ArabicNewSplits7_FineTuningAraBERT_run2_AugV5_k5_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: 0.9139
• Qwk: 0.5157
• Mse: 0.9139
• Rmse: 0.9560

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	0.1111	2	4.6401	0.0010	4.6401	2.1541
No log	0.2222	4	2.6593	0.0514	2.6593	1.6307
No log	0.3333	6	1.5991	0.0372	1.5991	1.2646
No log	0.4444	8	1.2936	-0.0076	1.2936	1.1374
No log	0.5556	10	1.2824	-0.0096	1.2824	1.1325
No log	0.6667	12	1.6686	0.0493	1.6686	1.2918
No log	0.7778	14	1.5189	0.0889	1.5189	1.2324
No log	0.8889	16	1.2195	0.0750	1.2195	1.1043
No log	1.0	18	1.1845	0.1320	1.1845	1.0883
No log	1.1111	20	1.2101	0.0776	1.2101	1.1001
No log	1.2222	22	1.2754	0.0575	1.2754	1.1294
No log	1.3333	24	1.3815	0.1028	1.3815	1.1754
No log	1.4444	26	1.2263	0.2163	1.2263	1.1074
No log	1.5556	28	1.0052	0.3070	1.0052	1.0026
No log	1.6667	30	1.2566	0.2224	1.2566	1.1210
No log	1.7778	32	1.4211	0.1641	1.4211	1.1921
No log	1.8889	34	1.5163	-0.0983	1.5163	1.2314
No log	2.0	36	2.2419	-0.1564	2.2419	1.4973
No log	2.1111	38	2.7229	-0.1331	2.7229	1.6501
No log	2.2222	40	1.6894	-0.0510	1.6894	1.2998
No log	2.3333	42	1.3231	0.1045	1.3231	1.1503
No log	2.4444	44	1.2127	0.2740	1.2127	1.1012
No log	2.5556	46	1.1743	0.3884	1.1743	1.0836
No log	2.6667	48	1.2630	0.1715	1.2630	1.1238
No log	2.7778	50	1.2130	0.2836	1.2130	1.1014
No log	2.8889	52	1.1418	0.2835	1.1418	1.0685
No log	3.0	54	1.0801	0.2624	1.0801	1.0393
No log	3.1111	56	1.0446	0.2188	1.0446	1.0221
No log	3.2222	58	1.0189	0.4180	1.0189	1.0094
No log	3.3333	60	1.0723	0.3183	1.0723	1.0355
No log	3.4444	62	1.1916	0.1809	1.1916	1.0916
No log	3.5556	64	1.2074	0.1472	1.2074	1.0988
No log	3.6667	66	1.0651	0.3135	1.0651	1.0320
No log	3.7778	68	0.9729	0.4479	0.9729	0.9864
No log	3.8889	70	0.9740	0.3685	0.9740	0.9869
No log	4.0	72	1.0272	0.3661	1.0272	1.0135
No log	4.1111	74	1.0703	0.4017	1.0703	1.0346
No log	4.2222	76	1.2159	0.2782	1.2159	1.1027
No log	4.3333	78	1.3119	0.2791	1.3119	1.1454
No log	4.4444	80	1.1666	0.3345	1.1666	1.0801
No log	4.5556	82	1.1633	0.3660	1.1633	1.0786
No log	4.6667	84	1.3747	0.3181	1.3747	1.1725
No log	4.7778	86	1.3959	0.4144	1.3959	1.1815
No log	4.8889	88	1.1736	0.3571	1.1736	1.0833
No log	5.0	90	1.0827	0.4311	1.0827	1.0406
No log	5.1111	92	1.1718	0.3615	1.1718	1.0825
No log	5.2222	94	1.1697	0.3309	1.1697	1.0815
No log	5.3333	96	1.0244	0.3697	1.0244	1.0121
No log	5.4444	98	0.9963	0.2831	0.9963	0.9982
No log	5.5556	100	1.0105	0.3418	1.0105	1.0052
No log	5.6667	102	0.9930	0.4298	0.9930	0.9965
No log	5.7778	104	0.9799	0.4599	0.9799	0.9899
No log	5.8889	106	0.9332	0.4475	0.9332	0.9660
No log	6.0	108	0.9284	0.4731	0.9284	0.9635
No log	6.1111	110	0.9439	0.4592	0.9439	0.9715
No log	6.2222	112	0.9656	0.4413	0.9656	0.9826
No log	6.3333	114	0.9697	0.4458	0.9697	0.9847
No log	6.4444	116	0.9891	0.4958	0.9891	0.9945
No log	6.5556	118	1.0254	0.4587	1.0254	1.0126
No log	6.6667	120	1.1723	0.4629	1.1723	1.0827
No log	6.7778	122	1.1514	0.4861	1.1514	1.0730
No log	6.8889	124	1.0732	0.5205	1.0732	1.0359
No log	7.0	126	1.0198	0.4871	1.0198	1.0099
No log	7.1111	128	0.9996	0.4746	0.9996	0.9998
No log	7.2222	130	0.9270	0.5037	0.9270	0.9628
No log	7.3333	132	0.9141	0.5287	0.9141	0.9561
No log	7.4444	134	0.9216	0.4720	0.9216	0.9600
No log	7.5556	136	0.9282	0.4569	0.9282	0.9634
No log	7.6667	138	0.9002	0.4731	0.9002	0.9488
No log	7.7778	140	0.9820	0.4792	0.9820	0.9910
No log	7.8889	142	0.9937	0.4792	0.9937	0.9968
No log	8.0	144	0.9718	0.5067	0.9718	0.9858
No log	8.1111	146	1.0615	0.4670	1.0615	1.0303
No log	8.2222	148	1.1501	0.4448	1.1501	1.0724
No log	8.3333	150	1.0548	0.4788	1.0548	1.0270
No log	8.4444	152	0.9886	0.4715	0.9886	0.9943
No log	8.5556	154	0.9709	0.4879	0.9709	0.9854
No log	8.6667	156	0.9713	0.4642	0.9713	0.9856
No log	8.7778	158	0.9574	0.4322	0.9574	0.9785
No log	8.8889	160	0.9410	0.4853	0.9410	0.9701
No log	9.0	162	0.9569	0.4818	0.9569	0.9782
No log	9.1111	164	0.9668	0.4585	0.9668	0.9833
No log	9.2222	166	1.0470	0.4802	1.0470	1.0232
No log	9.3333	168	1.1058	0.4965	1.1058	1.0516
No log	9.4444	170	1.0694	0.5002	1.0694	1.0341
No log	9.5556	172	0.9490	0.4212	0.9490	0.9741
No log	9.6667	174	0.9634	0.4681	0.9634	0.9815
No log	9.7778	176	0.9839	0.4733	0.9839	0.9919
No log	9.8889	178	0.9876	0.4569	0.9876	0.9938
No log	10.0	180	1.0736	0.4364	1.0736	1.0362
No log	10.1111	182	1.0414	0.4369	1.0414	1.0205
No log	10.2222	184	0.9792	0.4548	0.9792	0.9896
No log	10.3333	186	1.1280	0.3926	1.1280	1.0621
No log	10.4444	188	1.1998	0.3759	1.1998	1.0954
No log	10.5556	190	1.0694	0.3770	1.0694	1.0341
No log	10.6667	192	0.9715	0.4278	0.9715	0.9857
No log	10.7778	194	1.0773	0.4119	1.0773	1.0379
No log	10.8889	196	1.1000	0.4279	1.1000	1.0488
No log	11.0	198	0.9700	0.4453	0.9700	0.9849
No log	11.1111	200	0.8838	0.4699	0.8838	0.9401
No log	11.2222	202	0.9103	0.4812	0.9103	0.9541
No log	11.3333	204	0.9417	0.5253	0.9417	0.9704
No log	11.4444	206	0.9402	0.5329	0.9402	0.9696
No log	11.5556	208	0.9937	0.5260	0.9937	0.9968
No log	11.6667	210	1.0498	0.4961	1.0498	1.0246
No log	11.7778	212	1.0463	0.4997	1.0463	1.0229
No log	11.8889	214	1.0394	0.4665	1.0394	1.0195
No log	12.0	216	1.0548	0.3533	1.0548	1.0270
No log	12.1111	218	1.0718	0.3533	1.0718	1.0353
No log	12.2222	220	1.0160	0.4108	1.0160	1.0080
No log	12.3333	222	0.9523	0.4848	0.9523	0.9759
No log	12.4444	224	0.9180	0.5034	0.9180	0.9581
No log	12.5556	226	0.8899	0.4984	0.8899	0.9434
No log	12.6667	228	0.8476	0.5469	0.8476	0.9207
No log	12.7778	230	0.8413	0.5365	0.8413	0.9172
No log	12.8889	232	0.9623	0.4461	0.9622	0.9809
No log	13.0	234	1.0414	0.5053	1.0414	1.0205
No log	13.1111	236	0.9511	0.4841	0.9511	0.9752
No log	13.2222	238	0.8459	0.4773	0.8459	0.9197
No log	13.3333	240	0.8159	0.4882	0.8159	0.9032
No log	13.4444	242	0.8655	0.5155	0.8655	0.9303
No log	13.5556	244	0.9502	0.4777	0.9502	0.9748
No log	13.6667	246	1.0284	0.4808	1.0284	1.0141
No log	13.7778	248	1.0829	0.4808	1.0829	1.0406
No log	13.8889	250	1.0387	0.4812	1.0387	1.0192
No log	14.0	252	1.0903	0.4711	1.0903	1.0442
No log	14.1111	254	1.0436	0.4497	1.0436	1.0216
No log	14.2222	256	0.9448	0.5215	0.9448	0.9720
No log	14.3333	258	0.9987	0.4979	0.9987	0.9994
No log	14.4444	260	1.1139	0.4215	1.1139	1.0554
No log	14.5556	262	1.1248	0.4468	1.1248	1.0605
No log	14.6667	264	1.0954	0.4414	1.0954	1.0466
No log	14.7778	266	1.0955	0.5124	1.0955	1.0467
No log	14.8889	268	1.0801	0.5280	1.0801	1.0393
No log	15.0	270	1.0487	0.5283	1.0487	1.0241
No log	15.1111	272	1.0015	0.4626	1.0015	1.0007
No log	15.2222	274	1.0032	0.4626	1.0032	1.0016
No log	15.3333	276	1.0066	0.4984	1.0066	1.0033
No log	15.4444	278	1.0232	0.4626	1.0232	1.0115
No log	15.5556	280	1.0313	0.5283	1.0313	1.0155
No log	15.6667	282	1.0082	0.4945	1.0082	1.0041
No log	15.7778	284	0.9677	0.4474	0.9677	0.9837
No log	15.8889	286	0.9404	0.4890	0.9404	0.9697
No log	16.0	288	0.9645	0.5120	0.9645	0.9821
No log	16.1111	290	0.9540	0.5600	0.9540	0.9767
No log	16.2222	292	0.9201	0.4869	0.9201	0.9592
No log	16.3333	294	0.9450	0.5000	0.9450	0.9721
No log	16.4444	296	0.9284	0.5130	0.9284	0.9636
No log	16.5556	298	0.9155	0.5451	0.9155	0.9568
No log	16.6667	300	0.9323	0.5102	0.9323	0.9655
No log	16.7778	302	0.9500	0.4784	0.9500	0.9747
No log	16.8889	304	0.9447	0.5142	0.9447	0.9720
No log	17.0	306	1.0663	0.4802	1.0663	1.0326
No log	17.1111	308	1.2105	0.4059	1.2105	1.1002
No log	17.2222	310	1.1440	0.4374	1.1440	1.0696
No log	17.3333	312	0.9832	0.4894	0.9832	0.9916
No log	17.4444	314	0.9910	0.4116	0.9910	0.9955
No log	17.5556	316	1.0684	0.4851	1.0684	1.0336
No log	17.6667	318	0.9832	0.4909	0.9832	0.9916
No log	17.7778	320	0.8641	0.5147	0.8641	0.9296
No log	17.8889	322	0.8179	0.4636	0.8179	0.9044
No log	18.0	324	0.8229	0.5611	0.8229	0.9071
No log	18.1111	326	0.8533	0.5203	0.8533	0.9237
No log	18.2222	328	0.9409	0.5239	0.9409	0.9700
No log	18.3333	330	0.9937	0.5117	0.9937	0.9969
No log	18.4444	332	0.9209	0.5406	0.9209	0.9596
No log	18.5556	334	0.8277	0.5779	0.8277	0.9098
No log	18.6667	336	0.8059	0.5238	0.8059	0.8977
No log	18.7778	338	0.8208	0.5587	0.8208	0.9060
No log	18.8889	340	0.9014	0.5536	0.9014	0.9494
No log	19.0	342	0.9464	0.5573	0.9464	0.9728
No log	19.1111	344	0.9044	0.5461	0.9044	0.9510
No log	19.2222	346	0.8710	0.5500	0.8710	0.9333
No log	19.3333	348	0.8688	0.5500	0.8688	0.9321
No log	19.4444	350	0.9241	0.5635	0.9241	0.9613
No log	19.5556	352	0.9145	0.5658	0.9145	0.9563
No log	19.6667	354	0.8330	0.5660	0.8330	0.9127
No log	19.7778	356	0.8111	0.5315	0.8111	0.9006
No log	19.8889	358	0.8173	0.5315	0.8173	0.9041
No log	20.0	360	0.8593	0.5025	0.8593	0.9270
No log	20.1111	362	0.9443	0.5263	0.9443	0.9717
No log	20.2222	364	0.9335	0.5461	0.9335	0.9662
No log	20.3333	366	0.8675	0.5660	0.8675	0.9314
No log	20.4444	368	0.8646	0.5833	0.8646	0.9298
No log	20.5556	370	0.9095	0.4828	0.9095	0.9537
No log	20.6667	372	0.9247	0.4718	0.9247	0.9616
No log	20.7778	374	0.8849	0.5106	0.8849	0.9407
No log	20.8889	376	0.9207	0.5579	0.9207	0.9595
No log	21.0	378	1.1135	0.4826	1.1135	1.0552
No log	21.1111	380	1.2298	0.4387	1.2298	1.1090
No log	21.2222	382	1.1780	0.4085	1.1780	1.0854
No log	21.3333	384	1.0484	0.3623	1.0484	1.0239
No log	21.4444	386	0.9224	0.5135	0.9224	0.9604
No log	21.5556	388	0.8522	0.5164	0.8522	0.9231
No log	21.6667	390	0.8428	0.5164	0.8428	0.9180
No log	21.7778	392	0.8990	0.5379	0.8990	0.9482
No log	21.8889	394	0.9222	0.5068	0.9222	0.9603
No log	22.0	396	0.8863	0.5708	0.8863	0.9414
No log	22.1111	398	0.8577	0.6235	0.8577	0.9261
No log	22.2222	400	0.8561	0.5367	0.8561	0.9253
No log	22.3333	402	0.8574	0.5645	0.8574	0.9260
No log	22.4444	404	0.8396	0.5276	0.8396	0.9163
No log	22.5556	406	0.8109	0.5232	0.8109	0.9005
No log	22.6667	408	0.7988	0.5386	0.7988	0.8937
No log	22.7778	410	0.8095	0.5781	0.8095	0.8997
No log	22.8889	412	0.8099	0.5547	0.8099	0.9000
No log	23.0	414	0.8048	0.5391	0.8048	0.8971
No log	23.1111	416	0.8320	0.5163	0.8320	0.9122
No log	23.2222	418	0.8688	0.5547	0.8688	0.9321
No log	23.3333	420	0.8587	0.5390	0.8587	0.9267
No log	23.4444	422	0.8395	0.5588	0.8395	0.9162
No log	23.5556	424	0.8302	0.5753	0.8302	0.9111
No log	23.6667	426	0.8041	0.5477	0.8041	0.8967
No log	23.7778	428	0.7828	0.4798	0.7828	0.8848
No log	23.8889	430	0.7822	0.4810	0.7822	0.8844
No log	24.0	432	0.7887	0.4889	0.7887	0.8881
No log	24.1111	434	0.8266	0.5836	0.8266	0.9092
No log	24.2222	436	0.9592	0.5130	0.9592	0.9794
No log	24.3333	438	1.0615	0.5002	1.0615	1.0303
No log	24.4444	440	1.0518	0.4830	1.0518	1.0256
No log	24.5556	442	0.9757	0.5028	0.9757	0.9878
No log	24.6667	444	0.9056	0.5800	0.9056	0.9516
No log	24.7778	446	0.8500	0.4560	0.8500	0.9220
No log	24.8889	448	0.8234	0.4808	0.8234	0.9074
No log	25.0	450	0.8078	0.5239	0.8078	0.8988
No log	25.1111	452	0.8366	0.5406	0.8366	0.9146
No log	25.2222	454	0.8866	0.5135	0.8866	0.9416
No log	25.3333	456	0.9426	0.5328	0.9426	0.9709
No log	25.4444	458	0.9265	0.5365	0.9265	0.9625
No log	25.5556	460	0.8584	0.5759	0.8584	0.9265
No log	25.6667	462	0.8319	0.5428	0.8319	0.9121
No log	25.7778	464	0.8418	0.5028	0.8418	0.9175
No log	25.8889	466	0.8564	0.5211	0.8564	0.9254
No log	26.0	468	0.8623	0.5211	0.8623	0.9286
No log	26.1111	470	0.8704	0.6142	0.8704	0.9330
No log	26.2222	472	0.8823	0.6110	0.8823	0.9393
No log	26.3333	474	0.8758	0.6110	0.8758	0.9359
No log	26.4444	476	0.8866	0.5498	0.8866	0.9416
No log	26.5556	478	0.8613	0.5810	0.8613	0.9280
No log	26.6667	480	0.8396	0.4676	0.8396	0.9163
No log	26.7778	482	0.8411	0.4066	0.8411	0.9171
No log	26.8889	484	0.8393	0.4029	0.8393	0.9161
No log	27.0	486	0.8408	0.4527	0.8408	0.9169
No log	27.1111	488	0.8553	0.4527	0.8553	0.9248
No log	27.2222	490	0.8588	0.4951	0.8588	0.9267
No log	27.3333	492	0.8546	0.4778	0.8546	0.9244
No log	27.4444	494	0.8467	0.4778	0.8467	0.9202
No log	27.5556	496	0.8475	0.4534	0.8475	0.9206
No log	27.6667	498	0.8472	0.3608	0.8472	0.9204
0.3785	27.7778	500	0.8433	0.3608	0.8433	0.9183
0.3785	27.8889	502	0.8467	0.4534	0.8467	0.9202
0.3785	28.0	504	0.8834	0.5352	0.8834	0.9399
0.3785	28.1111	506	0.9149	0.5795	0.9149	0.9565
0.3785	28.2222	508	0.9337	0.5114	0.9337	0.9663
0.3785	28.3333	510	0.9446	0.5276	0.9446	0.9719
0.3785	28.4444	512	0.9400	0.5192	0.9400	0.9696
0.3785	28.5556	514	0.9467	0.5192	0.9467	0.9730
0.3785	28.6667	516	0.9438	0.5490	0.9438	0.9715
0.3785	28.7778	518	0.9259	0.5405	0.9258	0.9622
0.3785	28.8889	520	0.9460	0.5490	0.9460	0.9726
0.3785	29.0	522	0.9559	0.5098	0.9559	0.9777
0.3785	29.1111	524	0.9639	0.4735	0.9639	0.9818
0.3785	29.2222	526	0.9370	0.4957	0.9370	0.9680
0.3785	29.3333	528	0.8957	0.5098	0.8957	0.9464
0.3785	29.4444	530	0.8773	0.5148	0.8773	0.9366
0.3785	29.5556	532	0.8502	0.5089	0.8502	0.9221
0.3785	29.6667	534	0.8395	0.5137	0.8395	0.9162
0.3785	29.7778	536	0.8334	0.5137	0.8334	0.9129
0.3785	29.8889	538	0.8301	0.5137	0.8301	0.9111
0.3785	30.0	540	0.8279	0.5155	0.8279	0.9099
0.3785	30.1111	542	0.8278	0.5125	0.8278	0.9098
0.3785	30.2222	544	0.8259	0.4902	0.8259	0.9088
0.3785	30.3333	546	0.8322	0.5295	0.8322	0.9122
0.3785	30.4444	548	0.8537	0.5028	0.8537	0.9239
0.3785	30.5556	550	0.8860	0.4945	0.8860	0.9413
0.3785	30.6667	552	0.8997	0.4945	0.8997	0.9485
0.3785	30.7778	554	0.9029	0.5151	0.9029	0.9502
0.3785	30.8889	556	0.9474	0.5276	0.9474	0.9733
0.3785	31.0	558	1.0083	0.5468	1.0083	1.0041
0.3785	31.1111	560	1.0345	0.5468	1.0345	1.0171
0.3785	31.2222	562	1.0176	0.5293	1.0176	1.0088
0.3785	31.3333	564	0.9918	0.5160	0.9918	0.9959
0.3785	31.4444	566	0.9459	0.5283	0.9459	0.9726
0.3785	31.5556	568	0.9018	0.4894	0.9018	0.9496
0.3785	31.6667	570	0.8734	0.5026	0.8734	0.9346
0.3785	31.7778	572	0.8668	0.4871	0.8668	0.9310
0.3785	31.8889	574	0.8718	0.5057	0.8718	0.9337
0.3785	32.0	576	0.8969	0.5026	0.8969	0.9471
0.3785	32.1111	578	0.9153	0.4841	0.9153	0.9567
0.3785	32.2222	580	0.9312	0.4361	0.9312	0.9650
0.3785	32.3333	582	0.9454	0.4364	0.9454	0.9723
0.3785	32.4444	584	0.9289	0.4923	0.9289	0.9638
0.3785	32.5556	586	0.9322	0.4859	0.9322	0.9655
0.3785	32.6667	588	0.9166	0.4902	0.9166	0.9574
0.3785	32.7778	590	0.9232	0.4985	0.9232	0.9608
0.3785	32.8889	592	0.8967	0.4763	0.8967	0.9469
0.3785	33.0	594	0.8854	0.5168	0.8854	0.9410
0.3785	33.1111	596	0.9057	0.4945	0.9057	0.9517
0.3785	33.2222	598	0.9128	0.4945	0.9128	0.9554
0.3785	33.3333	600	0.9308	0.5120	0.9308	0.9648
0.3785	33.4444	602	0.9076	0.5161	0.9076	0.9527
0.3785	33.5556	604	0.9100	0.5314	0.9100	0.9539
0.3785	33.6667	606	0.8853	0.5370	0.8853	0.9409
0.3785	33.7778	608	0.8585	0.5611	0.8585	0.9265
0.3785	33.8889	610	0.8630	0.5611	0.8630	0.9290
0.3785	34.0	612	0.8800	0.5146	0.8800	0.9381
0.3785	34.1111	614	0.8917	0.5314	0.8917	0.9443
0.3785	34.2222	616	0.8851	0.5314	0.8851	0.9408
0.3785	34.3333	618	0.8745	0.5988	0.8745	0.9351
0.3785	34.4444	620	0.8644	0.5988	0.8644	0.9297
0.3785	34.5556	622	0.8783	0.5519	0.8783	0.9372
0.3785	34.6667	624	0.8936	0.5519	0.8936	0.9453
0.3785	34.7778	626	0.8980	0.5704	0.8980	0.9477
0.3785	34.8889	628	0.8988	0.5992	0.8988	0.9480
0.3785	35.0	630	0.8972	0.5509	0.8972	0.9472
0.3785	35.1111	632	0.9113	0.4488	0.9113	0.9546
0.3785	35.2222	634	0.9439	0.3964	0.9439	0.9715
0.3785	35.3333	636	0.9737	0.4329	0.9737	0.9868
0.3785	35.4444	638	0.9621	0.4329	0.9621	0.9809
0.3785	35.5556	640	0.9456	0.5084	0.9456	0.9724
0.3785	35.6667	642	0.9515	0.5239	0.9515	0.9755
0.3785	35.7778	644	0.9677	0.4824	0.9677	0.9837
0.3785	35.8889	646	1.0079	0.5303	1.0079	1.0040
0.3785	36.0	648	1.0274	0.5	1.0274	1.0136
0.3785	36.1111	650	0.9880	0.5	0.9880	0.9940
0.3785	36.2222	652	0.9644	0.5201	0.9644	0.9820
0.3785	36.3333	654	0.9318	0.5601	0.9318	0.9653
0.3785	36.4444	656	0.9136	0.6017	0.9136	0.9558
0.3785	36.5556	658	0.9000	0.5902	0.9000	0.9487
0.3785	36.6667	660	0.8986	0.5335	0.8986	0.9480
0.3785	36.7778	662	0.9040	0.5355	0.9040	0.9508
0.3785	36.8889	664	0.9059	0.5355	0.9059	0.9518
0.3785	37.0	666	0.8941	0.5254	0.8941	0.9456
0.3785	37.1111	668	0.8976	0.4764	0.8976	0.9474
0.3785	37.2222	670	0.9014	0.5141	0.9014	0.9494
0.3785	37.3333	672	0.9256	0.4902	0.9256	0.9621
0.3785	37.4444	674	0.9087	0.5209	0.9087	0.9533
0.3785	37.5556	676	0.8635	0.5561	0.8635	0.9292
0.3785	37.6667	678	0.8356	0.5548	0.8356	0.9141
0.3785	37.7778	680	0.8291	0.5487	0.8291	0.9105
0.3785	37.8889	682	0.8402	0.5548	0.8402	0.9166
0.3785	38.0	684	0.8752	0.5914	0.8752	0.9355
0.3785	38.1111	686	0.9036	0.5120	0.9036	0.9506
0.3785	38.2222	688	0.9159	0.5120	0.9159	0.9570
0.3785	38.3333	690	0.8721	0.5733	0.8721	0.9339
0.3785	38.4444	692	0.8437	0.5892	0.8437	0.9185
0.3785	38.5556	694	0.8107	0.5370	0.8107	0.9004
0.3785	38.6667	696	0.8035	0.5110	0.8035	0.8964
0.3785	38.7778	698	0.8195	0.5658	0.8195	0.9053
0.3785	38.8889	700	0.8511	0.5858	0.8511	0.9226
0.3785	39.0	702	0.9013	0.5601	0.9013	0.9494
0.3785	39.1111	704	0.9264	0.5403	0.9264	0.9625
0.3785	39.2222	706	0.9301	0.5320	0.9301	0.9644
0.3785	39.3333	708	0.9160	0.5498	0.9160	0.9571
0.3785	39.4444	710	0.8715	0.5202	0.8715	0.9335
0.3785	39.5556	712	0.8462	0.5571	0.8462	0.9199
0.3785	39.6667	714	0.8398	0.5596	0.8398	0.9164
0.3785	39.7778	716	0.8447	0.5571	0.8447	0.9191
0.3785	39.8889	718	0.8551	0.5695	0.8551	0.9247
0.3785	40.0	720	0.8656	0.6202	0.8656	0.9304
0.3785	40.1111	722	0.8717	0.5601	0.8717	0.9336
0.3785	40.2222	724	0.8639	0.6151	0.8639	0.9294
0.3785	40.3333	726	0.8630	0.5992	0.8630	0.9290
0.3785	40.4444	728	0.8557	0.5992	0.8557	0.9250
0.3785	40.5556	730	0.8449	0.5465	0.8449	0.9192
0.3785	40.6667	732	0.8359	0.5356	0.8359	0.9142
0.3785	40.7778	734	0.8458	0.5720	0.8458	0.9197
0.3785	40.8889	736	0.8754	0.5858	0.8754	0.9356
0.3785	41.0	738	0.9363	0.5170	0.9363	0.9676
0.3785	41.1111	740	1.0113	0.5208	1.0113	1.0056
0.3785	41.2222	742	1.0638	0.5330	1.0638	1.0314
0.3785	41.3333	744	1.0504	0.5330	1.0504	1.0249
0.3785	41.4444	746	0.9770	0.5491	0.9770	0.9884
0.3785	41.5556	748	0.9050	0.5308	0.9050	0.9513
0.3785	41.6667	750	0.8878	0.5135	0.8878	0.9422
0.3785	41.7778	752	0.8900	0.5130	0.8900	0.9434
0.3785	41.8889	754	0.8999	0.5146	0.8999	0.9486
0.3785	42.0	756	0.9027	0.5146	0.9027	0.9501
0.3785	42.1111	758	0.9250	0.5297	0.9250	0.9618
0.3785	42.2222	760	0.9177	0.5130	0.9177	0.9580
0.3785	42.3333	762	0.9476	0.5334	0.9476	0.9734
0.3785	42.4444	764	0.9853	0.5232	0.9853	0.9926
0.3785	42.5556	766	0.9500	0.5511	0.9500	0.9747
0.3785	42.6667	768	0.9305	0.5532	0.9305	0.9646
0.3785	42.7778	770	0.9148	0.5352	0.9148	0.9564
0.3785	42.8889	772	0.8623	0.5562	0.8623	0.9286
0.3785	43.0	774	0.8295	0.5521	0.8295	0.9107
0.3785	43.1111	776	0.8258	0.5722	0.8258	0.9088
0.3785	43.2222	778	0.8514	0.5647	0.8514	0.9227
0.3785	43.3333	780	0.8877	0.5314	0.8877	0.9422
0.3785	43.4444	782	0.8924	0.5478	0.8924	0.9447
0.3785	43.5556	784	0.8911	0.5478	0.8911	0.9440
0.3785	43.6667	786	0.8781	0.5151	0.8781	0.9371
0.3785	43.7778	788	0.8723	0.5151	0.8723	0.9340
0.3785	43.8889	790	0.8966	0.5326	0.8966	0.9469
0.3785	44.0	792	0.9327	0.5054	0.9327	0.9658
0.3785	44.1111	794	0.9348	0.5068	0.9348	0.9669
0.3785	44.2222	796	0.9179	0.5098	0.9179	0.9581
0.3785	44.3333	798	0.8901	0.5447	0.8901	0.9434
0.3785	44.4444	800	0.8786	0.5470	0.8786	0.9373
0.3785	44.5556	802	0.8769	0.5380	0.8769	0.9364
0.3785	44.6667	804	0.9211	0.5098	0.9211	0.9598
0.3785	44.7778	806	0.9616	0.4879	0.9616	0.9806
0.3785	44.8889	808	0.9582	0.4798	0.9582	0.9789
0.3785	45.0	810	0.9710	0.5	0.9710	0.9854
0.3785	45.1111	812	0.9598	0.5194	0.9598	0.9797
0.3785	45.2222	814	0.9213	0.5414	0.9213	0.9598
0.3785	45.3333	816	0.9205	0.4846	0.9205	0.9594
0.3785	45.4444	818	0.9384	0.4986	0.9384	0.9687
0.3785	45.5556	820	0.9595	0.4986	0.9595	0.9795
0.3785	45.6667	822	0.9744	0.4986	0.9744	0.9871
0.3785	45.7778	824	0.9632	0.4986	0.9632	0.9814
0.3785	45.8889	826	0.9507	0.4986	0.9507	0.9751
0.3785	46.0	828	0.9271	0.5287	0.9271	0.9628
0.3785	46.1111	830	0.9051	0.5227	0.9051	0.9514
0.3785	46.2222	832	0.8899	0.5351	0.8899	0.9433
0.3785	46.3333	834	0.8985	0.4799	0.8985	0.9479
0.3785	46.4444	836	0.9104	0.5227	0.9104	0.9542
0.3785	46.5556	838	0.9070	0.5326	0.9070	0.9524
0.3785	46.6667	840	0.9154	0.4914	0.9154	0.9568
0.3785	46.7778	842	0.9246	0.5198	0.9246	0.9615
0.3785	46.8889	844	0.9279	0.5032	0.9279	0.9633
0.3785	47.0	846	0.9227	0.4818	0.9227	0.9606
0.3785	47.1111	848	0.9023	0.4596	0.9023	0.9499
0.3785	47.2222	850	0.8823	0.4496	0.8823	0.9393
0.3785	47.3333	852	0.8632	0.4620	0.8632	0.9291
0.3785	47.4444	854	0.8564	0.4859	0.8564	0.9254
0.3785	47.5556	856	0.8597	0.5376	0.8597	0.9272
0.3785	47.6667	858	0.8624	0.5376	0.8624	0.9286
0.3785	47.7778	860	0.8578	0.4836	0.8578	0.9262
0.3785	47.8889	862	0.8572	0.4836	0.8572	0.9258
0.3785	48.0	864	0.8565	0.4836	0.8565	0.9255
0.3785	48.1111	866	0.8687	0.5381	0.8687	0.9320
0.3785	48.2222	868	0.8841	0.5611	0.8841	0.9402
0.3785	48.3333	870	0.8832	0.5611	0.8832	0.9398
0.3785	48.4444	872	0.8609	0.5824	0.8609	0.9278
0.3785	48.5556	874	0.8403	0.5110	0.8403	0.9167
0.3785	48.6667	876	0.8302	0.4923	0.8302	0.9111
0.3785	48.7778	878	0.8213	0.5010	0.8213	0.9063
0.3785	48.8889	880	0.8176	0.4560	0.8176	0.9042
0.3785	49.0	882	0.8225	0.4560	0.8225	0.9069
0.3785	49.1111	884	0.8266	0.4540	0.8266	0.9092
0.3785	49.2222	886	0.8283	0.4346	0.8283	0.9101
0.3785	49.3333	888	0.8351	0.4560	0.8351	0.9138
0.3785	49.4444	890	0.8468	0.4859	0.8468	0.9202
0.3785	49.5556	892	0.8563	0.5458	0.8563	0.9253
0.3785	49.6667	894	0.8582	0.5376	0.8582	0.9264
0.3785	49.7778	896	0.8787	0.5670	0.8787	0.9374
0.3785	49.8889	898	0.9177	0.5479	0.9177	0.9580
0.3785	50.0	900	0.9287	0.5920	0.9287	0.9637
0.3785	50.1111	902	0.9327	0.5624	0.9327	0.9658
0.3785	50.2222	904	0.9197	0.5253	0.9197	0.9590
0.3785	50.3333	906	0.9125	0.5253	0.9125	0.9553
0.3785	50.4444	908	0.9112	0.5253	0.9112	0.9546
0.3785	50.5556	910	0.9001	0.5253	0.9001	0.9487
0.3785	50.6667	912	0.8933	0.5042	0.8933	0.9452
0.3785	50.7778	914	0.8768	0.4968	0.8768	0.9364
0.3785	50.8889	916	0.8610	0.4568	0.8610	0.9279
0.3785	51.0	918	0.8558	0.4568	0.8558	0.9251
0.3785	51.1111	920	0.8563	0.4568	0.8563	0.9254
0.3785	51.2222	922	0.8787	0.4871	0.8787	0.9374
0.3785	51.3333	924	0.9032	0.4938	0.9032	0.9504
0.3785	51.4444	926	0.9193	0.5534	0.9193	0.9588
0.3785	51.5556	928	0.9128	0.5739	0.9128	0.9554
0.3785	51.6667	930	0.9140	0.5517	0.9140	0.9560
0.3785	51.7778	932	0.8812	0.5385	0.8812	0.9387
0.3785	51.8889	934	0.8561	0.4828	0.8561	0.9253
0.3785	52.0	936	0.8514	0.4828	0.8514	0.9227
0.3785	52.1111	938	0.8566	0.4620	0.8566	0.9255
0.3785	52.2222	940	0.8783	0.4828	0.8783	0.9372
0.3785	52.3333	942	0.9273	0.4907	0.9273	0.9630
0.3785	52.4444	944	0.9681	0.5443	0.9681	0.9839
0.3785	52.5556	946	0.9962	0.56	0.9962	0.9981
0.3785	52.6667	948	0.9904	0.5796	0.9904	0.9952
0.3785	52.7778	950	0.9551	0.5796	0.9551	0.9773
0.3785	52.8889	952	0.9142	0.4805	0.9142	0.9561
0.3785	53.0	954	0.8799	0.4805	0.8799	0.9380
0.3785	53.1111	956	0.8668	0.4805	0.8668	0.9310
0.3785	53.2222	958	0.8549	0.5026	0.8549	0.9246
0.3785	53.3333	960	0.8530	0.4805	0.8530	0.9236
0.3785	53.4444	962	0.8589	0.4998	0.8589	0.9268
0.3785	53.5556	964	0.8800	0.5733	0.8800	0.9381
0.3785	53.6667	966	0.8771	0.5733	0.8771	0.9365
0.3785	53.7778	968	0.8685	0.5733	0.8685	0.9319
0.3785	53.8889	970	0.8670	0.5733	0.8670	0.9312
0.3785	54.0	972	0.8571	0.5869	0.8571	0.9258
0.3785	54.1111	974	0.8405	0.5611	0.8405	0.9168
0.3785	54.2222	976	0.8342	0.4968	0.8342	0.9133
0.3785	54.3333	978	0.8392	0.4982	0.8392	0.9161
0.3785	54.4444	980	0.8400	0.4757	0.8400	0.9165
0.3785	54.5556	982	0.8530	0.5041	0.8530	0.9236
0.3785	54.6667	984	0.8690	0.4774	0.8690	0.9322
0.3785	54.7778	986	0.8883	0.5359	0.8883	0.9425
0.3785	54.8889	988	0.8954	0.5447	0.8954	0.9462
0.3785	55.0	990	0.9094	0.5819	0.9094	0.9536
0.3785	55.1111	992	0.9097	0.5733	0.9097	0.9538
0.3785	55.2222	994	0.8977	0.5365	0.8977	0.9475
0.3785	55.3333	996	0.8740	0.4509	0.8740	0.9349
0.3785	55.4444	998	0.8629	0.4747	0.8629	0.9289
0.0543	55.5556	1000	0.8649	0.4509	0.8649	0.9300
0.0543	55.6667	1002	0.8849	0.5086	0.8849	0.9407
0.0543	55.7778	1004	0.9244	0.5451	0.9244	0.9614
0.0543	55.8889	1006	0.9722	0.5365	0.9722	0.9860
0.0543	56.0	1008	1.0423	0.4933	1.0423	1.0209
0.0543	56.1111	1010	1.0775	0.4516	1.0775	1.0380
0.0543	56.2222	1012	1.0620	0.4516	1.0620	1.0306
0.0543	56.3333	1014	1.0324	0.4834	1.0324	1.0161
0.0543	56.4444	1016	0.9982	0.4834	0.9982	0.9991
0.0543	56.5556	1018	0.9860	0.5045	0.9860	0.9930
0.0543	56.6667	1020	0.9766	0.5045	0.9766	0.9882
0.0543	56.7778	1022	0.9782	0.5045	0.9782	0.9891
0.0543	56.8889	1024	0.9949	0.5045	0.9949	0.9974
0.0543	57.0	1026	0.9833	0.5045	0.9833	0.9916
0.0543	57.1111	1028	0.9553	0.52	0.9553	0.9774
0.0543	57.2222	1030	0.9319	0.5014	0.9319	0.9653
0.0543	57.3333	1032	0.9212	0.5227	0.9212	0.9598
0.0543	57.4444	1034	0.9151	0.5430	0.9151	0.9566
0.0543	57.5556	1036	0.9177	0.5792	0.9177	0.9580
0.0543	57.6667	1038	0.9245	0.5390	0.9245	0.9615
0.0543	57.7778	1040	0.9291	0.5192	0.9291	0.9639
0.0543	57.8889	1042	0.9264	0.5209	0.9264	0.9625
0.0543	58.0	1044	0.9478	0.5192	0.9478	0.9735
0.0543	58.1111	1046	0.9629	0.5083	0.9629	0.9813
0.0543	58.2222	1048	0.9514	0.5083	0.9514	0.9754
0.0543	58.3333	1050	0.9106	0.5192	0.9106	0.9543
0.0543	58.4444	1052	0.8801	0.5451	0.8801	0.9381
0.0543	58.5556	1054	0.8637	0.5498	0.8637	0.9294
0.0543	58.6667	1056	0.8613	0.5498	0.8613	0.9281
0.0543	58.7778	1058	0.8624	0.5498	0.8624	0.9287
0.0543	58.8889	1060	0.8724	0.5498	0.8724	0.9340
0.0543	59.0	1062	0.8878	0.5058	0.8878	0.9422
0.0543	59.1111	1064	0.9191	0.5600	0.9191	0.9587
0.0543	59.2222	1066	0.9558	0.5276	0.9558	0.9777
0.0543	59.3333	1068	0.9931	0.4960	0.9931	0.9965
0.0543	59.4444	1070	1.0055	0.4960	1.0055	1.0028
0.0543	59.5556	1072	0.9926	0.5140	0.9926	0.9963
0.0543	59.6667	1074	0.9598	0.5166	0.9598	0.9797
0.0543	59.7778	1076	0.9061	0.5447	0.9061	0.9519
0.0543	59.8889	1078	0.8646	0.4998	0.8646	0.9299
0.0543	60.0	1080	0.8526	0.5148	0.8526	0.9234
0.0543	60.1111	1082	0.8442	0.5165	0.8442	0.9188
0.0543	60.2222	1084	0.8471	0.5131	0.8471	0.9204
0.0543	60.3333	1086	0.8545	0.5131	0.8545	0.9244
0.0543	60.4444	1088	0.8656	0.4805	0.8656	0.9304
0.0543	60.5556	1090	0.8826	0.5272	0.8826	0.9395
0.0543	60.6667	1092	0.8986	0.5649	0.8986	0.9480
0.0543	60.7778	1094	0.9156	0.5209	0.9156	0.9569
0.0543	60.8889	1096	0.9329	0.5083	0.9329	0.9659
0.0543	61.0	1098	0.9334	0.5166	0.9334	0.9661
0.0543	61.1111	1100	0.9358	0.5166	0.9358	0.9674
0.0543	61.2222	1102	0.9272	0.5576	0.9272	0.9629
0.0543	61.3333	1104	0.9119	0.5600	0.9119	0.9550
0.0543	61.4444	1106	0.9015	0.5245	0.9015	0.9495
0.0543	61.5556	1108	0.8800	0.5245	0.8800	0.9381
0.0543	61.6667	1110	0.8722	0.5245	0.8722	0.9339
0.0543	61.7778	1112	0.8773	0.5245	0.8773	0.9367
0.0543	61.8889	1114	0.8765	0.5625	0.8765	0.9362
0.0543	62.0	1116	0.8789	0.5625	0.8789	0.9375
0.0543	62.1111	1118	0.8717	0.5537	0.8717	0.9337
0.0543	62.2222	1120	0.8606	0.6035	0.8606	0.9277
0.0543	62.3333	1122	0.8495	0.5949	0.8495	0.9217
0.0543	62.4444	1124	0.8334	0.5411	0.8334	0.9129
0.0543	62.5556	1126	0.8312	0.5411	0.8312	0.9117
0.0543	62.6667	1128	0.8366	0.5498	0.8366	0.9147
0.0543	62.7778	1130	0.8407	0.5498	0.8407	0.9169
0.0543	62.8889	1132	0.8461	0.5498	0.8461	0.9198
0.0543	63.0	1134	0.8423	0.5318	0.8423	0.9178
0.0543	63.1111	1136	0.8327	0.5338	0.8327	0.9125
0.0543	63.2222	1138	0.8235	0.5148	0.8235	0.9075
0.0543	63.3333	1140	0.8118	0.4871	0.8118	0.9010
0.0543	63.4444	1142	0.8052	0.4902	0.8052	0.8974
0.0543	63.5556	1144	0.8051	0.4829	0.8051	0.8973
0.0543	63.6667	1146	0.8082	0.5025	0.8082	0.8990
0.0543	63.7778	1148	0.8145	0.5179	0.8145	0.9025
0.0543	63.8889	1150	0.8237	0.5527	0.8237	0.9076
0.0543	64.0	1152	0.8416	0.5963	0.8416	0.9174
0.0543	64.1111	1154	0.8682	0.6388	0.8682	0.9318
0.0543	64.2222	1156	0.8793	0.6215	0.8793	0.9377
0.0543	64.3333	1158	0.8938	0.6035	0.8938	0.9454
0.0543	64.4444	1160	0.8955	0.5733	0.8955	0.9463
0.0543	64.5556	1162	0.9071	0.5733	0.9071	0.9524
0.0543	64.6667	1164	0.9089	0.5537	0.9089	0.9533
0.0543	64.7778	1166	0.8996	0.5157	0.8996	0.9485
0.0543	64.8889	1168	0.8872	0.5157	0.8872	0.9419
0.0543	65.0	1170	0.8851	0.5157	0.8851	0.9408
0.0543	65.1111	1172	0.8934	0.5157	0.8934	0.9452
0.0543	65.2222	1174	0.9129	0.5218	0.9129	0.9555
0.0543	65.3333	1176	0.9236	0.5508	0.9236	0.9610
0.0543	65.4444	1178	0.9268	0.5508	0.9268	0.9627
0.0543	65.5556	1180	0.9210	0.5508	0.9210	0.9597
0.0543	65.6667	1182	0.9175	0.5417	0.9175	0.9578
0.0543	65.7778	1184	0.9099	0.5130	0.9099	0.9539
0.0543	65.8889	1186	0.9094	0.5157	0.9094	0.9536
0.0543	66.0	1188	0.9073	0.5157	0.9073	0.9525
0.0543	66.1111	1190	0.9030	0.5157	0.9030	0.9503
0.0543	66.2222	1192	0.8968	0.5157	0.8968	0.9470
0.0543	66.3333	1194	0.9034	0.5157	0.9034	0.9505
0.0543	66.4444	1196	0.9023	0.5157	0.9023	0.9499
0.0543	66.5556	1198	0.9152	0.5130	0.9152	0.9567
0.0543	66.6667	1200	0.9466	0.5576	0.9466	0.9729
0.0543	66.7778	1202	0.9756	0.5150	0.9756	0.9877
0.0543	66.8889	1204	1.0069	0.5322	1.0069	1.0035
0.0543	67.0	1206	1.0258	0.5488	1.0258	1.0128
0.0543	67.1111	1208	1.0332	0.5488	1.0332	1.0164
0.0543	67.2222	1210	1.0182	0.5488	1.0182	1.0091
0.0543	67.3333	1212	0.9799	0.5150	0.9799	0.9899
0.0543	67.4444	1214	0.9349	0.5326	0.9349	0.9669
0.0543	67.5556	1216	0.8919	0.5563	0.8919	0.9444
0.0543	67.6667	1218	0.8671	0.5864	0.8671	0.9312
0.0543	67.7778	1220	0.8579	0.5779	0.8579	0.9262
0.0543	67.8889	1222	0.8552	0.5779	0.8552	0.9247
0.0543	68.0	1224	0.8580	0.5779	0.8580	0.9263
0.0543	68.1111	1226	0.8590	0.5779	0.8590	0.9268
0.0543	68.2222	1228	0.8687	0.5971	0.8687	0.9320
0.0543	68.3333	1230	0.8729	0.5971	0.8729	0.9343
0.0543	68.4444	1232	0.8717	0.5886	0.8717	0.9336
0.0543	68.5556	1234	0.8676	0.5548	0.8676	0.9314
0.0543	68.6667	1236	0.8689	0.5548	0.8689	0.9321
0.0543	68.7778	1238	0.8727	0.5635	0.8727	0.9342
0.0543	68.8889	1240	0.8822	0.4894	0.8822	0.9393
0.0543	69.0	1242	0.8877	0.4572	0.8877	0.9422
0.0543	69.1111	1244	0.8889	0.4572	0.8889	0.9428
0.0543	69.2222	1246	0.8887	0.4572	0.8887	0.9427
0.0543	69.3333	1248	0.8814	0.4482	0.8814	0.9388
0.0543	69.4444	1250	0.8719	0.4488	0.8719	0.9338
0.0543	69.5556	1252	0.8627	0.4871	0.8627	0.9288
0.0543	69.6667	1254	0.8609	0.4801	0.8609	0.9279
0.0543	69.7778	1256	0.8586	0.4728	0.8586	0.9266
0.0543	69.8889	1258	0.8575	0.4479	0.8575	0.9260
0.0543	70.0	1260	0.8526	0.4474	0.8526	0.9234
0.0543	70.1111	1262	0.8514	0.4628	0.8514	0.9227
0.0543	70.2222	1264	0.8504	0.4628	0.8504	0.9222
0.0543	70.3333	1266	0.8533	0.4840	0.8533	0.9238
0.0543	70.4444	1268	0.8596	0.4488	0.8596	0.9271
0.0543	70.5556	1270	0.8713	0.4482	0.8713	0.9334
0.0543	70.6667	1272	0.8764	0.4774	0.8764	0.9361
0.0543	70.7778	1274	0.8710	0.4774	0.8710	0.9333
0.0543	70.8889	1276	0.8600	0.4785	0.8600	0.9274
0.0543	71.0	1278	0.8466	0.4587	0.8466	0.9201
0.0543	71.1111	1280	0.8401	0.4587	0.8401	0.9166
0.0543	71.2222	1282	0.8395	0.4587	0.8395	0.9162
0.0543	71.3333	1284	0.8346	0.4840	0.8346	0.9136
0.0543	71.4444	1286	0.8336	0.5012	0.8336	0.9130
0.0543	71.5556	1288	0.8385	0.5012	0.8385	0.9157
0.0543	71.6667	1290	0.8471	0.4774	0.8471	0.9204
0.0543	71.7778	1292	0.8531	0.4774	0.8531	0.9237
0.0543	71.8889	1294	0.8568	0.4774	0.8568	0.9256
0.0543	72.0	1296	0.8650	0.4969	0.8650	0.9301
0.0543	72.1111	1298	0.8677	0.4969	0.8677	0.9315
0.0543	72.2222	1300	0.8718	0.4969	0.8718	0.9337
0.0543	72.3333	1302	0.8742	0.4969	0.8742	0.9350
0.0543	72.4444	1304	0.8818	0.4969	0.8818	0.9390
0.0543	72.5556	1306	0.8946	0.4969	0.8946	0.9458
0.0543	72.6667	1308	0.9072	0.5537	0.9072	0.9525
0.0543	72.7778	1310	0.9144	0.5537	0.9144	0.9562
0.0543	72.8889	1312	0.9126	0.5537	0.9126	0.9553
0.0543	73.0	1314	0.9071	0.4969	0.9071	0.9524
0.0543	73.1111	1316	0.8983	0.4881	0.8983	0.9478
0.0543	73.2222	1318	0.8970	0.4881	0.8970	0.9471
0.0543	73.3333	1320	0.8913	0.4881	0.8913	0.9441
0.0543	73.4444	1322	0.8885	0.5098	0.8885	0.9426
0.0543	73.5556	1324	0.8894	0.4910	0.8894	0.9431
0.0543	73.6667	1326	0.8903	0.4910	0.8903	0.9436
0.0543	73.7778	1328	0.8895	0.4910	0.8895	0.9432
0.0543	73.8889	1330	0.8924	0.5098	0.8924	0.9447
0.0543	74.0	1332	0.8970	0.5098	0.8970	0.9471
0.0543	74.1111	1334	0.9027	0.5098	0.9027	0.9501
0.0543	74.2222	1336	0.9045	0.5305	0.9045	0.9510
0.0543	74.3333	1338	0.9100	0.5305	0.9100	0.9539
0.0543	74.4444	1340	0.9167	0.5305	0.9167	0.9574
0.0543	74.5556	1342	0.9157	0.5305	0.9157	0.9569
0.0543	74.6667	1344	0.9078	0.5305	0.9078	0.9528
0.0543	74.7778	1346	0.9003	0.5305	0.9003	0.9489
0.0543	74.8889	1348	0.8959	0.5305	0.8959	0.9465
0.0543	75.0	1350	0.8949	0.5098	0.8949	0.9460
0.0543	75.1111	1352	0.8944	0.4881	0.8944	0.9457
0.0543	75.2222	1354	0.8975	0.5070	0.8975	0.9474
0.0543	75.3333	1356	0.9065	0.5157	0.9065	0.9521
0.0543	75.4444	1358	0.9164	0.5157	0.9164	0.9573
0.0543	75.5556	1360	0.9280	0.5157	0.9280	0.9633
0.0543	75.6667	1362	0.9405	0.5157	0.9405	0.9698
0.0543	75.7778	1364	0.9557	0.5042	0.9557	0.9776
0.0543	75.8889	1366	0.9618	0.5130	0.9618	0.9807
0.0543	76.0	1368	0.9595	0.5114	0.9595	0.9796
0.0543	76.1111	1370	0.9562	0.5114	0.9562	0.9779
0.0543	76.2222	1372	0.9457	0.5245	0.9457	0.9725
0.0543	76.3333	1374	0.9324	0.5157	0.9324	0.9656
0.0543	76.4444	1376	0.9182	0.5157	0.9182	0.9582
0.0543	76.5556	1378	0.9041	0.5098	0.9041	0.9508
0.0543	76.6667	1380	0.8993	0.5098	0.8993	0.9483
0.0543	76.7778	1382	0.9018	0.5779	0.9018	0.9496
0.0543	76.8889	1384	0.9004	0.5779	0.9004	0.9489
0.0543	77.0	1386	0.9008	0.5779	0.9008	0.9491
0.0543	77.1111	1388	0.9047	0.5963	0.9047	0.9511
0.0543	77.2222	1390	0.9023	0.5963	0.9023	0.9499
0.0543	77.3333	1392	0.9026	0.5963	0.9026	0.9501
0.0543	77.4444	1394	0.9030	0.5963	0.9030	0.9503
0.0543	77.5556	1396	0.8974	0.5779	0.8974	0.9473
0.0543	77.6667	1398	0.8932	0.5779	0.8932	0.9451
0.0543	77.7778	1400	0.8879	0.5779	0.8879	0.9423
0.0543	77.8889	1402	0.8844	0.5779	0.8844	0.9404
0.0543	78.0	1404	0.8841	0.5611	0.8841	0.9403
0.0543	78.1111	1406	0.8839	0.5611	0.8839	0.9401
0.0543	78.2222	1408	0.8848	0.5611	0.8848	0.9407
0.0543	78.3333	1410	0.8895	0.5779	0.8895	0.9431
0.0543	78.4444	1412	0.8966	0.5779	0.8966	0.9469
0.0543	78.5556	1414	0.9051	0.5779	0.9051	0.9514
0.0543	78.6667	1416	0.9124	0.5070	0.9124	0.9552
0.0543	78.7778	1418	0.9101	0.5157	0.9101	0.9540
0.0543	78.8889	1420	0.9078	0.5157	0.9078	0.9528
0.0543	79.0	1422	0.9048	0.5157	0.9048	0.9512
0.0543	79.1111	1424	0.9023	0.5157	0.9023	0.9499
0.0543	79.2222	1426	0.9030	0.5157	0.9030	0.9503
0.0543	79.3333	1428	0.9022	0.5157	0.9022	0.9498
0.0543	79.4444	1430	0.8997	0.5157	0.8997	0.9485
0.0543	79.5556	1432	0.8943	0.5202	0.8943	0.9457
0.0543	79.6667	1434	0.8882	0.5411	0.8882	0.9424
0.0543	79.7778	1436	0.8865	0.5229	0.8865	0.9415
0.0543	79.8889	1438	0.8867	0.5229	0.8867	0.9417
0.0543	80.0	1440	0.8898	0.5229	0.8898	0.9433
0.0543	80.1111	1442	0.8927	0.5229	0.8927	0.9448
0.0543	80.2222	1444	0.8959	0.5411	0.8959	0.9465
0.0543	80.3333	1446	0.8981	0.5229	0.8981	0.9477
0.0543	80.4444	1448	0.9012	0.5098	0.9012	0.9493
0.0543	80.5556	1450	0.9034	0.5185	0.9034	0.9505
0.0543	80.6667	1452	0.9048	0.4969	0.9048	0.9512
0.0543	80.7778	1454	0.9030	0.4881	0.9030	0.9503
0.0543	80.8889	1456	0.8975	0.5012	0.8975	0.9474
0.0543	81.0	1458	0.8951	0.5012	0.8951	0.9461
0.0543	81.1111	1460	0.8932	0.4816	0.8932	0.9451
0.0543	81.2222	1462	0.8934	0.4816	0.8934	0.9452
0.0543	81.3333	1464	0.8936	0.5012	0.8936	0.9453
0.0543	81.4444	1466	0.8949	0.5012	0.8949	0.9460
0.0543	81.5556	1468	0.8997	0.5411	0.8997	0.9485
0.0543	81.6667	1470	0.9017	0.5411	0.9017	0.9496
0.0543	81.7778	1472	0.9012	0.5411	0.9012	0.9493
0.0543	81.8889	1474	0.9024	0.5411	0.9024	0.9499
0.0543	82.0	1476	0.9001	0.5411	0.9001	0.9487
0.0543	82.1111	1478	0.8932	0.5611	0.8932	0.9451
0.0543	82.2222	1480	0.8860	0.5437	0.8860	0.9413
0.0543	82.3333	1482	0.8835	0.5437	0.8835	0.9400
0.0543	82.4444	1484	0.8815	0.5070	0.8815	0.9389
0.0543	82.5556	1486	0.8810	0.5070	0.8810	0.9386
0.0543	82.6667	1488	0.8836	0.5437	0.8836	0.9400
0.0543	82.7778	1490	0.8864	0.5611	0.8864	0.9415
0.0543	82.8889	1492	0.8888	0.5611	0.8888	0.9427
0.0543	83.0	1494	0.8917	0.5611	0.8917	0.9443
0.0543	83.1111	1496	0.8918	0.5611	0.8918	0.9443
0.0543	83.2222	1498	0.8902	0.5611	0.8902	0.9435
0.0372	83.3333	1500	0.8884	0.5437	0.8884	0.9425
0.0372	83.4444	1502	0.8883	0.5437	0.8883	0.9425
0.0372	83.5556	1504	0.8881	0.5437	0.8881	0.9424
0.0372	83.6667	1506	0.8915	0.5611	0.8915	0.9442
0.0372	83.7778	1508	0.8973	0.5185	0.8973	0.9472
0.0372	83.8889	1510	0.9039	0.5365	0.9039	0.9507
0.0372	84.0	1512	0.9127	0.5157	0.9127	0.9553
0.0372	84.1111	1514	0.9156	0.5157	0.9156	0.9569
0.0372	84.2222	1516	0.9139	0.5157	0.9139	0.9560

Framework versions

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