ArabicNewSplits7_B_usingWellWrittenEssays_FineTuningAraBERT_run3_AugV5_k9_task5_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: 0.6214
• Qwk: 0.5195
• Mse: 0.6214
• Rmse: 0.7883

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	0.0426	2	4.1974	-0.0087	4.1974	2.0488
No log	0.0851	4	3.3125	-0.0578	3.3125	1.8200
No log	0.1277	6	1.9432	-0.0741	1.9432	1.3940
No log	0.1702	8	1.2174	0.1426	1.2174	1.1034
No log	0.2128	10	1.1387	0.1041	1.1387	1.0671
No log	0.2553	12	1.2751	0.0791	1.2751	1.1292
No log	0.2979	14	1.1628	0.1255	1.1628	1.0783
No log	0.3404	16	1.1178	0.1071	1.1178	1.0573
No log	0.3830	18	1.0656	0.2643	1.0656	1.0323
No log	0.4255	20	1.0371	0.3078	1.0371	1.0184
No log	0.4681	22	1.0194	0.2857	1.0194	1.0096
No log	0.5106	24	0.9314	0.3301	0.9314	0.9651
No log	0.5532	26	0.9219	0.3517	0.9219	0.9601
No log	0.5957	28	1.0938	0.2542	1.0938	1.0458
No log	0.6383	30	1.5444	0.2591	1.5444	1.2427
No log	0.6809	32	1.4616	0.2674	1.4616	1.2090
No log	0.7234	34	0.9375	0.4140	0.9375	0.9683
No log	0.7660	36	0.9167	0.3822	0.9167	0.9574
No log	0.8085	38	1.2082	0.2619	1.2082	1.0992
No log	0.8511	40	1.0522	0.3695	1.0522	1.0258
No log	0.8936	42	0.8659	0.3799	0.8659	0.9305
No log	0.9362	44	0.8665	0.4106	0.8665	0.9309
No log	0.9787	46	0.8997	0.4681	0.8997	0.9485
No log	1.0213	48	0.9820	0.3824	0.9820	0.9909
No log	1.0638	50	0.7715	0.5477	0.7715	0.8784
No log	1.1064	52	0.7381	0.4970	0.7381	0.8591
No log	1.1489	54	0.7560	0.5326	0.7560	0.8695
No log	1.1915	56	0.7015	0.6239	0.7015	0.8376
No log	1.2340	58	0.8439	0.4115	0.8439	0.9187
No log	1.2766	60	1.4572	0.2220	1.4572	1.2072
No log	1.3191	62	1.3323	0.2355	1.3323	1.1543
No log	1.3617	64	0.9284	0.3527	0.9284	0.9635
No log	1.4043	66	0.6464	0.5810	0.6464	0.8040
No log	1.4468	68	0.7997	0.4541	0.7997	0.8943
No log	1.4894	70	0.7827	0.4655	0.7827	0.8847
No log	1.5319	72	0.6698	0.5316	0.6698	0.8184
No log	1.5745	74	0.6510	0.5316	0.6510	0.8069
No log	1.6170	76	0.6871	0.5770	0.6871	0.8289
No log	1.6596	78	0.7173	0.5662	0.7173	0.8469
No log	1.7021	80	0.6978	0.6078	0.6978	0.8353
No log	1.7447	82	0.6953	0.6593	0.6953	0.8338
No log	1.7872	84	0.7306	0.6177	0.7306	0.8548
No log	1.8298	86	0.8825	0.4429	0.8825	0.9394
No log	1.8723	88	0.9606	0.4061	0.9606	0.9801
No log	1.9149	90	0.8842	0.5205	0.8842	0.9403
No log	1.9574	92	0.7638	0.5304	0.7638	0.8739
No log	2.0	94	0.7734	0.4482	0.7734	0.8794
No log	2.0426	96	0.7957	0.4609	0.7957	0.8920
No log	2.0851	98	0.7503	0.4259	0.7503	0.8662
No log	2.1277	100	0.7968	0.4728	0.7968	0.8926
No log	2.1702	102	0.8002	0.4973	0.8002	0.8945
No log	2.2128	104	0.7665	0.4613	0.7665	0.8755
No log	2.2553	106	0.7756	0.4973	0.7756	0.8807
No log	2.2979	108	0.7710	0.5074	0.7710	0.8781
No log	2.3404	110	0.7385	0.4714	0.7385	0.8594
No log	2.3830	112	0.6810	0.4995	0.6810	0.8252
No log	2.4255	114	0.6490	0.5149	0.6490	0.8056
No log	2.4681	116	0.6395	0.5490	0.6395	0.7997
No log	2.5106	118	0.6603	0.5459	0.6603	0.8126
No log	2.5532	120	0.6799	0.6112	0.6799	0.8245
No log	2.5957	122	0.6420	0.6241	0.6420	0.8012
No log	2.6383	124	0.6414	0.5163	0.6414	0.8009
No log	2.6809	126	0.7062	0.5548	0.7062	0.8403
No log	2.7234	128	0.6701	0.5314	0.6701	0.8186
No log	2.7660	130	0.6577	0.5316	0.6577	0.8110
No log	2.8085	132	0.7048	0.5434	0.7048	0.8395
No log	2.8511	134	0.6834	0.5202	0.6834	0.8267
No log	2.8936	136	0.6531	0.5536	0.6531	0.8081
No log	2.9362	138	0.7133	0.6091	0.7133	0.8445
No log	2.9787	140	0.7982	0.5642	0.7982	0.8934
No log	3.0213	142	0.7671	0.5247	0.7671	0.8758
No log	3.0638	144	0.7261	0.5230	0.7261	0.8521
No log	3.1064	146	0.7019	0.5229	0.7019	0.8378
No log	3.1489	148	0.6484	0.4929	0.6484	0.8052
No log	3.1915	150	0.6606	0.4675	0.6606	0.8128
No log	3.2340	152	0.6680	0.4841	0.6680	0.8173
No log	3.2766	154	0.6627	0.5084	0.6627	0.8141
No log	3.3191	156	0.6396	0.5399	0.6396	0.7998
No log	3.3617	158	0.7314	0.5566	0.7314	0.8552
No log	3.4043	160	0.7599	0.5117	0.7599	0.8717
No log	3.4468	162	0.8266	0.5258	0.8266	0.9092
No log	3.4894	164	0.7226	0.5340	0.7226	0.8501
No log	3.5319	166	0.7253	0.5450	0.7253	0.8516
No log	3.5745	168	0.7417	0.5340	0.7417	0.8612
No log	3.6170	170	0.9601	0.4463	0.9601	0.9798
No log	3.6596	172	0.9511	0.4976	0.9511	0.9753
No log	3.7021	174	0.7308	0.5548	0.7308	0.8549
No log	3.7447	176	0.7082	0.5340	0.7082	0.8416
No log	3.7872	178	0.7192	0.5554	0.7192	0.8480
No log	3.8298	180	0.8907	0.4964	0.8907	0.9438
No log	3.8723	182	0.8200	0.5058	0.8200	0.9056
No log	3.9149	184	0.7119	0.5334	0.7119	0.8437
No log	3.9574	186	0.6081	0.6154	0.6081	0.7798
No log	4.0	188	0.6035	0.5650	0.6035	0.7769
No log	4.0426	190	0.6047	0.5543	0.6047	0.7777
No log	4.0851	192	0.6783	0.4851	0.6783	0.8236
No log	4.1277	194	0.6732	0.4851	0.6732	0.8205
No log	4.1702	196	0.6015	0.5784	0.6015	0.7756
No log	4.2128	198	0.6192	0.5327	0.6192	0.7869
No log	4.2553	200	0.5954	0.5771	0.5954	0.7716
No log	4.2979	202	0.6096	0.5542	0.6096	0.7808
No log	4.3404	204	0.6272	0.6479	0.6272	0.7920
No log	4.3830	206	0.6266	0.6175	0.6266	0.7916
No log	4.4255	208	0.6456	0.5529	0.6456	0.8035
No log	4.4681	210	0.6657	0.4944	0.6657	0.8159
No log	4.5106	212	0.6675	0.5835	0.6675	0.8170
No log	4.5532	214	0.7933	0.5515	0.7933	0.8907
No log	4.5957	216	0.8390	0.5252	0.8390	0.9160
No log	4.6383	218	0.6855	0.5565	0.6855	0.8280
No log	4.6809	220	0.8065	0.4169	0.8065	0.8980
No log	4.7234	222	1.0498	0.4598	1.0498	1.0246
No log	4.7660	224	0.8934	0.5090	0.8934	0.9452
No log	4.8085	226	0.6384	0.5517	0.6384	0.7990
No log	4.8511	228	0.5999	0.6664	0.5999	0.7745
No log	4.8936	230	0.6152	0.5517	0.6152	0.7844
No log	4.9362	232	0.7237	0.5141	0.7237	0.8507
No log	4.9787	234	0.8101	0.4538	0.8101	0.9001
No log	5.0213	236	0.8042	0.4538	0.8042	0.8967
No log	5.0638	238	0.6810	0.4708	0.6810	0.8252
No log	5.1064	240	0.6373	0.5363	0.6373	0.7983
No log	5.1489	242	0.6770	0.5787	0.6770	0.8228
No log	5.1915	244	0.6633	0.5913	0.6633	0.8144
No log	5.2340	246	0.6264	0.5274	0.6264	0.7915
No log	5.2766	248	0.7035	0.5373	0.7035	0.8387
No log	5.3191	250	0.7327	0.5488	0.7327	0.8560
No log	5.3617	252	0.6548	0.5759	0.6548	0.8092
No log	5.4043	254	0.5976	0.6175	0.5976	0.7730
No log	5.4468	256	0.7107	0.5579	0.7107	0.8430
No log	5.4894	258	0.7353	0.5579	0.7353	0.8575
No log	5.5319	260	0.6363	0.6255	0.6363	0.7977
No log	5.5745	262	0.6145	0.5316	0.6145	0.7839
No log	5.6170	264	0.7857	0.5389	0.7857	0.8864
No log	5.6596	266	0.8662	0.4848	0.8662	0.9307
No log	5.7021	268	0.7687	0.5392	0.7687	0.8768
No log	5.7447	270	0.6551	0.5078	0.6551	0.8094
No log	5.7872	272	0.6222	0.5666	0.6222	0.7888
No log	5.8298	274	0.6047	0.6154	0.6047	0.7776
No log	5.8723	276	0.5830	0.6249	0.5830	0.7636
No log	5.9149	278	0.6192	0.6135	0.6192	0.7869
No log	5.9574	280	0.6078	0.6410	0.6078	0.7796
No log	6.0	282	0.5990	0.6713	0.5990	0.7739
No log	6.0426	284	0.5804	0.6339	0.5804	0.7618
No log	6.0851	286	0.6036	0.5575	0.6036	0.7769
No log	6.1277	288	0.6801	0.5357	0.6801	0.8247
No log	6.1702	290	0.6652	0.5477	0.6652	0.8156
No log	6.2128	292	0.6072	0.5446	0.6072	0.7793
No log	6.2553	294	0.6024	0.5681	0.6024	0.7761
No log	6.2979	296	0.6688	0.6120	0.6688	0.8178
No log	6.3404	298	0.6512	0.6101	0.6512	0.8070
No log	6.3830	300	0.5817	0.6207	0.5817	0.7627
No log	6.4255	302	0.6159	0.5472	0.6159	0.7848
No log	6.4681	304	0.6521	0.5346	0.6521	0.8075
No log	6.5106	306	0.6408	0.4503	0.6408	0.8005
No log	6.5532	308	0.6299	0.4781	0.6299	0.7936
No log	6.5957	310	0.6401	0.5246	0.6401	0.8001
No log	6.6383	312	0.6143	0.5503	0.6143	0.7837
No log	6.6809	314	0.5963	0.5562	0.5963	0.7722
No log	6.7234	316	0.5914	0.5783	0.5914	0.7690
No log	6.7660	318	0.6024	0.5644	0.6024	0.7762
No log	6.8085	320	0.6057	0.5073	0.6057	0.7783
No log	6.8511	322	0.6100	0.5331	0.6100	0.7810
No log	6.8936	324	0.5975	0.5274	0.5975	0.7730
No log	6.9362	326	0.5918	0.5635	0.5918	0.7693
No log	6.9787	328	0.5927	0.5523	0.5927	0.7698
No log	7.0213	330	0.5891	0.5523	0.5891	0.7675
No log	7.0638	332	0.5937	0.5614	0.5937	0.7705
No log	7.1064	334	0.5983	0.5301	0.5983	0.7735
No log	7.1489	336	0.6414	0.5686	0.6414	0.8009
No log	7.1915	338	0.7498	0.5804	0.7498	0.8659
No log	7.2340	340	0.7752	0.6121	0.7752	0.8805
No log	7.2766	342	0.6940	0.5688	0.6940	0.8331
No log	7.3191	344	0.6304	0.5566	0.6304	0.7940
No log	7.3617	346	0.6608	0.6014	0.6608	0.8129
No log	7.4043	348	0.7604	0.5780	0.7604	0.8720
No log	7.4468	350	0.7729	0.5780	0.7729	0.8792
No log	7.4894	352	0.6678	0.6150	0.6678	0.8172
No log	7.5319	354	0.6274	0.5684	0.6274	0.7921
No log	7.5745	356	0.6010	0.5455	0.6010	0.7752
No log	7.6170	358	0.5932	0.5890	0.5932	0.7702
No log	7.6596	360	0.5905	0.5890	0.5905	0.7684
No log	7.7021	362	0.5708	0.5759	0.5708	0.7555
No log	7.7447	364	0.5931	0.6405	0.5931	0.7701
No log	7.7872	366	0.6875	0.6127	0.6875	0.8292
No log	7.8298	368	0.7276	0.6285	0.7276	0.8530
No log	7.8723	370	0.7003	0.5215	0.7003	0.8368
No log	7.9149	372	0.6303	0.4781	0.6303	0.7939
No log	7.9574	374	0.6140	0.5331	0.6140	0.7836
No log	8.0	376	0.5967	0.5316	0.5967	0.7725
No log	8.0426	378	0.5823	0.5610	0.5823	0.7631
No log	8.0851	380	0.6114	0.6510	0.6114	0.7819
No log	8.1277	382	0.6815	0.6352	0.6815	0.8256
No log	8.1702	384	0.6681	0.6352	0.6681	0.8174
No log	8.2128	386	0.5769	0.6360	0.5769	0.7595
No log	8.2553	388	0.5878	0.6010	0.5878	0.7667
No log	8.2979	390	0.6533	0.5720	0.6533	0.8083
No log	8.3404	392	0.6905	0.5709	0.6905	0.8310
No log	8.3830	394	0.6117	0.6061	0.6117	0.7821
No log	8.4255	396	0.5621	0.5549	0.5621	0.7498
No log	8.4681	398	0.6476	0.6719	0.6476	0.8047
No log	8.5106	400	0.6845	0.6071	0.6845	0.8274
No log	8.5532	402	0.6462	0.6646	0.6462	0.8038
No log	8.5957	404	0.6163	0.6762	0.6163	0.7850
No log	8.6383	406	0.5985	0.6508	0.5985	0.7736
No log	8.6809	408	0.5785	0.5994	0.5785	0.7606
No log	8.7234	410	0.5818	0.5994	0.5818	0.7628
No log	8.7660	412	0.5919	0.5886	0.5919	0.7693
No log	8.8085	414	0.6075	0.5862	0.6075	0.7794
No log	8.8511	416	0.6137	0.5862	0.6137	0.7834
No log	8.8936	418	0.6083	0.6043	0.6083	0.7799
No log	8.9362	420	0.5993	0.5874	0.5993	0.7741
No log	8.9787	422	0.6005	0.6001	0.6005	0.7749
No log	9.0213	424	0.6176	0.5783	0.6176	0.7859
No log	9.0638	426	0.6296	0.5331	0.6296	0.7935
No log	9.1064	428	0.6214	0.5316	0.6214	0.7883
No log	9.1489	430	0.6227	0.5522	0.6227	0.7891
No log	9.1915	432	0.6349	0.5011	0.6349	0.7968
No log	9.2340	434	0.6348	0.5823	0.6348	0.7967
No log	9.2766	436	0.6744	0.5730	0.6744	0.8212
No log	9.3191	438	0.6918	0.5501	0.6918	0.8318
No log	9.3617	440	0.7052	0.5151	0.7052	0.8397
No log	9.4043	442	0.6443	0.5940	0.6443	0.8027
No log	9.4468	444	0.5920	0.5078	0.5920	0.7694
No log	9.4894	446	0.6117	0.4813	0.6117	0.7821
No log	9.5319	448	0.6347	0.4751	0.6347	0.7967
No log	9.5745	450	0.6383	0.4365	0.6383	0.7989
No log	9.6170	452	0.6233	0.4533	0.6233	0.7895
No log	9.6596	454	0.6079	0.5078	0.6079	0.7797
No log	9.7021	456	0.6028	0.5542	0.6028	0.7764
No log	9.7447	458	0.6229	0.5774	0.6229	0.7893
No log	9.7872	460	0.6192	0.5631	0.6192	0.7869
No log	9.8298	462	0.6198	0.5063	0.6198	0.7873
No log	9.8723	464	0.6241	0.4813	0.6241	0.7900
No log	9.9149	466	0.6398	0.5343	0.6398	0.7999
No log	9.9574	468	0.6679	0.5928	0.6679	0.8172
No log	10.0	470	0.6419	0.5717	0.6419	0.8012
No log	10.0426	472	0.6266	0.4935	0.6266	0.7916
No log	10.0851	474	0.6812	0.4855	0.6812	0.8254
No log	10.1277	476	0.7130	0.5083	0.7130	0.8444
No log	10.1702	478	0.7012	0.4839	0.7012	0.8374
No log	10.2128	480	0.6693	0.4438	0.6693	0.8181
No log	10.2553	482	0.6392	0.4909	0.6392	0.7995
No log	10.2979	484	0.6408	0.4658	0.6408	0.8005
No log	10.3404	486	0.6542	0.4604	0.6542	0.8088
No log	10.3830	488	0.7281	0.4571	0.7281	0.8533
No log	10.4255	490	0.8345	0.5279	0.8345	0.9135
No log	10.4681	492	0.8575	0.5375	0.8575	0.9260
No log	10.5106	494	0.7997	0.5190	0.7997	0.8943
No log	10.5532	496	0.7075	0.4290	0.7075	0.8411
No log	10.5957	498	0.6680	0.4309	0.6680	0.8173
0.3041	10.6383	500	0.6305	0.5035	0.6305	0.7940
0.3041	10.6809	502	0.6054	0.5197	0.6054	0.7781
0.3041	10.7234	504	0.5887	0.5197	0.5887	0.7672
0.3041	10.7660	506	0.5907	0.5784	0.5907	0.7686
0.3041	10.8085	508	0.5889	0.5784	0.5889	0.7674
0.3041	10.8511	510	0.5795	0.5666	0.5795	0.7612
0.3041	10.8936	512	0.5791	0.5549	0.5791	0.7610
0.3041	10.9362	514	0.5788	0.5197	0.5788	0.7608
0.3041	10.9787	516	0.5912	0.5197	0.5912	0.7689
0.3041	11.0213	518	0.6115	0.5573	0.6115	0.7820
0.3041	11.0638	520	0.6067	0.5573	0.6067	0.7789
0.3041	11.1064	522	0.5828	0.5327	0.5828	0.7634
0.3041	11.1489	524	0.5838	0.5573	0.5838	0.7641
0.3041	11.1915	526	0.6310	0.6317	0.6310	0.7944
0.3041	11.2340	528	0.6423	0.6317	0.6423	0.8015
0.3041	11.2766	530	0.5972	0.6140	0.5972	0.7728
0.3041	11.3191	532	0.6173	0.6317	0.6173	0.7857
0.3041	11.3617	534	0.6078	0.6140	0.6078	0.7796
0.3041	11.4043	536	0.5928	0.6140	0.5928	0.7699
0.3041	11.4468	538	0.6057	0.6525	0.6057	0.7783
0.3041	11.4894	540	0.6200	0.6525	0.6200	0.7874
0.3041	11.5319	542	0.5510	0.6479	0.5510	0.7423
0.3041	11.5745	544	0.5266	0.6349	0.5266	0.7257
0.3041	11.6170	546	0.5414	0.5971	0.5414	0.7358
0.3041	11.6596	548	0.5713	0.6150	0.5713	0.7558
0.3041	11.7021	550	0.5808	0.5345	0.5808	0.7621
0.3041	11.7447	552	0.5835	0.5464	0.5835	0.7639
0.3041	11.7872	554	0.5899	0.5549	0.5899	0.7680
0.3041	11.8298	556	0.5933	0.5422	0.5933	0.7703
0.3041	11.8723	558	0.5809	0.5859	0.5809	0.7622
0.3041	11.9149	560	0.5562	0.5692	0.5562	0.7458
0.3041	11.9574	562	0.5894	0.5945	0.5894	0.7678
0.3041	12.0	564	0.6059	0.5945	0.6059	0.7784
0.3041	12.0426	566	0.5776	0.5345	0.5776	0.7600
0.3041	12.0851	568	0.5840	0.5796	0.5840	0.7642
0.3041	12.1277	570	0.6082	0.5618	0.6082	0.7799
0.3041	12.1702	572	0.5911	0.6035	0.5911	0.7688
0.3041	12.2128	574	0.5818	0.6035	0.5818	0.7628
0.3041	12.2553	576	0.5793	0.6035	0.5793	0.7611
0.3041	12.2979	578	0.5736	0.6035	0.5736	0.7574
0.3041	12.3404	580	0.5734	0.5983	0.5734	0.7572
0.3041	12.3830	582	0.5675	0.5898	0.5675	0.7533
0.3041	12.4255	584	0.5763	0.5446	0.5763	0.7591
0.3041	12.4681	586	0.5856	0.5898	0.5856	0.7652
0.3041	12.5106	588	0.5917	0.5859	0.5917	0.7692
0.3041	12.5532	590	0.6145	0.5676	0.6145	0.7839
0.3041	12.5957	592	0.6149	0.5676	0.6149	0.7841
0.3041	12.6383	594	0.5815	0.5845	0.5815	0.7626
0.3041	12.6809	596	0.5746	0.5747	0.5746	0.7580
0.3041	12.7234	598	0.5803	0.5795	0.5803	0.7618
0.3041	12.7660	600	0.5826	0.5669	0.5826	0.7633
0.3041	12.8085	602	0.5746	0.5871	0.5746	0.7580
0.3041	12.8511	604	0.5741	0.5871	0.5741	0.7577
0.3041	12.8936	606	0.5655	0.5898	0.5655	0.7520
0.3041	12.9362	608	0.5660	0.5898	0.5660	0.7523
0.3041	12.9787	610	0.5752	0.5898	0.5752	0.7584
0.3041	13.0213	612	0.5789	0.5746	0.5789	0.7609
0.3041	13.0638	614	0.5773	0.6073	0.5773	0.7598
0.3041	13.1064	616	0.5585	0.5735	0.5585	0.7473
0.3041	13.1489	618	0.5454	0.6107	0.5454	0.7385
0.3041	13.1915	620	0.5416	0.5898	0.5416	0.7359
0.3041	13.2340	622	0.5391	0.5898	0.5391	0.7342
0.3041	13.2766	624	0.5383	0.6024	0.5383	0.7337
0.3041	13.3191	626	0.5473	0.5809	0.5473	0.7398
0.3041	13.3617	628	0.5821	0.5833	0.5821	0.7630
0.3041	13.4043	630	0.5899	0.5833	0.5899	0.7681
0.3041	13.4468	632	0.5623	0.5809	0.5623	0.7498
0.3041	13.4894	634	0.5660	0.5771	0.5660	0.7523
0.3041	13.5319	636	0.5894	0.5932	0.5894	0.7678
0.3041	13.5745	638	0.5848	0.5847	0.5848	0.7648
0.3041	13.6170	640	0.5674	0.5886	0.5674	0.7532
0.3041	13.6596	642	0.5568	0.5784	0.5568	0.7462
0.3041	13.7021	644	0.5478	0.6175	0.5478	0.7402
0.3041	13.7447	646	0.5582	0.6252	0.5582	0.7471
0.3041	13.7872	648	0.5705	0.6252	0.5705	0.7553
0.3041	13.8298	650	0.5776	0.6165	0.5776	0.7600
0.3041	13.8723	652	0.5789	0.5784	0.5789	0.7609
0.3041	13.9149	654	0.5922	0.5197	0.5922	0.7695
0.3041	13.9574	656	0.5969	0.5078	0.5969	0.7726
0.3041	14.0	658	0.5899	0.5783	0.5899	0.7681
0.3041	14.0426	660	0.5717	0.5415	0.5717	0.7561
0.3041	14.0851	662	0.5675	0.6370	0.5675	0.7534
0.3041	14.1277	664	0.5965	0.6429	0.5965	0.7724
0.3041	14.1702	666	0.6053	0.6429	0.6053	0.7780
0.3041	14.2128	668	0.5858	0.6464	0.5858	0.7654
0.3041	14.2553	670	0.5630	0.6262	0.5630	0.7503
0.3041	14.2979	672	0.5499	0.6154	0.5499	0.7416
0.3041	14.3404	674	0.5488	0.6154	0.5488	0.7408
0.3041	14.3830	676	0.5439	0.6262	0.5439	0.7375
0.3041	14.4255	678	0.5397	0.6415	0.5397	0.7346
0.3041	14.4681	680	0.5496	0.6593	0.5496	0.7414
0.3041	14.5106	682	0.5305	0.6415	0.5305	0.7284
0.3041	14.5532	684	0.5396	0.6725	0.5396	0.7346
0.3041	14.5957	686	0.5983	0.6130	0.5983	0.7735
0.3041	14.6383	688	0.5994	0.6130	0.5994	0.7742
0.3041	14.6809	690	0.5466	0.6661	0.5466	0.7393
0.3041	14.7234	692	0.5220	0.6154	0.5220	0.7225
0.3041	14.7660	694	0.5716	0.7074	0.5716	0.7561
0.3041	14.8085	696	0.5948	0.6748	0.5948	0.7712
0.3041	14.8511	698	0.5603	0.6929	0.5603	0.7485
0.3041	14.8936	700	0.5186	0.6345	0.5186	0.7201
0.3041	14.9362	702	0.5464	0.6554	0.5464	0.7392
0.3041	14.9787	704	0.6957	0.5791	0.6957	0.8341
0.3041	15.0213	706	0.7367	0.5780	0.7367	0.8583
0.3041	15.0638	708	0.6589	0.6102	0.6589	0.8117
0.3041	15.1064	710	0.5396	0.6742	0.5396	0.7346
0.3041	15.1489	712	0.5105	0.6262	0.5105	0.7145
0.3041	15.1915	714	0.5127	0.6401	0.5127	0.7161
0.3041	15.2340	716	0.5224	0.6391	0.5224	0.7228
0.3041	15.2766	718	0.5202	0.5886	0.5202	0.7213
0.3041	15.3191	720	0.5177	0.5771	0.5177	0.7195
0.3041	15.3617	722	0.5305	0.6373	0.5305	0.7284
0.3041	15.4043	724	0.5600	0.6272	0.5600	0.7483
0.3041	15.4468	726	0.5600	0.6150	0.5600	0.7483
0.3041	15.4894	728	0.5616	0.5432	0.5616	0.7494
0.3041	15.5319	730	0.5886	0.5631	0.5886	0.7672
0.3041	15.5745	732	0.6286	0.5218	0.6286	0.7929
0.3041	15.6170	734	0.6379	0.5192	0.6379	0.7987
0.3041	15.6596	736	0.6207	0.5206	0.6207	0.7879
0.3041	15.7021	738	0.6031	0.4882	0.6031	0.7766
0.3041	15.7447	740	0.6099	0.4608	0.6099	0.7809
0.3041	15.7872	742	0.6293	0.4608	0.6293	0.7933
0.3041	15.8298	744	0.6593	0.5400	0.6593	0.8120
0.3041	15.8723	746	0.7385	0.5717	0.7385	0.8593
0.3041	15.9149	748	0.8018	0.5894	0.8018	0.8954
0.3041	15.9574	750	0.7904	0.5894	0.7904	0.8891
0.3041	16.0	752	0.7945	0.5586	0.7945	0.8914
0.3041	16.0426	754	0.7613	0.6050	0.7613	0.8725
0.3041	16.0851	756	0.6795	0.4456	0.6795	0.8243
0.3041	16.1277	758	0.6308	0.4748	0.6308	0.7942
0.3041	16.1702	760	0.5919	0.4898	0.5919	0.7693
0.3041	16.2128	762	0.5579	0.6177	0.5579	0.7469
0.3041	16.2553	764	0.5528	0.6538	0.5528	0.7435
0.3041	16.2979	766	0.5196	0.6634	0.5196	0.7209
0.3041	16.3404	768	0.5016	0.6959	0.5016	0.7082
0.3041	16.3830	770	0.5013	0.6966	0.5013	0.7080
0.3041	16.4255	772	0.5164	0.6684	0.5164	0.7186
0.3041	16.4681	774	0.5181	0.6759	0.5181	0.7198
0.3041	16.5106	776	0.5057	0.6566	0.5057	0.7111
0.3041	16.5532	778	0.5068	0.6241	0.5068	0.7119
0.3041	16.5957	780	0.5196	0.6547	0.5196	0.7208
0.3041	16.6383	782	0.5087	0.6667	0.5087	0.7132
0.3041	16.6809	784	0.5064	0.6485	0.5064	0.7116
0.3041	16.7234	786	0.5562	0.6922	0.5562	0.7458
0.3041	16.7660	788	0.5872	0.6922	0.5872	0.7663
0.3041	16.8085	790	0.5950	0.6922	0.5950	0.7714
0.3041	16.8511	792	0.5756	0.6922	0.5756	0.7587
0.3041	16.8936	794	0.5693	0.6922	0.5693	0.7545
0.3041	16.9362	796	0.5977	0.6594	0.5977	0.7731
0.3041	16.9787	798	0.6311	0.5909	0.6311	0.7944
0.3041	17.0213	800	0.6463	0.6111	0.6463	0.8040
0.3041	17.0638	802	0.6456	0.6111	0.6456	0.8035
0.3041	17.1064	804	0.5877	0.6855	0.5877	0.7666
0.3041	17.1489	806	0.5059	0.6652	0.5059	0.7113
0.3041	17.1915	808	0.4969	0.6400	0.4969	0.7049
0.3041	17.2340	810	0.5055	0.6390	0.5055	0.7110
0.3041	17.2766	812	0.5084	0.6241	0.5084	0.7130
0.3041	17.3191	814	0.5574	0.6617	0.5574	0.7466
0.3041	17.3617	816	0.6017	0.6318	0.6017	0.7757
0.3041	17.4043	818	0.6463	0.6495	0.6463	0.8040
0.3041	17.4468	820	0.6091	0.6377	0.6091	0.7805
0.3041	17.4894	822	0.5428	0.6028	0.5428	0.7367
0.3041	17.5319	824	0.5286	0.6498	0.5286	0.7271
0.3041	17.5745	826	0.5190	0.6916	0.5190	0.7204
0.3041	17.6170	828	0.5176	0.6123	0.5176	0.7195
0.3041	17.6596	830	0.5421	0.6954	0.5421	0.7363
0.3041	17.7021	832	0.5685	0.6350	0.5685	0.7540
0.3041	17.7447	834	0.5730	0.6112	0.5730	0.7570
0.3041	17.7872	836	0.5466	0.6779	0.5466	0.7393
0.3041	17.8298	838	0.5191	0.6806	0.5191	0.7205
0.3041	17.8723	840	0.5069	0.5845	0.5069	0.7120
0.3041	17.9149	842	0.5090	0.6196	0.5090	0.7134
0.3041	17.9574	844	0.5084	0.6196	0.5084	0.7131
0.3041	18.0	846	0.5153	0.6566	0.5153	0.7178
0.3041	18.0426	848	0.5164	0.6566	0.5164	0.7186
0.3041	18.0851	850	0.5200	0.6685	0.5200	0.7211
0.3041	18.1277	852	0.5262	0.6951	0.5262	0.7254
0.3041	18.1702	854	0.5155	0.6447	0.5155	0.7180
0.3041	18.2128	856	0.5126	0.6466	0.5126	0.7159
0.3041	18.2553	858	0.5316	0.5833	0.5316	0.7291
0.3041	18.2979	860	0.5822	0.6441	0.5822	0.7630
0.3041	18.3404	862	0.6008	0.6231	0.6008	0.7751
0.3041	18.3830	864	0.5956	0.5835	0.5956	0.7717
0.3041	18.4255	866	0.5793	0.5644	0.5793	0.7611
0.3041	18.4681	868	0.5577	0.5644	0.5577	0.7468
0.3041	18.5106	870	0.5459	0.5644	0.5459	0.7388
0.3041	18.5532	872	0.5421	0.5833	0.5421	0.7363
0.3041	18.5957	874	0.5582	0.6547	0.5582	0.7471
0.3041	18.6383	876	0.5674	0.6669	0.5674	0.7533
0.3041	18.6809	878	0.5342	0.6813	0.5342	0.7309
0.3041	18.7234	880	0.5069	0.6935	0.5069	0.7120
0.3041	18.7660	882	0.5115	0.6325	0.5115	0.7152
0.3041	18.8085	884	0.5264	0.6803	0.5264	0.7255
0.3041	18.8511	886	0.5450	0.6563	0.5450	0.7383
0.3041	18.8936	888	0.5380	0.6563	0.5380	0.7335
0.3041	18.9362	890	0.5275	0.6476	0.5275	0.7263
0.3041	18.9787	892	0.5290	0.6437	0.5290	0.7274
0.3041	19.0213	894	0.5297	0.6437	0.5297	0.7278
0.3041	19.0638	896	0.5305	0.6427	0.5305	0.7283
0.3041	19.1064	898	0.5277	0.6437	0.5277	0.7264
0.3041	19.1489	900	0.5424	0.6272	0.5424	0.7365
0.3041	19.1915	902	0.5866	0.6457	0.5866	0.7659
0.3041	19.2340	904	0.6257	0.6572	0.6257	0.7910
0.3041	19.2766	906	0.6008	0.6457	0.6008	0.7751
0.3041	19.3191	908	0.5666	0.6585	0.5666	0.7527
0.3041	19.3617	910	0.5666	0.6617	0.5666	0.7527
0.3041	19.4043	912	0.5608	0.6411	0.5608	0.7489
0.3041	19.4468	914	0.5511	0.6411	0.5511	0.7424
0.3041	19.4894	916	0.5402	0.6363	0.5402	0.7350
0.3041	19.5319	918	0.5347	0.6437	0.5347	0.7312
0.3041	19.5745	920	0.5343	0.6593	0.5343	0.7310
0.3041	19.6170	922	0.5443	0.6516	0.5443	0.7378
0.3041	19.6596	924	0.5595	0.6448	0.5595	0.7480
0.3041	19.7021	926	0.5598	0.6448	0.5598	0.7482
0.3041	19.7447	928	0.5525	0.6215	0.5525	0.7433
0.3041	19.7872	930	0.5613	0.6215	0.5613	0.7492
0.3041	19.8298	932	0.5860	0.6058	0.5860	0.7655
0.3041	19.8723	934	0.6251	0.6308	0.6251	0.7906
0.3041	19.9149	936	0.6890	0.5720	0.6890	0.8300
0.3041	19.9574	938	0.7241	0.5283	0.7241	0.8509
0.3041	20.0	940	0.7385	0.5283	0.7385	0.8593
0.3041	20.0426	942	0.7188	0.5283	0.7188	0.8478
0.3041	20.0851	944	0.7095	0.5283	0.7095	0.8423
0.3041	20.1277	946	0.7008	0.5161	0.7008	0.8371
0.3041	20.1702	948	0.6530	0.5816	0.6530	0.8081
0.3041	20.2128	950	0.6017	0.6394	0.6017	0.7757
0.3041	20.2553	952	0.6107	0.6050	0.6107	0.7815
0.3041	20.2979	954	0.6052	0.6394	0.6052	0.7779
0.3041	20.3404	956	0.5960	0.6394	0.5960	0.7720
0.3041	20.3830	958	0.5915	0.6422	0.5915	0.7691
0.3041	20.4255	960	0.5661	0.5809	0.5661	0.7524
0.3041	20.4681	962	0.5784	0.6359	0.5784	0.7605
0.3041	20.5106	964	0.6008	0.5495	0.6008	0.7751
0.3041	20.5532	966	0.5929	0.6008	0.5929	0.7700
0.3041	20.5957	968	0.5812	0.5703	0.5812	0.7623
0.3041	20.6383	970	0.5815	0.5950	0.5815	0.7626
0.3041	20.6809	972	0.5758	0.5950	0.5758	0.7588
0.3041	20.7234	974	0.5657	0.6173	0.5657	0.7521
0.3041	20.7660	976	0.5852	0.5710	0.5852	0.7650
0.3041	20.8085	978	0.6071	0.5585	0.6071	0.7792
0.3041	20.8511	980	0.6039	0.5377	0.6039	0.7771
0.3041	20.8936	982	0.6117	0.5138	0.6117	0.7821
0.3041	20.9362	984	0.6174	0.5165	0.6174	0.7858
0.3041	20.9787	986	0.6108	0.5303	0.6108	0.7815
0.3041	21.0213	988	0.6206	0.5835	0.6206	0.7878
0.3041	21.0638	990	0.6443	0.6123	0.6443	0.8027
0.3041	21.1064	992	0.6439	0.6123	0.6439	0.8024
0.3041	21.1489	994	0.6188	0.5835	0.6188	0.7867
0.3041	21.1915	996	0.6264	0.5035	0.6264	0.7914
0.3041	21.2340	998	0.6612	0.4606	0.6612	0.8131
0.0632	21.2766	1000	0.6631	0.5231	0.6631	0.8143
0.0632	21.3191	1002	0.6206	0.5710	0.6206	0.7878
0.0632	21.3617	1004	0.5895	0.6084	0.5895	0.7678
0.0632	21.4043	1006	0.5727	0.5898	0.5727	0.7568
0.0632	21.4468	1008	0.5744	0.5669	0.5744	0.7579
0.0632	21.4894	1010	0.5761	0.5549	0.5761	0.7590
0.0632	21.5319	1012	0.5805	0.5549	0.5805	0.7619
0.0632	21.5745	1014	0.5825	0.5784	0.5825	0.7632
0.0632	21.6170	1016	0.5964	0.5149	0.5964	0.7723
0.0632	21.6596	1018	0.6046	0.5149	0.6046	0.7776
0.0632	21.7021	1020	0.6073	0.5180	0.6073	0.7793
0.0632	21.7447	1022	0.5996	0.5692	0.5996	0.7743
0.0632	21.7872	1024	0.5774	0.5692	0.5774	0.7599
0.0632	21.8298	1026	0.5661	0.6067	0.5661	0.7524
0.0632	21.8723	1028	0.5716	0.6172	0.5716	0.7561
0.0632	21.9149	1030	0.5764	0.6422	0.5764	0.7592
0.0632	21.9574	1032	0.5653	0.6394	0.5653	0.7519
0.0632	22.0	1034	0.5574	0.6394	0.5574	0.7466
0.0632	22.0426	1036	0.5624	0.6594	0.5624	0.7499
0.0632	22.0851	1038	0.5658	0.6594	0.5658	0.7522
0.0632	22.1277	1040	0.5572	0.6411	0.5572	0.7465
0.0632	22.1702	1042	0.5611	0.6287	0.5611	0.7491
0.0632	22.2128	1044	0.5636	0.5656	0.5636	0.7507
0.0632	22.2553	1046	0.5701	0.5759	0.5701	0.7550
0.0632	22.2979	1048	0.5792	0.5810	0.5792	0.7610
0.0632	22.3404	1050	0.5765	0.5810	0.5765	0.7593
0.0632	22.3830	1052	0.5745	0.5503	0.5745	0.7579
0.0632	22.4255	1054	0.5765	0.6391	0.5765	0.7593
0.0632	22.4681	1056	0.5690	0.6276	0.5690	0.7543
0.0632	22.5106	1058	0.5551	0.6380	0.5551	0.7450
0.0632	22.5532	1060	0.5460	0.6265	0.5460	0.7389
0.0632	22.5957	1062	0.5388	0.6391	0.5388	0.7341
0.0632	22.6383	1064	0.5302	0.6437	0.5302	0.7282
0.0632	22.6809	1066	0.5291	0.6123	0.5291	0.7274
0.0632	22.7234	1068	0.5377	0.6025	0.5377	0.7333
0.0632	22.7660	1070	0.5506	0.6025	0.5506	0.7420
0.0632	22.8085	1072	0.5558	0.6025	0.5558	0.7455
0.0632	22.8511	1074	0.5501	0.6025	0.5501	0.7417
0.0632	22.8936	1076	0.5507	0.6025	0.5507	0.7421
0.0632	22.9362	1078	0.5477	0.6390	0.5477	0.7401
0.0632	22.9787	1080	0.5418	0.6118	0.5418	0.7360
0.0632	23.0213	1082	0.5393	0.6485	0.5393	0.7344
0.0632	23.0638	1084	0.5355	0.6262	0.5355	0.7318
0.0632	23.1064	1086	0.5382	0.6262	0.5382	0.7336
0.0632	23.1489	1088	0.5395	0.6384	0.5395	0.7345
0.0632	23.1915	1090	0.5385	0.6575	0.5385	0.7338
0.0632	23.2340	1092	0.5368	0.6575	0.5368	0.7327
0.0632	23.2766	1094	0.5439	0.6812	0.5439	0.7375
0.0632	23.3191	1096	0.5670	0.6626	0.5670	0.7530
0.0632	23.3617	1098	0.5838	0.6626	0.5838	0.7641
0.0632	23.4043	1100	0.5954	0.6546	0.5954	0.7716
0.0632	23.4468	1102	0.6145	0.6546	0.6145	0.7839
0.0632	23.4894	1104	0.6270	0.6081	0.6270	0.7918
0.0632	23.5319	1106	0.6241	0.5858	0.6241	0.7900
0.0632	23.5745	1108	0.5934	0.6334	0.5934	0.7703
0.0632	23.6170	1110	0.5623	0.6401	0.5623	0.7498
0.0632	23.6596	1112	0.5416	0.6363	0.5416	0.7359
0.0632	23.7021	1114	0.5384	0.5859	0.5384	0.7338
0.0632	23.7447	1116	0.5368	0.6065	0.5368	0.7327
0.0632	23.7872	1118	0.5397	0.6087	0.5397	0.7346
0.0632	23.8298	1120	0.5577	0.6451	0.5577	0.7468
0.0632	23.8723	1122	0.5676	0.6334	0.5676	0.7534
0.0632	23.9149	1124	0.5695	0.6422	0.5695	0.7547
0.0632	23.9574	1126	0.5870	0.6287	0.5870	0.7662
0.0632	24.0	1128	0.5976	0.5938	0.5976	0.7731
0.0632	24.0426	1130	0.6009	0.6055	0.6009	0.7751
0.0632	24.0851	1132	0.6002	0.5653	0.6002	0.7747
0.0632	24.1277	1134	0.6066	0.5232	0.6066	0.7789
0.0632	24.1702	1136	0.6133	0.5103	0.6133	0.7832
0.0632	24.2128	1138	0.5959	0.5472	0.5959	0.7719
0.0632	24.2553	1140	0.5779	0.5859	0.5779	0.7602
0.0632	24.2979	1142	0.5633	0.5859	0.5633	0.7505
0.0632	24.3404	1144	0.5516	0.6343	0.5516	0.7427
0.0632	24.3830	1146	0.5468	0.6006	0.5468	0.7394
0.0632	24.4255	1148	0.5487	0.6006	0.5487	0.7408
0.0632	24.4681	1150	0.5533	0.6006	0.5533	0.7438
0.0632	24.5106	1152	0.5548	0.5783	0.5548	0.7449
0.0632	24.5532	1154	0.5600	0.5783	0.5600	0.7484
0.0632	24.5957	1156	0.5621	0.5898	0.5621	0.7497
0.0632	24.6383	1158	0.5544	0.5898	0.5544	0.7446
0.0632	24.6809	1160	0.5458	0.5994	0.5458	0.7388
0.0632	24.7234	1162	0.5464	0.6107	0.5464	0.7392
0.0632	24.7660	1164	0.5436	0.6118	0.5436	0.7373
0.0632	24.8085	1166	0.5473	0.6327	0.5473	0.7398
0.0632	24.8511	1168	0.5601	0.6694	0.5601	0.7484
0.0632	24.8936	1170	0.5811	0.6812	0.5811	0.7623
0.0632	24.9362	1172	0.5921	0.6515	0.5921	0.7695
0.0632	24.9787	1174	0.5863	0.6297	0.5863	0.7657
0.0632	25.0213	1176	0.5703	0.6150	0.5703	0.7552
0.0632	25.0638	1178	0.5691	0.5273	0.5691	0.7544
0.0632	25.1064	1180	0.5875	0.6032	0.5875	0.7665
0.0632	25.1489	1182	0.5916	0.6231	0.5916	0.7691
0.0632	25.1915	1184	0.5838	0.6219	0.5838	0.7641
0.0632	25.2340	1186	0.5628	0.5886	0.5628	0.7502
0.0632	25.2766	1188	0.5639	0.6254	0.5639	0.7509
0.0632	25.3191	1190	0.5686	0.6254	0.5686	0.7540
0.0632	25.3617	1192	0.5742	0.5653	0.5742	0.7577
0.0632	25.4043	1194	0.5805	0.5408	0.5805	0.7619
0.0632	25.4468	1196	0.6047	0.5361	0.6047	0.7776
0.0632	25.4894	1198	0.6420	0.5333	0.6420	0.8013
0.0632	25.5319	1200	0.6372	0.5333	0.6372	0.7983
0.0632	25.5745	1202	0.6148	0.5394	0.6148	0.7841
0.0632	25.6170	1204	0.5988	0.5394	0.5988	0.7738
0.0632	25.6596	1206	0.5864	0.5273	0.5864	0.7658
0.0632	25.7021	1208	0.5782	0.5522	0.5782	0.7604
0.0632	25.7447	1210	0.5691	0.5522	0.5691	0.7544
0.0632	25.7872	1212	0.5689	0.5666	0.5689	0.7543
0.0632	25.8298	1214	0.5708	0.6055	0.5708	0.7555
0.0632	25.8723	1216	0.5915	0.6078	0.5915	0.7691
0.0632	25.9149	1218	0.5990	0.6183	0.5990	0.7740
0.0632	25.9574	1220	0.5929	0.6078	0.5929	0.7700
0.0632	26.0	1222	0.5855	0.6078	0.5855	0.7652
0.0632	26.0426	1224	0.5726	0.5835	0.5726	0.7567
0.0632	26.0851	1226	0.5773	0.5168	0.5773	0.7598
0.0632	26.1277	1228	0.5755	0.4919	0.5755	0.7586
0.0632	26.1702	1230	0.5753	0.5703	0.5753	0.7585
0.0632	26.2128	1232	0.5785	0.5968	0.5785	0.7606
0.0632	26.2553	1234	0.5967	0.6308	0.5967	0.7725
0.0632	26.2979	1236	0.6198	0.6525	0.6198	0.7873
0.0632	26.3404	1238	0.6067	0.6404	0.6067	0.7789
0.0632	26.3830	1240	0.5656	0.6476	0.5656	0.7521
0.0632	26.4255	1242	0.5363	0.6485	0.5363	0.7323
0.0632	26.4681	1244	0.5348	0.6667	0.5348	0.7313
0.0632	26.5106	1246	0.5402	0.5759	0.5402	0.7350
0.0632	26.5532	1248	0.5324	0.6556	0.5324	0.7297
0.0632	26.5957	1250	0.5280	0.6363	0.5280	0.7266
0.0632	26.6383	1252	0.5224	0.6373	0.5224	0.7228
0.0632	26.6809	1254	0.5244	0.6262	0.5244	0.7242
0.0632	26.7234	1256	0.5493	0.6476	0.5493	0.7412
0.0632	26.7660	1258	0.5912	0.6712	0.5912	0.7689
0.0632	26.8085	1260	0.5911	0.6556	0.5911	0.7688
0.0632	26.8511	1262	0.5965	0.6556	0.5965	0.7723
0.0632	26.8936	1264	0.5818	0.6218	0.5818	0.7628
0.0632	26.9362	1266	0.5729	0.5619	0.5729	0.7569
0.0632	26.9787	1268	0.5736	0.5208	0.5736	0.7574
0.0632	27.0213	1270	0.5783	0.5208	0.5783	0.7604
0.0632	27.0638	1272	0.5753	0.5067	0.5753	0.7585
0.0632	27.1064	1274	0.5698	0.5570	0.5698	0.7548
0.0632	27.1489	1276	0.5650	0.5436	0.5650	0.7517
0.0632	27.1915	1278	0.5706	0.5405	0.5706	0.7554
0.0632	27.2340	1280	0.5615	0.5529	0.5615	0.7493
0.0632	27.2766	1282	0.5606	0.6262	0.5606	0.7487
0.0632	27.3191	1284	0.5804	0.6058	0.5804	0.7618
0.0632	27.3617	1286	0.6000	0.5818	0.6000	0.7746
0.0632	27.4043	1288	0.6217	0.6182	0.6217	0.7885
0.0632	27.4468	1290	0.6293	0.6182	0.6293	0.7933
0.0632	27.4894	1292	0.6140	0.6183	0.6140	0.7836
0.0632	27.5319	1294	0.5960	0.5833	0.5960	0.7720
0.0632	27.5745	1296	0.5944	0.5436	0.5944	0.7710
0.0632	27.6170	1298	0.5953	0.5556	0.5953	0.7716
0.0632	27.6596	1300	0.5905	0.5556	0.5905	0.7684
0.0632	27.7021	1302	0.5859	0.5796	0.5859	0.7655
0.0632	27.7447	1304	0.5861	0.5795	0.5861	0.7656
0.0632	27.7872	1306	0.5905	0.6058	0.5905	0.7684
0.0632	27.8298	1308	0.6088	0.5493	0.6088	0.7803
0.0632	27.8723	1310	0.6291	0.5731	0.6291	0.7932
0.0632	27.9149	1312	0.6133	0.5610	0.6133	0.7831
0.0632	27.9574	1314	0.5801	0.6183	0.5801	0.7616
0.0632	28.0	1316	0.5677	0.5796	0.5677	0.7535
0.0632	28.0426	1318	0.5779	0.5288	0.5779	0.7602
0.0632	28.0851	1320	0.5932	0.6241	0.5932	0.7702
0.0632	28.1277	1322	0.6123	0.6032	0.6123	0.7825
0.0632	28.1702	1324	0.6304	0.6032	0.6304	0.7940
0.0632	28.2128	1326	0.6287	0.6032	0.6287	0.7929
0.0632	28.2553	1328	0.6182	0.5138	0.6182	0.7863
0.0632	28.2979	1330	0.6074	0.5149	0.6074	0.7794
0.0632	28.3404	1332	0.6053	0.5550	0.6053	0.7780
0.0632	28.3830	1334	0.5986	0.5426	0.5986	0.7737
0.0632	28.4255	1336	0.6045	0.5677	0.6045	0.7775
0.0632	28.4681	1338	0.6056	0.5440	0.6056	0.7782
0.0632	28.5106	1340	0.6088	0.5570	0.6088	0.7802
0.0632	28.5532	1342	0.6119	0.5450	0.6119	0.7822
0.0632	28.5957	1344	0.6204	0.5583	0.6204	0.7877
0.0632	28.6383	1346	0.6293	0.5332	0.6293	0.7933
0.0632	28.6809	1348	0.6284	0.5195	0.6284	0.7927
0.0632	28.7234	1350	0.6251	0.5195	0.6251	0.7906
0.0632	28.7660	1352	0.6218	0.5165	0.6218	0.7886
0.0632	28.8085	1354	0.6180	0.5165	0.6180	0.7861
0.0632	28.8511	1356	0.6214	0.5195	0.6214	0.7883

Framework versions

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