ArabicNewSplits7_B_usingWellWrittenEssays_FineTuningAraBERT_run3_AugV5_k5_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: 1.4767
• Qwk: 0.3692
• Mse: 1.4767
• Rmse: 1.2152

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	0.0833	2	6.9692	0.0114	6.9692	2.6399
No log	0.1667	4	4.5503	0.0826	4.5503	2.1331
No log	0.25	6	3.5794	-0.0104	3.5794	1.8919
No log	0.3333	8	2.8089	0.0541	2.8089	1.6760
No log	0.4167	10	2.2239	0.0719	2.2239	1.4913
No log	0.5	12	2.0345	0.1964	2.0345	1.4263
No log	0.5833	14	2.0080	0.1273	2.0080	1.4170
No log	0.6667	16	2.1177	0.0536	2.1177	1.4552
No log	0.75	18	2.4455	-0.0650	2.4455	1.5638
No log	0.8333	20	2.3407	0.0	2.3407	1.5299
No log	0.9167	22	2.2059	0.0522	2.2059	1.4852
No log	1.0	24	2.3086	-0.0480	2.3086	1.5194
No log	1.0833	26	2.4172	-0.0145	2.4172	1.5547
No log	1.1667	28	2.3330	0.0145	2.3330	1.5274
No log	1.25	30	2.2692	0.0441	2.2692	1.5064
No log	1.3333	32	1.8511	0.1593	1.8511	1.3606
No log	1.4167	34	1.7536	0.1524	1.7536	1.3242
No log	1.5	36	2.1627	0.0561	2.1627	1.4706
No log	1.5833	38	2.1855	0.0	2.1855	1.4783
No log	1.6667	40	1.6889	0.1887	1.6889	1.2996
No log	1.75	42	1.4951	0.1786	1.4951	1.2228
No log	1.8333	44	1.6128	0.2623	1.6128	1.2700
No log	1.9167	46	1.5976	0.3065	1.5976	1.2640
No log	2.0	48	1.4300	0.2906	1.4300	1.1958
No log	2.0833	50	1.3779	0.25	1.3779	1.1738
No log	2.1667	52	1.4917	0.2056	1.4917	1.2214
No log	2.25	54	1.5619	0.1538	1.5619	1.2498
No log	2.3333	56	1.4808	0.1698	1.4808	1.2169
No log	2.4167	58	1.3958	0.2883	1.3958	1.1814
No log	2.5	60	1.2766	0.3793	1.2766	1.1299
No log	2.5833	62	1.2274	0.5	1.2274	1.1079
No log	2.6667	64	1.2724	0.4697	1.2724	1.1280
No log	2.75	66	1.3811	0.4030	1.3811	1.1752
No log	2.8333	68	1.5938	0.3676	1.5938	1.2625
No log	2.9167	70	1.4649	0.3704	1.4649	1.2103
No log	3.0	72	1.2543	0.4885	1.2543	1.1200
No log	3.0833	74	1.2092	0.5231	1.2092	1.0996
No log	3.1667	76	1.1993	0.4237	1.1993	1.0951
No log	3.25	78	1.2860	0.2883	1.2860	1.1340
No log	3.3333	80	1.3937	0.3934	1.3937	1.1805
No log	3.4167	82	1.4277	0.4480	1.4277	1.1949
No log	3.5	84	1.2997	0.4167	1.2997	1.1400
No log	3.5833	86	1.2837	0.5000	1.2837	1.1330
No log	3.6667	88	1.3488	0.4328	1.3488	1.1614
No log	3.75	90	1.6755	0.3382	1.6755	1.2944
No log	3.8333	92	2.1801	0.0615	2.1801	1.4765
No log	3.9167	94	2.3254	0.0455	2.3254	1.5249
No log	4.0	96	2.2529	0.0310	2.2529	1.5010
No log	4.0833	98	1.8589	0.1955	1.8589	1.3634
No log	4.1667	100	1.8630	0.1667	1.8630	1.3649
No log	4.25	102	1.5729	0.4091	1.5729	1.2542
No log	4.3333	104	1.5625	0.4091	1.5625	1.2500
No log	4.4167	106	1.5426	0.4030	1.5426	1.2420
No log	4.5	108	1.5891	0.4030	1.5891	1.2606
No log	4.5833	110	1.6260	0.3188	1.6260	1.2751
No log	4.6667	112	1.4620	0.4091	1.4620	1.2091
No log	4.75	114	1.3179	0.4580	1.3179	1.1480
No log	4.8333	116	1.3887	0.3731	1.3887	1.1784
No log	4.9167	118	1.7307	0.3286	1.7307	1.3155
No log	5.0	120	2.0240	0.2098	2.0240	1.4227
No log	5.0833	122	1.9064	0.2254	1.9064	1.3807
No log	5.1667	124	1.4988	0.4031	1.4988	1.2243
No log	5.25	126	1.3701	0.3186	1.3701	1.1705
No log	5.3333	128	1.3924	0.2909	1.3924	1.1800
No log	5.4167	130	1.3698	0.3009	1.3698	1.1704
No log	5.5	132	1.3435	0.3932	1.3435	1.1591
No log	5.5833	134	1.5084	0.4651	1.5084	1.2282
No log	5.6667	136	1.7064	0.3088	1.7064	1.3063
No log	5.75	138	1.6211	0.3731	1.6211	1.2732
No log	5.8333	140	1.3351	0.4921	1.3351	1.1555
No log	5.9167	142	1.1917	0.5397	1.1917	1.0917
No log	6.0	144	1.2839	0.4762	1.2839	1.1331
No log	6.0833	146	1.7589	0.3008	1.7589	1.3262
No log	6.1667	148	2.3439	-0.0444	2.3439	1.5310
No log	6.25	150	2.2670	0.0299	2.2670	1.5057
No log	6.3333	152	1.7991	0.2985	1.7991	1.3413
No log	6.4167	154	1.4500	0.4361	1.4500	1.2042
No log	6.5	156	1.2276	0.496	1.2276	1.1080
No log	6.5833	158	1.2990	0.4603	1.2990	1.1397
No log	6.6667	160	1.4404	0.4122	1.4404	1.2002
No log	6.75	162	1.8023	0.2754	1.8023	1.3425
No log	6.8333	164	1.9355	0.2571	1.9355	1.3912
No log	6.9167	166	1.7489	0.3066	1.7489	1.3224
No log	7.0	168	1.9025	0.2571	1.9025	1.3793
No log	7.0833	170	1.7112	0.3382	1.7112	1.3081
No log	7.1667	172	1.4041	0.3968	1.4041	1.1850
No log	7.25	174	1.3628	0.4640	1.3628	1.1674
No log	7.3333	176	1.3462	0.5	1.3462	1.1602
No log	7.4167	178	1.4776	0.375	1.4776	1.2156
No log	7.5	180	1.5579	0.3731	1.5579	1.2481
No log	7.5833	182	1.6085	0.3407	1.6085	1.2682
No log	7.6667	184	1.4227	0.4412	1.4227	1.1928
No log	7.75	186	1.4382	0.4493	1.4382	1.1992
No log	7.8333	188	1.5441	0.4203	1.5441	1.2426
No log	7.9167	190	1.6250	0.3731	1.6250	1.2747
No log	8.0	192	1.4708	0.4394	1.4708	1.2128
No log	8.0833	194	1.4623	0.4394	1.4623	1.2093
No log	8.1667	196	1.3840	0.5197	1.3840	1.1765
No log	8.25	198	1.3972	0.4921	1.3972	1.1820
No log	8.3333	200	1.4173	0.4427	1.4173	1.1905
No log	8.4167	202	1.4194	0.4394	1.4194	1.1914
No log	8.5	204	1.5962	0.3459	1.5962	1.2634
No log	8.5833	206	1.9214	0.2429	1.9214	1.3861
No log	8.6667	208	1.8138	0.2647	1.8138	1.3468
No log	8.75	210	1.6891	0.3459	1.6891	1.2997
No log	8.8333	212	1.4360	0.4186	1.4360	1.1983
No log	8.9167	214	1.3788	0.4603	1.3788	1.1742
No log	9.0	216	1.5084	0.3846	1.5084	1.2282
No log	9.0833	218	1.6501	0.4091	1.6501	1.2846
No log	9.1667	220	1.7413	0.3556	1.7413	1.3196
No log	9.25	222	1.5524	0.4091	1.5524	1.2460
No log	9.3333	224	1.2772	0.5113	1.2772	1.1301
No log	9.4167	226	1.2363	0.5455	1.2363	1.1119
No log	9.5	228	1.4231	0.4361	1.4231	1.1929
No log	9.5833	230	1.5074	0.4179	1.5074	1.2278
No log	9.6667	232	1.4432	0.4179	1.4432	1.2013
No log	9.75	234	1.4827	0.4	1.4827	1.2176
No log	9.8333	236	1.6404	0.3881	1.6404	1.2808
No log	9.9167	238	1.5676	0.3881	1.5676	1.2520
No log	10.0	240	1.3970	0.4806	1.3970	1.1820
No log	10.0833	242	1.4442	0.4531	1.4442	1.2018
No log	10.1667	244	1.4742	0.4308	1.4742	1.2142
No log	10.25	246	1.5640	0.3636	1.5640	1.2506
No log	10.3333	248	1.5455	0.3910	1.5455	1.2432
No log	10.4167	250	1.7398	0.3088	1.7398	1.3190
No log	10.5	252	1.7595	0.2774	1.7595	1.3265
No log	10.5833	254	1.4553	0.4296	1.4553	1.2064
No log	10.6667	256	1.3793	0.4962	1.3793	1.1744
No log	10.75	258	1.5749	0.3910	1.5749	1.2550
No log	10.8333	260	2.0032	0.2319	2.0032	1.4153
No log	10.9167	262	2.1317	0.2014	2.1317	1.4600
No log	11.0	264	1.9315	0.25	1.9315	1.3898
No log	11.0833	266	1.5711	0.3969	1.5711	1.2535
No log	11.1667	268	1.4580	0.3721	1.4580	1.2075
No log	11.25	270	1.5161	0.3721	1.5161	1.2313
No log	11.3333	272	1.5368	0.3692	1.5368	1.2397
No log	11.4167	274	1.4620	0.4031	1.4620	1.2091
No log	11.5	276	1.3087	0.4651	1.3087	1.1440
No log	11.5833	278	1.2861	0.5231	1.2861	1.1341
No log	11.6667	280	1.4698	0.4091	1.4698	1.2123
No log	11.75	282	1.9396	0.2941	1.9396	1.3927
No log	11.8333	284	2.2356	0.1583	2.2356	1.4952
No log	11.9167	286	2.0288	0.2815	2.0288	1.4244
No log	12.0	288	1.5470	0.4	1.5470	1.2438
No log	12.0833	290	1.4106	0.4496	1.4106	1.1877
No log	12.1667	292	1.5247	0.3939	1.5247	1.2348
No log	12.25	294	1.6486	0.3731	1.6486	1.2840
No log	12.3333	296	1.6574	0.3459	1.6574	1.2874
No log	12.4167	298	1.4723	0.4308	1.4723	1.2134
No log	12.5	300	1.3044	0.4882	1.3044	1.1421
No log	12.5833	302	1.1850	0.5000	1.1850	1.0886
No log	12.6667	304	1.2284	0.5000	1.2284	1.1083
No log	12.75	306	1.4387	0.4580	1.4387	1.1995
No log	12.8333	308	1.5371	0.3459	1.5371	1.2398
No log	12.9167	310	1.3750	0.4496	1.3750	1.1726
No log	13.0	312	1.1869	0.4921	1.1869	1.0894
No log	13.0833	314	1.1703	0.5	1.1703	1.0818
No log	13.1667	316	1.3197	0.4923	1.3197	1.1488
No log	13.25	318	1.6942	0.3088	1.6942	1.3016
No log	13.3333	320	1.7740	0.3088	1.7740	1.3319
No log	13.4167	322	1.6876	0.3088	1.6876	1.2991
No log	13.5	324	1.6460	0.3759	1.6460	1.2830
No log	13.5833	326	1.4125	0.4462	1.4125	1.1885
No log	13.6667	328	1.2563	0.5000	1.2563	1.1209
No log	13.75	330	1.2788	0.5116	1.2788	1.1309
No log	13.8333	332	1.4948	0.4122	1.4948	1.2226
No log	13.9167	334	1.8487	0.3066	1.8487	1.3597
No log	14.0	336	1.9476	0.3043	1.9476	1.3956
No log	14.0833	338	1.7856	0.3382	1.7856	1.3363
No log	14.1667	340	1.4637	0.3846	1.4637	1.2098
No log	14.25	342	1.3216	0.4590	1.3216	1.1496
No log	14.3333	344	1.2970	0.4590	1.2970	1.1389
No log	14.4167	346	1.3500	0.4590	1.3500	1.1619
No log	14.5	348	1.4465	0.3876	1.4465	1.2027
No log	14.5833	350	1.5707	0.3788	1.5707	1.2533
No log	14.6667	352	1.6160	0.3788	1.6160	1.2712
No log	14.75	354	1.5247	0.3788	1.5247	1.2348
No log	14.8333	356	1.6047	0.3407	1.6047	1.2668
No log	14.9167	358	1.8924	0.2609	1.8924	1.3756
No log	15.0	360	1.9544	0.2590	1.9544	1.3980
No log	15.0833	362	1.8059	0.3088	1.8059	1.3438
No log	15.1667	364	1.6006	0.3759	1.6006	1.2652
No log	15.25	366	1.4975	0.3721	1.4975	1.2237
No log	15.3333	368	1.6026	0.3759	1.6026	1.2659
No log	15.4167	370	1.8377	0.2920	1.8377	1.3556
No log	15.5	372	1.8546	0.2920	1.8546	1.3619
No log	15.5833	374	1.6669	0.3759	1.6669	1.2911
No log	15.6667	376	1.4900	0.3692	1.4900	1.2207
No log	15.75	378	1.4661	0.3969	1.4661	1.2108
No log	15.8333	380	1.5403	0.3692	1.5403	1.2411
No log	15.9167	382	1.6783	0.3485	1.6783	1.2955
No log	16.0	384	1.7192	0.3485	1.7192	1.3112
No log	16.0833	386	1.6263	0.3692	1.6263	1.2753
No log	16.1667	388	1.5780	0.3692	1.5780	1.2562
No log	16.25	390	1.5419	0.3692	1.5419	1.2417
No log	16.3333	392	1.4598	0.3969	1.4598	1.2082
No log	16.4167	394	1.4163	0.4242	1.4163	1.1901
No log	16.5	396	1.4653	0.3817	1.4653	1.2105
No log	16.5833	398	1.4543	0.4091	1.4543	1.2059
No log	16.6667	400	1.3702	0.4409	1.3702	1.1706
No log	16.75	402	1.3308	0.4444	1.3308	1.1536
No log	16.8333	404	1.2817	0.4553	1.2817	1.1321
No log	16.9167	406	1.2764	0.4444	1.2764	1.1298
No log	17.0	408	1.3889	0.4361	1.3889	1.1785
No log	17.0833	410	1.6435	0.3407	1.6435	1.2820
No log	17.1667	412	1.6719	0.3333	1.6719	1.2930
No log	17.25	414	1.7941	0.3165	1.7941	1.3394
No log	17.3333	416	1.8257	0.3165	1.8257	1.3512
No log	17.4167	418	1.7014	0.3768	1.7014	1.3044
No log	17.5	420	1.6971	0.3824	1.6971	1.3027
No log	17.5833	422	1.5994	0.3824	1.5994	1.2647
No log	17.6667	424	1.5000	0.4361	1.5000	1.2247
No log	17.75	426	1.6130	0.3582	1.6130	1.2701
No log	17.8333	428	1.7337	0.3556	1.7337	1.3167
No log	17.9167	430	1.7229	0.3556	1.7229	1.3126
No log	18.0	432	1.7411	0.3556	1.7411	1.3195
No log	18.0833	434	1.6491	0.3308	1.6491	1.2842
No log	18.1667	436	1.4836	0.4409	1.4836	1.2180
No log	18.25	438	1.3792	0.5197	1.3792	1.1744
No log	18.3333	440	1.4060	0.4961	1.4060	1.1858
No log	18.4167	442	1.5174	0.3817	1.5174	1.2318
No log	18.5	444	1.7222	0.3556	1.7222	1.3123
No log	18.5833	446	1.9544	0.2590	1.9544	1.3980
No log	18.6667	448	2.0163	0.2429	2.0163	1.4200
No log	18.75	450	1.9026	0.2754	1.9026	1.3794
No log	18.8333	452	1.6934	0.3308	1.6934	1.3013
No log	18.9167	454	1.4720	0.4394	1.4720	1.2132
No log	19.0	456	1.3916	0.512	1.3916	1.1797
No log	19.0833	458	1.4156	0.5238	1.4156	1.1898
No log	19.1667	460	1.5414	0.4122	1.5414	1.2415
No log	19.25	462	1.7006	0.3308	1.7006	1.3041
No log	19.3333	464	1.8373	0.2794	1.8373	1.3555
No log	19.4167	466	1.7995	0.3111	1.7995	1.3414
No log	19.5	468	1.6254	0.3308	1.6254	1.2749
No log	19.5833	470	1.5260	0.3846	1.5260	1.2353
No log	19.6667	472	1.4598	0.4567	1.4598	1.2082
No log	19.75	474	1.4462	0.4462	1.4462	1.2026
No log	19.8333	476	1.4568	0.4275	1.4568	1.2070
No log	19.9167	478	1.4970	0.3582	1.4970	1.2235
No log	20.0	480	1.5908	0.3582	1.5908	1.2613
No log	20.0833	482	1.5377	0.3852	1.5377	1.2401
No log	20.1667	484	1.5177	0.4030	1.5177	1.2320
No log	20.25	486	1.5586	0.3582	1.5586	1.2485
No log	20.3333	488	1.5636	0.4091	1.5636	1.2504
No log	20.4167	490	1.4352	0.4496	1.4352	1.1980
No log	20.5	492	1.3625	0.5197	1.3625	1.1672
No log	20.5833	494	1.3745	0.4921	1.3745	1.1724
No log	20.6667	496	1.4681	0.4496	1.4681	1.2116
No log	20.75	498	1.5915	0.3308	1.5915	1.2616
0.3473	20.8333	500	1.7302	0.3134	1.7302	1.3154
0.3473	20.9167	502	1.7003	0.3134	1.7003	1.3040
0.3473	21.0	504	1.6096	0.3308	1.6096	1.2687
0.3473	21.0833	506	1.4813	0.4651	1.4813	1.2171
0.3473	21.1667	508	1.3924	0.5197	1.3924	1.1800
0.3473	21.25	510	1.3701	0.5197	1.3701	1.1705
0.3473	21.3333	512	1.3642	0.5197	1.3642	1.1680
0.3473	21.4167	514	1.4068	0.4651	1.4068	1.1861
0.3473	21.5	516	1.4103	0.4394	1.4103	1.1876
0.3473	21.5833	518	1.4415	0.4361	1.4415	1.2006
0.3473	21.6667	520	1.4660	0.4361	1.4660	1.2108
0.3473	21.75	522	1.4821	0.4627	1.4821	1.2174
0.3473	21.8333	524	1.4226	0.4361	1.4226	1.1927
0.3473	21.9167	526	1.3937	0.4651	1.3937	1.1806
0.3473	22.0	528	1.4568	0.4375	1.4568	1.2070
0.3473	22.0833	530	1.5704	0.3969	1.5704	1.2532
0.3473	22.1667	532	1.6335	0.3910	1.6335	1.2781
0.3473	22.25	534	1.5654	0.3910	1.5654	1.2512
0.3473	22.3333	536	1.3944	0.4651	1.3944	1.1808
0.3473	22.4167	538	1.2589	0.5	1.2589	1.1220
0.3473	22.5	540	1.2449	0.5	1.2449	1.1158
0.3473	22.5833	542	1.3660	0.4769	1.3660	1.1687
0.3473	22.6667	544	1.6058	0.3852	1.6058	1.2672
0.3473	22.75	546	1.8224	0.2774	1.8224	1.3500
0.3473	22.8333	548	1.8692	0.2774	1.8692	1.3672
0.3473	22.9167	550	1.7223	0.3582	1.7223	1.3123
0.3473	23.0	552	1.5008	0.3969	1.5008	1.2251
0.3473	23.0833	554	1.4110	0.4462	1.4110	1.1878
0.3473	23.1667	556	1.4871	0.4361	1.4871	1.2195
0.3473	23.25	558	1.6335	0.3910	1.6335	1.2781
0.3473	23.3333	560	1.8228	0.3088	1.8228	1.3501
0.3473	23.4167	562	1.8451	0.3088	1.8451	1.3583
0.3473	23.5	564	1.7585	0.3582	1.7585	1.3261
0.3473	23.5833	566	1.6014	0.3692	1.6014	1.2655
0.3473	23.6667	568	1.4916	0.3721	1.4916	1.2213
0.3473	23.75	570	1.4849	0.3721	1.4849	1.2186
0.3473	23.8333	572	1.5686	0.4091	1.5686	1.2524
0.3473	23.9167	574	1.7403	0.3582	1.7403	1.3192
0.3473	24.0	576	1.8576	0.2899	1.8576	1.3630
0.3473	24.0833	578	1.7996	0.3088	1.7996	1.3415
0.3473	24.1667	580	1.6128	0.4091	1.6128	1.2700
0.3473	24.25	582	1.5220	0.4091	1.5220	1.2337
0.3473	24.3333	584	1.4081	0.3876	1.4081	1.1867
0.3473	24.4167	586	1.3478	0.4252	1.3478	1.1609
0.3473	24.5	588	1.3811	0.3876	1.3811	1.1752
0.3473	24.5833	590	1.4950	0.3692	1.4950	1.2227
0.3473	24.6667	592	1.5711	0.3969	1.5711	1.2534
0.3473	24.75	594	1.6166	0.3969	1.6166	1.2714
0.3473	24.8333	596	1.5509	0.3969	1.5509	1.2454
0.3473	24.9167	598	1.4845	0.3692	1.4845	1.2184
0.3473	25.0	600	1.4454	0.3692	1.4454	1.2023
0.3473	25.0833	602	1.4550	0.3692	1.4550	1.2062
0.3473	25.1667	604	1.5319	0.3969	1.5319	1.2377
0.3473	25.25	606	1.5702	0.4091	1.5702	1.2531
0.3473	25.3333	608	1.6864	0.3582	1.6864	1.2986
0.3473	25.4167	610	1.7184	0.3582	1.7184	1.3109
0.3473	25.5	612	1.7596	0.3259	1.7596	1.3265
0.3473	25.5833	614	1.7643	0.3259	1.7643	1.3283
0.3473	25.6667	616	1.7020	0.3582	1.7020	1.3046
0.3473	25.75	618	1.6561	0.3910	1.6561	1.2869
0.3473	25.8333	620	1.6645	0.3910	1.6645	1.2902
0.3473	25.9167	622	1.6962	0.3910	1.6962	1.3024
0.3473	26.0	624	1.6428	0.3817	1.6428	1.2817
0.3473	26.0833	626	1.5377	0.3692	1.5377	1.2400
0.3473	26.1667	628	1.5436	0.3692	1.5436	1.2424
0.3473	26.25	630	1.5057	0.3692	1.5057	1.2271
0.3473	26.3333	632	1.4131	0.4640	1.4131	1.1887
0.3473	26.4167	634	1.3908	0.4921	1.3908	1.1793
0.3473	26.5	636	1.3922	0.4921	1.3922	1.1799
0.3473	26.5833	638	1.4796	0.3876	1.4796	1.2164
0.3473	26.6667	640	1.6404	0.3485	1.6404	1.2808
0.3473	26.75	642	1.7031	0.3308	1.7031	1.3050
0.3473	26.8333	644	1.6639	0.3485	1.6639	1.2899
0.3473	26.9167	646	1.5028	0.4	1.5028	1.2259
0.3473	27.0	648	1.3414	0.4844	1.3414	1.1582
0.3473	27.0833	650	1.2883	0.5469	1.2883	1.1350
0.3473	27.1667	652	1.2927	0.5469	1.2927	1.1370
0.3473	27.25	654	1.3850	0.4462	1.3850	1.1769
0.3473	27.3333	656	1.5551	0.4275	1.5551	1.2470
0.3473	27.4167	658	1.7083	0.3308	1.7083	1.3070
0.3473	27.5	660	1.7420	0.2985	1.7420	1.3198
0.3473	27.5833	662	1.6705	0.3308	1.6705	1.2925
0.3473	27.6667	664	1.5327	0.3876	1.5327	1.2380
0.3473	27.75	666	1.4709	0.4154	1.4709	1.2128
0.3473	27.8333	668	1.4270	0.4724	1.4270	1.1946
0.3473	27.9167	670	1.3996	0.4921	1.3996	1.1830
0.3473	28.0	672	1.3583	0.496	1.3583	1.1655
0.3473	28.0833	674	1.3787	0.4921	1.3787	1.1742
0.3473	28.1667	676	1.4414	0.4341	1.4414	1.2006
0.3473	28.25	678	1.5181	0.3876	1.5181	1.2321
0.3473	28.3333	680	1.5347	0.3876	1.5347	1.2388
0.3473	28.4167	682	1.5135	0.3876	1.5135	1.2303
0.3473	28.5	684	1.5020	0.3876	1.5020	1.2256
0.3473	28.5833	686	1.4830	0.3876	1.4830	1.2178
0.3473	28.6667	688	1.5064	0.3969	1.5064	1.2273
0.3473	28.75	690	1.5809	0.3636	1.5809	1.2573
0.3473	28.8333	692	1.6100	0.3636	1.6100	1.2689
0.3473	28.9167	694	1.5616	0.4091	1.5616	1.2496
0.3473	29.0	696	1.4965	0.4154	1.4965	1.2233
0.3473	29.0833	698	1.4456	0.4154	1.4456	1.2023
0.3473	29.1667	700	1.4145	0.4427	1.4145	1.1893
0.3473	29.25	702	1.4461	0.4154	1.4461	1.2025
0.3473	29.3333	704	1.4785	0.4154	1.4785	1.2159
0.3473	29.4167	706	1.6036	0.3910	1.6036	1.2663
0.3473	29.5	708	1.7299	0.3359	1.7299	1.3153
0.3473	29.5833	710	1.7962	0.3008	1.7962	1.3402
0.3473	29.6667	712	1.7690	0.3609	1.7690	1.3300
0.3473	29.75	714	1.7525	0.3881	1.7525	1.3238
0.3473	29.8333	716	1.6616	0.3636	1.6616	1.2890
0.3473	29.9167	718	1.5446	0.3817	1.5446	1.2428
0.3473	30.0	720	1.4550	0.4091	1.4550	1.2062
0.3473	30.0833	722	1.4005	0.4724	1.4005	1.1834
0.3473	30.1667	724	1.4172	0.4724	1.4172	1.1904
0.3473	30.25	726	1.4921	0.3817	1.4921	1.2215
0.3473	30.3333	728	1.5469	0.3817	1.5469	1.2438
0.3473	30.4167	730	1.6085	0.3910	1.6085	1.2683
0.3473	30.5	732	1.7250	0.3556	1.7250	1.3134
0.3473	30.5833	734	1.7215	0.3556	1.7215	1.3121
0.3473	30.6667	736	1.6002	0.3910	1.6002	1.2650
0.3473	30.75	738	1.4392	0.4122	1.4392	1.1997
0.3473	30.8333	740	1.4004	0.4122	1.4004	1.1834
0.3473	30.9167	742	1.4447	0.4122	1.4447	1.2020
0.3473	31.0	744	1.5190	0.3910	1.5190	1.2325
0.3473	31.0833	746	1.6653	0.3881	1.6653	1.2905
0.3473	31.1667	748	1.7947	0.3382	1.7947	1.3397
0.3473	31.25	750	1.8019	0.3382	1.8019	1.3423
0.3473	31.3333	752	1.6892	0.3881	1.6892	1.2997
0.3473	31.4167	754	1.5839	0.3636	1.5839	1.2585
0.3473	31.5	756	1.4572	0.4122	1.4572	1.2072
0.3473	31.5833	758	1.4122	0.4252	1.4122	1.1884
0.3473	31.6667	760	1.3924	0.4252	1.3924	1.1800
0.3473	31.75	762	1.3810	0.4252	1.3810	1.1752
0.3473	31.8333	764	1.4104	0.4062	1.4104	1.1876
0.3473	31.9167	766	1.4395	0.3721	1.4395	1.1998
0.3473	32.0	768	1.4467	0.3721	1.4467	1.2028
0.3473	32.0833	770	1.4367	0.3721	1.4367	1.1986
0.3473	32.1667	772	1.4089	0.4341	1.4089	1.1870
0.3473	32.25	774	1.3721	0.4531	1.3721	1.1714
0.3473	32.3333	776	1.3905	0.4341	1.3905	1.1792
0.3473	32.4167	778	1.3906	0.4341	1.3906	1.1792
0.3473	32.5	780	1.4134	0.4	1.4134	1.1889
0.3473	32.5833	782	1.4472	0.3969	1.4472	1.2030
0.3473	32.6667	784	1.4077	0.4	1.4077	1.1865
0.3473	32.75	786	1.3463	0.4409	1.3463	1.1603
0.3473	32.8333	788	1.3463	0.4409	1.3463	1.1603
0.3473	32.9167	790	1.3831	0.4409	1.3831	1.1760
0.3473	33.0	792	1.4685	0.4341	1.4685	1.2118
0.3473	33.0833	794	1.5691	0.3817	1.5691	1.2526
0.3473	33.1667	796	1.5930	0.3788	1.5930	1.2621
0.3473	33.25	798	1.5511	0.3846	1.5511	1.2454
0.3473	33.3333	800	1.5299	0.3721	1.5299	1.2369
0.3473	33.4167	802	1.4790	0.3594	1.4790	1.2162
0.3473	33.5	804	1.4840	0.3876	1.4840	1.2182
0.3473	33.5833	806	1.5265	0.3876	1.5265	1.2355
0.3473	33.6667	808	1.5821	0.3721	1.5821	1.2578
0.3473	33.75	810	1.6116	0.3721	1.6116	1.2695
0.3473	33.8333	812	1.6174	0.3846	1.6174	1.2718
0.3473	33.9167	814	1.6425	0.3846	1.6425	1.2816
0.3473	34.0	816	1.6746	0.3759	1.6746	1.2941
0.3473	34.0833	818	1.6328	0.3846	1.6328	1.2778
0.3473	34.1667	820	1.5365	0.3721	1.5365	1.2395
0.3473	34.25	822	1.4235	0.4409	1.4235	1.1931
0.3473	34.3333	824	1.3348	0.4878	1.3348	1.1553
0.3473	34.4167	826	1.2615	0.4754	1.2615	1.1232
0.3473	34.5	828	1.2404	0.4754	1.2404	1.1137
0.3473	34.5833	830	1.2538	0.4839	1.2538	1.1197
0.3473	34.6667	832	1.3123	0.4724	1.3123	1.1455
0.3473	34.75	834	1.4169	0.4	1.4169	1.1903
0.3473	34.8333	836	1.5898	0.3817	1.5898	1.2609
0.3473	34.9167	838	1.6691	0.3881	1.6691	1.2919
0.3473	35.0	840	1.6776	0.3881	1.6776	1.2952
0.3473	35.0833	842	1.6194	0.4091	1.6194	1.2726
0.3473	35.1667	844	1.5239	0.3846	1.5239	1.2345
0.3473	35.25	846	1.4820	0.4062	1.4820	1.2174
0.3473	35.3333	848	1.5203	0.3721	1.5203	1.2330
0.3473	35.4167	850	1.6167	0.4091	1.6167	1.2715
0.3473	35.5	852	1.6415	0.4091	1.6415	1.2812
0.3473	35.5833	854	1.6125	0.4091	1.6125	1.2699
0.3473	35.6667	856	1.5290	0.3846	1.5290	1.2365
0.3473	35.75	858	1.4683	0.4062	1.4683	1.2117
0.3473	35.8333	860	1.4898	0.3721	1.4898	1.2206
0.3473	35.9167	862	1.5955	0.4091	1.5955	1.2631
0.3473	36.0	864	1.7619	0.3235	1.7619	1.3274
0.3473	36.0833	866	1.9347	0.2734	1.9347	1.3909
0.3473	36.1667	868	1.9221	0.2899	1.9221	1.3864
0.3473	36.25	870	1.7307	0.3556	1.7307	1.3156
0.3473	36.3333	872	1.5230	0.3692	1.5230	1.2341
0.3473	36.4167	874	1.4022	0.4724	1.4022	1.1842
0.3473	36.5	876	1.3449	0.48	1.3449	1.1597
0.3473	36.5833	878	1.3218	0.48	1.3218	1.1497
0.3473	36.6667	880	1.3581	0.4762	1.3581	1.1654
0.3473	36.75	882	1.4765	0.4154	1.4765	1.2151
0.3473	36.8333	884	1.5723	0.3817	1.5723	1.2539
0.3473	36.9167	886	1.6033	0.3817	1.6033	1.2662
0.3473	37.0	888	1.6096	0.4091	1.6096	1.2687
0.3473	37.0833	890	1.5316	0.3817	1.5316	1.2376
0.3473	37.1667	892	1.4782	0.3876	1.4782	1.2158
0.3473	37.25	894	1.4913	0.3692	1.4913	1.2212
0.3473	37.3333	896	1.5002	0.3692	1.5002	1.2248
0.3473	37.4167	898	1.4666	0.3906	1.4666	1.2110
0.3473	37.5	900	1.3901	0.4444	1.3901	1.1790
0.3473	37.5833	902	1.3456	0.4762	1.3456	1.1600
0.3473	37.6667	904	1.3745	0.4531	1.3745	1.1724
0.3473	37.75	906	1.4818	0.3846	1.4818	1.2173
0.3473	37.8333	908	1.6230	0.3636	1.6230	1.2740
0.3473	37.9167	910	1.6556	0.3636	1.6556	1.2867
0.3473	38.0	912	1.7204	0.3910	1.7204	1.3116
0.3473	38.0833	914	1.6540	0.3636	1.6540	1.2861
0.3473	38.1667	916	1.5205	0.4091	1.5205	1.2331
0.3473	38.25	918	1.3496	0.4375	1.3496	1.1617
0.3473	38.3333	920	1.2791	0.4921	1.2791	1.1310
0.3473	38.4167	922	1.2985	0.4921	1.2985	1.1395
0.3473	38.5	924	1.3775	0.4375	1.3775	1.1737
0.3473	38.5833	926	1.5076	0.3969	1.5076	1.2279
0.3473	38.6667	928	1.6632	0.3817	1.6632	1.2897
0.3473	38.75	930	1.7596	0.3308	1.7596	1.3265
0.3473	38.8333	932	1.7383	0.3308	1.7383	1.3184
0.3473	38.9167	934	1.6430	0.3817	1.6430	1.2818
0.3473	39.0	936	1.5173	0.4062	1.5173	1.2318
0.3473	39.0833	938	1.4261	0.4375	1.4261	1.1942
0.3473	39.1667	940	1.3806	0.4375	1.3806	1.1750
0.3473	39.25	942	1.3888	0.4375	1.3888	1.1785
0.3473	39.3333	944	1.4307	0.4375	1.4307	1.1961
0.3473	39.4167	946	1.4846	0.4341	1.4846	1.2184
0.3473	39.5	948	1.5231	0.4062	1.5231	1.2342
0.3473	39.5833	950	1.5628	0.3876	1.5628	1.2501
0.3473	39.6667	952	1.5737	0.3876	1.5737	1.2545
0.3473	39.75	954	1.5861	0.4	1.5861	1.2594
0.3473	39.8333	956	1.5856	0.4	1.5856	1.2592
0.3473	39.9167	958	1.5903	0.3817	1.5903	1.2611
0.3473	40.0	960	1.5876	0.3817	1.5876	1.2600
0.3473	40.0833	962	1.5509	0.4	1.5509	1.2454
0.3473	40.1667	964	1.5467	0.4	1.5467	1.2437
0.3473	40.25	966	1.5206	0.4154	1.5206	1.2331
0.3473	40.3333	968	1.5250	0.3876	1.5250	1.2349
0.3473	40.4167	970	1.5128	0.3876	1.5128	1.2300
0.3473	40.5	972	1.4852	0.3906	1.4852	1.2187
0.3473	40.5833	974	1.4268	0.4094	1.4268	1.1945
0.3473	40.6667	976	1.3800	0.4375	1.3800	1.1747
0.3473	40.75	978	1.3712	0.4375	1.3712	1.1710
0.3473	40.8333	980	1.3526	0.4375	1.3526	1.1630
0.3473	40.9167	982	1.3647	0.4375	1.3647	1.1682
0.3473	41.0	984	1.4050	0.4186	1.4050	1.1853
0.3473	41.0833	986	1.4468	0.4186	1.4468	1.2028
0.3473	41.1667	988	1.4611	0.4462	1.4611	1.2088
0.3473	41.25	990	1.4935	0.4275	1.4935	1.2221
0.3473	41.3333	992	1.5595	0.4242	1.5595	1.2488
0.3473	41.4167	994	1.6439	0.4091	1.6439	1.2822
0.3473	41.5	996	1.6923	0.3759	1.6923	1.3009
0.3473	41.5833	998	1.6508	0.4091	1.6508	1.2848
0.0597	41.6667	1000	1.5657	0.3969	1.5657	1.2513
0.0597	41.75	1002	1.5377	0.4154	1.5377	1.2401
0.0597	41.8333	1004	1.5517	0.3969	1.5517	1.2457
0.0597	41.9167	1006	1.5451	0.4154	1.5451	1.2430
0.0597	42.0	1008	1.5300	0.4154	1.5300	1.2369
0.0597	42.0833	1010	1.5222	0.4154	1.5222	1.2338
0.0597	42.1667	1012	1.5286	0.3969	1.5286	1.2364
0.0597	42.25	1014	1.5510	0.4091	1.5510	1.2454
0.0597	42.3333	1016	1.5480	0.4091	1.5480	1.2442
0.0597	42.4167	1018	1.5104	0.4242	1.5104	1.2290
0.0597	42.5	1020	1.5272	0.4091	1.5272	1.2358
0.0597	42.5833	1022	1.5643	0.4091	1.5643	1.2507
0.0597	42.6667	1024	1.5518	0.4091	1.5518	1.2457
0.0597	42.75	1026	1.4961	0.4091	1.4961	1.2232
0.0597	42.8333	1028	1.4625	0.4122	1.4625	1.2093
0.0597	42.9167	1030	1.4569	0.4122	1.4569	1.2070
0.0597	43.0	1032	1.4572	0.4122	1.4572	1.2071
0.0597	43.0833	1034	1.4236	0.4186	1.4236	1.1931
0.0597	43.1667	1036	1.4006	0.4186	1.4006	1.1834
0.0597	43.25	1038	1.3914	0.4531	1.3914	1.1796
0.0597	43.3333	1040	1.3888	0.4531	1.3888	1.1785
0.0597	43.4167	1042	1.4192	0.4186	1.4192	1.1913
0.0597	43.5	1044	1.4778	0.3969	1.4778	1.2156
0.0597	43.5833	1046	1.4857	0.3969	1.4857	1.2189
0.0597	43.6667	1048	1.4992	0.3969	1.4992	1.2244
0.0597	43.75	1050	1.5010	0.3969	1.5010	1.2251
0.0597	43.8333	1052	1.4767	0.3692	1.4767	1.2152

Framework versions

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