ArabicNewSplits7_usingALLEssays_FineTuningAraBERT_run1_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: 0.8235
• Qwk: 0.6980
• Mse: 0.8235
• Rmse: 0.9075

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	6.7499	0.0239	6.7499	2.5981
No log	0.0449	4	3.9448	0.0779	3.9448	1.9862
No log	0.0674	6	3.2132	0.0119	3.2132	1.7925
No log	0.0899	8	2.8634	0.0759	2.8634	1.6921
No log	0.1124	10	2.4238	0.1399	2.4238	1.5569
No log	0.1348	12	2.4654	0.1678	2.4654	1.5702
No log	0.1573	14	2.3670	0.1644	2.3670	1.5385
No log	0.1798	16	2.0761	0.2121	2.0761	1.4409
No log	0.2022	18	3.0611	0.0256	3.0611	1.7496
No log	0.2247	20	3.0347	0.0261	3.0347	1.7420
No log	0.2472	22	2.9350	0.0261	2.9350	1.7132
No log	0.2697	24	2.3165	0.1127	2.3165	1.5220
No log	0.2921	26	2.0376	0.2105	2.0376	1.4275
No log	0.3146	28	1.7324	0.2087	1.7324	1.3162
No log	0.3371	30	1.6030	0.1835	1.6030	1.2661
No log	0.3596	32	1.6510	0.1897	1.6510	1.2849
No log	0.3820	34	2.1315	0.2302	2.1315	1.4600
No log	0.4045	36	2.9023	0.0914	2.9023	1.7036
No log	0.4270	38	3.1944	0.0978	3.1944	1.7873
No log	0.4494	40	2.9683	0.1163	2.9683	1.7229
No log	0.4719	42	2.3236	0.2125	2.3236	1.5243
No log	0.4944	44	1.7125	0.3704	1.7125	1.3086
No log	0.5169	46	1.4584	0.4394	1.4584	1.2076
No log	0.5393	48	1.5439	0.4317	1.5439	1.2425
No log	0.5618	50	2.0450	0.2420	2.0450	1.4300
No log	0.5843	52	2.1974	0.2375	2.1974	1.4824
No log	0.6067	54	2.1522	0.2420	2.1522	1.4670
No log	0.6292	56	2.2223	0.2420	2.2223	1.4908
No log	0.6517	58	2.0063	0.3289	2.0063	1.4164
No log	0.6742	60	1.9971	0.3333	1.9971	1.4132
No log	0.6966	62	1.7158	0.3889	1.7158	1.3099
No log	0.7191	64	1.3191	0.5248	1.3191	1.1485
No log	0.7416	66	1.2559	0.5362	1.2559	1.1207
No log	0.7640	68	1.3554	0.5616	1.3554	1.1642
No log	0.7865	70	1.6083	0.4940	1.6083	1.2682
No log	0.8090	72	1.7086	0.5111	1.7086	1.3071
No log	0.8315	74	1.4948	0.5444	1.4948	1.2226
No log	0.8539	76	1.3163	0.5479	1.3163	1.1473
No log	0.8764	78	1.3710	0.5235	1.3710	1.1709
No log	0.8989	80	1.2650	0.5405	1.2650	1.1247
No log	0.9213	82	1.1409	0.6234	1.1409	1.0681
No log	0.9438	84	0.9831	0.6351	0.9831	0.9915
No log	0.9663	86	0.9026	0.6809	0.9026	0.9501
No log	0.9888	88	0.8614	0.6853	0.8614	0.9281
No log	1.0112	90	0.9918	0.6099	0.9918	0.9959
No log	1.0337	92	1.1130	0.5634	1.1130	1.0550
No log	1.0562	94	0.9977	0.6056	0.9977	0.9988
No log	1.0787	96	1.0509	0.6065	1.0509	1.0251
No log	1.1011	98	1.3156	0.6145	1.3156	1.1470
No log	1.1236	100	1.4242	0.5780	1.4242	1.1934
No log	1.1461	102	1.2445	0.6380	1.2445	1.1156
No log	1.1685	104	1.1225	0.5772	1.1225	1.0595
No log	1.1910	106	1.0577	0.5571	1.0577	1.0284
No log	1.2135	108	1.0190	0.6029	1.0190	1.0095
No log	1.2360	110	1.0296	0.5693	1.0296	1.0147
No log	1.2584	112	1.1317	0.5833	1.1317	1.0638
No log	1.2809	114	1.1935	0.5850	1.1935	1.0925
No log	1.3034	116	1.0900	0.6143	1.0900	1.0440
No log	1.3258	118	1.0439	0.6143	1.0439	1.0217
No log	1.3483	120	1.1155	0.5906	1.1155	1.0562
No log	1.3708	122	1.0796	0.6081	1.0796	1.0391
No log	1.3933	124	0.9929	0.6267	0.9929	0.9965
No log	1.4157	126	0.8937	0.6759	0.8937	0.9454
No log	1.4382	128	0.8898	0.6528	0.8898	0.9433
No log	1.4607	130	1.0211	0.6410	1.0211	1.0105
No log	1.4831	132	1.4143	0.5294	1.4143	1.1893
No log	1.5056	134	1.5741	0.5172	1.5741	1.2546
No log	1.5281	136	1.2332	0.6203	1.2332	1.1105
No log	1.5506	138	0.8877	0.6056	0.8877	0.9422
No log	1.5730	140	0.8260	0.6853	0.8260	0.9089
No log	1.5955	142	0.8399	0.7083	0.8399	0.9164
No log	1.6180	144	0.9279	0.6494	0.9279	0.9633
No log	1.6404	146	1.1181	0.6047	1.1181	1.0574
No log	1.6629	148	1.0097	0.6584	1.0097	1.0048
No log	1.6854	150	0.9732	0.6456	0.9732	0.9865
No log	1.7079	152	1.1485	0.5698	1.1485	1.0717
No log	1.7303	154	1.2391	0.5663	1.2391	1.1131
No log	1.7528	156	1.4465	0.5909	1.4465	1.2027
No log	1.7753	158	1.1367	0.6013	1.1367	1.0661
No log	1.7978	160	0.8003	0.6712	0.8003	0.8946
No log	1.8202	162	0.7855	0.7123	0.7855	0.8863
No log	1.8427	164	0.8127	0.7248	0.8127	0.9015
No log	1.8652	166	0.9137	0.6490	0.9137	0.9559
No log	1.8876	168	1.2149	0.5697	1.2149	1.1022
No log	1.9101	170	1.3223	0.5731	1.3223	1.1499
No log	1.9326	172	1.2370	0.6057	1.2370	1.1122
No log	1.9551	174	1.0690	0.6235	1.0690	1.0339
No log	1.9775	176	0.8758	0.6800	0.8758	0.9359
No log	2.0	178	0.8399	0.6974	0.8399	0.9165
No log	2.0225	180	0.7908	0.7273	0.7908	0.8893
No log	2.0449	182	0.7553	0.7368	0.7553	0.8691
No log	2.0674	184	0.9469	0.6875	0.9469	0.9731
No log	2.0899	186	1.0288	0.6582	1.0288	1.0143
No log	2.1124	188	0.9775	0.6582	0.9775	0.9887
No log	2.1348	190	0.9110	0.6625	0.9110	0.9545
No log	2.1573	192	0.9113	0.6905	0.9113	0.9546
No log	2.1798	194	0.8910	0.7093	0.8910	0.9439
No log	2.2022	196	0.9157	0.6901	0.9157	0.9569
No log	2.2247	198	0.9856	0.7079	0.9856	0.9928
No log	2.2472	200	0.9730	0.6936	0.9730	0.9864
No log	2.2697	202	0.8251	0.7237	0.8251	0.9084
No log	2.2921	204	0.8114	0.6939	0.8114	0.9008
No log	2.3146	206	0.8341	0.7190	0.8341	0.9133
No log	2.3371	208	0.8705	0.6131	0.8705	0.9330
No log	2.3596	210	0.9179	0.6331	0.9179	0.9581
No log	2.3820	212	0.9431	0.6429	0.9431	0.9711
No log	2.4045	214	1.0174	0.6122	1.0174	1.0087
No log	2.4270	216	1.2815	0.5732	1.2815	1.1320
No log	2.4494	218	1.4477	0.5650	1.4477	1.2032
No log	2.4719	220	1.1777	0.6433	1.1777	1.0852
No log	2.4944	222	0.8770	0.7229	0.8770	0.9365
No log	2.5169	224	0.7887	0.7317	0.7887	0.8881
No log	2.5393	226	0.8828	0.7011	0.8828	0.9396
No log	2.5618	228	0.9417	0.6821	0.9417	0.9704
No log	2.5843	230	0.8212	0.7093	0.8212	0.9062
No log	2.6067	232	0.7767	0.7436	0.7767	0.8813
No log	2.6292	234	0.8518	0.7162	0.8518	0.9229
No log	2.6517	236	0.8481	0.7162	0.8481	0.9209
No log	2.6742	238	0.8264	0.7261	0.8264	0.9091
No log	2.6966	240	0.9441	0.6893	0.9441	0.9716
No log	2.7191	242	1.0546	0.6704	1.0546	1.0269
No log	2.7416	244	0.9842	0.6816	0.9842	0.9921
No log	2.7640	246	0.8624	0.7453	0.8624	0.9286
No log	2.7865	248	0.8618	0.6803	0.8618	0.9283
No log	2.8090	250	0.8531	0.6667	0.8531	0.9236
No log	2.8315	252	0.8015	0.7368	0.8015	0.8953
No log	2.8539	254	0.8789	0.6962	0.8789	0.9375
No log	2.8764	256	0.9868	0.6824	0.9868	0.9934
No log	2.8989	258	0.9168	0.6667	0.9168	0.9575
No log	2.9213	260	0.7860	0.6968	0.7860	0.8866
No log	2.9438	262	0.7684	0.7320	0.7684	0.8766
No log	2.9663	264	0.8350	0.7273	0.8350	0.9138
No log	2.9888	266	0.9936	0.6497	0.9936	0.9968
No log	3.0112	268	1.1765	0.6420	1.1765	1.0847
No log	3.0337	270	1.3074	0.6127	1.3074	1.1434
No log	3.0562	272	1.1744	0.6627	1.1744	1.0837
No log	3.0787	274	0.8994	0.6711	0.8994	0.9484
No log	3.1011	276	0.7643	0.6980	0.7643	0.8743
No log	3.1236	278	0.7656	0.6901	0.7656	0.8750
No log	3.1461	280	0.7889	0.6621	0.7889	0.8882
No log	3.1685	282	0.9606	0.6928	0.9606	0.9801
No log	3.1910	284	1.1225	0.6667	1.1225	1.0595
No log	3.2135	286	1.2142	0.6463	1.2142	1.1019
No log	3.2360	288	1.0268	0.6923	1.0268	1.0133
No log	3.2584	290	0.7790	0.6928	0.7790	0.8826
No log	3.2809	292	0.7135	0.7368	0.7135	0.8447
No log	3.3034	294	0.7415	0.7484	0.7415	0.8611
No log	3.3258	296	0.8153	0.7317	0.8153	0.9030
No log	3.3483	298	0.9019	0.7337	0.9019	0.9497
No log	3.3708	300	0.8978	0.7305	0.8978	0.9475
No log	3.3933	302	0.8980	0.7229	0.8980	0.9476
No log	3.4157	304	0.9298	0.7030	0.9298	0.9643
No log	3.4382	306	0.8938	0.7117	0.8938	0.9454
No log	3.4607	308	0.7981	0.7097	0.7981	0.8933
No log	3.4831	310	0.7560	0.6853	0.7560	0.8695
No log	3.5056	312	0.7667	0.7361	0.7667	0.8756
No log	3.5281	314	0.7564	0.7133	0.7564	0.8697
No log	3.5506	316	0.7166	0.7333	0.7166	0.8465
No log	3.5730	318	0.8723	0.7195	0.8723	0.9340
No log	3.5955	320	1.1398	0.6556	1.1398	1.0676
No log	3.6180	322	1.1866	0.6145	1.1866	1.0893
No log	3.6404	324	1.0065	0.6420	1.0065	1.0032
No log	3.6629	326	0.7958	0.7059	0.7958	0.8921
No log	3.6854	328	0.7029	0.7586	0.7029	0.8384
No log	3.7079	330	0.6871	0.7361	0.6871	0.8289
No log	3.7303	332	0.6626	0.7671	0.6626	0.8140
No log	3.7528	334	0.6622	0.7871	0.6622	0.8137
No log	3.7753	336	0.7631	0.7515	0.7631	0.8736
No log	3.7978	338	0.8749	0.7052	0.8749	0.9354
No log	3.8202	340	0.8515	0.7126	0.8515	0.9228
No log	3.8427	342	0.7951	0.7647	0.7951	0.8917
No log	3.8652	344	0.8031	0.7389	0.8031	0.8962
No log	3.8876	346	0.8594	0.6901	0.8594	0.9270
No log	3.9101	348	0.8294	0.6809	0.8294	0.9107
No log	3.9326	350	0.7983	0.7162	0.7983	0.8935
No log	3.9551	352	0.8242	0.7362	0.8242	0.9078
No log	3.9775	354	0.8498	0.7305	0.8498	0.9218
No log	4.0	356	0.9308	0.7030	0.9308	0.9648
No log	4.0225	358	0.9551	0.7030	0.9551	0.9773
No log	4.0449	360	0.8899	0.6914	0.8899	0.9433
No log	4.0674	362	0.8509	0.6951	0.8509	0.9224
No log	4.0899	364	0.7797	0.7229	0.7797	0.8830
No log	4.1124	366	0.7379	0.75	0.7379	0.8590
No log	4.1348	368	0.7696	0.75	0.7696	0.8773
No log	4.1573	370	0.8279	0.6909	0.8279	0.9099
No log	4.1798	372	0.8621	0.7317	0.8621	0.9285
No log	4.2022	374	0.9652	0.6747	0.9652	0.9825
No log	4.2247	376	0.9987	0.6296	0.9987	0.9994
No log	4.2472	378	1.0098	0.6883	1.0098	1.0049
No log	4.2697	380	1.0363	0.625	1.0363	1.0180
No log	4.2921	382	0.9867	0.5899	0.9867	0.9933
No log	4.3146	384	0.9271	0.6846	0.9271	0.9629
No log	4.3371	386	0.9243	0.6452	0.9243	0.9614
No log	4.3596	388	1.0277	0.6258	1.0277	1.0138
No log	4.3820	390	1.1102	0.6310	1.1102	1.0537
No log	4.4045	392	0.8984	0.6420	0.8984	0.9478
No log	4.4270	394	0.6753	0.8125	0.6753	0.8218
No log	4.4494	396	0.6416	0.7785	0.6416	0.8010
No log	4.4719	398	0.6401	0.7785	0.6401	0.8001
No log	4.4944	400	0.6687	0.7785	0.6687	0.8178
No log	4.5169	402	0.7273	0.7075	0.7273	0.8528
No log	4.5393	404	0.7722	0.7020	0.7722	0.8787
No log	4.5618	406	0.7629	0.7105	0.7629	0.8734
No log	4.5843	408	0.7780	0.6974	0.7780	0.8820
No log	4.6067	410	0.7689	0.6974	0.7689	0.8769
No log	4.6292	412	0.7241	0.75	0.7241	0.8510
No log	4.6517	414	0.6443	0.7785	0.6443	0.8027
No log	4.6742	416	0.6238	0.7785	0.6238	0.7898
No log	4.6966	418	0.6294	0.7867	0.6294	0.7934
No log	4.7191	420	0.6906	0.7925	0.6906	0.8310
No log	4.7416	422	0.8316	0.7284	0.8316	0.9119
No log	4.7640	424	0.7839	0.7425	0.7839	0.8854
No log	4.7865	426	0.6938	0.7904	0.6938	0.8330
No log	4.8090	428	0.6855	0.7904	0.6855	0.8280
No log	4.8315	430	0.6866	0.7952	0.6866	0.8286
No log	4.8539	432	0.7095	0.8125	0.7095	0.8423
No log	4.8764	434	0.7935	0.7654	0.7935	0.8908
No log	4.8989	436	0.9087	0.6829	0.9087	0.9533
No log	4.9213	438	0.9127	0.6667	0.9127	0.9553
No log	4.9438	440	0.8895	0.6627	0.8895	0.9431
No log	4.9663	442	0.7709	0.7619	0.7709	0.8780
No log	4.9888	444	0.6746	0.7904	0.6746	0.8213
No log	5.0112	446	0.6282	0.7662	0.6282	0.7926
No log	5.0337	448	0.6500	0.75	0.6500	0.8062
No log	5.0562	450	0.6861	0.7550	0.6861	0.8283
No log	5.0787	452	0.7197	0.7417	0.7197	0.8483
No log	5.1011	454	0.7811	0.7123	0.7811	0.8838
No log	5.1236	456	0.8052	0.6713	0.8052	0.8973
No log	5.1461	458	0.7841	0.6806	0.7841	0.8855
No log	5.1685	460	0.7582	0.6986	0.7582	0.8708
No log	5.1910	462	0.7210	0.7383	0.7210	0.8491
No log	5.2135	464	0.6827	0.7432	0.6827	0.8262
No log	5.2360	466	0.6956	0.7383	0.6956	0.8340
No log	5.2584	468	0.7954	0.72	0.7954	0.8919
No log	5.2809	470	0.8401	0.7355	0.8401	0.9166
No log	5.3034	472	0.7855	0.7564	0.7855	0.8863
No log	5.3258	474	0.7808	0.7643	0.7808	0.8836
No log	5.3483	476	0.7830	0.7485	0.7830	0.8849
No log	5.3708	478	0.6540	0.7636	0.6540	0.8087
No log	5.3933	480	0.6426	0.8171	0.6426	0.8016
No log	5.4157	482	0.7162	0.7561	0.7162	0.8463
No log	5.4382	484	0.8179	0.7470	0.8179	0.9044
No log	5.4607	486	0.8560	0.6871	0.8560	0.9252
No log	5.4831	488	0.8279	0.7044	0.8279	0.9099
No log	5.5056	490	0.7908	0.7692	0.7908	0.8892
No log	5.5281	492	0.8189	0.72	0.8189	0.9049
No log	5.5506	494	0.8573	0.6712	0.8573	0.9259
No log	5.5730	496	0.9023	0.6622	0.9023	0.9499
No log	5.5955	498	0.9562	0.6395	0.9562	0.9779
0.4108	5.6180	500	0.9236	0.6154	0.9236	0.9610
0.4108	5.6404	502	0.8723	0.6429	0.8723	0.9340
0.4108	5.6629	504	0.8019	0.7211	0.8019	0.8955
0.4108	5.6854	506	0.7450	0.7662	0.7450	0.8631
0.4108	5.7079	508	0.7097	0.7848	0.7097	0.8424
0.4108	5.7303	510	0.7363	0.7831	0.7363	0.8581
0.4108	5.7528	512	0.7654	0.75	0.7654	0.8749
0.4108	5.7753	514	0.7439	0.75	0.7439	0.8625
0.4108	5.7978	516	0.6668	0.7853	0.6668	0.8166
0.4108	5.8202	518	0.6113	0.8125	0.6113	0.7819
0.4108	5.8427	520	0.6067	0.8050	0.6067	0.7789
0.4108	5.8652	522	0.6229	0.8125	0.6229	0.7893
0.4108	5.8876	524	0.6233	0.7848	0.6233	0.7895
0.4108	5.9101	526	0.6430	0.7925	0.6430	0.8019
0.4108	5.9326	528	0.6314	0.7925	0.6314	0.7946
0.4108	5.9551	530	0.6136	0.8	0.6136	0.7833
0.4108	5.9775	532	0.6032	0.8125	0.6032	0.7766
0.4108	6.0	534	0.6027	0.8025	0.6027	0.7764
0.4108	6.0225	536	0.6238	0.8025	0.6238	0.7898
0.4108	6.0449	538	0.6663	0.8121	0.6663	0.8163
0.4108	6.0674	540	0.6986	0.8047	0.6986	0.8358
0.4108	6.0899	542	0.7147	0.7886	0.7147	0.8454
0.4108	6.1124	544	0.7203	0.7953	0.7203	0.8487
0.4108	6.1348	546	0.7287	0.7904	0.7287	0.8536
0.4108	6.1573	548	0.7130	0.7925	0.7130	0.8444
0.4108	6.1798	550	0.6790	0.7949	0.6790	0.8240
0.4108	6.2022	552	0.6462	0.7949	0.6462	0.8039
0.4108	6.2247	554	0.6340	0.7949	0.6340	0.7963
0.4108	6.2472	556	0.6552	0.7901	0.6552	0.8094
0.4108	6.2697	558	0.6958	0.7879	0.6958	0.8342
0.4108	6.2921	560	0.7199	0.7784	0.7199	0.8485
0.4108	6.3146	562	0.7557	0.7590	0.7557	0.8693
0.4108	6.3371	564	0.7634	0.7848	0.7634	0.8738
0.4108	6.3596	566	0.7853	0.7564	0.7853	0.8862
0.4108	6.3820	568	0.8368	0.6788	0.8368	0.9148
0.4108	6.4045	570	0.9209	0.6941	0.9209	0.9596
0.4108	6.4270	572	1.0415	0.6630	1.0415	1.0205
0.4108	6.4494	574	0.9611	0.6952	0.9611	0.9804
0.4108	6.4719	576	0.8231	0.7667	0.8231	0.9073
0.4108	6.4944	578	0.7428	0.7701	0.7428	0.8619
0.4108	6.5169	580	0.6969	0.7952	0.6969	0.8348
0.4108	6.5393	582	0.7073	0.8050	0.7073	0.8410
0.4108	6.5618	584	0.7410	0.7564	0.7410	0.8608
0.4108	6.5843	586	0.7670	0.6993	0.7670	0.8758
0.4108	6.6067	588	0.7922	0.6763	0.7922	0.8900
0.4108	6.6292	590	0.8097	0.6763	0.8097	0.8998
0.4108	6.6517	592	0.8084	0.6667	0.8084	0.8991
0.4108	6.6742	594	0.8051	0.6423	0.8051	0.8973
0.4108	6.6966	596	0.7751	0.6761	0.7751	0.8804
0.4108	6.7191	598	0.7358	0.7248	0.7358	0.8578
0.4108	6.7416	600	0.7432	0.7484	0.7432	0.8621
0.4108	6.7640	602	0.7627	0.7329	0.7627	0.8733
0.4108	6.7865	604	0.8505	0.7101	0.8505	0.9222
0.4108	6.8090	606	0.9321	0.7052	0.9321	0.9655
0.4108	6.8315	608	0.9064	0.6977	0.9064	0.9521
0.4108	6.8539	610	0.8078	0.7368	0.8078	0.8988
0.4108	6.8764	612	0.7928	0.7561	0.7928	0.8904
0.4108	6.8989	614	0.8223	0.7485	0.8223	0.9068
0.4108	6.9213	616	0.8761	0.6988	0.8761	0.9360
0.4108	6.9438	618	0.9445	0.6258	0.9445	0.9719
0.4108	6.9663	620	0.9800	0.6258	0.9800	0.9900
0.4108	6.9888	622	0.9661	0.6258	0.9661	0.9829
0.4108	7.0112	624	0.8560	0.6709	0.8560	0.9252
0.4108	7.0337	626	0.7641	0.7871	0.7641	0.8741
0.4108	7.0562	628	0.7324	0.7949	0.7324	0.8558
0.4108	7.0787	630	0.7149	0.7949	0.7149	0.8455
0.4108	7.1011	632	0.7211	0.8025	0.7211	0.8492
0.4108	7.1236	634	0.8127	0.7105	0.8127	0.9015
0.4108	7.1461	636	0.9362	0.6538	0.9362	0.9675
0.4108	7.1685	638	1.0110	0.6364	1.0110	1.0055
0.4108	7.1910	640	0.9426	0.6216	0.9426	0.9709
0.4108	7.2135	642	0.8219	0.6667	0.8219	0.9066
0.4108	7.2360	644	0.7717	0.7368	0.7717	0.8784
0.4108	7.2584	646	0.7557	0.7949	0.7557	0.8693
0.4108	7.2809	648	0.7469	0.7662	0.7469	0.8642
0.4108	7.3034	650	0.7613	0.7484	0.7613	0.8725
0.4108	7.3258	652	0.7972	0.6842	0.7972	0.8929
0.4108	7.3483	654	0.8835	0.6667	0.8835	0.9399
0.4108	7.3708	656	0.9643	0.6627	0.9643	0.9820
0.4108	7.3933	658	0.9340	0.7006	0.9340	0.9664
0.4108	7.4157	660	0.8235	0.6797	0.8235	0.9075
0.4108	7.4382	662	0.7339	0.7742	0.7339	0.8567
0.4108	7.4607	664	0.7120	0.7871	0.7120	0.8438
0.4108	7.4831	666	0.7130	0.76	0.7130	0.8444
0.4108	7.5056	668	0.7107	0.7871	0.7107	0.8430
0.4108	7.5281	670	0.7281	0.7949	0.7281	0.8533
0.4108	7.5506	672	0.7606	0.7742	0.7606	0.8721
0.4108	7.5730	674	0.8003	0.7179	0.8003	0.8946
0.4108	7.5955	676	0.8399	0.6709	0.8399	0.9165
0.4108	7.6180	678	0.8613	0.6463	0.8613	0.9281
0.4108	7.6404	680	0.8270	0.6871	0.8270	0.9094
0.4108	7.6629	682	0.7780	0.7215	0.7780	0.8820
0.4108	7.6854	684	0.7576	0.7742	0.7576	0.8704
0.4108	7.7079	686	0.7672	0.7742	0.7672	0.8759
0.4108	7.7303	688	0.7841	0.7451	0.7841	0.8855
0.4108	7.7528	690	0.7796	0.7421	0.7796	0.8829
0.4108	7.7753	692	0.8324	0.6709	0.8324	0.9124
0.4108	7.7978	694	0.8602	0.6871	0.8602	0.9275
0.4108	7.8202	696	0.8447	0.7073	0.8447	0.9191
0.4108	7.8427	698	0.7853	0.7273	0.7853	0.8862
0.4108	7.8652	700	0.7673	0.75	0.7673	0.8760
0.4108	7.8876	702	0.7676	0.7574	0.7676	0.8762
0.4108	7.9101	704	0.7984	0.7152	0.7984	0.8935
0.4108	7.9326	706	0.8097	0.6790	0.8097	0.8998
0.4108	7.9551	708	0.8056	0.6923	0.8056	0.8975
0.4108	7.9775	710	0.7782	0.6933	0.7782	0.8821
0.4108	8.0	712	0.7368	0.7582	0.7368	0.8583
0.4108	8.0225	714	0.7258	0.7682	0.7258	0.8520
0.4108	8.0449	716	0.7294	0.7682	0.7294	0.8541
0.4108	8.0674	718	0.7498	0.7162	0.7498	0.8659
0.4108	8.0899	720	0.8073	0.6667	0.8073	0.8985
0.4108	8.1124	722	0.8861	0.6395	0.8861	0.9413
0.4108	8.1348	724	0.8883	0.6438	0.8883	0.9425
0.4108	8.1573	726	0.8196	0.6338	0.8196	0.9053
0.4108	8.1798	728	0.7533	0.6950	0.7533	0.8679
0.4108	8.2022	730	0.7504	0.7234	0.7504	0.8662
0.4108	8.2247	732	0.7668	0.7234	0.7668	0.8757
0.4108	8.2472	734	0.7634	0.7234	0.7634	0.8737
0.4108	8.2697	736	0.7420	0.7143	0.7420	0.8614
0.4108	8.2921	738	0.7211	0.7586	0.7211	0.8492
0.4108	8.3146	740	0.7228	0.7534	0.7228	0.8502
0.4108	8.3371	742	0.7666	0.6944	0.7666	0.8756
0.4108	8.3596	744	0.7875	0.6286	0.7875	0.8874
0.4108	8.3820	746	0.7802	0.6475	0.7802	0.8833
0.4108	8.4045	748	0.7427	0.7092	0.7427	0.8618
0.4108	8.4270	750	0.7343	0.7234	0.7343	0.8569
0.4108	8.4494	752	0.7432	0.7234	0.7432	0.8621
0.4108	8.4719	754	0.7555	0.7310	0.7555	0.8692
0.4108	8.4944	756	0.7775	0.7467	0.7775	0.8818
0.4108	8.5169	758	0.7997	0.7582	0.7997	0.8943
0.4108	8.5393	760	0.8284	0.6923	0.8284	0.9102
0.4108	8.5618	762	0.8917	0.6875	0.8917	0.9443
0.4108	8.5843	764	0.9260	0.6624	0.9260	0.9623
0.4108	8.6067	766	0.8834	0.6711	0.8834	0.9399
0.4108	8.6292	768	0.7681	0.7152	0.7681	0.8764
0.4108	8.6517	770	0.6925	0.7843	0.6925	0.8322
0.4108	8.6742	772	0.6811	0.7733	0.6811	0.8253
0.4108	8.6966	774	0.6814	0.7949	0.6814	0.8255
0.4108	8.7191	776	0.6917	0.7949	0.6917	0.8317
0.4108	8.7416	778	0.7070	0.7742	0.7070	0.8408
0.4108	8.7640	780	0.7199	0.8	0.7199	0.8484
0.4108	8.7865	782	0.7148	0.8	0.7148	0.8454
0.4108	8.8090	784	0.7058	0.7949	0.7058	0.8401
0.4108	8.8315	786	0.7053	0.8050	0.7053	0.8398
0.4108	8.8539	788	0.7390	0.7853	0.7390	0.8596
0.4108	8.8764	790	0.7897	0.7407	0.7897	0.8887
0.4108	8.8989	792	0.8494	0.6941	0.8494	0.9216
0.4108	8.9213	794	0.8960	0.6667	0.8960	0.9466
0.4108	8.9438	796	0.9026	0.6746	0.9026	0.9501
0.4108	8.9663	798	0.8892	0.7018	0.8892	0.9430
0.4108	8.9888	800	0.8590	0.7135	0.8590	0.9268
0.4108	9.0112	802	0.8189	0.7024	0.8189	0.9049
0.4108	9.0337	804	0.8683	0.6941	0.8683	0.9318
0.4108	9.0562	806	0.8950	0.6747	0.8950	0.9461
0.4108	9.0787	808	0.9466	0.6386	0.9466	0.9729
0.4108	9.1011	810	0.8961	0.6709	0.8961	0.9466
0.4108	9.1236	812	0.7832	0.7190	0.7832	0.8850
0.4108	9.1461	814	0.7159	0.7451	0.7159	0.8461
0.4108	9.1685	816	0.7033	0.7582	0.7033	0.8386
0.4108	9.1910	818	0.7130	0.7582	0.7130	0.8444
0.4108	9.2135	820	0.7455	0.7237	0.7455	0.8634
0.4108	9.2360	822	0.7779	0.7190	0.7779	0.8820
0.4108	9.2584	824	0.7932	0.7237	0.7932	0.8906
0.4108	9.2809	826	0.7900	0.7237	0.7900	0.8888
0.4108	9.3034	828	0.7522	0.7105	0.7522	0.8673
0.4108	9.3258	830	0.7069	0.7333	0.7069	0.8408
0.4108	9.3483	832	0.7039	0.7467	0.7039	0.8390
0.4108	9.3708	834	0.7188	0.7361	0.7188	0.8478
0.4108	9.3933	836	0.7636	0.6950	0.7636	0.8738
0.4108	9.4157	838	0.7806	0.6812	0.7806	0.8835
0.4108	9.4382	840	0.7602	0.6667	0.7602	0.8719
0.4108	9.4607	842	0.7421	0.7133	0.7421	0.8614
0.4108	9.4831	844	0.7280	0.7248	0.7280	0.8532
0.4108	9.5056	846	0.7300	0.7248	0.7300	0.8544
0.4108	9.5281	848	0.7692	0.7190	0.7692	0.8770
0.4108	9.5506	850	0.7942	0.7190	0.7942	0.8912
0.4108	9.5730	852	0.7760	0.7075	0.7760	0.8809
0.4108	9.5955	854	0.7386	0.7248	0.7386	0.8594
0.4108	9.6180	856	0.7129	0.7248	0.7129	0.8444
0.4108	9.6404	858	0.7050	0.7333	0.7050	0.8396
0.4108	9.6629	860	0.7291	0.7368	0.7291	0.8539
0.4108	9.6854	862	0.7425	0.7451	0.7425	0.8617
0.4108	9.7079	864	0.7430	0.7368	0.7430	0.8620
0.4108	9.7303	866	0.7808	0.7368	0.7808	0.8837
0.4108	9.7528	868	0.9250	0.6429	0.9250	0.9618
0.4108	9.7753	870	0.9775	0.6347	0.9775	0.9887
0.4108	9.7978	872	0.8964	0.6503	0.8964	0.9468
0.4108	9.8202	874	0.7878	0.7436	0.7878	0.8876
0.4108	9.8427	876	0.7188	0.7662	0.7188	0.8478
0.4108	9.8652	878	0.6850	0.7871	0.6850	0.8276
0.4108	9.8876	880	0.6926	0.7662	0.6926	0.8322
0.4108	9.9101	882	0.7107	0.7550	0.7107	0.8430
0.4108	9.9326	884	0.7245	0.7432	0.7245	0.8512
0.4108	9.9551	886	0.7322	0.7310	0.7322	0.8557
0.4108	9.9775	888	0.7489	0.7361	0.7489	0.8654
0.4108	10.0	890	0.7577	0.7361	0.7577	0.8705
0.4108	10.0225	892	0.7513	0.7361	0.7513	0.8668
0.4108	10.0449	894	0.7598	0.7133	0.7598	0.8717
0.4108	10.0674	896	0.7931	0.6522	0.7931	0.8906
0.4108	10.0899	898	0.8341	0.6423	0.8341	0.9133
0.4108	10.1124	900	0.8211	0.6522	0.8211	0.9061
0.4108	10.1348	902	0.7625	0.6763	0.7625	0.8732
0.4108	10.1573	904	0.7206	0.7234	0.7206	0.8489
0.4108	10.1798	906	0.6887	0.7234	0.6887	0.8299
0.4108	10.2022	908	0.6599	0.7448	0.6599	0.8124
0.4108	10.2247	910	0.6414	0.7671	0.6414	0.8009
0.4108	10.2472	912	0.6461	0.7586	0.6461	0.8038
0.4108	10.2697	914	0.6742	0.7413	0.6742	0.8211
0.4108	10.2921	916	0.7835	0.6809	0.7835	0.8851
0.4108	10.3146	918	0.8354	0.6475	0.8354	0.9140
0.4108	10.3371	920	0.7677	0.6761	0.7677	0.8762
0.4108	10.3596	922	0.6541	0.7222	0.6541	0.8088
0.4108	10.3820	924	0.6368	0.7733	0.6368	0.7980
0.4108	10.4045	926	0.6619	0.7949	0.6619	0.8136
0.4108	10.4270	928	0.7138	0.7975	0.7138	0.8449
0.4108	10.4494	930	0.7559	0.7692	0.7559	0.8694
0.4108	10.4719	932	0.7835	0.75	0.7836	0.8852
0.4108	10.4944	934	0.7897	0.7425	0.7897	0.8887
0.4108	10.5169	936	0.8144	0.7349	0.8144	0.9024
0.4108	10.5393	938	0.8365	0.7051	0.8365	0.9146
0.4108	10.5618	940	0.8405	0.6928	0.8405	0.9168
0.4108	10.5843	942	0.8292	0.6579	0.8292	0.9106
0.4108	10.6067	944	0.7814	0.7143	0.7814	0.8840
0.4108	10.6292	946	0.7252	0.7516	0.7252	0.8516
0.4108	10.6517	948	0.6647	0.7722	0.6647	0.8153
0.4108	10.6742	950	0.6261	0.7843	0.6261	0.7913
0.4108	10.6966	952	0.6143	0.7517	0.6143	0.7838
0.4108	10.7191	954	0.6057	0.7733	0.6057	0.7783
0.4108	10.7416	956	0.5955	0.7799	0.5955	0.7717
0.4108	10.7640	958	0.6243	0.7975	0.6243	0.7901
0.4108	10.7865	960	0.7047	0.7453	0.7047	0.8395
0.4108	10.8090	962	0.8036	0.725	0.8036	0.8964
0.4108	10.8315	964	0.8204	0.7006	0.8204	0.9058
0.4108	10.8539	966	0.7663	0.6974	0.7663	0.8754
0.4108	10.8764	968	0.6950	0.7397	0.6950	0.8336
0.4108	10.8989	970	0.6610	0.7397	0.6610	0.8130
0.4108	10.9213	972	0.6401	0.7733	0.6401	0.8001
0.4108	10.9438	974	0.6417	0.8050	0.6417	0.8011
0.4108	10.9663	976	0.7302	0.7362	0.7302	0.8545
0.4108	10.9888	978	0.8548	0.7186	0.8548	0.9245
0.4108	11.0112	980	0.9575	0.6747	0.9575	0.9785
0.4108	11.0337	982	0.9180	0.6875	0.9180	0.9581
0.4108	11.0562	984	0.8190	0.7308	0.8190	0.9050
0.4108	11.0787	986	0.7186	0.7226	0.7186	0.8477
0.4108	11.1011	988	0.6561	0.7534	0.6561	0.8100
0.4108	11.1236	990	0.6681	0.7586	0.6681	0.8174
0.4108	11.1461	992	0.6943	0.7234	0.6943	0.8332
0.4108	11.1685	994	0.7027	0.7234	0.7027	0.8383
0.4108	11.1910	996	0.7129	0.75	0.7129	0.8444
0.4108	11.2135	998	0.7362	0.7133	0.7362	0.8580
0.0902	11.2360	1000	0.7913	0.6331	0.7913	0.8895
0.0902	11.2584	1002	0.8354	0.6197	0.8354	0.9140
0.0902	11.2809	1004	0.8424	0.6438	0.8424	0.9178
0.0902	11.3034	1006	0.7741	0.6846	0.7741	0.8798
0.0902	11.3258	1008	0.6986	0.7222	0.6986	0.8358
0.0902	11.3483	1010	0.6959	0.7222	0.6959	0.8342
0.0902	11.3708	1012	0.7097	0.7222	0.7097	0.8424
0.0902	11.3933	1014	0.7227	0.7222	0.7227	0.8501
0.0902	11.4157	1016	0.7240	0.7222	0.7240	0.8509
0.0902	11.4382	1018	0.7231	0.7183	0.7231	0.8504
0.0902	11.4607	1020	0.7425	0.7183	0.7425	0.8617
0.0902	11.4831	1022	0.7399	0.6857	0.7399	0.8602
0.0902	11.5056	1024	0.7269	0.6950	0.7269	0.8526
0.0902	11.5281	1026	0.7119	0.6901	0.7119	0.8437
0.0902	11.5506	1028	0.7208	0.6939	0.7208	0.8490
0.0902	11.5730	1030	0.7919	0.6839	0.7919	0.8899
0.0902	11.5955	1032	0.8472	0.6753	0.8472	0.9204
0.0902	11.6180	1034	0.8890	0.6623	0.8890	0.9428
0.0902	11.6404	1036	0.8065	0.6839	0.8065	0.8980
0.0902	11.6629	1038	0.7126	0.7403	0.7126	0.8442
0.0902	11.6854	1040	0.6552	0.7742	0.6552	0.8095
0.0902	11.7079	1042	0.6468	0.7949	0.6468	0.8043
0.0902	11.7303	1044	0.6622	0.7949	0.6622	0.8137
0.0902	11.7528	1046	0.6878	0.7692	0.6878	0.8294
0.0902	11.7753	1048	0.6873	0.7742	0.6873	0.8290
0.0902	11.7978	1050	0.6694	0.7662	0.6694	0.8182
0.0902	11.8202	1052	0.6394	0.7843	0.6394	0.7996
0.0902	11.8427	1054	0.6176	0.7843	0.6176	0.7859
0.0902	11.8652	1056	0.6236	0.7763	0.6236	0.7897
0.0902	11.8876	1058	0.6418	0.7792	0.6418	0.8011
0.0902	11.9101	1060	0.6360	0.7722	0.6360	0.7975
0.0902	11.9326	1062	0.6413	0.775	0.6413	0.8008
0.0902	11.9551	1064	0.6599	0.775	0.6599	0.8123
0.0902	11.9775	1066	0.6832	0.775	0.6832	0.8266
0.0902	12.0	1068	0.7074	0.7799	0.7074	0.8411
0.0902	12.0225	1070	0.7394	0.7703	0.7394	0.8599
0.0902	12.0449	1072	0.7905	0.6944	0.7905	0.8891
0.0902	12.0674	1074	0.8131	0.7133	0.8131	0.9017
0.0902	12.0899	1076	0.7863	0.7273	0.7863	0.8867
0.0902	12.1124	1078	0.7514	0.7534	0.7514	0.8668
0.0902	12.1348	1080	0.7385	0.6667	0.7385	0.8594
0.0902	12.1573	1082	0.7411	0.6667	0.7411	0.8609
0.0902	12.1798	1084	0.7129	0.6757	0.7129	0.8443
0.0902	12.2022	1086	0.6768	0.6892	0.6768	0.8227
0.0902	12.2247	1088	0.6493	0.7413	0.6493	0.8058
0.0902	12.2472	1090	0.6430	0.7671	0.6430	0.8019
0.0902	12.2697	1092	0.6493	0.7586	0.6493	0.8058
0.0902	12.2921	1094	0.6675	0.7413	0.6675	0.8170
0.0902	12.3146	1096	0.7245	0.6901	0.7245	0.8512
0.0902	12.3371	1098	0.8463	0.6575	0.8463	0.9199
0.0902	12.3596	1100	0.9309	0.6483	0.9309	0.9648
0.0902	12.3820	1102	0.9031	0.6667	0.9031	0.9503
0.0902	12.4045	1104	0.7976	0.6761	0.7976	0.8931
0.0902	12.4270	1106	0.6976	0.7448	0.6976	0.8352
0.0902	12.4494	1108	0.6741	0.7671	0.6741	0.8210
0.0902	12.4719	1110	0.6870	0.7050	0.6870	0.8289
0.0902	12.4944	1112	0.6879	0.7413	0.6879	0.8294
0.0902	12.5169	1114	0.6805	0.75	0.6805	0.8249
0.0902	12.5393	1116	0.6757	0.7586	0.6757	0.8220
0.0902	12.5618	1118	0.6882	0.7534	0.6882	0.8296
0.0902	12.5843	1120	0.7040	0.7123	0.7040	0.8391
0.0902	12.6067	1122	0.6870	0.7432	0.6870	0.8289
0.0902	12.6292	1124	0.6693	0.7619	0.6693	0.8181
0.0902	12.6517	1126	0.6815	0.7361	0.6815	0.8256
0.0902	12.6742	1128	0.7148	0.7133	0.7148	0.8455
0.0902	12.6966	1130	0.7334	0.6901	0.7334	0.8564
0.0902	12.7191	1132	0.7092	0.6944	0.7092	0.8421
0.0902	12.7416	1134	0.6664	0.7361	0.6664	0.8164
0.0902	12.7640	1136	0.6453	0.7703	0.6453	0.8033
0.0902	12.7865	1138	0.6592	0.7682	0.6592	0.8119
0.0902	12.8090	1140	0.6804	0.7448	0.6804	0.8249
0.0902	12.8315	1142	0.7077	0.75	0.7077	0.8413
0.0902	12.8539	1144	0.7501	0.6950	0.7501	0.8661
0.0902	12.8764	1146	0.7861	0.6620	0.7861	0.8866
0.0902	12.8989	1148	0.7880	0.6620	0.7880	0.8877
0.0902	12.9213	1150	0.7739	0.6986	0.7739	0.8797
0.0902	12.9438	1152	0.7630	0.7114	0.7630	0.8735
0.0902	12.9663	1154	0.7492	0.7067	0.7492	0.8656
0.0902	12.9888	1156	0.7518	0.7105	0.7518	0.8670
0.0902	13.0112	1158	0.7827	0.6968	0.7827	0.8847
0.0902	13.0337	1160	0.7917	0.7037	0.7917	0.8898
0.0902	13.0562	1162	0.7680	0.7108	0.7680	0.8764
0.0902	13.0787	1164	0.7283	0.7545	0.7283	0.8534
0.0902	13.1011	1166	0.6815	0.7619	0.6815	0.8255
0.0902	13.1236	1168	0.6469	0.7799	0.6469	0.8043
0.0902	13.1461	1170	0.6309	0.7949	0.6309	0.7943
0.0902	13.1685	1172	0.6314	0.7949	0.6314	0.7946
0.0902	13.1910	1174	0.6307	0.7949	0.6307	0.7942
0.0902	13.2135	1176	0.6444	0.7871	0.6444	0.8028
0.0902	13.2360	1178	0.6747	0.7792	0.6747	0.8214
0.0902	13.2584	1180	0.6891	0.7712	0.6891	0.8301
0.0902	13.2809	1182	0.6867	0.7712	0.6867	0.8287
0.0902	13.3034	1184	0.6621	0.76	0.6621	0.8137
0.0902	13.3258	1186	0.6470	0.7682	0.6470	0.8043
0.0902	13.3483	1188	0.6416	0.7763	0.6416	0.8010
0.0902	13.3708	1190	0.6360	0.7763	0.6360	0.7975
0.0902	13.3933	1192	0.6297	0.7682	0.6297	0.7936
0.0902	13.4157	1194	0.6456	0.7682	0.6456	0.8035
0.0902	13.4382	1196	0.6563	0.7771	0.6563	0.8101
0.0902	13.4607	1198	0.6641	0.7692	0.6641	0.8149
0.0902	13.4831	1200	0.6807	0.7484	0.6807	0.8251
0.0902	13.5056	1202	0.6735	0.7692	0.6735	0.8207
0.0902	13.5281	1204	0.6445	0.7582	0.6445	0.8028
0.0902	13.5506	1206	0.6326	0.7792	0.6326	0.7953
0.0902	13.5730	1208	0.6318	0.7792	0.6318	0.7948
0.0902	13.5955	1210	0.6403	0.7692	0.6403	0.8002
0.0902	13.6180	1212	0.6905	0.7547	0.6905	0.8310
0.0902	13.6404	1214	0.7628	0.7425	0.7628	0.8734
0.0902	13.6629	1216	0.8088	0.7045	0.8088	0.8994
0.0902	13.6854	1218	0.8127	0.7293	0.8127	0.9015
0.0902	13.7079	1220	0.8216	0.7363	0.8216	0.9064
0.0902	13.7303	1222	0.8397	0.7363	0.8397	0.9164
0.0902	13.7528	1224	0.8094	0.7541	0.8094	0.8997
0.0902	13.7753	1226	0.7963	0.7444	0.7963	0.8923
0.0902	13.7978	1228	0.8017	0.7444	0.8017	0.8954
0.0902	13.8202	1230	0.8622	0.7263	0.8622	0.9286
0.0902	13.8427	1232	0.9431	0.6742	0.9431	0.9711
0.0902	13.8652	1234	0.9269	0.6857	0.9269	0.9628
0.0902	13.8876	1236	0.8206	0.7093	0.8206	0.9059
0.0902	13.9101	1238	0.7411	0.7468	0.7411	0.8609
0.0902	13.9326	1240	0.7126	0.7368	0.7126	0.8442
0.0902	13.9551	1242	0.7678	0.6713	0.7678	0.8762
0.0902	13.9775	1244	0.8350	0.6475	0.8350	0.9138
0.0902	14.0	1246	0.8394	0.6475	0.8394	0.9162
0.0902	14.0225	1248	0.8266	0.5985	0.8266	0.9092
0.0902	14.0449	1250	0.7328	0.6618	0.7328	0.8561
0.0902	14.0674	1252	0.6881	0.7	0.6881	0.8295
0.0902	14.0899	1254	0.6485	0.6993	0.6485	0.8053
0.0902	14.1124	1256	0.6188	0.7568	0.6188	0.7867
0.0902	14.1348	1258	0.6284	0.7763	0.6284	0.7927
0.0902	14.1573	1260	0.6399	0.7763	0.6399	0.8000
0.0902	14.1798	1262	0.6428	0.7843	0.6428	0.8017
0.0902	14.2022	1264	0.6348	0.7843	0.6348	0.7967
0.0902	14.2247	1266	0.6232	0.7733	0.6232	0.7894
0.0902	14.2472	1268	0.6153	0.7534	0.6153	0.7844
0.0902	14.2697	1270	0.6003	0.7534	0.6003	0.7748
0.0902	14.2921	1272	0.5946	0.7619	0.5946	0.7711
0.0902	14.3146	1274	0.5945	0.7619	0.5945	0.7711
0.0902	14.3371	1276	0.5865	0.7619	0.5865	0.7658
0.0902	14.3596	1278	0.5915	0.7534	0.5915	0.7691
0.0902	14.3820	1280	0.6255	0.7534	0.6255	0.7909
0.0902	14.4045	1282	0.6337	0.7534	0.6337	0.7961
0.0902	14.4270	1284	0.6298	0.7534	0.6298	0.7936
0.0902	14.4494	1286	0.6248	0.7651	0.6248	0.7905
0.0902	14.4719	1288	0.6185	0.7871	0.6185	0.7865
0.0902	14.4944	1290	0.6037	0.7949	0.6037	0.7770
0.0902	14.5169	1292	0.5979	0.7949	0.5979	0.7733
0.0902	14.5393	1294	0.6044	0.7949	0.6044	0.7774
0.0902	14.5618	1296	0.6157	0.8050	0.6157	0.7846
0.0902	14.5843	1298	0.6444	0.7879	0.6444	0.8028
0.0902	14.6067	1300	0.6733	0.7738	0.6733	0.8205
0.0902	14.6292	1302	0.7218	0.7674	0.7218	0.8496
0.0902	14.6517	1304	0.7525	0.7543	0.7525	0.8675
0.0902	14.6742	1306	0.7656	0.7640	0.7656	0.8750
0.0902	14.6966	1308	0.7987	0.7086	0.7987	0.8937
0.0902	14.7191	1310	0.8112	0.7045	0.8112	0.9007
0.0902	14.7416	1312	0.8417	0.6932	0.8417	0.9174
0.0902	14.7640	1314	0.7978	0.6941	0.7978	0.8932
0.0902	14.7865	1316	0.7087	0.7179	0.7087	0.8419
0.0902	14.8090	1318	0.6274	0.7792	0.6274	0.7921
0.0902	14.8315	1320	0.6026	0.7733	0.6026	0.7762
0.0902	14.8539	1322	0.6035	0.7651	0.6035	0.7769
0.0902	14.8764	1324	0.6007	0.7651	0.6007	0.7751
0.0902	14.8989	1326	0.5988	0.7534	0.5988	0.7738
0.0902	14.9213	1328	0.6025	0.7534	0.6025	0.7762
0.0902	14.9438	1330	0.6074	0.7534	0.6074	0.7794
0.0902	14.9663	1332	0.6149	0.7534	0.6149	0.7842
0.0902	14.9888	1334	0.6369	0.7534	0.6369	0.7981
0.0902	15.0112	1336	0.6929	0.6901	0.6929	0.8324
0.0902	15.0337	1338	0.7589	0.6429	0.7589	0.8712
0.0902	15.0562	1340	0.8354	0.6429	0.8354	0.9140
0.0902	15.0787	1342	0.8459	0.6429	0.8459	0.9197
0.0902	15.1011	1344	0.7767	0.6429	0.7767	0.8813
0.0902	15.1236	1346	0.6776	0.7133	0.6776	0.8232
0.0902	15.1461	1348	0.6352	0.7534	0.6352	0.7970
0.0902	15.1685	1350	0.6148	0.7534	0.6148	0.7841
0.0902	15.1910	1352	0.6157	0.7651	0.6157	0.7847
0.0902	15.2135	1354	0.6375	0.7448	0.6375	0.7984
0.0902	15.2360	1356	0.6892	0.6993	0.6892	0.8302
0.0902	15.2584	1358	0.7375	0.6429	0.7375	0.8588
0.0902	15.2809	1360	0.7440	0.6277	0.7440	0.8626
0.0902	15.3034	1362	0.7051	0.6857	0.7051	0.8397
0.0902	15.3258	1364	0.6784	0.7324	0.6784	0.8236
0.0902	15.3483	1366	0.6693	0.7413	0.6693	0.8181
0.0902	15.3708	1368	0.6865	0.7092	0.6865	0.8285
0.0902	15.3933	1370	0.7129	0.7034	0.7129	0.8443
0.0902	15.4157	1372	0.7180	0.6806	0.7180	0.8473
0.0902	15.4382	1374	0.7093	0.6713	0.7093	0.8422
0.0902	15.4607	1376	0.7080	0.6939	0.7080	0.8414
0.0902	15.4831	1378	0.7029	0.6939	0.7029	0.8384
0.0902	15.5056	1380	0.6650	0.7467	0.6650	0.8155
0.0902	15.5281	1382	0.6446	0.7792	0.6446	0.8029
0.0902	15.5506	1384	0.6390	0.7871	0.6390	0.7994
0.0902	15.5730	1386	0.6562	0.7975	0.6562	0.8100
0.0902	15.5955	1388	0.6837	0.7771	0.6837	0.8269
0.0902	15.6180	1390	0.7191	0.7342	0.7191	0.8480
0.0902	15.6404	1392	0.7462	0.6957	0.7462	0.8638
0.0902	15.6629	1394	0.7638	0.6957	0.7638	0.8740
0.0902	15.6854	1396	0.7883	0.6914	0.7883	0.8879
0.0902	15.7079	1398	0.7537	0.7073	0.7537	0.8682
0.0902	15.7303	1400	0.6628	0.7561	0.6628	0.8141
0.0902	15.7528	1402	0.5868	0.7901	0.5868	0.7660
0.0902	15.7753	1404	0.5742	0.7853	0.5742	0.7577
0.0902	15.7978	1406	0.5841	0.8	0.5841	0.7642
0.0902	15.8202	1408	0.5942	0.7853	0.5942	0.7709
0.0902	15.8427	1410	0.6140	0.7647	0.6140	0.7836
0.0902	15.8652	1412	0.6513	0.7836	0.6513	0.8070
0.0902	15.8876	1414	0.6937	0.7791	0.6937	0.8329
0.0902	15.9101	1416	0.7189	0.7791	0.7189	0.8479
0.0902	15.9326	1418	0.7041	0.7619	0.7041	0.8391
0.0902	15.9551	1420	0.6912	0.7619	0.6912	0.8314
0.0902	15.9775	1422	0.6785	0.7654	0.6785	0.8237
0.0902	16.0	1424	0.6705	0.7898	0.6705	0.8188
0.0902	16.0225	1426	0.6644	0.7975	0.6644	0.8151
0.0902	16.0449	1428	0.6601	0.7654	0.6601	0.8125
0.0902	16.0674	1430	0.6674	0.7470	0.6674	0.8169
0.0902	16.0899	1432	0.6789	0.7317	0.6789	0.8240
0.0902	16.1124	1434	0.7078	0.6957	0.7078	0.8413
0.0902	16.1348	1436	0.7160	0.6957	0.7160	0.8462
0.0902	16.1573	1438	0.7170	0.6957	0.7170	0.8468
0.0902	16.1798	1440	0.6967	0.75	0.6967	0.8347
0.0902	16.2022	1442	0.6968	0.7643	0.6968	0.8348
0.0902	16.2247	1444	0.6936	0.7792	0.6936	0.8328
0.0902	16.2472	1446	0.7068	0.7792	0.7068	0.8407
0.0902	16.2697	1448	0.7058	0.7582	0.7058	0.8401
0.0902	16.2921	1450	0.7087	0.7582	0.7087	0.8418
0.0902	16.3146	1452	0.7318	0.7582	0.7318	0.8554
0.0902	16.3371	1454	0.7466	0.7417	0.7466	0.8641
0.0902	16.3596	1456	0.7406	0.7417	0.7406	0.8606
0.0902	16.3820	1458	0.7358	0.75	0.7358	0.8578
0.0902	16.4045	1460	0.7026	0.7285	0.7026	0.8382
0.0902	16.4270	1462	0.6924	0.7162	0.6923	0.8321
0.0902	16.4494	1464	0.7048	0.7285	0.7048	0.8395
0.0902	16.4719	1466	0.7310	0.7285	0.7310	0.8550
0.0902	16.4944	1468	0.7694	0.75	0.7694	0.8772
0.0902	16.5169	1470	0.8124	0.7067	0.8124	0.9013
0.0902	16.5393	1472	0.8399	0.6839	0.8399	0.9165
0.0902	16.5618	1474	0.8193	0.725	0.8193	0.9051
0.0902	16.5843	1476	0.7882	0.75	0.7882	0.8878
0.0902	16.6067	1478	0.7818	0.75	0.7818	0.8842
0.0902	16.6292	1480	0.7713	0.75	0.7713	0.8782
0.0902	16.6517	1482	0.7593	0.75	0.7593	0.8714
0.0902	16.6742	1484	0.7528	0.75	0.7528	0.8676
0.0902	16.6966	1486	0.7568	0.7582	0.7568	0.8699
0.0902	16.7191	1488	0.7323	0.7582	0.7323	0.8558
0.0902	16.7416	1490	0.7138	0.7662	0.7138	0.8449
0.0902	16.7640	1492	0.7014	0.7662	0.7014	0.8375
0.0902	16.7865	1494	0.6971	0.7368	0.6971	0.8349
0.0902	16.8090	1496	0.6984	0.7451	0.6984	0.8357
0.0902	16.8315	1498	0.7058	0.7368	0.7058	0.8401
0.054	16.8539	1500	0.7201	0.7368	0.7201	0.8486
0.054	16.8764	1502	0.7380	0.7285	0.7380	0.8591
0.054	16.8989	1504	0.7601	0.7285	0.7601	0.8718
0.054	16.9213	1506	0.7823	0.7285	0.7823	0.8845
0.054	16.9438	1508	0.8008	0.7285	0.8008	0.8949
0.054	16.9663	1510	0.8235	0.6980	0.8235	0.9075

Framework versions

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