ArabicNewSplits7_B_usingWellWrittenEssays_FineTuningAraBERT_run2_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: 1.5795
• Qwk: 0.3721
• Mse: 1.5795
• Rmse: 1.2568

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	0.0225	2	6.9817	-0.0164	6.9817	2.6423
No log	0.0449	4	4.6447	0.0591	4.6447	2.1552
No log	0.0674	6	3.8001	-0.0615	3.8001	1.9494
No log	0.0899	8	3.3370	-0.0444	3.3370	1.8268
No log	0.1124	10	2.3886	0.0480	2.3886	1.5455
No log	0.1348	12	1.9677	0.0177	1.9677	1.4028
No log	0.1573	14	1.8481	0.1165	1.8481	1.3595
No log	0.1798	16	2.0791	0.1455	2.0791	1.4419
No log	0.2022	18	2.3973	-0.0993	2.3973	1.5483
No log	0.2247	20	2.3825	-0.0839	2.3825	1.5435
No log	0.2472	22	2.1159	0.1951	2.1159	1.4546
No log	0.2697	24	2.0989	0.1626	2.0989	1.4487
No log	0.2921	26	2.0196	0.2906	2.0196	1.4211
No log	0.3146	28	1.9123	0.2364	1.9123	1.3829
No log	0.3371	30	1.8309	0.1333	1.8309	1.3531
No log	0.3596	32	1.6937	0.0784	1.6937	1.3014
No log	0.3820	34	1.7125	0.0777	1.7125	1.3086
No log	0.4045	36	1.8657	0.1579	1.8657	1.3659
No log	0.4270	38	1.9920	0.1653	1.9920	1.4114
No log	0.4494	40	1.8623	0.2105	1.8623	1.3647
No log	0.4719	42	1.9689	0.2364	1.9689	1.4032
No log	0.4944	44	2.3429	-0.0317	2.3429	1.5307
No log	0.5169	46	2.4277	-0.0630	2.4277	1.5581
No log	0.5393	48	2.5333	-0.0896	2.5333	1.5916
No log	0.5618	50	2.5651	-0.0851	2.5651	1.6016
No log	0.5843	52	2.3577	-0.0142	2.3577	1.5355
No log	0.6067	54	2.1155	0.2047	2.1155	1.4545
No log	0.6292	56	1.8544	0.3304	1.8544	1.3618
No log	0.6517	58	1.7504	0.1852	1.7504	1.3230
No log	0.6742	60	1.8330	0.3077	1.8330	1.3539
No log	0.6966	62	1.7905	0.3077	1.7905	1.3381
No log	0.7191	64	1.7833	0.3077	1.7833	1.3354
No log	0.7416	66	1.6870	0.3248	1.6870	1.2988
No log	0.7640	68	1.4774	0.2545	1.4774	1.2155
No log	0.7865	70	1.4206	0.2545	1.4206	1.1919
No log	0.8090	72	1.4240	0.2593	1.4240	1.1933
No log	0.8315	74	1.4851	0.2385	1.4851	1.2186
No log	0.8539	76	1.5889	0.2727	1.5889	1.2605
No log	0.8764	78	1.6582	0.3051	1.6582	1.2877
No log	0.8989	80	1.7111	0.2975	1.7111	1.3081
No log	0.9213	82	1.7346	0.3226	1.7346	1.3171
No log	0.9438	84	1.6351	0.2957	1.6351	1.2787
No log	0.9663	86	1.6127	0.25	1.6127	1.2699
No log	0.9888	88	1.4361	0.2385	1.4361	1.1984
No log	1.0112	90	1.3065	0.3363	1.3065	1.1430
No log	1.0337	92	1.2411	0.4483	1.2411	1.1140
No log	1.0562	94	1.2819	0.4370	1.2819	1.1322
No log	1.0787	96	1.4237	0.3529	1.4237	1.1932
No log	1.1011	98	1.3179	0.3697	1.3179	1.1480
No log	1.1236	100	1.2047	0.4615	1.2047	1.0976
No log	1.1461	102	1.2206	0.4444	1.2206	1.1048
No log	1.1685	104	1.1773	0.4874	1.1773	1.0850
No log	1.1910	106	1.1951	0.4667	1.1951	1.0932
No log	1.2135	108	1.1466	0.4615	1.1466	1.0708
No log	1.2360	110	1.1903	0.5128	1.1903	1.0910
No log	1.2584	112	1.1841	0.5042	1.1841	1.0882
No log	1.2809	114	1.1594	0.4386	1.1594	1.0767
No log	1.3034	116	1.2078	0.3860	1.2078	1.0990
No log	1.3258	118	1.2429	0.3571	1.2429	1.1148
No log	1.3483	120	1.2978	0.3571	1.2978	1.1392
No log	1.3708	122	1.3525	0.3273	1.3525	1.1630
No log	1.3933	124	1.3968	0.3393	1.3968	1.1819
No log	1.4157	126	1.3801	0.3717	1.3801	1.1748
No log	1.4382	128	1.3357	0.4035	1.3357	1.1557
No log	1.4607	130	1.3255	0.4483	1.3255	1.1513
No log	1.4831	132	1.3435	0.4793	1.3435	1.1591
No log	1.5056	134	1.4180	0.4160	1.4180	1.1908
No log	1.5281	136	1.4587	0.4127	1.4587	1.2078
No log	1.5506	138	1.4463	0.3721	1.4463	1.2026
No log	1.5730	140	1.4295	0.4031	1.4295	1.1956
No log	1.5955	142	1.3807	0.4923	1.3807	1.1750
No log	1.6180	144	1.3940	0.4219	1.3940	1.1807
No log	1.6404	146	1.5269	0.3906	1.5269	1.2357
No log	1.6629	148	1.6193	0.3359	1.6193	1.2725
No log	1.6854	150	1.6272	0.2969	1.6272	1.2756
No log	1.7079	152	1.6076	0.3622	1.6076	1.2679
No log	1.7303	154	1.6871	0.1653	1.6871	1.2989
No log	1.7528	156	1.7688	0.2097	1.7688	1.3300
No log	1.7753	158	1.7868	0.2171	1.7868	1.3367
No log	1.7978	160	1.7398	0.2946	1.7398	1.3190
No log	1.8202	162	1.6356	0.3721	1.6356	1.2789
No log	1.8427	164	1.6639	0.3433	1.6639	1.2899
No log	1.8652	166	1.5699	0.3538	1.5699	1.2529
No log	1.8876	168	1.5133	0.3115	1.5133	1.2302
No log	1.9101	170	1.5118	0.3934	1.5118	1.2295
No log	1.9326	172	1.5368	0.3548	1.5368	1.2397
No log	1.9551	174	1.5567	0.3680	1.5567	1.2477
No log	1.9775	176	1.6614	0.2923	1.6614	1.2890
No log	2.0	178	1.6611	0.2791	1.6611	1.2888
No log	2.0225	180	1.5963	0.3103	1.5963	1.2634
No log	2.0449	182	1.6186	0.3186	1.6186	1.2723
No log	2.0674	184	1.5712	0.3304	1.5712	1.2535
No log	2.0899	186	1.6265	0.2581	1.6265	1.2754
No log	2.1124	188	1.6578	0.2835	1.6578	1.2875
No log	2.1348	190	1.6814	0.3359	1.6814	1.2967
No log	2.1573	192	1.6773	0.3182	1.6773	1.2951
No log	2.1798	194	1.6149	0.3459	1.6149	1.2708
No log	2.2022	196	1.6107	0.2857	1.6107	1.2691
No log	2.2247	198	1.5516	0.3206	1.5516	1.2456
No log	2.2472	200	1.4413	0.4262	1.4413	1.2006
No log	2.2697	202	1.3920	0.4628	1.3920	1.1798
No log	2.2921	204	1.3956	0.4390	1.3956	1.1814
No log	2.3146	206	1.5625	0.3333	1.5625	1.2500
No log	2.3371	208	1.7745	0.3308	1.7745	1.3321
No log	2.3596	210	1.7695	0.3308	1.7695	1.3302
No log	2.3820	212	1.6972	0.3008	1.6972	1.3028
No log	2.4045	214	1.6307	0.3307	1.6307	1.2770
No log	2.4270	216	1.6899	0.3101	1.6899	1.3000
No log	2.4494	218	1.7467	0.3101	1.7467	1.3216
No log	2.4719	220	1.8214	0.2879	1.8214	1.3496
No log	2.4944	222	1.8477	0.2734	1.8477	1.3593
No log	2.5169	224	1.7800	0.3382	1.7800	1.3342
No log	2.5393	226	1.6373	0.3101	1.6373	1.2796
No log	2.5618	228	1.4859	0.2881	1.4859	1.2190
No log	2.5843	230	1.4708	0.35	1.4708	1.2128
No log	2.6067	232	1.5462	0.3387	1.5462	1.2435
No log	2.6292	234	1.6797	0.3538	1.6797	1.2960
No log	2.6517	236	1.8100	0.3235	1.8100	1.3454
No log	2.6742	238	1.7861	0.3066	1.7861	1.3365
No log	2.6966	240	1.6650	0.3008	1.6650	1.2904
No log	2.7191	242	1.4909	0.4219	1.4909	1.2210
No log	2.7416	244	1.4408	0.4098	1.4408	1.2003
No log	2.7640	246	1.4747	0.3252	1.4747	1.2144
No log	2.7865	248	1.6261	0.3538	1.6261	1.2752
No log	2.8090	250	1.7176	0.3459	1.7176	1.3106
No log	2.8315	252	1.6667	0.3538	1.6667	1.2910
No log	2.8539	254	1.6249	0.3459	1.6249	1.2747
No log	2.8764	256	1.5433	0.3788	1.5433	1.2423
No log	2.8989	258	1.5077	0.3788	1.5077	1.2279
No log	2.9213	260	1.5218	0.3485	1.5218	1.2336
No log	2.9438	262	1.5805	0.3308	1.5805	1.2572
No log	2.9663	264	1.4897	0.3876	1.4897	1.2205
No log	2.9888	266	1.4335	0.4160	1.4335	1.1973
No log	3.0112	268	1.3813	0.4333	1.3813	1.1753
No log	3.0337	270	1.3602	0.3793	1.3602	1.1663
No log	3.0562	272	1.3608	0.4103	1.3608	1.1665
No log	3.0787	274	1.4118	0.4065	1.4118	1.1882
No log	3.1011	276	1.4358	0.4160	1.4358	1.1983
No log	3.1236	278	1.3979	0.3934	1.3979	1.1823
No log	3.1461	280	1.3863	0.4228	1.3863	1.1774
No log	3.1685	282	1.3394	0.4839	1.3394	1.1573
No log	3.1910	284	1.2881	0.4918	1.2881	1.1349
No log	3.2135	286	1.2925	0.4960	1.2925	1.1369
No log	3.2360	288	1.3416	0.4567	1.3416	1.1583
No log	3.2584	290	1.3994	0.4567	1.3994	1.1830
No log	3.2809	292	1.5069	0.4361	1.5069	1.2276
No log	3.3034	294	1.5200	0.4394	1.5200	1.2329
No log	3.3258	296	1.4918	0.4394	1.4918	1.2214
No log	3.3483	298	1.5266	0.4361	1.5266	1.2356
No log	3.3708	300	1.6453	0.3768	1.6453	1.2827
No log	3.3933	302	1.6844	0.3830	1.6844	1.2979
No log	3.4157	304	1.6666	0.3830	1.6666	1.2910
No log	3.4382	306	1.6825	0.4028	1.6825	1.2971
No log	3.4607	308	1.7813	0.3472	1.7813	1.3346
No log	3.4831	310	1.9908	0.2313	1.9908	1.4110
No log	3.5056	312	2.0099	0.2254	2.0099	1.4177
No log	3.5281	314	1.8245	0.3043	1.8245	1.3507
No log	3.5506	316	1.6500	0.3511	1.6500	1.2845
No log	3.5730	318	1.5958	0.3876	1.5958	1.2632
No log	3.5955	320	1.5690	0.3810	1.5690	1.2526
No log	3.6180	322	1.6180	0.3333	1.6180	1.2720
No log	3.6404	324	1.7345	0.3459	1.7345	1.3170
No log	3.6629	326	1.8700	0.2754	1.8700	1.3675
No log	3.6854	328	1.7817	0.3165	1.7817	1.3348
No log	3.7079	330	1.5390	0.3459	1.5390	1.2406
No log	3.7303	332	1.3777	0.5312	1.3777	1.1738
No log	3.7528	334	1.4007	0.4000	1.4007	1.1835
No log	3.7753	336	1.4459	0.4132	1.4459	1.2025
No log	3.7978	338	1.4955	0.3607	1.4955	1.2229
No log	3.8202	340	1.6509	0.3817	1.6509	1.2849
No log	3.8427	342	1.8027	0.2774	1.8027	1.3427
No log	3.8652	344	1.8698	0.3165	1.8698	1.3674
No log	3.8876	346	1.7483	0.3043	1.7483	1.3222
No log	3.9101	348	1.6764	0.3309	1.6764	1.2948
No log	3.9326	350	1.6354	0.3650	1.6354	1.2788
No log	3.9551	352	1.5752	0.3759	1.5752	1.2551
No log	3.9775	354	1.4561	0.4677	1.4561	1.2067
No log	4.0	356	1.4294	0.4098	1.4294	1.1956
No log	4.0225	358	1.4044	0.4098	1.4044	1.1851
No log	4.0449	360	1.4457	0.4496	1.4457	1.2024
No log	4.0674	362	1.6139	0.3407	1.6139	1.2704
No log	4.0899	364	1.7963	0.2774	1.7963	1.3403
No log	4.1124	366	1.8254	0.2857	1.8254	1.3511
No log	4.1348	368	1.7237	0.3165	1.7237	1.3129
No log	4.1573	370	1.5695	0.4060	1.5695	1.2528
No log	4.1798	372	1.5338	0.4242	1.5338	1.2385
No log	4.2022	374	1.6180	0.4	1.6180	1.2720
No log	4.2247	376	1.8532	0.3034	1.8532	1.3613
No log	4.2472	378	2.0153	0.2238	2.0153	1.4196
No log	4.2697	380	1.9777	0.1985	1.9777	1.4063
No log	4.2921	382	1.8500	0.2205	1.8500	1.3601
No log	4.3146	384	1.6510	0.2969	1.6510	1.2849
No log	4.3371	386	1.5321	0.4328	1.5321	1.2378
No log	4.3596	388	1.4651	0.4580	1.4651	1.2104
No log	4.3820	390	1.4712	0.4328	1.4712	1.2129
No log	4.4045	392	1.5167	0.4060	1.5167	1.2315
No log	4.4270	394	1.5596	0.3385	1.5596	1.2488
No log	4.4494	396	1.5685	0.3651	1.5685	1.2524
No log	4.4719	398	1.5855	0.3937	1.5855	1.2592
No log	4.4944	400	1.5675	0.4062	1.5675	1.2520
No log	4.5169	402	1.5661	0.3511	1.5661	1.2514
No log	4.5393	404	1.6146	0.3111	1.6146	1.2707
No log	4.5618	406	1.6624	0.3235	1.6624	1.2893
No log	4.5843	408	1.6689	0.3111	1.6689	1.2919
No log	4.6067	410	1.7052	0.2727	1.7052	1.3058
No log	4.6292	412	1.7290	0.2154	1.7290	1.3149
No log	4.6517	414	1.8167	0.2154	1.8167	1.3478
No log	4.6742	416	1.8196	0.2031	1.8196	1.3489
No log	4.6966	418	1.7380	0.24	1.7380	1.3183
No log	4.7191	420	1.6568	0.2857	1.6568	1.2872
No log	4.7416	422	1.6230	0.3306	1.6230	1.2740
No log	4.7640	424	1.6709	0.3077	1.6709	1.2926
No log	4.7865	426	1.7943	0.2667	1.7943	1.3395
No log	4.8090	428	1.8870	0.2482	1.8870	1.3737
No log	4.8315	430	1.8751	0.2482	1.8751	1.3694
No log	4.8539	432	1.7554	0.2667	1.7554	1.3249
No log	4.8764	434	1.6804	0.2901	1.6804	1.2963
No log	4.8989	436	1.6667	0.2969	1.6667	1.2910
No log	4.9213	438	1.7282	0.1951	1.7282	1.3146
No log	4.9438	440	1.7736	0.2185	1.7736	1.3318
No log	4.9663	442	1.7461	0.1983	1.7461	1.3214
No log	4.9888	444	1.6355	0.2314	1.6355	1.2789
No log	5.0112	446	1.5851	0.2927	1.5851	1.2590
No log	5.0337	448	1.6181	0.2969	1.6181	1.2720
No log	5.0562	450	1.6963	0.2595	1.6963	1.3024
No log	5.0787	452	1.7543	0.2462	1.7543	1.3245
No log	5.1011	454	1.7120	0.2880	1.7120	1.3084
No log	5.1236	456	1.6194	0.2927	1.6194	1.2726
No log	5.1461	458	1.5390	0.3333	1.5390	1.2406
No log	5.1685	460	1.4585	0.4065	1.4585	1.2077
No log	5.1910	462	1.4451	0.4355	1.4451	1.2021
No log	5.2135	464	1.4880	0.3840	1.4880	1.2199
No log	5.2360	466	1.6027	0.2969	1.6027	1.2660
No log	5.2584	468	1.7527	0.2857	1.7527	1.3239
No log	5.2809	470	1.7581	0.2857	1.7581	1.3259
No log	5.3034	472	1.6593	0.3231	1.6593	1.2882
No log	5.3258	474	1.5139	0.3333	1.5139	1.2304
No log	5.3483	476	1.4421	0.3636	1.4421	1.2009
No log	5.3708	478	1.3918	0.3967	1.3918	1.1797
No log	5.3933	480	1.4096	0.4065	1.4096	1.1873
No log	5.4157	482	1.4983	0.3622	1.4983	1.2241
No log	5.4382	484	1.6416	0.3158	1.6416	1.2812
No log	5.4607	486	1.6644	0.3134	1.6644	1.2901
No log	5.4831	488	1.5819	0.3459	1.5819	1.2577
No log	5.5056	490	1.5486	0.3664	1.5486	1.2444
No log	5.5281	492	1.5850	0.3256	1.5850	1.2590
No log	5.5506	494	1.6109	0.3256	1.6109	1.2692
No log	5.5730	496	1.5704	0.3968	1.5704	1.2532
No log	5.5955	498	1.6104	0.3438	1.6104	1.2690
0.4559	5.6180	500	1.7098	0.2667	1.7098	1.3076
0.4559	5.6404	502	1.7790	0.2609	1.7790	1.3338
0.4559	5.6629	504	1.7034	0.2794	1.7034	1.3051
0.4559	5.6854	506	1.5696	0.3582	1.5696	1.2528
0.4559	5.7079	508	1.4611	0.4275	1.4611	1.2088
0.4559	5.7303	510	1.4073	0.4806	1.4073	1.1863
0.4559	5.7528	512	1.4294	0.4252	1.4294	1.1956
0.4559	5.7753	514	1.5060	0.3721	1.5060	1.2272
0.4559	5.7978	516	1.6358	0.3433	1.6358	1.2790
0.4559	5.8202	518	1.6381	0.3433	1.6381	1.2799
0.4559	5.8427	520	1.5234	0.3692	1.5234	1.2343
0.4559	5.8652	522	1.4190	0.4252	1.4190	1.1912
0.4559	5.8876	524	1.3917	0.4531	1.3917	1.1797
0.4559	5.9101	526	1.4614	0.3969	1.4614	1.2089
0.4559	5.9326	528	1.5786	0.3134	1.5786	1.2564
0.4559	5.9551	530	1.7052	0.2857	1.7052	1.3058
0.4559	5.9775	532	1.8285	0.2734	1.8285	1.3522
0.4559	6.0	534	1.9120	0.2571	1.9120	1.3828
0.4559	6.0225	536	1.8390	0.2734	1.8390	1.3561
0.4559	6.0449	538	1.6356	0.3143	1.6356	1.2789
0.4559	6.0674	540	1.4879	0.3846	1.4879	1.2198
0.4559	6.0899	542	1.4189	0.3968	1.4189	1.1912
0.4559	6.1124	544	1.4038	0.4480	1.4038	1.1848
0.4559	6.1348	546	1.4614	0.3968	1.4614	1.2089
0.4559	6.1573	548	1.5467	0.3876	1.5467	1.2437
0.4559	6.1798	550	1.6223	0.3066	1.6223	1.2737
0.4559	6.2022	552	1.6403	0.2878	1.6403	1.2807
0.4559	6.2247	554	1.5874	0.3143	1.5874	1.2599
0.4559	6.2472	556	1.5868	0.3143	1.5868	1.2597
0.4559	6.2697	558	1.6208	0.3143	1.6208	1.2731
0.4559	6.2921	560	1.6038	0.3309	1.6038	1.2664
0.4559	6.3146	562	1.5766	0.3259	1.5766	1.2556
0.4559	6.3371	564	1.5305	0.3651	1.5305	1.2371
0.4559	6.3596	566	1.5718	0.3465	1.5718	1.2537
0.4559	6.3820	568	1.6324	0.2946	1.6324	1.2776
0.4559	6.4045	570	1.6835	0.2985	1.6835	1.2975
0.4559	6.4270	572	1.7103	0.2794	1.7103	1.3078
0.4559	6.4494	574	1.6392	0.2985	1.6392	1.2803
0.4559	6.4719	576	1.5665	0.3385	1.5665	1.2516
0.4559	6.4944	578	1.5621	0.3259	1.5621	1.2498
0.4559	6.5169	580	1.5649	0.3259	1.5649	1.2510
0.4559	6.5393	582	1.4984	0.3664	1.4984	1.2241
0.4559	6.5618	584	1.5129	0.3664	1.5129	1.2300
0.4559	6.5843	586	1.4888	0.3876	1.4888	1.2202
0.4559	6.6067	588	1.5651	0.3664	1.5651	1.2510
0.4559	6.6292	590	1.6921	0.2985	1.6921	1.3008
0.4559	6.6517	592	1.7356	0.2941	1.7356	1.3174
0.4559	6.6742	594	1.6405	0.2879	1.6405	1.2808
0.4559	6.6966	596	1.5133	0.3465	1.5133	1.2302
0.4559	6.7191	598	1.4413	0.4032	1.4413	1.2006
0.4559	6.7416	600	1.4630	0.3538	1.4630	1.2096
0.4559	6.7640	602	1.6053	0.2985	1.6053	1.2670
0.4559	6.7865	604	1.6635	0.2985	1.6635	1.2898
0.4559	6.8090	606	1.6594	0.2707	1.6594	1.2882
0.4559	6.8315	608	1.5648	0.3465	1.5648	1.2509
0.4559	6.8539	610	1.4743	0.3967	1.4743	1.2142
0.4559	6.8764	612	1.4206	0.4390	1.4206	1.1919
0.4559	6.8989	614	1.4521	0.4375	1.4521	1.2050
0.4559	6.9213	616	1.6475	0.2963	1.6475	1.2836
0.4559	6.9438	618	1.8124	0.3000	1.8124	1.3463
0.4559	6.9663	620	1.8163	0.3143	1.8163	1.3477
0.4559	6.9888	622	1.7918	0.3022	1.7918	1.3386
0.4559	7.0112	624	1.7539	0.3066	1.7539	1.3244
0.4559	7.0337	626	1.7050	0.3088	1.7050	1.3058
0.4559	7.0562	628	1.6633	0.3134	1.6633	1.2897
0.4559	7.0787	630	1.7208	0.2857	1.7208	1.3118
0.4559	7.1011	632	1.7645	0.2482	1.7645	1.3283
0.4559	7.1236	634	1.8749	0.2446	1.8749	1.3693
0.4559	7.1461	636	1.8376	0.2446	1.8376	1.3556
0.4559	7.1685	638	1.7350	0.2707	1.7350	1.3172
0.4559	7.1910	640	1.7476	0.2667	1.7476	1.3220
0.4559	7.2135	642	1.7488	0.2774	1.7488	1.3224
0.4559	7.2360	644	1.7749	0.2878	1.7749	1.3322
0.4559	7.2584	646	1.6986	0.2667	1.6986	1.3033
0.4559	7.2809	648	1.6708	0.2667	1.6708	1.2926
0.4559	7.3034	650	1.7124	0.2794	1.7124	1.3086
0.4559	7.3258	652	1.7538	0.2774	1.7538	1.3243
0.4559	7.3483	654	1.7385	0.2774	1.7385	1.3185
0.4559	7.3708	656	1.6649	0.2794	1.6649	1.2903
0.4559	7.3933	658	1.6539	0.2667	1.6539	1.2860
0.4559	7.4157	660	1.6575	0.2667	1.6575	1.2874
0.4559	7.4382	662	1.7769	0.2878	1.7769	1.3330
0.4559	7.4607	664	1.9259	0.2553	1.9259	1.3878
0.4559	7.4831	666	1.9592	0.2553	1.9592	1.3997
0.4559	7.5056	668	1.8527	0.2714	1.8527	1.3611
0.4559	7.5281	670	1.7276	0.2754	1.7276	1.3144
0.4559	7.5506	672	1.7024	0.2774	1.7024	1.3047
0.4559	7.5730	674	1.6683	0.2687	1.6683	1.2916
0.4559	7.5955	676	1.6936	0.2794	1.6936	1.3014
0.4559	7.6180	678	1.6909	0.2794	1.6909	1.3004
0.4559	7.6404	680	1.6745	0.2667	1.6745	1.2940
0.4559	7.6629	682	1.5868	0.2687	1.5868	1.2597
0.4559	7.6854	684	1.6401	0.2687	1.6401	1.2807
0.4559	7.7079	686	1.7477	0.2754	1.7477	1.3220
0.4559	7.7303	688	1.7889	0.2734	1.7889	1.3375
0.4559	7.7528	690	1.7537	0.2920	1.7537	1.3243
0.4559	7.7753	692	1.6771	0.2667	1.6771	1.2950
0.4559	7.7978	694	1.5401	0.3538	1.5401	1.2410
0.4559	7.8202	696	1.4477	0.4286	1.4477	1.2032
0.4559	7.8427	698	1.4465	0.4000	1.4465	1.2027
0.4559	7.8652	700	1.5206	0.4094	1.5206	1.2331
0.4559	7.8876	702	1.6483	0.2687	1.6483	1.2839
0.4559	7.9101	704	1.7882	0.2920	1.7882	1.3372
0.4559	7.9326	706	1.8126	0.2734	1.8126	1.3463
0.4559	7.9551	708	1.7249	0.2754	1.7249	1.3134
0.4559	7.9775	710	1.6192	0.2815	1.6192	1.2725
0.4559	8.0	712	1.6456	0.2687	1.6456	1.2828
0.4559	8.0225	714	1.6602	0.2815	1.6602	1.2885
0.4559	8.0449	716	1.6404	0.2815	1.6404	1.2808
0.4559	8.0674	718	1.6384	0.2815	1.6384	1.2800
0.4559	8.0899	720	1.6011	0.2687	1.6011	1.2653
0.4559	8.1124	722	1.5316	0.3538	1.5316	1.2376
0.4559	8.1348	724	1.4357	0.4688	1.4357	1.1982
0.4559	8.1573	726	1.4128	0.5039	1.4128	1.1886
0.4559	8.1798	728	1.4840	0.3817	1.4840	1.2182
0.4559	8.2022	730	1.6158	0.2815	1.6158	1.2711
0.4559	8.2247	732	1.6937	0.2941	1.6937	1.3014
0.4559	8.2472	734	1.6725	0.2815	1.6725	1.2932
0.4559	8.2697	736	1.5510	0.2687	1.5510	1.2454
0.4559	8.2921	738	1.3927	0.4762	1.3927	1.1801
0.4559	8.3146	740	1.3192	0.4839	1.3192	1.1485
0.4559	8.3371	742	1.3072	0.496	1.3072	1.1433
0.4559	8.3596	744	1.3297	0.5354	1.3297	1.1531
0.4559	8.3820	746	1.4281	0.4	1.4281	1.1950
0.4559	8.4045	748	1.6063	0.2687	1.6063	1.2674
0.4559	8.4270	750	1.6829	0.2941	1.6829	1.2973
0.4559	8.4494	752	1.6331	0.2941	1.6331	1.2779
0.4559	8.4719	754	1.5662	0.3008	1.5662	1.2515
0.4559	8.4944	756	1.5826	0.2941	1.5826	1.2580
0.4559	8.5169	758	1.5764	0.3478	1.5764	1.2555
0.4559	8.5393	760	1.5562	0.3478	1.5562	1.2475
0.4559	8.5618	762	1.6003	0.3478	1.6003	1.2650
0.4559	8.5843	764	1.6579	0.3478	1.6579	1.2876
0.4559	8.6067	766	1.7833	0.3099	1.7833	1.3354
0.4559	8.6292	768	1.8723	0.2553	1.8723	1.3683
0.4559	8.6517	770	1.8688	0.2571	1.8688	1.3671
0.4559	8.6742	772	1.7590	0.2920	1.7590	1.3263
0.4559	8.6966	774	1.5994	0.3259	1.5994	1.2647
0.4559	8.7191	776	1.5723	0.3308	1.5723	1.2539
0.4559	8.7416	778	1.6516	0.2687	1.6516	1.2851
0.4559	8.7640	780	1.7845	0.2794	1.7845	1.3359
0.4559	8.7865	782	1.8236	0.2899	1.8236	1.3504
0.4559	8.8090	784	1.7776	0.2774	1.7776	1.3333
0.4559	8.8315	786	1.7132	0.2774	1.7132	1.3089
0.4559	8.8539	788	1.6106	0.2815	1.6106	1.2691
0.4559	8.8764	790	1.4860	0.3969	1.4860	1.2190
0.4559	8.8989	792	1.4884	0.4361	1.4884	1.2200
0.4559	8.9213	794	1.5508	0.3259	1.5508	1.2453
0.4559	8.9438	796	1.6504	0.2667	1.6504	1.2847
0.4559	8.9663	798	1.7275	0.2774	1.7275	1.3144
0.4559	8.9888	800	1.7273	0.2647	1.7273	1.3142
0.4559	9.0112	802	1.7015	0.2647	1.7015	1.3044
0.4559	9.0337	804	1.7043	0.2774	1.7043	1.3055
0.4559	9.0562	806	1.7094	0.2774	1.7094	1.3074
0.4559	9.0787	808	1.6675	0.2774	1.6675	1.2913
0.4559	9.1011	810	1.7078	0.2774	1.7078	1.3068
0.4559	9.1236	812	1.7070	0.2774	1.7070	1.3065
0.4559	9.1461	814	1.7395	0.2857	1.7395	1.3189
0.4559	9.1685	816	1.7359	0.2857	1.7359	1.3176
0.4559	9.1910	818	1.7159	0.2734	1.7159	1.3099
0.4559	9.2135	820	1.6802	0.3066	1.6802	1.2962
0.4559	9.2360	822	1.7086	0.2774	1.7086	1.3072
0.4559	9.2584	824	1.7435	0.2899	1.7435	1.3204
0.4559	9.2809	826	1.7266	0.2774	1.7266	1.3140
0.4559	9.3034	828	1.5921	0.2985	1.5921	1.2618
0.4559	9.3258	830	1.4302	0.4186	1.4302	1.1959
0.4559	9.3483	832	1.3694	0.4094	1.3694	1.1702
0.4559	9.3708	834	1.4128	0.4062	1.4128	1.1886
0.4559	9.3933	836	1.5582	0.3030	1.5582	1.2483
0.4559	9.4157	838	1.6144	0.2836	1.6144	1.2706
0.4559	9.4382	840	1.5338	0.3030	1.5338	1.2385
0.4559	9.4607	842	1.4005	0.4062	1.4005	1.1834
0.4559	9.4831	844	1.3047	0.4603	1.3047	1.1422
0.4559	9.5056	846	1.3014	0.4882	1.3014	1.1408
0.4559	9.5281	848	1.3576	0.4160	1.3576	1.1652
0.4559	9.5506	850	1.4431	0.4286	1.4431	1.2013
0.4559	9.5730	852	1.5524	0.3359	1.5524	1.2459
0.4559	9.5955	854	1.6564	0.2667	1.6564	1.2870
0.4559	9.6180	856	1.6260	0.2985	1.6260	1.2751
0.4559	9.6404	858	1.5593	0.3182	1.5593	1.2487
0.4559	9.6629	860	1.5154	0.3846	1.5154	1.2310
0.4559	9.6854	862	1.4879	0.4219	1.4879	1.2198
0.4559	9.7079	864	1.5193	0.3846	1.5193	1.2326
0.4559	9.7303	866	1.6030	0.3308	1.6030	1.2661
0.4559	9.7528	868	1.5985	0.3308	1.5985	1.2643
0.4559	9.7753	870	1.5674	0.3308	1.5674	1.2520
0.4559	9.7978	872	1.6115	0.3182	1.6115	1.2695
0.4559	9.8202	874	1.7183	0.2815	1.7183	1.3108
0.4559	9.8427	876	1.7512	0.2794	1.7512	1.3233
0.4559	9.8652	878	1.7670	0.2899	1.7670	1.3293
0.4559	9.8876	880	1.6868	0.2815	1.6868	1.2988
0.4559	9.9101	882	1.5636	0.3459	1.5636	1.2505
0.4559	9.9326	884	1.5229	0.3459	1.5229	1.2341
0.4559	9.9551	886	1.5812	0.3134	1.5812	1.2575
0.4559	9.9775	888	1.5799	0.3134	1.5799	1.2569
0.4559	10.0	890	1.5301	0.3636	1.5301	1.2370
0.4559	10.0225	892	1.4692	0.4186	1.4692	1.2121
0.4559	10.0449	894	1.4408	0.4567	1.4408	1.2003
0.4559	10.0674	896	1.4499	0.4567	1.4499	1.2041
0.4559	10.0899	898	1.5120	0.3876	1.5120	1.2296
0.4559	10.1124	900	1.6207	0.3308	1.6207	1.2731
0.4559	10.1348	902	1.6736	0.2920	1.6736	1.2937
0.4559	10.1573	904	1.7441	0.2899	1.7441	1.3207
0.4559	10.1798	906	1.6524	0.3165	1.6524	1.2855
0.4559	10.2022	908	1.4695	0.3759	1.4695	1.2122
0.4559	10.2247	910	1.3862	0.4651	1.3862	1.1774
0.4559	10.2472	912	1.4251	0.4094	1.4251	1.1938
0.4559	10.2697	914	1.4657	0.4094	1.4657	1.2107
0.4559	10.2921	916	1.5952	0.3182	1.5952	1.2630
0.4559	10.3146	918	1.6911	0.3235	1.6911	1.3004
0.4559	10.3371	920	1.6466	0.3308	1.6466	1.2832
0.4559	10.3596	922	1.5566	0.3538	1.5566	1.2476
0.4559	10.3820	924	1.4911	0.3906	1.4911	1.2211
0.4559	10.4045	926	1.4000	0.4375	1.4000	1.1832
0.4559	10.4270	928	1.3220	0.4844	1.3220	1.1498
0.4559	10.4494	930	1.3182	0.4844	1.3182	1.1481
0.4559	10.4719	932	1.3877	0.4567	1.3877	1.1780
0.4559	10.4944	934	1.5000	0.3721	1.5000	1.2247
0.4559	10.5169	936	1.5609	0.3538	1.5609	1.2494
0.4559	10.5393	938	1.5143	0.3721	1.5143	1.2306
0.4559	10.5618	940	1.4183	0.4094	1.4183	1.1909
0.4559	10.5843	942	1.3980	0.4651	1.3980	1.1824
0.4559	10.6067	944	1.4286	0.4651	1.4286	1.1953
0.4559	10.6292	946	1.4743	0.4091	1.4743	1.2142
0.4559	10.6517	948	1.4706	0.4211	1.4706	1.2127
0.4559	10.6742	950	1.4975	0.4211	1.4975	1.2237
0.4559	10.6966	952	1.5194	0.4211	1.5194	1.2326
0.4559	10.7191	954	1.5596	0.3609	1.5596	1.2488
0.4559	10.7416	956	1.6271	0.3485	1.6271	1.2756
0.4559	10.7640	958	1.6162	0.3609	1.6162	1.2713
0.4559	10.7865	960	1.6265	0.3609	1.6265	1.2754
0.4559	10.8090	962	1.6409	0.3609	1.6409	1.2810
0.4559	10.8315	964	1.5701	0.4211	1.5701	1.2530
0.4559	10.8539	966	1.4853	0.4308	1.4853	1.2187
0.4559	10.8764	968	1.4944	0.4308	1.4944	1.2224
0.4559	10.8989	970	1.6228	0.3881	1.6228	1.2739
0.4559	10.9213	972	1.7624	0.25	1.7624	1.3276
0.4559	10.9438	974	1.7777	0.2482	1.7777	1.3333
0.4559	10.9663	976	1.6855	0.2985	1.6855	1.2983
0.4559	10.9888	978	1.5612	0.3881	1.5612	1.2495
0.4559	11.0112	980	1.4807	0.4394	1.4807	1.2168
0.4559	11.0337	982	1.4505	0.4496	1.4505	1.2044
0.4559	11.0562	984	1.4563	0.4496	1.4563	1.2068
0.4559	11.0787	986	1.4872	0.3810	1.4872	1.2195
0.4559	11.1011	988	1.4690	0.4194	1.4690	1.2120
0.4559	11.1236	990	1.4382	0.4194	1.4382	1.1992
0.4559	11.1461	992	1.4500	0.3906	1.4500	1.2042
0.4559	11.1685	994	1.4963	0.3846	1.4963	1.2232
0.4559	11.1910	996	1.5233	0.3846	1.5233	1.2342
0.4559	11.2135	998	1.5293	0.3846	1.5293	1.2367
0.0745	11.2360	1000	1.5283	0.3846	1.5283	1.2362
0.0745	11.2584	1002	1.5466	0.3721	1.5466	1.2436
0.0745	11.2809	1004	1.6175	0.3721	1.6175	1.2718
0.0745	11.3034	1006	1.6701	0.3485	1.6701	1.2923
0.0745	11.3258	1008	1.6401	0.3721	1.6401	1.2807
0.0745	11.3483	1010	1.5795	0.3721	1.5795	1.2568

Framework versions

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