ArabicNewSplits7_B_usingWellWrittenEssays_FineTuningAraBERT_run1_AugV5_k20_task2_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: 1.3890
• Qwk: 0.1440
• Mse: 1.3890
• Rmse: 1.1786

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	0.0194	2	4.7370	0.0010	4.7370	2.1765
No log	0.0388	4	2.6062	0.0301	2.6062	1.6144
No log	0.0583	6	1.7914	0.0062	1.7914	1.3384
No log	0.0777	8	1.6869	-0.0758	1.6869	1.2988
No log	0.0971	10	1.5410	-0.0978	1.5410	1.2414
No log	0.1165	12	1.5773	-0.1307	1.5773	1.2559
No log	0.1359	14	1.6998	-0.0521	1.6998	1.3038
No log	0.1553	16	1.9488	-0.0426	1.9488	1.3960
No log	0.1748	18	1.6337	-0.0492	1.6337	1.2781
No log	0.1942	20	1.5851	-0.0506	1.5851	1.2590
No log	0.2136	22	1.4346	0.0165	1.4346	1.1978
No log	0.2330	24	1.3012	0.0889	1.3012	1.1407
No log	0.2524	26	1.2873	0.1362	1.2873	1.1346
No log	0.2718	28	1.2869	0.1335	1.2869	1.1344
No log	0.2913	30	1.3182	0.0948	1.3182	1.1481
No log	0.3107	32	1.2957	0.1495	1.2957	1.1383
No log	0.3301	34	1.2841	0.1532	1.2841	1.1332
No log	0.3495	36	1.3681	0.0522	1.3681	1.1696
No log	0.3689	38	1.2728	0.1532	1.2728	1.1282
No log	0.3883	40	1.3032	0.0974	1.3032	1.1416
No log	0.4078	42	1.3284	0.0941	1.3284	1.1526
No log	0.4272	44	1.3223	0.1076	1.3223	1.1499
No log	0.4466	46	1.3500	0.0854	1.3500	1.1619
No log	0.4660	48	1.4174	-0.0721	1.4174	1.1905
No log	0.4854	50	1.3658	0.0522	1.3658	1.1687
No log	0.5049	52	1.2836	0.2835	1.2836	1.1329
No log	0.5243	54	1.2535	0.2314	1.2535	1.1196
No log	0.5437	56	1.2441	0.3091	1.2441	1.1154
No log	0.5631	58	1.3266	0.1294	1.3266	1.1518
No log	0.5825	60	1.3748	0.0948	1.3748	1.1725
No log	0.6019	62	1.3255	0.0741	1.3255	1.1513
No log	0.6214	64	1.2749	0.0153	1.2749	1.1291
No log	0.6408	66	1.2555	0.1278	1.2555	1.1205
No log	0.6602	68	1.2830	0.0914	1.2830	1.1327
No log	0.6796	70	1.3166	0.0276	1.3166	1.1474
No log	0.6990	72	1.3290	0.0041	1.3290	1.1528
No log	0.7184	74	1.3756	0.0091	1.3756	1.1729
No log	0.7379	76	1.3740	0.0694	1.3740	1.1722
No log	0.7573	78	1.3407	-0.0011	1.3407	1.1579
No log	0.7767	80	1.3468	0.0085	1.3468	1.1605
No log	0.7961	82	1.4294	0.0522	1.4294	1.1956
No log	0.8155	84	1.6831	-0.0284	1.6831	1.2973
No log	0.8350	86	1.7006	-0.0216	1.7006	1.3041
No log	0.8544	88	1.6235	-0.0284	1.6235	1.2742
No log	0.8738	90	1.4076	-0.0478	1.4076	1.1864
No log	0.8932	92	1.3004	0.0841	1.3004	1.1403
No log	0.9126	94	1.3947	0.0353	1.3947	1.1810
No log	0.9320	96	1.4161	0.0253	1.4161	1.1900
No log	0.9515	98	1.3795	0.0682	1.3795	1.1745
No log	0.9709	100	1.4295	0.0140	1.4295	1.1956
No log	0.9903	102	1.3882	0.0627	1.3882	1.1782
No log	1.0097	104	1.4177	0.0462	1.4177	1.1907
No log	1.0291	106	1.4079	0.1466	1.4079	1.1865
No log	1.0485	108	1.4314	0.1251	1.4314	1.1964
No log	1.0680	110	1.4801	0.0782	1.4801	1.2166
No log	1.0874	112	1.3960	0.1276	1.3960	1.1815
No log	1.1068	114	1.3999	0.2127	1.3999	1.1832
No log	1.1262	116	1.4387	0.1387	1.4387	1.1995
No log	1.1456	118	1.4691	0.1332	1.4691	1.2121
No log	1.1650	120	1.5170	0.1136	1.5170	1.2316
No log	1.1845	122	1.5301	0.0467	1.5301	1.2370
No log	1.2039	124	1.7384	0.1407	1.7384	1.3185
No log	1.2233	126	1.7967	0.0726	1.7967	1.3404
No log	1.2427	128	1.5457	0.0562	1.5457	1.2433
No log	1.2621	130	1.4421	0.0270	1.4421	1.2009
No log	1.2816	132	1.5337	0.0622	1.5337	1.2384
No log	1.3010	134	1.8560	0.1644	1.8560	1.3624
No log	1.3204	136	1.8825	0.1132	1.8825	1.3720
No log	1.3398	138	1.7831	0.1499	1.7831	1.3353
No log	1.3592	140	1.5017	0.1101	1.5017	1.2254
No log	1.3786	142	1.4412	0.1529	1.4412	1.2005
No log	1.3981	144	1.4352	0.1012	1.4352	1.1980
No log	1.4175	146	1.7054	0.1923	1.7054	1.3059
No log	1.4369	148	1.8750	0.1303	1.8750	1.3693
No log	1.4563	150	1.7417	0.1373	1.7417	1.3197
No log	1.4757	152	1.6857	0.0832	1.6857	1.2984
No log	1.4951	154	1.6828	0.1501	1.6828	1.2972
No log	1.5146	156	1.6850	0.1967	1.6850	1.2981
No log	1.5340	158	1.5528	0.1041	1.5528	1.2461
No log	1.5534	160	1.4278	0.0222	1.4278	1.1949
No log	1.5728	162	1.4442	-0.0174	1.4442	1.2018
No log	1.5922	164	1.5465	0.0921	1.5465	1.2436
No log	1.6117	166	1.4344	0.0375	1.4344	1.1977
No log	1.6311	168	1.4232	0.0515	1.4232	1.1930
No log	1.6505	170	1.3941	0.0703	1.3941	1.1807
No log	1.6699	172	1.5047	0.1197	1.5047	1.2267
No log	1.6893	174	1.7635	0.1349	1.7635	1.3280
No log	1.7087	176	1.7823	0.1499	1.7823	1.3350
No log	1.7282	178	1.5716	0.1310	1.5716	1.2536
No log	1.7476	180	1.3027	0.0827	1.3027	1.1414
No log	1.7670	182	1.2749	0.1176	1.2749	1.1291
No log	1.7864	184	1.2661	0.1016	1.2661	1.1252
No log	1.8058	186	1.3660	0.0741	1.3660	1.1688
No log	1.8252	188	1.5462	0.1196	1.5462	1.2434
No log	1.8447	190	1.7466	0.1283	1.7466	1.3216
No log	1.8641	192	1.7008	0.0834	1.7008	1.3041
No log	1.8835	194	1.5406	0.0228	1.5406	1.2412
No log	1.9029	196	1.4912	-0.0367	1.4912	1.2211
No log	1.9223	198	1.4889	-0.0292	1.4889	1.2202
No log	1.9417	200	1.4205	0.0180	1.4205	1.1919
No log	1.9612	202	1.4792	0.0333	1.4792	1.2162
No log	1.9806	204	1.6215	0.1087	1.6215	1.2734
No log	2.0	206	1.6465	0.1845	1.6465	1.2832
No log	2.0194	208	1.5818	0.0800	1.5818	1.2577
No log	2.0388	210	1.4563	0.1105	1.4563	1.2068
No log	2.0583	212	1.4603	0.0803	1.4603	1.2084
No log	2.0777	214	1.5310	0.1105	1.5310	1.2373
No log	2.0971	216	1.5169	0.0539	1.5169	1.2316
No log	2.1165	218	1.4988	0.0192	1.4988	1.2243
No log	2.1359	220	1.5674	0.0367	1.5674	1.2520
No log	2.1553	222	1.8018	0.1848	1.8018	1.3423
No log	2.1748	224	1.8301	0.1345	1.8301	1.3528
No log	2.1942	226	1.6315	0.2806	1.6315	1.2773
No log	2.2136	228	1.4860	0.2033	1.4860	1.2190
No log	2.2330	230	1.4460	0.1192	1.4460	1.2025
No log	2.2524	232	1.5770	0.1417	1.5770	1.2558
No log	2.2718	234	1.6575	0.1607	1.6575	1.2874
No log	2.2913	236	1.5668	0.0921	1.5668	1.2517
No log	2.3107	238	1.4488	0.0302	1.4488	1.2036
No log	2.3301	240	1.4661	0.0451	1.4661	1.2108
No log	2.3495	242	1.5472	0.0784	1.5472	1.2439
No log	2.3689	244	1.6249	0.0632	1.6249	1.2747
No log	2.3883	246	1.7165	0.0624	1.7165	1.3101
No log	2.4078	248	1.7204	0.0624	1.7204	1.3117
No log	2.4272	250	1.6874	0.0572	1.6874	1.2990
No log	2.4466	252	1.6077	0.0803	1.6077	1.2680
No log	2.4660	254	1.5631	0.0394	1.5631	1.2503
No log	2.4854	256	1.5793	0.0385	1.5793	1.2567
No log	2.5049	258	1.6161	0.0238	1.6161	1.2713
No log	2.5243	260	1.6700	-0.0560	1.6700	1.2923
No log	2.5437	262	1.7261	-0.0508	1.7261	1.3138
No log	2.5631	264	1.6973	0.0173	1.6973	1.3028
No log	2.5825	266	1.6215	-0.0202	1.6215	1.2734
No log	2.6019	268	1.5674	0.0010	1.5674	1.2520
No log	2.6214	270	1.5450	0.0543	1.5450	1.2430
No log	2.6408	272	1.5471	0.0294	1.5471	1.2438
No log	2.6602	274	1.6622	0.0173	1.6622	1.2893
No log	2.6796	276	1.7225	0.0196	1.7225	1.3124
No log	2.6990	278	1.6803	0.0271	1.6803	1.2963
No log	2.7184	280	1.5211	0.0578	1.5211	1.2333
No log	2.7379	282	1.3411	0.1144	1.3411	1.1581
No log	2.7573	284	1.3375	0.0974	1.3375	1.1565
No log	2.7767	286	1.5535	0.0345	1.5535	1.2464
No log	2.7961	288	1.9064	0.1008	1.9064	1.3807
No log	2.8155	290	1.8797	0.1008	1.8797	1.3710
No log	2.8350	292	1.6551	0.0846	1.6551	1.2865
No log	2.8544	294	1.4718	0.0814	1.4718	1.2132
No log	2.8738	296	1.4588	0.0814	1.4588	1.2078
No log	2.8932	298	1.6035	0.1335	1.6035	1.2663
No log	2.9126	300	1.8263	0.1385	1.8263	1.3514
No log	2.9320	302	1.7408	0.1325	1.7408	1.3194
No log	2.9515	304	1.4676	0.1012	1.4676	1.2115
No log	2.9709	306	1.3911	0.0120	1.3911	1.1794
No log	2.9903	308	1.4354	0.0705	1.4354	1.1981
No log	3.0097	310	1.6128	0.1935	1.6128	1.2700
No log	3.0291	312	1.8782	0.1650	1.8782	1.3705
No log	3.0485	314	1.9444	0.1650	1.9444	1.3944
No log	3.0680	316	1.7556	0.1234	1.7556	1.3250
No log	3.0874	318	1.6618	0.1171	1.6618	1.2891
No log	3.1068	320	1.6939	0.1280	1.6939	1.3015
No log	3.1262	322	1.7541	0.1007	1.7541	1.3244
No log	3.1456	324	1.7602	0.0668	1.7602	1.3267
No log	3.1650	326	1.5854	0.0238	1.5854	1.2591
No log	3.1845	328	1.5614	0.0135	1.5614	1.2496
No log	3.2039	330	1.6841	-0.0216	1.6841	1.2977
No log	3.2233	332	1.7774	-0.0543	1.7774	1.3332
No log	3.2427	334	1.9326	0.0689	1.9326	1.3902
No log	3.2621	336	1.8462	-0.0184	1.8462	1.3587
No log	3.2816	338	1.7238	0.0157	1.7238	1.3130
No log	3.3010	340	1.7908	-0.0334	1.7908	1.3382
No log	3.3204	342	2.0670	0.1098	2.0670	1.4377
No log	3.3398	344	2.2126	0.0746	2.2126	1.4875
No log	3.3592	346	2.0342	0.1448	2.0342	1.4263
No log	3.3786	348	1.6864	-0.0430	1.6864	1.2986
No log	3.3981	350	1.5321	0.0415	1.5321	1.2378
No log	3.4175	352	1.4977	0.0941	1.4977	1.2238
No log	3.4369	354	1.5445	0.0976	1.5445	1.2428
No log	3.4563	356	1.6537	0.0628	1.6537	1.2860
No log	3.4757	358	1.6514	0.1468	1.6514	1.2850
No log	3.4951	360	1.5352	0.1674	1.5352	1.2390
No log	3.5146	362	1.4766	0.1717	1.4766	1.2151
No log	3.5340	364	1.5524	0.0961	1.5524	1.2460
No log	3.5534	366	1.5985	0.1436	1.5985	1.2643
No log	3.5728	368	1.5525	0.1416	1.5525	1.2460
No log	3.5922	370	1.4013	0.1608	1.4013	1.1838
No log	3.6117	372	1.2993	0.1217	1.2993	1.1399
No log	3.6311	374	1.3019	0.0780	1.3019	1.1410
No log	3.6505	376	1.3610	0.0780	1.3610	1.1666
No log	3.6699	378	1.3327	0.0499	1.3327	1.1544
No log	3.6893	380	1.3385	0.0499	1.3385	1.1569
No log	3.7087	382	1.4364	0.1846	1.4364	1.1985
No log	3.7282	384	1.6086	0.0708	1.6086	1.2683
No log	3.7476	386	1.6468	0.0066	1.6468	1.2833
No log	3.7670	388	1.7015	0.0534	1.7015	1.3044
No log	3.7864	390	1.6338	0.0123	1.6338	1.2782
No log	3.8058	392	1.5290	0.1080	1.5290	1.2365
No log	3.8252	394	1.5307	0.1080	1.5307	1.2372
No log	3.8447	396	1.5605	0.1535	1.5605	1.2492
No log	3.8641	398	1.5039	0.1707	1.5039	1.2264
No log	3.8835	400	1.4246	0.0923	1.4246	1.1936
No log	3.9029	402	1.4036	0.0584	1.4036	1.1847
No log	3.9223	404	1.4393	0.1654	1.4393	1.1997
No log	3.9417	406	1.4430	0.1654	1.4430	1.2013
No log	3.9612	408	1.4064	0.1712	1.4064	1.1859
No log	3.9806	410	1.4527	0.1371	1.4527	1.2053
No log	4.0	412	1.5831	0.0999	1.5831	1.2582
No log	4.0194	414	1.5360	0.1251	1.5360	1.2394
No log	4.0388	416	1.5478	0.1105	1.5478	1.2441
No log	4.0583	418	1.6088	0.0800	1.6088	1.2684
No log	4.0777	420	1.5212	0.0513	1.5212	1.2334
No log	4.0971	422	1.4348	0.0907	1.4348	1.1978
No log	4.1165	424	1.4859	0.1042	1.4859	1.2190
No log	4.1359	426	1.4928	0.1105	1.4928	1.2218
No log	4.1553	428	1.4541	0.1017	1.4541	1.2059
No log	4.1748	430	1.4739	0.2084	1.4739	1.2140
No log	4.1942	432	1.5742	0.2191	1.5742	1.2547
No log	4.2136	434	1.5463	0.2371	1.5463	1.2435
No log	4.2330	436	1.4039	0.1463	1.4039	1.1848
No log	4.2524	438	1.2975	0.0642	1.2975	1.1391
No log	4.2718	440	1.2852	0.0878	1.2852	1.1336
No log	4.2913	442	1.2924	0.0721	1.2924	1.1368
No log	4.3107	444	1.3277	0.1246	1.3277	1.1523
No log	4.3301	446	1.2935	0.1053	1.2935	1.1373
No log	4.3495	448	1.2774	0.1053	1.2774	1.1302
No log	4.3689	450	1.3400	0.0806	1.3400	1.1576
No log	4.3883	452	1.5337	0.2017	1.5337	1.2384
No log	4.4078	454	1.6331	0.1811	1.6331	1.2779
No log	4.4272	456	1.5352	0.1549	1.5352	1.2390
No log	4.4466	458	1.4827	0.0981	1.4827	1.2176
No log	4.4660	460	1.4613	0.1094	1.4613	1.2088
No log	4.4854	462	1.5107	0.1188	1.5107	1.2291
No log	4.5049	464	1.4887	0.1188	1.4887	1.2201
No log	4.5243	466	1.3663	0.1379	1.3663	1.1689
No log	4.5437	468	1.3227	0.1502	1.3227	1.1501
No log	4.5631	470	1.3602	0.1251	1.3602	1.1663
No log	4.5825	472	1.5068	0.1485	1.5068	1.2275
No log	4.6019	474	1.5986	0.1353	1.5986	1.2643
No log	4.6214	476	1.5013	0.2037	1.5013	1.2253
No log	4.6408	478	1.5130	0.2037	1.5130	1.2301
No log	4.6602	480	1.5877	0.0909	1.5877	1.2600
No log	4.6796	482	1.5598	0.1255	1.5598	1.2489
No log	4.6990	484	1.4786	0.2037	1.4786	1.2160
No log	4.7184	486	1.3476	0.0625	1.3476	1.1609
No log	4.7379	488	1.3314	0.0977	1.3314	1.1539
No log	4.7573	490	1.3672	0.1371	1.3672	1.1693
No log	4.7767	492	1.5229	0.1637	1.5229	1.2341
No log	4.7961	494	1.6160	0.0785	1.6160	1.2712
No log	4.8155	496	1.4946	0.0691	1.4946	1.2225
No log	4.8350	498	1.3605	0.0958	1.3605	1.1664
0.4221	4.8544	500	1.3402	0.0543	1.3402	1.1577
0.4221	4.8738	502	1.3856	0.0989	1.3856	1.1771
0.4221	4.8932	504	1.4825	0.1429	1.4825	1.2176
0.4221	4.9126	506	1.5846	0.0560	1.5846	1.2588
0.4221	4.9320	508	1.6100	0.0410	1.6100	1.2689
0.4221	4.9515	510	1.5769	0.0915	1.5769	1.2558
0.4221	4.9709	512	1.5162	0.1310	1.5162	1.2313
0.4221	4.9903	514	1.5345	0.0705	1.5345	1.2388
0.4221	5.0097	516	1.6575	0.0251	1.6575	1.2874
0.4221	5.0291	518	1.7256	0.0268	1.7256	1.3136
0.4221	5.0485	520	1.6934	0.0404	1.6934	1.3013
0.4221	5.0680	522	1.5765	0.1428	1.5765	1.2556
0.4221	5.0874	524	1.4461	0.1671	1.4461	1.2026
0.4221	5.1068	526	1.3811	0.1310	1.3811	1.1752
0.4221	5.1262	528	1.4128	0.1076	1.4128	1.1886
0.4221	5.1456	530	1.5687	0.1942	1.5687	1.2525
0.4221	5.1650	532	1.7428	0.1783	1.7428	1.3201
0.4221	5.1845	534	1.7856	0.1985	1.7856	1.3363
0.4221	5.2039	536	1.6666	0.2197	1.6666	1.2910
0.4221	5.2233	538	1.4724	0.1722	1.4724	1.2134
0.4221	5.2427	540	1.4015	0.1484	1.4015	1.1839
0.4221	5.2621	542	1.4418	0.1625	1.4418	1.2008
0.4221	5.2816	544	1.5648	0.1726	1.5648	1.2509
0.4221	5.3010	546	1.5884	0.1807	1.5884	1.2603
0.4221	5.3204	548	1.4461	0.2090	1.4461	1.2026
0.4221	5.3398	550	1.3394	0.1281	1.3394	1.1573
0.4221	5.3592	552	1.3267	0.0923	1.3267	1.1518
0.4221	5.3786	554	1.3763	0.1405	1.3763	1.1731
0.4221	5.3981	556	1.4737	0.1163	1.4737	1.2140
0.4221	5.4175	558	1.5060	0.1484	1.5060	1.2272
0.4221	5.4369	560	1.4635	0.1484	1.4635	1.2097
0.4221	5.4563	562	1.4006	0.1053	1.4006	1.1835
0.4221	5.4757	564	1.3976	0.1053	1.3976	1.1822
0.4221	5.4951	566	1.4601	0.1614	1.4601	1.2083
0.4221	5.5146	568	1.5179	0.1166	1.5179	1.2320
0.4221	5.5340	570	1.5181	0.1573	1.5181	1.2321
0.4221	5.5534	572	1.4383	0.1149	1.4383	1.1993
0.4221	5.5728	574	1.4103	0.0324	1.4103	1.1876
0.4221	5.5922	576	1.4159	0.0324	1.4159	1.1899
0.4221	5.6117	578	1.4189	0.0277	1.4189	1.1912
0.4221	5.6311	580	1.4699	0.1085	1.4699	1.2124
0.4221	5.6505	582	1.5619	0.1462	1.5619	1.2497
0.4221	5.6699	584	1.6239	0.0662	1.6239	1.2743
0.4221	5.6893	586	1.5682	0.1339	1.5682	1.2523
0.4221	5.7087	588	1.4978	0.1097	1.4978	1.2238
0.4221	5.7282	590	1.4925	0.0842	1.4925	1.2217
0.4221	5.7476	592	1.4813	0.1247	1.4813	1.2171
0.4221	5.7670	594	1.5094	0.1429	1.5094	1.2286
0.4221	5.7864	596	1.5055	0.1758	1.5055	1.2270
0.4221	5.8058	598	1.5230	0.1428	1.5230	1.2341
0.4221	5.8252	600	1.5025	0.1428	1.5025	1.2258
0.4221	5.8447	602	1.4099	0.1557	1.4099	1.1874
0.4221	5.8641	604	1.3636	0.1279	1.3636	1.1677
0.4221	5.8835	606	1.3808	0.1279	1.3808	1.1751
0.4221	5.9029	608	1.4762	0.1713	1.4762	1.2150
0.4221	5.9223	610	1.7059	0.1075	1.7059	1.3061
0.4221	5.9417	612	1.7991	0.1368	1.7991	1.3413
0.4221	5.9612	614	1.6823	0.0472	1.6823	1.2970
0.4221	5.9806	616	1.4376	0.1371	1.4376	1.1990
0.4221	6.0	618	1.2839	0.0941	1.2839	1.1331
0.4221	6.0194	620	1.2645	0.1009	1.2645	1.1245
0.4221	6.0388	622	1.3006	0.1658	1.3006	1.1404
0.4221	6.0583	624	1.4050	0.1611	1.4050	1.1853
0.4221	6.0777	626	1.5370	0.1807	1.5370	1.2398
0.4221	6.0971	628	1.5831	0.1254	1.5831	1.2582
0.4221	6.1165	630	1.4904	0.2212	1.4904	1.2208
0.4221	6.1359	632	1.3998	0.1312	1.3998	1.1831
0.4221	6.1553	634	1.3945	0.1312	1.3945	1.1809
0.4221	6.1748	636	1.4278	0.1611	1.4278	1.1949
0.4221	6.1942	638	1.5547	0.1358	1.5547	1.2469
0.4221	6.2136	640	1.6803	0.1191	1.6803	1.2962
0.4221	6.2330	642	1.6387	0.1471	1.6387	1.2801
0.4221	6.2524	644	1.4734	0.1309	1.4734	1.2138
0.4221	6.2718	646	1.3515	0.1519	1.3515	1.1626
0.4221	6.2913	648	1.3458	0.1557	1.3458	1.1601
0.4221	6.3107	650	1.3896	0.1557	1.3896	1.1788
0.4221	6.3301	652	1.4609	0.1159	1.4609	1.2087
0.4221	6.3495	654	1.4995	0.1098	1.4995	1.2245
0.4221	6.3689	656	1.4354	0.1219	1.4354	1.1981
0.4221	6.3883	658	1.3605	0.0527	1.3605	1.1664
0.4221	6.4078	660	1.3410	0.0974	1.3410	1.1580
0.4221	6.4272	662	1.3075	0.0974	1.3075	1.1435
0.4221	6.4466	664	1.3076	0.0872	1.3076	1.1435
0.4221	6.4660	666	1.3577	0.1315	1.3577	1.1652
0.4221	6.4854	668	1.4768	0.1611	1.4768	1.2152
0.4221	6.5049	670	1.6637	0.0792	1.6637	1.2898
0.4221	6.5243	672	1.8070	0.1040	1.8070	1.3442
0.4221	6.5437	674	1.7522	0.0813	1.7522	1.3237
0.4221	6.5631	676	1.5667	0.1254	1.5667	1.2517
0.4221	6.5825	678	1.4542	0.1519	1.4542	1.2059
0.4221	6.6019	680	1.4269	0.1519	1.4269	1.1945
0.4221	6.6214	682	1.4431	0.1807	1.4431	1.2013
0.4221	6.6408	684	1.4378	0.1807	1.4377	1.1991
0.4221	6.6602	686	1.4112	0.2236	1.4112	1.1880
0.4221	6.6796	688	1.4395	0.1898	1.4395	1.1998
0.4221	6.6990	690	1.4000	0.2330	1.4000	1.1832
0.4221	6.7184	692	1.4430	0.1713	1.4430	1.2013
0.4221	6.7379	694	1.5173	0.2212	1.5173	1.2318
0.4221	6.7573	696	1.4621	0.2212	1.4621	1.2092
0.4221	6.7767	698	1.3962	0.1450	1.3962	1.1816
0.4221	6.7961	700	1.4247	0.2349	1.4247	1.1936
0.4221	6.8155	702	1.5112	0.2250	1.5112	1.2293
0.4221	6.8350	704	1.4703	0.2250	1.4703	1.2126
0.4221	6.8544	706	1.3737	0.1537	1.3737	1.1721
0.4221	6.8738	708	1.3049	0.1819	1.3049	1.1423
0.4221	6.8932	710	1.2844	0.1675	1.2844	1.1333
0.4221	6.9126	712	1.3292	0.1364	1.3292	1.1529
0.4221	6.9320	714	1.4930	0.2250	1.4930	1.2219
0.4221	6.9515	716	1.5316	0.2108	1.5316	1.2376
0.4221	6.9709	718	1.4743	0.2212	1.4743	1.2142
0.4221	6.9903	720	1.4544	0.1713	1.4544	1.2060
0.4221	7.0097	722	1.4433	0.1898	1.4433	1.2014
0.4221	7.0291	724	1.4863	0.1898	1.4863	1.2191
0.4221	7.0485	726	1.5422	0.1517	1.5422	1.2419
0.4221	7.0680	728	1.5853	0.1109	1.5853	1.2591
0.4221	7.0874	730	1.5435	0.0843	1.5435	1.2424
0.4221	7.1068	732	1.4680	0.0527	1.4680	1.2116
0.4221	7.1262	734	1.4324	0.1144	1.4324	1.1968
0.4221	7.1456	736	1.4107	0.1144	1.4107	1.1877
0.4221	7.1650	738	1.4457	0.0700	1.4457	1.2024
0.4221	7.1845	740	1.4669	0.1144	1.4669	1.2111
0.4221	7.2039	742	1.4075	0.1144	1.4075	1.1864
0.4221	7.2233	744	1.3714	0.1144	1.3714	1.1711
0.4221	7.2427	746	1.3664	0.1144	1.3664	1.1689
0.4221	7.2621	748	1.3593	0.1144	1.3593	1.1659
0.4221	7.2816	750	1.4042	0.1405	1.4042	1.1850
0.4221	7.3010	752	1.4657	0.1707	1.4657	1.2107
0.4221	7.3204	754	1.4666	0.2041	1.4666	1.2110
0.4221	7.3398	756	1.5241	0.2286	1.5241	1.2345
0.4221	7.3592	758	1.5666	0.1977	1.5666	1.2516
0.4221	7.3786	760	1.5286	0.2321	1.5286	1.2364
0.4221	7.3981	762	1.4064	0.1557	1.4064	1.1859
0.4221	7.4175	764	1.3480	0.2152	1.3480	1.1610
0.4221	7.4369	766	1.3100	0.1114	1.3100	1.1445
0.4221	7.4563	768	1.3409	0.1442	1.3409	1.1580
0.4221	7.4757	770	1.4567	0.1850	1.4567	1.2069
0.4221	7.4951	772	1.5695	0.2020	1.5695	1.2528
0.4221	7.5146	774	1.6550	0.1547	1.6550	1.2865
0.4221	7.5340	776	1.6052	0.1631	1.6052	1.2670
0.4221	7.5534	778	1.5031	0.1891	1.5031	1.2260
0.4221	7.5728	780	1.3910	0.1707	1.3910	1.1794
0.4221	7.5922	782	1.2996	0.0789	1.2996	1.1400
0.4221	7.6117	784	1.2898	0.0340	1.2898	1.1357
0.4221	7.6311	786	1.3108	0.1525	1.3108	1.1449
0.4221	7.6505	788	1.4200	0.2275	1.4200	1.1917
0.4221	7.6699	790	1.5082	0.1892	1.5082	1.2281
0.4221	7.6893	792	1.4943	0.1708	1.4943	1.2224
0.4221	7.7087	794	1.4638	0.1753	1.4638	1.2099
0.4221	7.7282	796	1.4056	0.1557	1.4056	1.1856
0.4221	7.7476	798	1.3380	0.1541	1.3380	1.1567
0.4221	7.7670	800	1.3203	0.0916	1.3203	1.1490
0.4221	7.7864	802	1.3302	0.0916	1.3302	1.1533
0.4221	7.8058	804	1.3629	0.1085	1.3629	1.1674
0.4221	7.8252	806	1.3898	0.1614	1.3898	1.1789
0.4221	7.8447	808	1.4145	0.1707	1.4145	1.1893
0.4221	7.8641	810	1.4224	0.1997	1.4224	1.1927
0.4221	7.8835	812	1.4128	0.1696	1.4128	1.1886
0.4221	7.9029	814	1.3813	0.1541	1.3813	1.1753
0.4221	7.9223	816	1.3872	0.1707	1.3872	1.1778
0.4221	7.9417	818	1.3928	0.1667	1.3928	1.1802
0.4221	7.9612	820	1.3940	0.1951	1.3940	1.1807
0.4221	7.9806	822	1.3972	0.1771	1.3972	1.1820
0.4221	8.0	824	1.4604	0.2261	1.4604	1.2085
0.4221	8.0194	826	1.4597	0.2124	1.4597	1.2082
0.4221	8.0388	828	1.5298	0.2286	1.5298	1.2369
0.4221	8.0583	830	1.5356	0.2286	1.5356	1.2392
0.4221	8.0777	832	1.4426	0.2041	1.4426	1.2011
0.4221	8.0971	834	1.4488	0.1611	1.4488	1.2037
0.4221	8.1165	836	1.4404	0.1611	1.4404	1.2002
0.4221	8.1359	838	1.3834	0.1557	1.3834	1.1762
0.4221	8.1553	840	1.3504	0.1442	1.3504	1.1621
0.4221	8.1748	842	1.3447	0.1442	1.3447	1.1596
0.4221	8.1942	844	1.3582	0.1379	1.3582	1.1654
0.4221	8.2136	846	1.3542	0.1379	1.3542	1.1637
0.4221	8.2330	848	1.3076	0.1015	1.3076	1.1435
0.4221	8.2524	850	1.3066	0.1015	1.3066	1.1430
0.4221	8.2718	852	1.3349	0.1281	1.3349	1.1554
0.4221	8.2913	854	1.3639	0.1379	1.3639	1.1679
0.4221	8.3107	856	1.3461	0.1541	1.3461	1.1602
0.4221	8.3301	858	1.3525	0.1344	1.3524	1.1629
0.4221	8.3495	860	1.3683	0.1344	1.3683	1.1697
0.4221	8.3689	862	1.4314	0.1758	1.4314	1.1964
0.4221	8.3883	864	1.5435	0.2212	1.5435	1.2424
0.4221	8.4078	866	1.6299	0.1888	1.6299	1.2767
0.4221	8.4272	868	1.6184	0.1888	1.6184	1.2721
0.4221	8.4466	870	1.5447	0.1708	1.5447	1.2429
0.4221	8.4660	872	1.4061	0.1750	1.4061	1.1858
0.4221	8.4854	874	1.2714	0.1048	1.2714	1.1276
0.4221	8.5049	876	1.2251	0.0771	1.2251	1.1069
0.4221	8.5243	878	1.2249	0.0872	1.2249	1.1068
0.4221	8.5437	880	1.2592	0.1048	1.2592	1.1222
0.4221	8.5631	882	1.3461	0.1696	1.3461	1.1602
0.4221	8.5825	884	1.3846	0.1611	1.3846	1.1767
0.4221	8.6019	886	1.3880	0.1611	1.3880	1.1781
0.4221	8.6214	888	1.4451	0.2212	1.4451	1.2021
0.4221	8.6408	890	1.4707	0.2212	1.4707	1.2127
0.4221	8.6602	892	1.4735	0.1898	1.4735	1.2139
0.4221	8.6796	894	1.4305	0.1611	1.4305	1.1961
0.4221	8.6990	896	1.3995	0.1611	1.3995	1.1830
0.4221	8.7184	898	1.3643	0.1048	1.3643	1.1680
0.4221	8.7379	900	1.3514	0.1048	1.3514	1.1625
0.4221	8.7573	902	1.3386	0.1048	1.3386	1.1570
0.4221	8.7767	904	1.3657	0.1696	1.3657	1.1686
0.4221	8.7961	906	1.3938	0.1611	1.3938	1.1806
0.4221	8.8155	908	1.4602	0.1611	1.4602	1.2084
0.4221	8.8350	910	1.4698	0.1611	1.4698	1.2123
0.4221	8.8544	912	1.4074	0.1611	1.4074	1.1863
0.4221	8.8738	914	1.3800	0.2046	1.3800	1.1747
0.4221	8.8932	916	1.3387	0.1020	1.3387	1.1570
0.4221	8.9126	918	1.2936	0.0682	1.2936	1.1374
0.4221	8.9320	920	1.2931	0.0682	1.2931	1.1371
0.4221	8.9515	922	1.2965	0.0682	1.2965	1.1386
0.4221	8.9709	924	1.3008	0.0682	1.3008	1.1405
0.4221	8.9903	926	1.3467	0.1048	1.3467	1.1605
0.4221	9.0097	928	1.4290	0.1596	1.4290	1.1954
0.4221	9.0291	930	1.4598	0.1650	1.4598	1.2082
0.4221	9.0485	932	1.4028	0.2046	1.4028	1.1844
0.4221	9.0680	934	1.3300	0.1502	1.3300	1.1533
0.4221	9.0874	936	1.3178	0.1405	1.3178	1.1480
0.4221	9.1068	938	1.3571	0.1344	1.3571	1.1650
0.4221	9.1262	940	1.3876	0.2046	1.3876	1.1780
0.4221	9.1456	942	1.3717	0.1750	1.3717	1.1712
0.4221	9.1650	944	1.3609	0.1750	1.3609	1.1666
0.4221	9.1845	946	1.3455	0.1502	1.3455	1.1599
0.4221	9.2039	948	1.3037	0.1085	1.3037	1.1418
0.4221	9.2233	950	1.3076	0.1085	1.3076	1.1435
0.4221	9.2427	952	1.3671	0.1707	1.3671	1.1692
0.4221	9.2621	954	1.4692	0.2634	1.4692	1.2121
0.4221	9.2816	956	1.4779	0.2634	1.4779	1.2157
0.4221	9.3010	958	1.4359	0.2330	1.4359	1.1983
0.4221	9.3204	960	1.3970	0.1344	1.3970	1.1819
0.4221	9.3398	962	1.3839	0.1344	1.3839	1.1764
0.4221	9.3592	964	1.3886	0.1696	1.3886	1.1784
0.4221	9.3786	966	1.3876	0.1379	1.3876	1.1779
0.4221	9.3981	968	1.3728	0.1379	1.3728	1.1717
0.4221	9.4175	970	1.3817	0.1379	1.3817	1.1755
0.4221	9.4369	972	1.4070	0.1282	1.4070	1.1862
0.4221	9.4563	974	1.4101	0.1696	1.4101	1.1875
0.4221	9.4757	976	1.3685	0.1405	1.3685	1.1698
0.4221	9.4951	978	1.3536	0.1405	1.3536	1.1635
0.4221	9.5146	980	1.3857	0.2152	1.3857	1.1771
0.4221	9.5340	982	1.3739	0.2000	1.3739	1.1721
0.4221	9.5534	984	1.3397	0.2152	1.3397	1.1575
0.4221	9.5728	986	1.2889	0.1562	1.2889	1.1353
0.4221	9.5922	988	1.2692	0.1371	1.2692	1.1266
0.4221	9.6117	990	1.2915	0.2152	1.2915	1.1364
0.4221	9.6311	992	1.3789	0.2000	1.3789	1.1743
0.4221	9.6505	994	1.4436	0.1517	1.4436	1.2015
0.4221	9.6699	996	1.4811	0.1848	1.4811	1.2170
0.4221	9.6893	998	1.4795	0.1848	1.4795	1.2164
0.0699	9.7087	1000	1.4162	0.1611	1.4162	1.1900
0.0699	9.7282	1002	1.3382	0.2000	1.3382	1.1568
0.0699	9.7476	1004	1.2783	0.1442	1.2783	1.1306
0.0699	9.7670	1006	1.2669	0.1442	1.2669	1.1256
0.0699	9.7864	1008	1.2874	0.1379	1.2874	1.1346
0.0699	9.8058	1010	1.3147	0.1379	1.3147	1.1466
0.0699	9.8252	1012	1.3890	0.1440	1.3890	1.1786

Framework versions

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