ArabicNewSplits8_usingWellWrittenEssays_FineTuningAraBERT_run1_AugV5_k12_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: 0.7893
• Qwk: 0.3446
• Mse: 0.7893
• Rmse: 0.8884

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	0.0308	2	4.5419	-0.0101	4.5419	2.1312
No log	0.0615	4	2.5785	0.0540	2.5785	1.6058
No log	0.0923	6	1.5977	0.0375	1.5977	1.2640
No log	0.1231	8	1.6124	-0.0435	1.6124	1.2698
No log	0.1538	10	1.0704	-0.1162	1.0704	1.0346
No log	0.1846	12	0.9912	-0.0238	0.9912	0.9956
No log	0.2154	14	0.9887	-0.0467	0.9887	0.9943
No log	0.2462	16	1.0242	-0.1632	1.0242	1.0120
No log	0.2769	18	1.0127	-0.1150	1.0127	1.0063
No log	0.3077	20	1.1133	-0.0736	1.1133	1.0551
No log	0.3385	22	0.9935	-0.0050	0.9935	0.9967
No log	0.3692	24	1.0788	-0.0367	1.0788	1.0387
No log	0.4	26	1.0844	-0.0388	1.0844	1.0413
No log	0.4308	28	1.1527	-0.0157	1.1527	1.0737
No log	0.4615	30	1.0202	-0.0676	1.0202	1.0100
No log	0.4923	32	0.8698	0.1265	0.8698	0.9326
No log	0.5231	34	0.8095	0.1614	0.8095	0.8997
No log	0.5538	36	0.9129	0.0459	0.9129	0.9554
No log	0.5846	38	0.9240	0.0456	0.9240	0.9613
No log	0.6154	40	0.8970	0.1036	0.8970	0.9471
No log	0.6462	42	0.9081	0.1036	0.9081	0.9529
No log	0.6769	44	0.9583	0.0212	0.9583	0.9789
No log	0.7077	46	0.8927	0.1678	0.8927	0.9448
No log	0.7385	48	0.8727	0.1451	0.8727	0.9342
No log	0.7692	50	0.8589	0.0310	0.8589	0.9268
No log	0.8	52	0.8871	0.0299	0.8871	0.9418
No log	0.8308	54	0.8876	0.0378	0.8876	0.9421
No log	0.8615	56	0.9439	0.1321	0.9439	0.9715
No log	0.8923	58	0.9910	-0.0377	0.9910	0.9955
No log	0.9231	60	0.8610	0.2339	0.8610	0.9279
No log	0.9538	62	0.8729	0.1618	0.8729	0.9343
No log	0.9846	64	0.8478	0.2150	0.8478	0.9208
No log	1.0154	66	0.8230	0.2397	0.8230	0.9072
No log	1.0462	68	0.8371	0.1624	0.8371	0.9149
No log	1.0769	70	0.8292	0.1417	0.8292	0.9106
No log	1.1077	72	0.8348	0.2713	0.8348	0.9137
No log	1.1385	74	0.8855	0.1697	0.8855	0.9410
No log	1.1692	76	0.9832	0.0390	0.9832	0.9916
No log	1.2	78	0.8924	0.1572	0.8924	0.9447
No log	1.2308	80	0.7982	0.2337	0.7982	0.8934
No log	1.2615	82	0.8480	0.0885	0.8480	0.9209
No log	1.2923	84	0.8244	0.1373	0.8244	0.9080
No log	1.3231	86	0.8373	0.2216	0.8373	0.9150
No log	1.3538	88	0.8601	0.0974	0.8601	0.9274
No log	1.3846	90	0.8198	0.2935	0.8198	0.9055
No log	1.4154	92	0.8409	0.2404	0.8409	0.9170
No log	1.4462	94	0.8902	0.1546	0.8902	0.9435
No log	1.4769	96	0.8404	0.2780	0.8404	0.9167
No log	1.5077	98	0.9040	0.2398	0.9040	0.9508
No log	1.5385	100	0.9117	0.2393	0.9117	0.9548
No log	1.5692	102	0.9389	0.3255	0.9389	0.9690
No log	1.6	104	1.1889	0.2180	1.1889	1.0904
No log	1.6308	106	1.3098	0.1928	1.3098	1.1444
No log	1.6615	108	1.0639	0.2695	1.0639	1.0314
No log	1.6923	110	0.8475	0.2845	0.8475	0.9206
No log	1.7231	112	0.8509	0.2510	0.8509	0.9224
No log	1.7538	114	0.8880	0.2996	0.8880	0.9423
No log	1.7846	116	0.8724	0.3452	0.8724	0.9340
No log	1.8154	118	0.8654	0.3193	0.8654	0.9303
No log	1.8462	120	0.8692	0.2863	0.8692	0.9323
No log	1.8769	122	0.9290	0.2199	0.9290	0.9639
No log	1.9077	124	0.9189	0.2050	0.9189	0.9586
No log	1.9385	126	0.8706	0.2970	0.8706	0.9331
No log	1.9692	128	0.9075	0.2944	0.9075	0.9526
No log	2.0	130	0.8885	0.3387	0.8885	0.9426
No log	2.0308	132	0.8576	0.2790	0.8576	0.9261
No log	2.0615	134	0.8285	0.2764	0.8285	0.9102
No log	2.0923	136	0.8276	0.3328	0.8276	0.9097
No log	2.1231	138	0.8765	0.2683	0.8765	0.9362
No log	2.1538	140	0.7844	0.2415	0.7844	0.8856
No log	2.1846	142	0.7968	0.2887	0.7968	0.8926
No log	2.2154	144	0.8544	0.3200	0.8544	0.9243
No log	2.2462	146	0.7803	0.3154	0.7803	0.8834
No log	2.2769	148	0.7912	0.2421	0.7912	0.8895
No log	2.3077	150	0.8269	0.2792	0.8269	0.9093
No log	2.3385	152	0.8055	0.2864	0.8055	0.8975
No log	2.3692	154	0.9208	0.3030	0.9208	0.9596
No log	2.4	156	0.9053	0.3477	0.9053	0.9515
No log	2.4308	158	0.8096	0.3458	0.8096	0.8998
No log	2.4615	160	0.7918	0.3643	0.7918	0.8898
No log	2.4923	162	0.7756	0.3712	0.7756	0.8807
No log	2.5231	164	0.7845	0.3765	0.7845	0.8857
No log	2.5538	166	0.7736	0.3608	0.7736	0.8795
No log	2.5846	168	0.8244	0.3710	0.8244	0.9080
No log	2.6154	170	0.7765	0.3233	0.7765	0.8812
No log	2.6462	172	0.7562	0.3760	0.7562	0.8696
No log	2.6769	174	0.7619	0.3826	0.7619	0.8729
No log	2.7077	176	0.7695	0.3407	0.7695	0.8772
No log	2.7385	178	0.7974	0.3179	0.7974	0.8930
No log	2.7692	180	0.7749	0.3624	0.7749	0.8803
No log	2.8	182	0.8389	0.3148	0.8389	0.9159
No log	2.8308	184	1.1118	0.2134	1.1118	1.0544
No log	2.8615	186	1.1147	0.2243	1.1147	1.0558
No log	2.8923	188	0.8228	0.2329	0.8228	0.9071
No log	2.9231	190	0.7717	0.3357	0.7717	0.8785
No log	2.9538	192	0.7891	0.3327	0.7891	0.8883
No log	2.9846	194	1.0315	0.2443	1.0315	1.0156
No log	3.0154	196	1.6775	0.2262	1.6775	1.2952
No log	3.0462	198	1.5685	0.2569	1.5685	1.2524
No log	3.0769	200	0.9898	0.2763	0.9898	0.9949
No log	3.1077	202	0.7688	0.3863	0.7688	0.8768
No log	3.1385	204	0.9077	0.3564	0.9077	0.9527
No log	3.1692	206	0.8264	0.3689	0.8264	0.9091
No log	3.2	208	0.7021	0.3851	0.7021	0.8379
No log	3.2308	210	0.7474	0.3655	0.7474	0.8645
No log	3.2615	212	0.8849	0.3100	0.8849	0.9407
No log	3.2923	214	0.8574	0.2994	0.8574	0.9260
No log	3.3231	216	0.7410	0.3636	0.7410	0.8608
No log	3.3538	218	0.7837	0.3784	0.7837	0.8853
No log	3.3846	220	0.8086	0.3819	0.8086	0.8992
No log	3.4154	222	0.8059	0.3888	0.8059	0.8977
No log	3.4462	224	0.7986	0.3650	0.7986	0.8937
No log	3.4769	226	0.7824	0.3064	0.7824	0.8845
No log	3.5077	228	0.7788	0.3337	0.7788	0.8825
No log	3.5385	230	0.8200	0.3619	0.8200	0.9055
No log	3.5692	232	0.7946	0.3879	0.7946	0.8914
No log	3.6	234	0.7542	0.3552	0.7542	0.8684
No log	3.6308	236	0.7647	0.2559	0.7647	0.8745
No log	3.6615	238	0.8343	0.2853	0.8343	0.9134
No log	3.6923	240	0.8225	0.2730	0.8225	0.9069
No log	3.7231	242	0.8244	0.3704	0.8244	0.9080
No log	3.7538	244	0.8936	0.3544	0.8936	0.9453
No log	3.7846	246	0.8656	0.3742	0.8656	0.9304
No log	3.8154	248	0.7971	0.3799	0.7971	0.8928
No log	3.8462	250	0.8023	0.3023	0.8023	0.8957
No log	3.8769	252	0.7889	0.3000	0.7889	0.8882
No log	3.9077	254	0.7717	0.3262	0.7717	0.8785
No log	3.9385	256	0.8394	0.4	0.8394	0.9162
No log	3.9692	258	0.9258	0.3638	0.9258	0.9622
No log	4.0	260	0.9306	0.3694	0.9306	0.9647
No log	4.0308	262	0.8284	0.4091	0.8284	0.9102
No log	4.0615	264	0.7564	0.3171	0.7564	0.8697
No log	4.0923	266	0.7517	0.2971	0.7517	0.8670
No log	4.1231	268	0.7492	0.3041	0.7492	0.8655
No log	4.1538	270	0.7608	0.3501	0.7608	0.8723
No log	4.1846	272	0.8211	0.3570	0.8211	0.9062
No log	4.2154	274	0.9578	0.3031	0.9578	0.9787
No log	4.2462	276	0.9019	0.3865	0.9019	0.9497
No log	4.2769	278	0.7426	0.4389	0.7426	0.8617
No log	4.3077	280	0.7130	0.4125	0.7130	0.8444
No log	4.3385	282	0.7109	0.3794	0.7109	0.8432
No log	4.3692	284	0.7769	0.3614	0.7769	0.8814
No log	4.4	286	0.8006	0.3483	0.8006	0.8947
No log	4.4308	288	0.7198	0.3953	0.7198	0.8484
No log	4.4615	290	0.7179	0.3620	0.7179	0.8473
No log	4.4923	292	0.7100	0.3786	0.7100	0.8426
No log	4.5231	294	0.7236	0.3593	0.7236	0.8507
No log	4.5538	296	0.7335	0.3597	0.7335	0.8565
No log	4.5846	298	0.7378	0.3604	0.7378	0.8589
No log	4.6154	300	0.7783	0.3373	0.7783	0.8822
No log	4.6462	302	0.8402	0.3684	0.8402	0.9166
No log	4.6769	304	0.7791	0.3641	0.7791	0.8827
No log	4.7077	306	0.7605	0.3612	0.7605	0.8721
No log	4.7385	308	0.7458	0.3646	0.7458	0.8636
No log	4.7692	310	0.7417	0.3415	0.7417	0.8612
No log	4.8	312	0.7417	0.3807	0.7417	0.8612
No log	4.8308	314	0.7598	0.3735	0.7598	0.8716
No log	4.8615	316	0.7762	0.3798	0.7762	0.8810
No log	4.8923	318	0.8455	0.3873	0.8455	0.9195
No log	4.9231	320	0.9638	0.3867	0.9638	0.9817
No log	4.9538	322	0.9471	0.3866	0.9471	0.9732
No log	4.9846	324	0.8054	0.3589	0.8054	0.8974
No log	5.0154	326	0.7603	0.3155	0.7603	0.8719
No log	5.0462	328	0.7364	0.3001	0.7364	0.8581
No log	5.0769	330	0.7070	0.2672	0.7070	0.8408
No log	5.1077	332	0.7156	0.2739	0.7156	0.8460
No log	5.1385	334	0.7218	0.2806	0.7218	0.8496
No log	5.1692	336	0.7024	0.3544	0.7024	0.8381
No log	5.2	338	0.7005	0.2975	0.7005	0.8370
No log	5.2308	340	0.7146	0.3218	0.7146	0.8454
No log	5.2615	342	0.7251	0.3205	0.7251	0.8515
No log	5.2923	344	0.7483	0.3365	0.7483	0.8650
No log	5.3231	346	0.7890	0.4002	0.7890	0.8883
No log	5.3538	348	0.7690	0.4210	0.7690	0.8769
No log	5.3846	350	0.7514	0.3806	0.7514	0.8668
No log	5.4154	352	0.7339	0.3778	0.7339	0.8567
No log	5.4462	354	0.7219	0.3776	0.7219	0.8496
No log	5.4769	356	0.7553	0.3480	0.7553	0.8691
No log	5.5077	358	0.8046	0.3535	0.8046	0.8970
No log	5.5385	360	0.8565	0.3807	0.8565	0.9255
No log	5.5692	362	0.8542	0.4077	0.8542	0.9242
No log	5.6	364	0.7695	0.4120	0.7695	0.8772
No log	5.6308	366	0.7279	0.4101	0.7279	0.8532
No log	5.6615	368	0.7098	0.4152	0.7098	0.8425
No log	5.6923	370	0.7055	0.4077	0.7055	0.8399
No log	5.7231	372	0.6905	0.3398	0.6905	0.8310
No log	5.7538	374	0.6927	0.3245	0.6927	0.8323
No log	5.7846	376	0.7565	0.3811	0.7565	0.8698
No log	5.8154	378	0.7757	0.3846	0.7757	0.8807
No log	5.8462	380	0.7104	0.4049	0.7104	0.8429
No log	5.8769	382	0.7011	0.4160	0.7011	0.8373
No log	5.9077	384	0.7092	0.3818	0.7092	0.8421
No log	5.9385	386	0.7271	0.3922	0.7271	0.8527
No log	5.9692	388	0.8036	0.3469	0.8036	0.8964
No log	6.0	390	0.7877	0.3425	0.7877	0.8875
No log	6.0308	392	0.7030	0.3399	0.7030	0.8384
No log	6.0615	394	0.7227	0.3170	0.7227	0.8501
No log	6.0923	396	0.7715	0.3295	0.7715	0.8783
No log	6.1231	398	0.7194	0.3902	0.7194	0.8482
No log	6.1538	400	0.7185	0.3804	0.7185	0.8477
No log	6.1846	402	0.7729	0.3498	0.7729	0.8791
No log	6.2154	404	0.7528	0.3498	0.7528	0.8676
No log	6.2462	406	0.6925	0.4545	0.6925	0.8322
No log	6.2769	408	0.7025	0.3868	0.7025	0.8381
No log	6.3077	410	0.7113	0.3719	0.7113	0.8434
No log	6.3385	412	0.6661	0.4067	0.6661	0.8162
No log	6.3692	414	0.7392	0.4286	0.7392	0.8598
No log	6.4	416	0.8105	0.4246	0.8105	0.9003
No log	6.4308	418	0.7727	0.4326	0.7727	0.8790
No log	6.4615	420	0.6845	0.4074	0.6845	0.8273
No log	6.4923	422	0.6828	0.3754	0.6828	0.8263
No log	6.5231	424	0.6935	0.3517	0.6935	0.8328
No log	6.5538	426	0.7063	0.4030	0.7063	0.8404
No log	6.5846	428	0.7516	0.3888	0.7516	0.8669
No log	6.6154	430	0.7738	0.3888	0.7738	0.8796
No log	6.6462	432	0.8530	0.3764	0.8530	0.9236
No log	6.6769	434	0.9253	0.3898	0.9253	0.9619
No log	6.7077	436	0.9569	0.3548	0.9569	0.9782
No log	6.7385	438	0.8637	0.3749	0.8637	0.9294
No log	6.7692	440	0.7805	0.3244	0.7805	0.8834
No log	6.8	442	0.7155	0.3218	0.7155	0.8459
No log	6.8308	444	0.6945	0.3264	0.6945	0.8334
No log	6.8615	446	0.7183	0.3319	0.7183	0.8475
No log	6.8923	448	0.7400	0.3767	0.7400	0.8602
No log	6.9231	450	0.7181	0.3439	0.7181	0.8474
No log	6.9538	452	0.6952	0.2890	0.6952	0.8338
No log	6.9846	454	0.7169	0.2949	0.7169	0.8467
No log	7.0154	456	0.7371	0.3327	0.7371	0.8585
No log	7.0462	458	0.7518	0.3327	0.7518	0.8671
No log	7.0769	460	0.7948	0.3306	0.7948	0.8915
No log	7.1077	462	0.8153	0.3160	0.8153	0.9030
No log	7.1385	464	0.8502	0.2816	0.8502	0.9221
No log	7.1692	466	0.7977	0.3170	0.7977	0.8931
No log	7.2	468	0.7640	0.3383	0.7640	0.8741
No log	7.2308	470	0.7743	0.3046	0.7743	0.8799
No log	7.2615	472	0.8289	0.3279	0.8289	0.9104
No log	7.2923	474	0.9177	0.2846	0.9177	0.9580
No log	7.3231	476	0.9018	0.2748	0.9018	0.9497
No log	7.3538	478	0.7763	0.3079	0.7763	0.8811
No log	7.3846	480	0.7178	0.3664	0.7178	0.8472
No log	7.4154	482	0.7603	0.3779	0.7603	0.8720
No log	7.4462	484	0.7857	0.3807	0.7857	0.8864
No log	7.4769	486	0.7564	0.3915	0.7564	0.8697
No log	7.5077	488	0.7410	0.3528	0.7410	0.8608
No log	7.5385	490	0.7265	0.3476	0.7265	0.8523
No log	7.5692	492	0.7174	0.3807	0.7174	0.8470
No log	7.6	494	0.7142	0.3860	0.7142	0.8451
No log	7.6308	496	0.7431	0.4071	0.7431	0.8620
No log	7.6615	498	0.7423	0.3870	0.7423	0.8616
0.4117	7.6923	500	0.7311	0.3049	0.7311	0.8550
0.4117	7.7231	502	0.7312	0.3271	0.7312	0.8551
0.4117	7.7538	504	0.7563	0.3406	0.7563	0.8697
0.4117	7.7846	506	0.7750	0.3725	0.7750	0.8804
0.4117	7.8154	508	0.7298	0.4055	0.7298	0.8543
0.4117	7.8462	510	0.7296	0.3621	0.7296	0.8542
0.4117	7.8769	512	0.7218	0.3886	0.7218	0.8496
0.4117	7.9077	514	0.7016	0.3718	0.7016	0.8376
0.4117	7.9385	516	0.7142	0.4264	0.7142	0.8451
0.4117	7.9692	518	0.8123	0.3781	0.8123	0.9013
0.4117	8.0	520	0.7980	0.3802	0.7980	0.8933
0.4117	8.0308	522	0.7069	0.4484	0.7069	0.8408
0.4117	8.0615	524	0.6475	0.4632	0.6475	0.8046
0.4117	8.0923	526	0.6546	0.4354	0.6546	0.8091
0.4117	8.1231	528	0.6329	0.4715	0.6329	0.7956
0.4117	8.1538	530	0.6269	0.4652	0.6269	0.7918
0.4117	8.1846	532	0.6515	0.3751	0.6515	0.8072
0.4117	8.2154	534	0.6510	0.4579	0.6510	0.8068
0.4117	8.2462	536	0.6618	0.4147	0.6618	0.8135
0.4117	8.2769	538	0.6994	0.3876	0.6994	0.8363
0.4117	8.3077	540	0.6930	0.3866	0.6930	0.8325
0.4117	8.3385	542	0.6446	0.4239	0.6446	0.8029
0.4117	8.3692	544	0.6765	0.3907	0.6765	0.8225
0.4117	8.4	546	0.6900	0.4475	0.6900	0.8307
0.4117	8.4308	548	0.6530	0.3841	0.6530	0.8081
0.4117	8.4615	550	0.6358	0.3676	0.6358	0.7974
0.4117	8.4923	552	0.6383	0.4059	0.6383	0.7989
0.4117	8.5231	554	0.6563	0.4121	0.6563	0.8101
0.4117	8.5538	556	0.6782	0.3977	0.6782	0.8235
0.4117	8.5846	558	0.7102	0.4157	0.7102	0.8427
0.4117	8.6154	560	0.6881	0.4202	0.6881	0.8295
0.4117	8.6462	562	0.6614	0.3896	0.6614	0.8132
0.4117	8.6769	564	0.6545	0.3999	0.6545	0.8090
0.4117	8.7077	566	0.6500	0.4138	0.6500	0.8062
0.4117	8.7385	568	0.6506	0.3645	0.6506	0.8066
0.4117	8.7692	570	0.6622	0.3312	0.6622	0.8138
0.4117	8.8	572	0.6625	0.3658	0.6625	0.8139
0.4117	8.8308	574	0.6938	0.3646	0.6938	0.8329
0.4117	8.8615	576	0.6875	0.3713	0.6875	0.8291
0.4117	8.8923	578	0.6830	0.3738	0.6830	0.8264
0.4117	8.9231	580	0.6935	0.3646	0.6935	0.8327
0.4117	8.9538	582	0.7034	0.3344	0.7034	0.8387
0.4117	8.9846	584	0.7075	0.3450	0.7075	0.8412
0.4117	9.0154	586	0.6754	0.3836	0.6754	0.8219
0.4117	9.0462	588	0.6740	0.3587	0.6740	0.8210
0.4117	9.0769	590	0.6752	0.3261	0.6752	0.8217
0.4117	9.1077	592	0.6735	0.3007	0.6735	0.8207
0.4117	9.1385	594	0.6750	0.3472	0.6750	0.8216
0.4117	9.1692	596	0.6859	0.3076	0.6859	0.8282
0.4117	9.2	598	0.7035	0.3249	0.7035	0.8388
0.4117	9.2308	600	0.7539	0.3550	0.7539	0.8683
0.4117	9.2615	602	0.7449	0.3424	0.7449	0.8631
0.4117	9.2923	604	0.7399	0.3424	0.7399	0.8602
0.4117	9.3231	606	0.7462	0.3373	0.7462	0.8638
0.4117	9.3538	608	0.8112	0.3655	0.8112	0.9007
0.4117	9.3846	610	0.8547	0.3126	0.8547	0.9245
0.4117	9.4154	612	0.7854	0.3332	0.7854	0.8862
0.4117	9.4462	614	0.7281	0.3146	0.7281	0.8533
0.4117	9.4769	616	0.6990	0.2729	0.6990	0.8361
0.4117	9.5077	618	0.7062	0.3278	0.7062	0.8403
0.4117	9.5385	620	0.7719	0.3279	0.7719	0.8786
0.4117	9.5692	622	0.8628	0.3309	0.8628	0.9289
0.4117	9.6	624	0.8646	0.3535	0.8646	0.9298
0.4117	9.6308	626	0.7831	0.3712	0.7831	0.8849
0.4117	9.6615	628	0.7191	0.3325	0.7191	0.8480
0.4117	9.6923	630	0.7325	0.3733	0.7325	0.8559
0.4117	9.7231	632	0.7030	0.3885	0.7030	0.8385
0.4117	9.7538	634	0.6803	0.3772	0.6803	0.8248
0.4117	9.7846	636	0.6696	0.3867	0.6696	0.8183
0.4117	9.8154	638	0.6679	0.4009	0.6679	0.8173
0.4117	9.8462	640	0.6710	0.4177	0.6710	0.8192
0.4117	9.8769	642	0.6912	0.3858	0.6912	0.8314
0.4117	9.9077	644	0.7330	0.4092	0.7330	0.8561
0.4117	9.9385	646	0.7252	0.3938	0.7252	0.8516
0.4117	9.9692	648	0.7236	0.3754	0.7236	0.8506
0.4117	10.0	650	0.7180	0.3716	0.7180	0.8473
0.4117	10.0308	652	0.6785	0.4121	0.6785	0.8237
0.4117	10.0615	654	0.6622	0.4168	0.6622	0.8138
0.4117	10.0923	656	0.6940	0.4077	0.6940	0.8331
0.4117	10.1231	658	0.6969	0.3888	0.6969	0.8348
0.4117	10.1538	660	0.6871	0.4482	0.6871	0.8289
0.4117	10.1846	662	0.7515	0.3626	0.7515	0.8669
0.4117	10.2154	664	0.7545	0.3716	0.7545	0.8686
0.4117	10.2462	666	0.6883	0.4343	0.6883	0.8297
0.4117	10.2769	668	0.6821	0.4251	0.6821	0.8259
0.4117	10.3077	670	0.6860	0.4055	0.6860	0.8283
0.4117	10.3385	672	0.6818	0.3993	0.6818	0.8257
0.4117	10.3692	674	0.6793	0.4188	0.6793	0.8242
0.4117	10.4	676	0.6752	0.3913	0.6752	0.8217
0.4117	10.4308	678	0.6940	0.3511	0.6940	0.8330
0.4117	10.4615	680	0.6912	0.3606	0.6912	0.8314
0.4117	10.4923	682	0.6651	0.3876	0.6651	0.8156
0.4117	10.5231	684	0.6648	0.4173	0.6648	0.8153
0.4117	10.5538	686	0.6626	0.3805	0.6626	0.8140
0.4117	10.5846	688	0.6708	0.3905	0.6708	0.8190
0.4117	10.6154	690	0.7304	0.3721	0.7304	0.8546
0.4117	10.6462	692	0.7737	0.3637	0.7737	0.8796
0.4117	10.6769	694	0.7380	0.3843	0.7380	0.8591
0.4117	10.7077	696	0.7208	0.3711	0.7208	0.8490
0.4117	10.7385	698	0.7275	0.3711	0.7275	0.8529
0.4117	10.7692	700	0.7626	0.3934	0.7626	0.8733
0.4117	10.8	702	0.7474	0.3634	0.7474	0.8645
0.4117	10.8308	704	0.7134	0.3641	0.7134	0.8446
0.4117	10.8615	706	0.7080	0.4288	0.7080	0.8415
0.4117	10.8923	708	0.7195	0.3829	0.7195	0.8482
0.4117	10.9231	710	0.7658	0.4226	0.7658	0.8751
0.4117	10.9538	712	0.7509	0.4086	0.7509	0.8665
0.4117	10.9846	714	0.6985	0.4104	0.6985	0.8358
0.4117	11.0154	716	0.6697	0.3870	0.6697	0.8184
0.4117	11.0462	718	0.6761	0.3886	0.6761	0.8223
0.4117	11.0769	720	0.6778	0.4356	0.6778	0.8233
0.4117	11.1077	722	0.6797	0.3969	0.6797	0.8245
0.4117	11.1385	724	0.7109	0.4919	0.7109	0.8431
0.4117	11.1692	726	0.7945	0.3842	0.7945	0.8913
0.4117	11.2	728	0.8088	0.4246	0.8088	0.8993
0.4117	11.2308	730	0.7304	0.4411	0.7304	0.8546
0.4117	11.2615	732	0.6574	0.4372	0.6574	0.8108
0.4117	11.2923	734	0.6491	0.4521	0.6491	0.8057
0.4117	11.3231	736	0.6731	0.4574	0.6731	0.8204
0.4117	11.3538	738	0.7486	0.4434	0.7486	0.8652
0.4117	11.3846	740	0.8139	0.4437	0.8139	0.9022
0.4117	11.4154	742	0.8148	0.4437	0.8148	0.9027
0.4117	11.4462	744	0.7512	0.4930	0.7512	0.8667
0.4117	11.4769	746	0.7006	0.4375	0.7006	0.8370
0.4117	11.5077	748	0.6946	0.4332	0.6946	0.8334
0.4117	11.5385	750	0.6879	0.4279	0.6879	0.8294
0.4117	11.5692	752	0.6788	0.4477	0.6788	0.8239
0.4117	11.6	754	0.6828	0.4712	0.6828	0.8263
0.4117	11.6308	756	0.7509	0.4399	0.7509	0.8665
0.4117	11.6615	758	0.7868	0.4074	0.7868	0.8870
0.4117	11.6923	760	0.7358	0.4258	0.7358	0.8578
0.4117	11.7231	762	0.6559	0.4591	0.6559	0.8099
0.4117	11.7538	764	0.6387	0.4400	0.6387	0.7992
0.4117	11.7846	766	0.6490	0.4086	0.6490	0.8056
0.4117	11.8154	768	0.6370	0.4375	0.6370	0.7981
0.4117	11.8462	770	0.6489	0.4349	0.6489	0.8056
0.4117	11.8769	772	0.7425	0.4227	0.7425	0.8617
0.4117	11.9077	774	0.7741	0.4137	0.7741	0.8798
0.4117	11.9385	776	0.7354	0.4321	0.7354	0.8575
0.4117	11.9692	778	0.6727	0.4484	0.6727	0.8202
0.4117	12.0	780	0.6547	0.4297	0.6547	0.8091
0.4117	12.0308	782	0.6735	0.3867	0.6735	0.8207
0.4117	12.0615	784	0.7075	0.4154	0.7075	0.8411
0.4117	12.0923	786	0.7022	0.4153	0.7022	0.8380
0.4117	12.1231	788	0.6808	0.4529	0.6808	0.8251
0.4117	12.1538	790	0.6917	0.4111	0.6917	0.8317
0.4117	12.1846	792	0.6837	0.4249	0.6837	0.8269
0.4117	12.2154	794	0.6774	0.4204	0.6774	0.8230
0.4117	12.2462	796	0.6800	0.3949	0.6800	0.8246
0.4117	12.2769	798	0.6740	0.4105	0.6740	0.8210
0.4117	12.3077	800	0.6793	0.4161	0.6793	0.8242
0.4117	12.3385	802	0.7021	0.4459	0.7021	0.8379
0.4117	12.3692	804	0.6971	0.4085	0.6971	0.8349
0.4117	12.4	806	0.6918	0.4019	0.6918	0.8317
0.4117	12.4308	808	0.6835	0.4077	0.6835	0.8267
0.4117	12.4615	810	0.7119	0.3832	0.7119	0.8437
0.4117	12.4923	812	0.7227	0.3894	0.7227	0.8501
0.4117	12.5231	814	0.7215	0.3973	0.7215	0.8494
0.4117	12.5538	816	0.7272	0.3965	0.7272	0.8528
0.4117	12.5846	818	0.7243	0.4309	0.7243	0.8511
0.4117	12.6154	820	0.7209	0.4053	0.7209	0.8491
0.4117	12.6462	822	0.7095	0.4357	0.7095	0.8423
0.4117	12.6769	824	0.7003	0.4099	0.7003	0.8368
0.4117	12.7077	826	0.6960	0.3670	0.6960	0.8343
0.4117	12.7385	828	0.6904	0.3736	0.6904	0.8309
0.4117	12.7692	830	0.6902	0.3670	0.6902	0.8308
0.4117	12.8	832	0.6820	0.3635	0.6820	0.8258
0.4117	12.8308	834	0.6823	0.4031	0.6823	0.8260
0.4117	12.8615	836	0.6870	0.4530	0.6870	0.8288
0.4117	12.8923	838	0.6795	0.3642	0.6795	0.8243
0.4117	12.9231	840	0.6799	0.3921	0.6799	0.8246
0.4117	12.9538	842	0.6801	0.3989	0.6801	0.8247
0.4117	12.9846	844	0.6562	0.3894	0.6562	0.8101
0.4117	13.0154	846	0.6453	0.4324	0.6453	0.8033
0.4117	13.0462	848	0.6426	0.4716	0.6426	0.8016
0.4117	13.0769	850	0.6490	0.5128	0.6490	0.8056
0.4117	13.1077	852	0.6790	0.4938	0.6790	0.8240
0.4117	13.1385	854	0.6899	0.4925	0.6899	0.8306
0.4117	13.1692	856	0.6722	0.4978	0.6722	0.8198
0.4117	13.2	858	0.6869	0.4978	0.6869	0.8288
0.4117	13.2308	860	0.7009	0.4923	0.7009	0.8372
0.4117	13.2615	862	0.6813	0.5058	0.6813	0.8254
0.4117	13.2923	864	0.6510	0.4167	0.6510	0.8068
0.4117	13.3231	866	0.6481	0.3857	0.6481	0.8051
0.4117	13.3538	868	0.6543	0.3679	0.6543	0.8089
0.4117	13.3846	870	0.6652	0.3992	0.6652	0.8156
0.4117	13.4154	872	0.6652	0.3722	0.6652	0.8156
0.4117	13.4462	874	0.6730	0.3733	0.6730	0.8204
0.4117	13.4769	876	0.6852	0.4047	0.6852	0.8277
0.4117	13.5077	878	0.6908	0.3823	0.6908	0.8311
0.4117	13.5385	880	0.7233	0.3808	0.7233	0.8505
0.4117	13.5692	882	0.7179	0.3868	0.7179	0.8473
0.4117	13.6	884	0.7156	0.3771	0.7156	0.8459
0.4117	13.6308	886	0.6992	0.3453	0.6992	0.8362
0.4117	13.6615	888	0.6949	0.3641	0.6949	0.8336
0.4117	13.6923	890	0.6850	0.3601	0.6850	0.8277
0.4117	13.7231	892	0.6833	0.3571	0.6833	0.8266
0.4117	13.7538	894	0.6859	0.3327	0.6859	0.8282
0.4117	13.7846	896	0.6838	0.3228	0.6838	0.8269
0.4117	13.8154	898	0.6807	0.3325	0.6807	0.8250
0.4117	13.8462	900	0.6828	0.4364	0.6828	0.8263
0.4117	13.8769	902	0.6862	0.4357	0.6862	0.8284
0.4117	13.9077	904	0.6897	0.4384	0.6897	0.8305
0.4117	13.9385	906	0.6873	0.4449	0.6873	0.8290
0.4117	13.9692	908	0.6802	0.4267	0.6802	0.8248
0.4117	14.0	910	0.6722	0.3232	0.6722	0.8199
0.4117	14.0308	912	0.6707	0.3641	0.6707	0.8190
0.4117	14.0615	914	0.6863	0.4582	0.6863	0.8284
0.4117	14.0923	916	0.6971	0.4573	0.6971	0.8349
0.4117	14.1231	918	0.6985	0.4671	0.6985	0.8357
0.4117	14.1538	920	0.7055	0.4499	0.7055	0.8399
0.4117	14.1846	922	0.7067	0.3991	0.7067	0.8406
0.4117	14.2154	924	0.7333	0.4445	0.7333	0.8563
0.4117	14.2462	926	0.7786	0.4724	0.7786	0.8824
0.4117	14.2769	928	0.8598	0.3929	0.8598	0.9272
0.4117	14.3077	930	0.9110	0.3363	0.9110	0.9545
0.4117	14.3385	932	0.9244	0.3498	0.9244	0.9615
0.4117	14.3692	934	0.8453	0.3191	0.8453	0.9194
0.4117	14.4	936	0.8304	0.3191	0.8304	0.9113
0.4117	14.4308	938	0.8049	0.3173	0.8049	0.8972
0.4117	14.4615	940	0.8368	0.3301	0.8368	0.9148
0.4117	14.4923	942	0.8130	0.3478	0.8130	0.9017
0.4117	14.5231	944	0.8132	0.3570	0.8132	0.9018
0.4117	14.5538	946	0.8263	0.3720	0.8263	0.9090
0.4117	14.5846	948	0.8491	0.3743	0.8491	0.9215
0.4117	14.6154	950	0.8365	0.4043	0.8365	0.9146
0.4117	14.6462	952	0.8651	0.3898	0.8651	0.9301
0.4117	14.6769	954	0.8664	0.3669	0.8664	0.9308
0.4117	14.7077	956	0.8261	0.3898	0.8261	0.9089
0.4117	14.7385	958	0.7997	0.3985	0.7997	0.8942
0.4117	14.7692	960	0.7990	0.4363	0.7990	0.8938
0.4117	14.8	962	0.7944	0.4457	0.7944	0.8913
0.4117	14.8308	964	0.8619	0.4123	0.8619	0.9284
0.4117	14.8615	966	0.8818	0.3498	0.8818	0.9391
0.4117	14.8923	968	0.8313	0.3182	0.8313	0.9117
0.4117	14.9231	970	0.7483	0.3264	0.7483	0.8651
0.4117	14.9538	972	0.7028	0.4079	0.7028	0.8383
0.4117	14.9846	974	0.6783	0.3808	0.6783	0.8236
0.4117	15.0154	976	0.6638	0.3768	0.6638	0.8148
0.4117	15.0462	978	0.6898	0.3866	0.6898	0.8306
0.4117	15.0769	980	0.6827	0.3993	0.6827	0.8263
0.4117	15.1077	982	0.6641	0.3814	0.6641	0.8149
0.4117	15.1385	984	0.6703	0.4176	0.6703	0.8187
0.4117	15.1692	986	0.7411	0.4124	0.7411	0.8609
0.4117	15.2	988	0.7995	0.3251	0.7995	0.8942
0.4117	15.2308	990	0.8199	0.3069	0.8199	0.9055
0.4117	15.2615	992	0.7719	0.3207	0.7719	0.8786
0.4117	15.2923	994	0.6761	0.3663	0.6761	0.8222
0.4117	15.3231	996	0.6384	0.3906	0.6384	0.7990
0.4117	15.3538	998	0.6666	0.3689	0.6666	0.8165
0.0715	15.3846	1000	0.6738	0.3768	0.6738	0.8208
0.0715	15.4154	1002	0.6481	0.3663	0.6481	0.8050
0.0715	15.4462	1004	0.6415	0.3426	0.6415	0.8009
0.0715	15.4769	1006	0.7367	0.4186	0.7367	0.8583
0.0715	15.5077	1008	0.8558	0.3478	0.8558	0.9251
0.0715	15.5385	1010	0.8824	0.3261	0.8824	0.9394
0.0715	15.5692	1012	0.7924	0.3988	0.7924	0.8902
0.0715	15.6	1014	0.6907	0.4283	0.6907	0.8311
0.0715	15.6308	1016	0.6566	0.4022	0.6566	0.8103
0.0715	15.6615	1018	0.6555	0.4233	0.6555	0.8096
0.0715	15.6923	1020	0.6776	0.4401	0.6776	0.8232
0.0715	15.7231	1022	0.7265	0.4478	0.7265	0.8523
0.0715	15.7538	1024	0.7323	0.4649	0.7323	0.8558
0.0715	15.7846	1026	0.7257	0.4649	0.7257	0.8519
0.0715	15.8154	1028	0.7139	0.3932	0.7139	0.8449
0.0715	15.8462	1030	0.6900	0.4308	0.6900	0.8306
0.0715	15.8769	1032	0.6817	0.4164	0.6817	0.8257
0.0715	15.9077	1034	0.7080	0.3837	0.7080	0.8414
0.0715	15.9385	1036	0.7215	0.3837	0.7215	0.8494
0.0715	15.9692	1038	0.7050	0.4027	0.7050	0.8397
0.0715	16.0	1040	0.6727	0.4335	0.6727	0.8202
0.0715	16.0308	1042	0.6502	0.4027	0.6502	0.8063
0.0715	16.0615	1044	0.6490	0.4049	0.6490	0.8056
0.0715	16.0923	1046	0.6534	0.4246	0.6534	0.8084
0.0715	16.1231	1048	0.6516	0.3877	0.6516	0.8072
0.0715	16.1538	1050	0.6815	0.4256	0.6815	0.8255
0.0715	16.1846	1052	0.7792	0.3957	0.7792	0.8827
0.0715	16.2154	1054	0.8392	0.3238	0.8392	0.9161
0.0715	16.2462	1056	0.8042	0.3422	0.8042	0.8968
0.0715	16.2769	1058	0.7318	0.4337	0.7318	0.8554
0.0715	16.3077	1060	0.6664	0.4637	0.6664	0.8163
0.0715	16.3385	1062	0.6636	0.3913	0.6636	0.8146
0.0715	16.3692	1064	0.6600	0.3775	0.6600	0.8124
0.0715	16.4	1066	0.6635	0.3754	0.6635	0.8146
0.0715	16.4308	1068	0.6651	0.3512	0.6651	0.8156
0.0715	16.4615	1070	0.6797	0.3818	0.6797	0.8244
0.0715	16.4923	1072	0.7040	0.4039	0.7040	0.8390
0.0715	16.5231	1074	0.7190	0.4554	0.7190	0.8479
0.0715	16.5538	1076	0.7414	0.4411	0.7414	0.8610
0.0715	16.5846	1078	0.7481	0.4552	0.7481	0.8650
0.0715	16.6154	1080	0.7017	0.4694	0.7017	0.8377
0.0715	16.6462	1082	0.6809	0.4938	0.6809	0.8251
0.0715	16.6769	1084	0.6561	0.4592	0.6561	0.8100
0.0715	16.7077	1086	0.6445	0.4289	0.6445	0.8028
0.0715	16.7385	1088	0.6361	0.4333	0.6361	0.7976
0.0715	16.7692	1090	0.6364	0.4507	0.6364	0.7977
0.0715	16.8	1092	0.6447	0.4516	0.6447	0.8030
0.0715	16.8308	1094	0.6425	0.4530	0.6425	0.8016
0.0715	16.8615	1096	0.6443	0.4738	0.6443	0.8027
0.0715	16.8923	1098	0.6624	0.4241	0.6624	0.8139
0.0715	16.9231	1100	0.6720	0.4112	0.6720	0.8197
0.0715	16.9538	1102	0.6660	0.4076	0.6660	0.8161
0.0715	16.9846	1104	0.6593	0.4467	0.6593	0.8119
0.0715	17.0154	1106	0.6595	0.4553	0.6595	0.8121
0.0715	17.0462	1108	0.6519	0.4522	0.6519	0.8074
0.0715	17.0769	1110	0.6398	0.4632	0.6398	0.7999
0.0715	17.1077	1112	0.6340	0.4432	0.6340	0.7962
0.0715	17.1385	1114	0.6388	0.3430	0.6388	0.7992
0.0715	17.1692	1116	0.6505	0.4115	0.6505	0.8065
0.0715	17.2	1118	0.6499	0.3715	0.6499	0.8062
0.0715	17.2308	1120	0.6502	0.3963	0.6502	0.8064
0.0715	17.2615	1122	0.6643	0.3717	0.6643	0.8150
0.0715	17.2923	1124	0.6770	0.3916	0.6770	0.8228
0.0715	17.3231	1126	0.6898	0.4492	0.6898	0.8305
0.0715	17.3538	1128	0.6747	0.3682	0.6747	0.8214
0.0715	17.3846	1130	0.6601	0.3583	0.6601	0.8125
0.0715	17.4154	1132	0.6583	0.3578	0.6583	0.8114
0.0715	17.4462	1134	0.6801	0.4566	0.6801	0.8247
0.0715	17.4769	1136	0.7373	0.4149	0.7373	0.8586
0.0715	17.5077	1138	0.7565	0.4207	0.7565	0.8698
0.0715	17.5385	1140	0.7652	0.4051	0.7652	0.8748
0.0715	17.5692	1142	0.7379	0.4454	0.7379	0.8590
0.0715	17.6	1144	0.7525	0.4051	0.7525	0.8675
0.0715	17.6308	1146	0.7605	0.4290	0.7605	0.8721
0.0715	17.6615	1148	0.8033	0.3751	0.8033	0.8963
0.0715	17.6923	1150	0.8023	0.3749	0.8023	0.8957
0.0715	17.7231	1152	0.7580	0.4290	0.7580	0.8706
0.0715	17.7538	1154	0.6928	0.4469	0.6928	0.8323
0.0715	17.7846	1156	0.6719	0.4389	0.6719	0.8197
0.0715	17.8154	1158	0.6821	0.4194	0.6821	0.8259
0.0715	17.8462	1160	0.6752	0.4288	0.6752	0.8217
0.0715	17.8769	1162	0.6618	0.4143	0.6618	0.8135
0.0715	17.9077	1164	0.6642	0.4106	0.6642	0.8150
0.0715	17.9385	1166	0.6612	0.4225	0.6612	0.8132
0.0715	17.9692	1168	0.6529	0.3752	0.6529	0.8080
0.0715	18.0	1170	0.6426	0.3870	0.6426	0.8016
0.0715	18.0308	1172	0.6415	0.3798	0.6415	0.8010
0.0715	18.0615	1174	0.6555	0.4172	0.6555	0.8096
0.0715	18.0923	1176	0.6717	0.4500	0.6717	0.8195
0.0715	18.1231	1178	0.6832	0.4462	0.6832	0.8266
0.0715	18.1538	1180	0.6889	0.4606	0.6889	0.8300
0.0715	18.1846	1182	0.6530	0.4231	0.6530	0.8081
0.0715	18.2154	1184	0.6377	0.4450	0.6377	0.7985
0.0715	18.2462	1186	0.6497	0.4237	0.6497	0.8060
0.0715	18.2769	1188	0.6564	0.4450	0.6564	0.8102
0.0715	18.3077	1190	0.6615	0.3991	0.6615	0.8133
0.0715	18.3385	1192	0.7017	0.4687	0.7017	0.8377
0.0715	18.3692	1194	0.7354	0.4620	0.7354	0.8575
0.0715	18.4	1196	0.7352	0.4629	0.7352	0.8575
0.0715	18.4308	1198	0.7084	0.4485	0.7084	0.8417
0.0715	18.4615	1200	0.6620	0.4500	0.6620	0.8136
0.0715	18.4923	1202	0.6398	0.4328	0.6398	0.7999
0.0715	18.5231	1204	0.6374	0.4491	0.6374	0.7984
0.0715	18.5538	1206	0.6341	0.4539	0.6341	0.7963
0.0715	18.5846	1208	0.6350	0.4200	0.6350	0.7969
0.0715	18.6154	1210	0.6343	0.4297	0.6343	0.7964
0.0715	18.6462	1212	0.6307	0.4404	0.6307	0.7942
0.0715	18.6769	1214	0.6468	0.4724	0.6468	0.8043
0.0715	18.7077	1216	0.6792	0.4127	0.6792	0.8241
0.0715	18.7385	1218	0.6882	0.4281	0.6882	0.8296
0.0715	18.7692	1220	0.6700	0.4194	0.6700	0.8185
0.0715	18.8	1222	0.6506	0.3956	0.6506	0.8066
0.0715	18.8308	1224	0.6504	0.4049	0.6504	0.8065
0.0715	18.8615	1226	0.6671	0.3696	0.6671	0.8168
0.0715	18.8923	1228	0.6725	0.3757	0.6725	0.8200
0.0715	18.9231	1230	0.6600	0.4049	0.6600	0.8124
0.0715	18.9538	1232	0.6530	0.4411	0.6530	0.8081
0.0715	18.9846	1234	0.6568	0.4301	0.6568	0.8104
0.0715	19.0154	1236	0.6577	0.4298	0.6577	0.8110
0.0715	19.0462	1238	0.6519	0.4830	0.6519	0.8074
0.0715	19.0769	1240	0.6467	0.4596	0.6467	0.8042
0.0715	19.1077	1242	0.6461	0.4335	0.6461	0.8038
0.0715	19.1385	1244	0.6440	0.4406	0.6440	0.8025
0.0715	19.1692	1246	0.6438	0.4446	0.6438	0.8024
0.0715	19.2	1248	0.6449	0.4446	0.6449	0.8030
0.0715	19.2308	1250	0.6463	0.4344	0.6463	0.8039
0.0715	19.2615	1252	0.6433	0.3857	0.6433	0.8021
0.0715	19.2923	1254	0.6442	0.3750	0.6442	0.8026
0.0715	19.3231	1256	0.6505	0.3953	0.6505	0.8065
0.0715	19.3538	1258	0.6557	0.4483	0.6557	0.8097
0.0715	19.3846	1260	0.6709	0.4389	0.6709	0.8191
0.0715	19.4154	1262	0.6942	0.4707	0.6942	0.8332
0.0715	19.4462	1264	0.7361	0.4478	0.7361	0.8580
0.0715	19.4769	1266	0.7829	0.4049	0.7829	0.8848
0.0715	19.5077	1268	0.8268	0.4047	0.8268	0.9093
0.0715	19.5385	1270	0.8140	0.4047	0.8140	0.9022
0.0715	19.5692	1272	0.7865	0.4049	0.7865	0.8868
0.0715	19.6	1274	0.7181	0.4190	0.7181	0.8474
0.0715	19.6308	1276	0.6880	0.4548	0.6880	0.8295
0.0715	19.6615	1278	0.6656	0.3743	0.6656	0.8158
0.0715	19.6923	1280	0.6628	0.3485	0.6628	0.8141
0.0715	19.7231	1282	0.6734	0.3528	0.6734	0.8206
0.0715	19.7538	1284	0.7186	0.3466	0.7186	0.8477
0.0715	19.7846	1286	0.7893	0.3446	0.7893	0.8884

Framework versions

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