6410	844	1.5398	0.3235	1.5398	1.2409
0.3722	21.6923	846	1.5623	0.3235	1.5623	1.2499
0.3722	21.7436	848	1.5877	0.3235	1.5877	1.2601
0.3722	21.7949	850	1.6705	0.3066	1.6705	1.2925
0.3722	21.8462	852	1.7421	0.3188	1.7421	1.3199
0.3722	21.8974	854	1.7455	0.3188	1.7455	1.3212
0.3722	21.9487	856	1.6597	0.3235	1.6597	1.2883
0.3722	22.0	858	1.5705	0.3459	1.5705	1.2532
0.3722	22.0513	860	1.5132	0.3459	1.5132	1.2301
0.3722	22.1026	862	1.5112	0.3459	1.5112	1.2293
0.3722	22.1538	864	1.5200	0.3459	1.5200	1.2329
0.3722	22.2051	866	1.4967	0.3556	1.4967	1.2234
0.3722	22.2564	868	1.5401	0.3556	1.5401	1.2410
0.3722	22.3077	870	1.5829	0.3504	1.5829	1.2581
0.3722	22.3590	872	1.6034	0.3676	1.6034	1.2663
0.3722	22.4103	874	1.5544	0.3676	1.5544	1.2468
0.3722	22.4615	876	1.4711	0.3676	1.4711	1.2129
0.3722	22.5128	878	1.4014	0.4179	1.4014	1.1838
0.3722	22.5641	880	1.4416	0.3852	1.4416	1.2006
0.3722	22.6154	882	1.5933	0.3407	1.5933	1.2623
0.3722	22.6667	884	1.7305	0.3212	1.7305	1.3155
0.3722	22.7179	886	1.8485	0.2734	1.8485	1.3596
0.3722	22.7692	888	1.9114	0.2411	1.9114	1.3825
0.3722	22.8205	890	1.8738	0.2571	1.8738	1.3689
0.3722	22.8718	892	1.7547	0.2734	1.7547	1.3247
0.3722	22.9231	894	1.6591	0.3111	1.6591	1.2881
0.3722	22.9744	896	1.6005	0.3284	1.6005	1.2651
0.3722	23.0256	898	1.6079	0.3284	1.6079	1.2680
0.3722	23.0769	900	1.6053	0.3284	1.6053	1.2670
0.3722	23.1282	902	1.6650	0.2899	1.6650	1.2903
0.3722	23.1795	904	1.7408	0.2734	1.7408	1.3194
0.3722	23.2308	906	1.8172	0.2734	1.8172	1.3480
0.3722	23.2821	908	1.8648	0.2571	1.8648	1.3656
0.3722	23.3333	910	1.8139	0.2734	1.8139	1.3468
0.3722	23.3846	912	1.7605	0.2899	1.7605	1.3268
0.3722	23.4359	914	1.7639	0.2899	1.7639	1.3281
0.3722	23.4872	916	1.7562	0.2899	1.7562	1.3252
0.3722	23.5385	918	1.7686	0.2899	1.7686	1.3299
0.3722	23.5897	920	1.7412	0.2899	1.7412	1.3195
0.3722	23.6410	922	1.6848	0.2899	1.6848	1.2980
0.3722	23.6923	924	1.6586	0.3212	1.6586	1.2879
0.3722	23.7436	926	1.6371	0.3212	1.6371	1.2795
0.3722	23.7949	928	1.6284	0.3212	1.6284	1.2761
0.3722	23.8462	930	1.5914	0.3284	1.5914	1.2615
0.3722	23.8974	932	1.5633	0.3158	1.5633	1.2503
0.3722	23.9487	934	1.5428	0.3433	1.5428	1.2421
0.3722	24.0	936	1.5235	0.3433	1.5235	1.2343
0.3722	24.0513	938	1.5419	0.3556	1.5419	1.2417
0.3722	24.1026	940	1.6055	0.3088	1.6055	1.2671
0.3722	24.1538	942	1.6833	0.3066	1.6833	1.2974
0.3722	24.2051	944	1.7152	0.3066	1.7152	1.3097
0.3722	24.2564	946	1.7252	0.2899	1.7252	1.3135
0.3722	24.3077	948	1.7222	0.2734	1.7222	1.3123
0.3722	24.3590	950	1.6729	0.3333	1.6729	1.2934
0.3722	24.4103	952	1.5811	0.3382	1.5811	1.2574
0.3722	24.4615	954	1.4913	0.3796	1.4913	1.2212
0.3722	24.5128	956	1.4723	0.3913	1.4723	1.2134
0.3722	24.5641	958	1.4770	0.4234	1.4770	1.2153
0.3722	24.6154	960	1.5250	0.3971	1.5250	1.2349
0.3722	24.6667	962	1.6284	0.3407	1.6284	1.2761
0.3722	24.7179	964	1.7358	0.2734	1.7358	1.3175
0.3722	24.7692	966	1.7707	0.2734	1.7707	1.3307
0.3722	24.8205	968	1.7252	0.3000	1.7252	1.3135
0.3722	24.8718	970	1.6292	0.3286	1.6292	1.2764
0.3722	24.9231	972	1.5150	0.4203	1.5150	1.2309
0.3722	24.9744	974	1.4350	0.4493	1.4350	1.1979
0.3722	25.0256	976	1.4036	0.4380	1.4036	1.1847
0.3722	25.0769	978	1.4237	0.4118	1.4237	1.1932
0.3722	25.1282	980	1.4427	0.3852	1.4427	1.2011
0.3722	25.1795	982	1.4561	0.3824	1.4561	1.2067
0.3722	25.2308	984	1.4881	0.3942	1.4881	1.2199
0.3722	25.2821	986	1.5571	0.3504	1.5571	1.2479
0.3722	25.3333	988	1.5943	0.3478	1.5943	1.2627
0.3722	25.3846	990	1.5659	0.3504	1.5659	1.2514
0.3722	25.4359	992	1.5238	0.3504	1.5238	1.2344
0.3722	25.4872	994	1.5546	0.3504	1.5546	1.2469
0.3722	25.5385	996	1.5519	0.3504	1.5519	1.2457
0.3722	25.5897	998	1.5166	0.3504	1.5166	1.2315
0.0627	25.6410	1000	1.4347	0.4203	1.4347	1.1978
0.0627	25.6923	1002	1.3816	0.4234	1.3816	1.1754
0.0627	25.7436	1004	1.3676	0.4493	1.3676	1.1694
0.0627	25.7949	1006	1.3566	0.4234	1.3566	1.1647
0.0627	25.8462	1008	1.3910	0.4234	1.3910	1.1794
0.0627	25.8974	1010	1.4415	0.4234	1.4415	1.2006
0.0627	25.9487	1012	1.5017	0.3942	1.5017	1.2254
0.0627	26.0	1014	1.5237	0.3676	1.5237	1.2344
0.0627	26.0513	1016	1.5587	0.3676	1.5587	1.2485
0.0627	26.1026	1018	1.5334	0.3407	1.5334	1.2383
0.0627	26.1538	1020	1.5407	0.3407	1.5407	1.2413

Framework versions

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