ArabicNewSplits7_usingWellWrittenEssays_FineTuningAraBERT_run1_AugV5_k10_task3_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: 0.8425
• Qwk: 0.0409
• Mse: 0.8425
• Rmse: 0.9179

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	0.08	2	3.5416	0.0042	3.5416	1.8819
No log	0.16	4	1.7627	0.0191	1.7627	1.3277
No log	0.24	6	1.7348	0.0172	1.7348	1.3171
No log	0.32	8	1.6558	0.0	1.6558	1.2868
No log	0.4	10	0.8042	0.0260	0.8042	0.8968
No log	0.48	12	0.7402	-0.0035	0.7402	0.8603
No log	0.56	14	0.8607	-0.0269	0.8607	0.9278
No log	0.64	16	1.0670	-0.0468	1.0670	1.0330
No log	0.72	18	1.2650	-0.0207	1.2650	1.1247
No log	0.8	20	1.7004	-0.0500	1.7004	1.3040
No log	0.88	22	1.5324	-0.0207	1.5324	1.2379
No log	0.96	24	0.9781	-0.0677	0.9781	0.9890
No log	1.04	26	0.7451	-0.0069	0.7451	0.8632
No log	1.12	28	0.7794	-0.0160	0.7794	0.8828
No log	1.2	30	0.9410	0.0282	0.9410	0.9701
No log	1.28	32	0.9301	-0.0606	0.9301	0.9644
No log	1.3600	34	0.7498	0.0506	0.7498	0.8659
No log	1.44	36	0.8037	-0.1241	0.8037	0.8965
No log	1.52	38	0.7952	0.0334	0.7952	0.8917
No log	1.6	40	0.7362	0.0	0.7362	0.8580
No log	1.6800	42	0.7357	0.0	0.7357	0.8578
No log	1.76	44	0.9068	-0.0056	0.9068	0.9523
No log	1.8400	46	1.3711	0.0401	1.3711	1.1709
No log	1.92	48	1.1388	0.0518	1.1388	1.0671
No log	2.0	50	0.8635	0.0377	0.8635	0.9293
No log	2.08	52	0.7583	0.0260	0.7583	0.8708
No log	2.16	54	0.7180	0.0	0.7180	0.8474
No log	2.24	56	0.7272	0.0	0.7272	0.8528
No log	2.32	58	0.9079	-0.0138	0.9079	0.9528
No log	2.4	60	1.0611	0.0006	1.0611	1.0301
No log	2.48	62	0.8097	0.0600	0.8097	0.8998
No log	2.56	64	0.7343	-0.0571	0.7343	0.8569
No log	2.64	66	0.7411	0.0914	0.7411	0.8609
No log	2.7200	68	0.8020	0.0123	0.8020	0.8955
No log	2.8	70	0.8796	0.0016	0.8796	0.9379
No log	2.88	72	0.8780	0.0041	0.8780	0.9370
No log	2.96	74	0.8862	0.0424	0.8862	0.9414
No log	3.04	76	0.7908	0.0600	0.7908	0.8893
No log	3.12	78	1.0183	0.0676	1.0183	1.0091
No log	3.2	80	0.8825	0.0748	0.8825	0.9394
No log	3.2800	82	0.7388	0.0571	0.7388	0.8595
No log	3.36	84	0.7801	0.0	0.7801	0.8832
No log	3.44	86	0.7040	0.0	0.7040	0.8391
No log	3.52	88	0.8699	-0.0033	0.8699	0.9327
No log	3.6	90	1.4396	0.0868	1.4396	1.1999
No log	3.68	92	1.1225	-0.0937	1.1225	1.0595
No log	3.76	94	0.7070	0.0555	0.7070	0.8408
No log	3.84	96	0.6919	0.0555	0.6919	0.8318
No log	3.92	98	0.7087	0.0555	0.7087	0.8419
No log	4.0	100	0.8193	0.0867	0.8193	0.9052
No log	4.08	102	0.8241	0.0476	0.8241	0.9078
No log	4.16	104	0.8926	0.0409	0.8926	0.9448
No log	4.24	106	0.7778	0.0296	0.7778	0.8819
No log	4.32	108	0.7742	-0.0125	0.7742	0.8799
No log	4.4	110	0.8319	0.0159	0.8319	0.9121
No log	4.48	112	0.8191	0.0714	0.8191	0.9051
No log	4.5600	114	0.9059	-0.0033	0.9059	0.9518
No log	4.64	116	0.8226	-0.0331	0.8226	0.9070
No log	4.72	118	0.7969	-0.1468	0.7969	0.8927
No log	4.8	120	0.7789	-0.1018	0.7789	0.8825
No log	4.88	122	0.8972	-0.0373	0.8972	0.9472
No log	4.96	124	0.9590	-0.0031	0.9590	0.9793
No log	5.04	126	0.8008	-0.1026	0.8008	0.8949
No log	5.12	128	0.8162	-0.1470	0.8162	0.9035
No log	5.2	130	0.8056	-0.0091	0.8056	0.8976
No log	5.28	132	0.8189	-0.0228	0.8189	0.9049
No log	5.36	134	0.8103	-0.0902	0.8103	0.9002
No log	5.44	136	0.7999	0.0976	0.7999	0.8944
No log	5.52	138	0.8073	0.0518	0.8073	0.8985
No log	5.6	140	0.7921	0.0930	0.7921	0.8900
No log	5.68	142	0.7895	-0.0138	0.7895	0.8885
No log	5.76	144	0.8306	-0.1398	0.8306	0.9114
No log	5.84	146	0.8720	-0.1204	0.8720	0.9338
No log	5.92	148	0.8429	-0.0902	0.8429	0.9181
No log	6.0	150	0.8386	-0.0138	0.8386	0.9157
No log	6.08	152	0.8436	0.0	0.8436	0.9185
No log	6.16	154	0.9196	-0.0896	0.9196	0.9589
No log	6.24	156	0.8683	-0.2511	0.8683	0.9319
No log	6.32	158	0.8076	-0.0992	0.8076	0.8987
No log	6.4	160	0.7965	-0.0541	0.7965	0.8925
No log	6.48	162	0.8768	-0.2431	0.8768	0.9364
No log	6.5600	164	0.9386	-0.0970	0.9386	0.9688
No log	6.64	166	0.8346	0.0209	0.8346	0.9135
No log	6.72	168	0.8663	0.0017	0.8663	0.9308
No log	6.8	170	1.0079	-0.0595	1.0079	1.0039
No log	6.88	172	0.7894	0.0260	0.7894	0.8885
No log	6.96	174	0.8981	0.0007	0.8981	0.9477
No log	7.04	176	0.9641	-0.0521	0.9641	0.9819
No log	7.12	178	0.8333	-0.1208	0.8333	0.9129
No log	7.2	180	0.7639	0.0318	0.7639	0.8740
No log	7.28	182	0.8037	0.0099	0.8037	0.8965
No log	7.36	184	0.7529	0.0260	0.7529	0.8677
No log	7.44	186	0.7131	0.1082	0.7131	0.8444
No log	7.52	188	0.7442	0.0033	0.7442	0.8627
No log	7.6	190	0.6937	0.1082	0.6937	0.8329
No log	7.68	192	0.7771	0.0476	0.7771	0.8816
No log	7.76	194	0.7378	0.0159	0.7378	0.8590
No log	7.84	196	0.7607	-0.1398	0.7607	0.8722
No log	7.92	198	1.0517	-0.0023	1.0517	1.0255
No log	8.0	200	1.0949	-0.0270	1.0949	1.0464
No log	8.08	202	0.8888	0.1078	0.8888	0.9428
No log	8.16	204	1.0095	0.0273	1.0095	1.0048
No log	8.24	206	1.2320	0.1009	1.2320	1.1100
No log	8.32	208	0.9293	0.0038	0.9293	0.9640
No log	8.4	210	0.8328	-0.0293	0.8328	0.9126
No log	8.48	212	0.9144	-0.0633	0.9144	0.9563
No log	8.56	214	0.8713	-0.1263	0.8713	0.9335
No log	8.64	216	0.7854	-0.1040	0.7854	0.8862
No log	8.72	218	0.8511	0.0956	0.8511	0.9225
No log	8.8	220	0.8025	0.0269	0.8025	0.8958
No log	8.88	222	0.7962	-0.0513	0.7962	0.8923
No log	8.96	224	0.7986	-0.0532	0.7986	0.8936
No log	9.04	226	0.8060	0.0303	0.8060	0.8978
No log	9.12	228	0.8176	0.0680	0.8176	0.9042
No log	9.2	230	0.7992	0.0375	0.7992	0.8940
No log	9.28	232	0.8081	-0.1470	0.8081	0.8989
No log	9.36	234	0.8272	-0.0892	0.8272	0.9095
No log	9.44	236	0.8058	-0.1010	0.8058	0.8977
No log	9.52	238	0.7993	-0.0493	0.7993	0.8940
No log	9.6	240	0.7894	0.0395	0.7894	0.8885
No log	9.68	242	0.7838	0.0449	0.7838	0.8853
No log	9.76	244	0.8204	0.1079	0.8204	0.9058
No log	9.84	246	0.8778	0.0363	0.8778	0.9369
No log	9.92	248	0.8164	-0.0750	0.8164	0.9036
No log	10.0	250	0.7734	0.0524	0.7734	0.8794
No log	10.08	252	0.7490	-0.0096	0.7490	0.8655
No log	10.16	254	0.7798	-0.0725	0.7798	0.8831
No log	10.24	256	0.7824	-0.0725	0.7824	0.8845
No log	10.32	258	0.7354	0.0555	0.7354	0.8576
No log	10.4	260	0.7520	0.0555	0.7520	0.8672
No log	10.48	262	0.7534	0.0	0.7534	0.8680
No log	10.56	264	0.7310	0.0416	0.7310	0.8550
No log	10.64	266	0.7375	0.0416	0.7375	0.8588
No log	10.72	268	0.8082	-0.0449	0.8082	0.8990
No log	10.8	270	0.8615	-0.1834	0.8615	0.9282
No log	10.88	272	1.0035	0.0829	1.0035	1.0018
No log	10.96	274	1.0227	-0.0120	1.0227	1.0113
No log	11.04	276	0.9469	-0.1054	0.9469	0.9731
No log	11.12	278	0.8029	-0.0062	0.8029	0.8960
No log	11.2	280	0.9002	0.1107	0.9002	0.9488
No log	11.28	282	0.9125	0.0642	0.9125	0.9553
No log	11.36	284	0.7818	-0.0170	0.7818	0.8842
No log	11.44	286	0.8068	-0.1470	0.8068	0.8982
No log	11.52	288	0.7863	-0.1978	0.7863	0.8867
No log	11.6	290	0.7484	0.1318	0.7484	0.8651
No log	11.68	292	0.7478	0.1691	0.7478	0.8648
No log	11.76	294	0.7371	0.0374	0.7371	0.8585
No log	11.84	296	0.7454	0.1202	0.7454	0.8634
No log	11.92	298	0.7383	-0.0560	0.7383	0.8593
No log	12.0	300	0.7646	-0.0750	0.7646	0.8744
No log	12.08	302	0.7995	-0.1039	0.7995	0.8941
No log	12.16	304	0.8048	-0.0606	0.8048	0.8971
No log	12.24	306	0.7570	-0.0488	0.7570	0.8700
No log	12.32	308	0.7856	-0.1466	0.7856	0.8863
No log	12.4	310	0.7920	-0.1466	0.7920	0.8899
No log	12.48	312	0.7814	0.0318	0.7814	0.8839
No log	12.56	314	0.8173	0.0123	0.8173	0.9040
No log	12.64	316	0.8076	-0.0056	0.8076	0.8986
No log	12.72	318	0.8496	-0.1097	0.8496	0.9218
No log	12.8	320	0.8894	-0.2107	0.8894	0.9431
No log	12.88	322	0.8855	-0.2180	0.8855	0.9410
No log	12.96	324	0.8523	-0.0506	0.8523	0.9232
No log	13.04	326	0.8618	0.0525	0.8618	0.9283
No log	13.12	328	0.8968	-0.0894	0.8968	0.9470
No log	13.2	330	0.8169	-0.0252	0.8169	0.9039
No log	13.28	332	0.7838	0.0	0.7838	0.8853
No log	13.36	334	0.7965	-0.1010	0.7965	0.8925
No log	13.44	336	0.7997	-0.1026	0.7997	0.8942
No log	13.52	338	0.8120	-0.0567	0.8120	0.9011
No log	13.6	340	0.8126	-0.0091	0.8126	0.9014
No log	13.68	342	0.8065	-0.1542	0.8065	0.8981
No log	13.76	344	0.8051	-0.1542	0.8051	0.8973
No log	13.84	346	0.8093	-0.0578	0.8093	0.8996
No log	13.92	348	0.8104	-0.0520	0.8104	0.9002
No log	14.0	350	0.8508	-0.0949	0.8508	0.9224
No log	14.08	352	0.8752	-0.1266	0.8752	0.9355
No log	14.16	354	0.8605	-0.0949	0.8605	0.9276
No log	14.24	356	0.8977	-0.0336	0.8977	0.9475
No log	14.32	358	0.9270	0.0407	0.9270	0.9628
No log	14.4	360	0.8545	-0.0029	0.8545	0.9244
No log	14.48	362	0.9011	-0.1642	0.9011	0.9493
No log	14.56	364	0.9379	0.0347	0.9379	0.9684
No log	14.64	366	0.8670	-0.1266	0.8670	0.9311
No log	14.72	368	0.7925	-0.0578	0.7925	0.8902
No log	14.8	370	0.8307	0.0183	0.8307	0.9114
No log	14.88	372	0.8076	0.0247	0.8076	0.8987
No log	14.96	374	0.7713	-0.0520	0.7713	0.8783
No log	15.04	376	0.8045	-0.1010	0.8045	0.8969
No log	15.12	378	0.8249	-0.1470	0.8249	0.9083
No log	15.2	380	0.8097	-0.1010	0.8097	0.8998
No log	15.28	382	0.7989	-0.0612	0.7989	0.8938
No log	15.36	384	0.8870	0.0676	0.8870	0.9418
No log	15.44	386	0.9285	-0.0200	0.9285	0.9636
No log	15.52	388	0.8334	-0.0718	0.8334	0.9129
No log	15.6	390	0.8266	-0.1398	0.8266	0.9092
No log	15.68	392	0.9034	-0.0144	0.9034	0.9505
No log	15.76	394	0.9000	-0.0566	0.9000	0.9487
No log	15.84	396	0.8319	-0.0949	0.8319	0.9121
No log	15.92	398	0.8379	-0.0228	0.8379	0.9153
No log	16.0	400	0.8985	-0.0163	0.8985	0.9479
No log	16.08	402	0.8814	0.0392	0.8814	0.9388
No log	16.16	404	0.8313	-0.0524	0.8313	0.9118
No log	16.24	406	0.8383	-0.1823	0.8383	0.9156
No log	16.32	408	0.8539	-0.1330	0.8539	0.9241
No log	16.4	410	0.8151	-0.1470	0.8151	0.9028
No log	16.48	412	0.8506	-0.0145	0.8506	0.9223
No log	16.56	414	0.9082	-0.0054	0.9082	0.9530
No log	16.64	416	0.8722	0.0600	0.8722	0.9339
No log	16.72	418	0.8319	-0.0879	0.8319	0.9121
No log	16.8	420	0.8523	-0.1091	0.8523	0.9232
No log	16.88	422	0.8578	-0.1299	0.8578	0.9262
No log	16.96	424	0.8303	-0.0334	0.8303	0.9112
No log	17.04	426	0.8194	-0.0675	0.8194	0.9052
No log	17.12	428	0.8091	-0.1266	0.8091	0.8995
No log	17.2	430	0.7966	-0.1398	0.7966	0.8925
No log	17.28	432	0.7768	-0.1470	0.7768	0.8813
No log	17.36	434	0.7664	-0.1074	0.7664	0.8754
No log	17.44	436	0.7405	-0.1074	0.7405	0.8605
No log	17.52	438	0.7379	-0.1074	0.7379	0.8590
No log	17.6	440	0.7393	-0.1074	0.7393	0.8598
No log	17.68	442	0.7676	0.0454	0.7676	0.8761
No log	17.76	444	0.7814	-0.0532	0.7814	0.8840
No log	17.84	446	0.7893	-0.0488	0.7893	0.8884
No log	17.92	448	0.7880	-0.0449	0.7880	0.8877
No log	18.0	450	0.7983	0.0432	0.7983	0.8935
No log	18.08	452	0.7905	0.1026	0.7905	0.8891
No log	18.16	454	0.7902	-0.1398	0.7902	0.8890
No log	18.24	456	0.7963	-0.1398	0.7963	0.8924
No log	18.32	458	0.7742	-0.0949	0.7742	0.8799
No log	18.4	460	0.7725	-0.0449	0.7725	0.8789
No log	18.48	462	0.7730	-0.0449	0.7730	0.8792
No log	18.56	464	0.7945	0.0394	0.7945	0.8913
No log	18.64	466	0.8093	0.0394	0.8093	0.8996
No log	18.72	468	0.8447	-0.0186	0.8447	0.9191
No log	18.8	470	0.8132	-0.0939	0.8132	0.9018
No log	18.88	472	0.8007	-0.0446	0.8007	0.8948
No log	18.96	474	0.7996	-0.0930	0.7996	0.8942
No log	19.04	476	0.8050	0.0394	0.8050	0.8972
No log	19.12	478	0.8050	0.0323	0.8050	0.8972
No log	19.2	480	0.7949	-0.0930	0.7949	0.8916
No log	19.28	482	0.8567	-0.1601	0.8567	0.9256
No log	19.36	484	0.8909	-0.0566	0.8909	0.9439
No log	19.44	486	0.8191	-0.1331	0.8191	0.9051
No log	19.52	488	0.8046	-0.0446	0.8046	0.8970
No log	19.6	490	0.8123	-0.0821	0.8123	0.9013
No log	19.68	492	0.8203	-0.0821	0.8203	0.9057
No log	19.76	494	0.8096	-0.0407	0.8096	0.8998
No log	19.84	496	0.8005	-0.0446	0.8005	0.8947
No log	19.92	498	0.8002	-0.0902	0.8002	0.8946
0.2695	20.0	500	0.7989	-0.1398	0.7989	0.8938
0.2695	20.08	502	0.7883	-0.1398	0.7883	0.8878
0.2695	20.16	504	0.7797	-0.1398	0.7797	0.8830
0.2695	20.24	506	0.7633	-0.1398	0.7633	0.8736
0.2695	20.32	508	0.7604	-0.0949	0.7604	0.8720
0.2695	20.4	510	0.7432	0.0496	0.7432	0.8621
0.2695	20.48	512	0.7907	0.1259	0.7907	0.8892
0.2695	20.56	514	0.8262	0.0549	0.8262	0.9089
0.2695	20.64	516	0.7999	0.0588	0.7999	0.8944
0.2695	20.72	518	0.7792	0.0414	0.7792	0.8827
0.2695	20.8	520	0.7837	0.0970	0.7837	0.8853
0.2695	20.88	522	0.7847	0.0471	0.7847	0.8858
0.2695	20.96	524	0.7937	-0.1331	0.7937	0.8909
0.2695	21.04	526	0.7963	0.0357	0.7963	0.8924
0.2695	21.12	528	0.8056	0.0690	0.8056	0.8975
0.2695	21.2	530	0.7952	0.0732	0.7952	0.8917
0.2695	21.28	532	0.7672	0.0	0.7672	0.8759
0.2695	21.36	534	0.7594	-0.0493	0.7594	0.8714
0.2695	21.44	536	0.7586	-0.0493	0.7586	0.8710
0.2695	21.52	538	0.7506	0.0541	0.7506	0.8664
0.2695	21.6	540	0.7573	0.1433	0.7573	0.8702
0.2695	21.68	542	0.7588	0.1567	0.7588	0.8711
0.2695	21.76	544	0.7716	0.0556	0.7716	0.8784
0.2695	21.84	546	0.7825	0.0556	0.7825	0.8846
0.2695	21.92	548	0.8007	0.0556	0.8007	0.8948
0.2695	22.0	550	0.8271	-0.2056	0.8271	0.9095
0.2695	22.08	552	0.8630	-0.1703	0.8630	0.9290
0.2695	22.16	554	0.8671	-0.1247	0.8671	0.9312
0.2695	22.24	556	0.8105	-0.1823	0.8105	0.9003
0.2695	22.32	558	0.8022	0.0225	0.8022	0.8957
0.2695	22.4	560	0.8447	0.0549	0.8447	0.9191
0.2695	22.48	562	0.7967	0.0628	0.7967	0.8926
0.2695	22.56	564	0.7499	0.0	0.7499	0.8659
0.2695	22.64	566	0.7998	-0.1547	0.7998	0.8943
0.2695	22.72	568	0.8044	-0.1823	0.8044	0.8969
0.2695	22.8	570	0.7616	-0.1468	0.7616	0.8727
0.2695	22.88	572	0.7977	0.1096	0.7977	0.8931
0.2695	22.96	574	0.8044	-0.0156	0.8044	0.8969
0.2695	23.04	576	0.8039	-0.1395	0.8039	0.8966
0.2695	23.12	578	0.8116	-0.1397	0.8116	0.9009
0.2695	23.2	580	0.8102	-0.0984	0.8102	0.9001
0.2695	23.28	582	0.8356	-0.0295	0.8356	0.9141
0.2695	23.36	584	0.8378	0.0099	0.8378	0.9153
0.2695	23.44	586	0.7915	0.0714	0.7915	0.8897
0.2695	23.52	588	0.7546	0.0334	0.7546	0.8687
0.2695	23.6	590	0.7565	0.0	0.7565	0.8698
0.2695	23.68	592	0.7567	0.0	0.7567	0.8699
0.2695	23.76	594	0.7404	0.0	0.7404	0.8605
0.2695	23.84	596	0.7453	-0.0062	0.7453	0.8633
0.2695	23.92	598	0.7657	0.0282	0.7657	0.8751
0.2695	24.0	600	0.8053	0.0588	0.8053	0.8974
0.2695	24.08	602	0.8122	0.0152	0.8122	0.9012
0.2695	24.16	604	0.8042	0.0303	0.8042	0.8967
0.2695	24.24	606	0.8387	-0.0767	0.8387	0.9158
0.2695	24.32	608	0.8358	-0.0303	0.8358	0.9142
0.2695	24.4	610	0.8023	0.0394	0.8023	0.8957
0.2695	24.48	612	0.7918	-0.0984	0.7918	0.8898
0.2695	24.56	614	0.7784	-0.0949	0.7784	0.8822
0.2695	24.64	616	0.7783	-0.1398	0.7783	0.8822
0.2695	24.72	618	0.7520	-0.1010	0.7520	0.8672
0.2695	24.8	620	0.7415	0.0033	0.7415	0.8611
0.2695	24.88	622	0.7337	0.0	0.7337	0.8565
0.2695	24.96	624	0.7234	0.0	0.7234	0.8505
0.2695	25.04	626	0.7298	-0.0033	0.7298	0.8543
0.2695	25.12	628	0.7483	0.0964	0.7483	0.8650
0.2695	25.2	630	0.7401	0.0454	0.7401	0.8603
0.2695	25.28	632	0.7406	0.0454	0.7406	0.8606
0.2695	25.36	634	0.7431	-0.0062	0.7431	0.8620
0.2695	25.44	636	0.7462	-0.0062	0.7462	0.8638
0.2695	25.52	638	0.7556	0.1254	0.7556	0.8693
0.2695	25.6	640	0.7595	0.0776	0.7595	0.8715
0.2695	25.68	642	0.7594	-0.0062	0.7594	0.8714
0.2695	25.76	644	0.7729	-0.0091	0.7729	0.8791
0.2695	25.84	646	0.8073	0.0191	0.8073	0.8985
0.2695	25.92	648	0.8034	0.0191	0.8034	0.8964
0.2695	26.0	650	0.7836	0.0964	0.7836	0.8852
0.2695	26.08	652	0.7677	0.0033	0.7677	0.8762
0.2695	26.16	654	0.7582	0.0033	0.7582	0.8708
0.2695	26.24	656	0.7506	0.0033	0.7506	0.8664
0.2695	26.32	658	0.7502	0.0479	0.7502	0.8661
0.2695	26.4	660	0.7559	0.0970	0.7559	0.8694
0.2695	26.48	662	0.7665	-0.0550	0.7665	0.8755
0.2695	26.56	664	0.7739	-0.1033	0.7739	0.8797
0.2695	26.64	666	0.7761	-0.0567	0.7761	0.8810
0.2695	26.72	668	0.7769	-0.1033	0.7769	0.8814
0.2695	26.8	670	0.7699	-0.1094	0.7699	0.8774
0.2695	26.88	672	0.7809	0.0723	0.7809	0.8837
0.2695	26.96	674	0.8108	0.0512	0.8108	0.9004
0.2695	27.04	676	0.8184	0.0909	0.8184	0.9046
0.2695	27.12	678	0.8047	0.0512	0.8047	0.8970
0.2695	27.2	680	0.7822	-0.0567	0.7822	0.8844
0.2695	27.28	682	0.8340	-0.0226	0.8340	0.9132
0.2695	27.36	684	0.9195	0.0347	0.9195	0.9589
0.2695	27.44	686	0.9161	0.0741	0.9161	0.9571
0.2695	27.52	688	0.8448	-0.0661	0.8448	0.9191
0.2695	27.6	690	0.8472	-0.0630	0.8472	0.9204
0.2695	27.68	692	0.9496	0.0260	0.9496	0.9745
0.2695	27.76	694	0.9779	-0.0583	0.9779	0.9889
0.2695	27.84	696	0.9484	0.0233	0.9484	0.9739
0.2695	27.92	698	0.9082	0.0476	0.9082	0.9530
0.2695	28.0	700	0.8623	0.0175	0.8623	0.9286
0.2695	28.08	702	0.8205	-0.1047	0.8205	0.9058
0.2695	28.16	704	0.8008	-0.0550	0.8008	0.8949
0.2695	28.24	706	0.8270	-0.1047	0.8270	0.9094
0.2695	28.32	708	0.9129	0.0956	0.9129	0.9554
0.2695	28.4	710	1.0279	-0.1279	1.0279	1.0139
0.2695	28.48	712	1.0683	-0.0977	1.0683	1.0336
0.2695	28.56	714	1.0239	-0.0955	1.0239	1.0119
0.2695	28.64	716	0.8981	0.0867	0.8981	0.9477
0.2695	28.72	718	0.7944	-0.0567	0.7944	0.8913
0.2695	28.8	720	0.7928	-0.0958	0.7928	0.8904
0.2695	28.88	722	0.8055	0.0218	0.8055	0.8975
0.2695	28.96	724	0.7890	-0.0692	0.7890	0.8883
0.2695	29.04	726	0.7923	-0.0692	0.7923	0.8901
0.2695	29.12	728	0.8448	-0.0941	0.8448	0.9191
0.2695	29.2	730	0.8683	-0.0015	0.8683	0.9318
0.2695	29.28	732	0.8556	0.0315	0.8556	0.9250
0.2695	29.36	734	0.8479	-0.1091	0.8479	0.9208
0.2695	29.44	736	0.8165	-0.1823	0.8165	0.9036
0.2695	29.52	738	0.7902	-0.0976	0.7902	0.8889
0.2695	29.6	740	0.8160	0.0257	0.8160	0.9033
0.2695	29.68	742	0.8970	0.0748	0.8970	0.9471
0.2695	29.76	744	0.9382	0.0182	0.9382	0.9686
0.2695	29.84	746	0.8904	0.0748	0.8904	0.9436
0.2695	29.92	748	0.8385	0.0909	0.8385	0.9157
0.2695	30.0	750	0.8225	0.1440	0.8225	0.9069
0.2695	30.08	752	0.7959	-0.0992	0.7959	0.8921
0.2695	30.16	754	0.7902	-0.0992	0.7902	0.8890
0.2695	30.24	756	0.8014	-0.0567	0.8014	0.8952
0.2695	30.32	758	0.8170	-0.0629	0.8170	0.9039
0.2695	30.4	760	0.7901	-0.0567	0.7901	0.8889
0.2695	30.48	762	0.7790	-0.1040	0.7790	0.8826
0.2695	30.56	764	0.7741	-0.0520	0.7741	0.8798
0.2695	30.64	766	0.7779	-0.1470	0.7779	0.8820
0.2695	30.72	768	0.7892	-0.0520	0.7892	0.8884
0.2695	30.8	770	0.7891	0.0	0.7891	0.8883
0.2695	30.88	772	0.7630	0.0	0.7630	0.8735
0.2695	30.96	774	0.7695	-0.0612	0.7695	0.8772
0.2695	31.04	776	0.8738	0.0504	0.8738	0.9348
0.2695	31.12	778	0.9604	-0.0097	0.9604	0.9800
0.2695	31.2	780	0.9303	0.0719	0.9303	0.9645
0.2695	31.28	782	0.8276	0.0196	0.8276	0.9097
0.2695	31.36	784	0.7880	-0.0976	0.7880	0.8877
0.2695	31.44	786	0.7958	-0.0902	0.7958	0.8921
0.2695	31.52	788	0.8180	-0.0738	0.8180	0.9044
0.2695	31.6	790	0.8127	-0.0837	0.8127	0.9015
0.2695	31.68	792	0.7983	0.0089	0.7983	0.8935
0.2695	31.76	794	0.8085	-0.0599	0.8085	0.8992
0.2695	31.84	796	0.8812	0.0826	0.8812	0.9387
0.2695	31.92	798	0.9286	0.0233	0.9286	0.9637
0.2695	32.0	800	0.9049	0.0316	0.9049	0.9513
0.2695	32.08	802	0.8953	0.0786	0.8953	0.9462
0.2695	32.16	804	0.8729	-0.0271	0.8729	0.9343
0.2695	32.24	806	0.8444	0.0196	0.8444	0.9189
0.2695	32.32	808	0.8260	-0.0599	0.8260	0.9089
0.2695	32.4	810	0.8067	-0.0427	0.8067	0.8982
0.2695	32.48	812	0.8017	0.0089	0.8017	0.8954
0.2695	32.56	814	0.7978	-0.0449	0.7978	0.8932
0.2695	32.64	816	0.7755	-0.0449	0.7755	0.8806
0.2695	32.72	818	0.7557	0.0541	0.7557	0.8693
0.2695	32.8	820	0.7714	0.0814	0.7714	0.8783
0.2695	32.88	822	0.7824	0.0821	0.7824	0.8845
0.2695	32.96	824	0.7784	0.0414	0.7784	0.8823
0.2695	33.04	826	0.7924	0.0585	0.7924	0.8902
0.2695	33.12	828	0.7996	0.0116	0.7996	0.8942
0.2695	33.2	830	0.8015	0.0585	0.8015	0.8952
0.2695	33.28	832	0.8141	0.0376	0.8141	0.9023
0.2695	33.36	834	0.8248	-0.0108	0.8248	0.9082
0.2695	33.44	836	0.8201	0.0376	0.8201	0.9056
0.2695	33.52	838	0.8121	-0.0488	0.8121	0.9012
0.2695	33.6	840	0.8033	-0.0488	0.8033	0.8963
0.2695	33.68	842	0.7971	-0.0488	0.7971	0.8928
0.2695	33.76	844	0.7983	0.0376	0.7983	0.8935
0.2695	33.84	846	0.8087	0.0776	0.8087	0.8993
0.2695	33.92	848	0.8031	0.0768	0.8031	0.8962
0.2695	34.0	850	0.7890	0.1298	0.7890	0.8883
0.2695	34.08	852	0.7873	0.0	0.7873	0.8873
0.2695	34.16	854	0.7933	-0.0406	0.7933	0.8907
0.2695	34.24	856	0.7891	0.0094	0.7891	0.8883
0.2695	34.32	858	0.7833	0.0973	0.7833	0.8851
0.2695	34.4	860	0.7965	0.0394	0.7965	0.8925
0.2695	34.48	862	0.8131	0.0394	0.8131	0.9017
0.2695	34.56	864	0.8189	0.0394	0.8189	0.9050
0.2695	34.64	866	0.8150	-0.0056	0.8150	0.9028
0.2695	34.72	868	0.8137	0.0571	0.8137	0.9020
0.2695	34.8	870	0.8207	0.0094	0.8207	0.9059
0.2695	34.88	872	0.8064	0.0033	0.8064	0.8980
0.2695	34.96	874	0.7968	0.0033	0.7968	0.8927
0.2695	35.04	876	0.7944	-0.0595	0.7944	0.8913
0.2695	35.12	878	0.8001	-0.0660	0.8001	0.8945
0.2695	35.2	880	0.8039	-0.0215	0.8039	0.8966
0.2695	35.28	882	0.8019	-0.0612	0.8019	0.8955
0.2695	35.36	884	0.8028	-0.0567	0.8028	0.8960
0.2695	35.44	886	0.8202	-0.0810	0.8202	0.9056
0.2695	35.52	888	0.8542	-0.0620	0.8542	0.9243
0.2695	35.6	890	0.8825	-0.0061	0.8825	0.9394
0.2695	35.68	892	0.8702	0.0275	0.8702	0.9328
0.2695	35.76	894	0.8548	-0.0522	0.8548	0.9246
0.2695	35.84	896	0.8394	0.0393	0.8394	0.9162
0.2695	35.92	898	0.8334	-0.0108	0.8334	0.9129
0.2695	36.0	900	0.8177	-0.0517	0.8177	0.9042
0.2695	36.08	902	0.8045	-0.0992	0.8045	0.8969
0.2695	36.16	904	0.7930	-0.0488	0.7930	0.8905
0.2695	36.24	906	0.7842	-0.0449	0.7842	0.8856
0.2695	36.32	908	0.7789	-0.0449	0.7789	0.8826
0.2695	36.4	910	0.7712	-0.0118	0.7712	0.8782
0.2695	36.48	912	0.7927	0.0723	0.7927	0.8903
0.2695	36.56	914	0.8255	0.1047	0.8255	0.9086
0.2695	36.64	916	0.8153	0.1047	0.8153	0.9029
0.2695	36.72	918	0.7829	0.0723	0.7829	0.8848
0.2695	36.8	920	0.7631	0.0914	0.7631	0.8736
0.2695	36.88	922	0.7626	0.0033	0.7626	0.8733
0.2695	36.96	924	0.7929	-0.0949	0.7929	0.8905
0.2695	37.04	926	0.8203	-0.1398	0.8203	0.9057
0.2695	37.12	928	0.8128	-0.1398	0.8128	0.9016
0.2695	37.2	930	0.7889	-0.0949	0.7889	0.8882
0.2695	37.28	932	0.7750	-0.0030	0.7750	0.8803
0.2695	37.36	934	0.7861	0.0338	0.7861	0.8866
0.2695	37.44	936	0.8114	0.0639	0.8114	0.9008
0.2695	37.52	938	0.8426	0.0953	0.8426	0.9179
0.2695	37.6	940	0.8369	0.0953	0.8369	0.9148
0.2695	37.68	942	0.8084	0.0639	0.8084	0.8991
0.2695	37.76	944	0.7763	-0.1047	0.7763	0.8811
0.2695	37.84	946	0.7717	0.0	0.7717	0.8785
0.2695	37.92	948	0.7751	0.0	0.7751	0.8804
0.2695	38.0	950	0.7792	0.0	0.7792	0.8827
0.2695	38.08	952	0.7797	-0.1010	0.7797	0.8830
0.2695	38.16	954	0.7803	-0.1010	0.7803	0.8834
0.2695	38.24	956	0.7602	0.0033	0.7602	0.8719
0.2695	38.32	958	0.7631	-0.0550	0.7631	0.8735
0.2695	38.4	960	0.7671	-0.0091	0.7671	0.8758
0.2695	38.48	962	0.7787	-0.0612	0.7787	0.8824
0.2695	38.56	964	0.8084	0.0269	0.8084	0.8991
0.2695	38.64	966	0.8253	0.0574	0.8253	0.9084
0.2695	38.72	968	0.8250	0.0574	0.8250	0.9083
0.2695	38.8	970	0.8406	0.0953	0.8406	0.9168
0.2695	38.88	972	0.8749	0.0377	0.8749	0.9354
0.2695	38.96	974	0.8517	0.0549	0.8517	0.9229
0.2695	39.04	976	0.7994	-0.0583	0.7994	0.8941
0.2695	39.12	978	0.7841	-0.0967	0.7841	0.8855
0.2695	39.2	980	0.7893	-0.1010	0.7893	0.8884
0.2695	39.28	982	0.7817	-0.1010	0.7817	0.8842
0.2695	39.36	984	0.7736	-0.0032	0.7736	0.8795
0.2695	39.44	986	0.7925	0.0282	0.7925	0.8902
0.2695	39.52	988	0.8618	0.1243	0.8618	0.9283
0.2695	39.6	990	0.9583	0.0157	0.9583	0.9789
0.2695	39.68	992	1.0020	-0.0253	1.0020	1.0010
0.2695	39.76	994	0.9329	0.0260	0.9329	0.9659
0.2695	39.84	996	0.8210	0.0562	0.8210	0.9061
0.2695	39.92	998	0.7659	-0.0560	0.7659	0.8752
0.0535	40.0	1000	0.7941	-0.1470	0.7941	0.8911
0.0535	40.08	1002	0.8269	-0.1266	0.8269	0.9094
0.0535	40.16	1004	0.8318	-0.1266	0.8318	0.9120
0.0535	40.24	1006	0.8048	-0.1823	0.8048	0.8971
0.0535	40.32	1008	0.7903	-0.0488	0.7903	0.8890
0.0535	40.4	1010	0.8660	0.0871	0.8660	0.9306
0.0535	40.48	1012	0.9791	0.0207	0.9791	0.9895
0.0535	40.56	1014	1.0564	-0.1282	1.0564	1.0278
0.0535	40.64	1016	1.0560	-0.1281	1.0560	1.0276
0.0535	40.72	1018	1.0006	-0.0182	1.0006	1.0003
0.0535	40.8	1020	0.9200	-0.0008	0.9200	0.9592
0.0535	40.88	1022	0.8636	0.0551	0.8636	0.9293
0.0535	40.96	1024	0.8411	0.0323	0.8411	0.9171
0.0535	41.04	1026	0.8137	-0.0030	0.8137	0.9021
0.0535	41.12	1028	0.7943	-0.0488	0.7943	0.8912
0.0535	41.2	1030	0.7906	-0.0030	0.7906	0.8891
0.0535	41.28	1032	0.7825	0.0967	0.7825	0.8846
0.0535	41.36	1034	0.7623	0.0967	0.7623	0.8731
0.0535	41.44	1036	0.7615	0.0967	0.7615	0.8726
0.0535	41.52	1038	0.7794	0.1097	0.7794	0.8828
0.0535	41.6	1040	0.7530	0.0374	0.7530	0.8678
0.0535	41.68	1042	0.7524	0.0967	0.7524	0.8674
0.0535	41.76	1044	0.7622	-0.0062	0.7622	0.8730
0.0535	41.84	1046	0.7794	-0.0550	0.7794	0.8828
0.0535	41.92	1048	0.7786	-0.0550	0.7786	0.8824
0.0535	42.0	1050	0.7769	-0.0550	0.7769	0.8814
0.0535	42.08	1052	0.7880	-0.0170	0.7880	0.8877
0.0535	42.16	1054	0.7979	-0.0195	0.7979	0.8932
0.0535	42.24	1056	0.7947	-0.0599	0.7947	0.8914
0.0535	42.32	1058	0.7968	-0.0999	0.7968	0.8926
0.0535	42.4	1060	0.7954	-0.0992	0.7954	0.8918
0.0535	42.48	1062	0.8003	-0.0921	0.8003	0.8946
0.0535	42.56	1064	0.8091	-0.0902	0.8091	0.8995
0.0535	42.64	1066	0.8116	-0.0465	0.8116	0.9009
0.0535	42.72	1068	0.8161	0.0277	0.8161	0.9034
0.0535	42.8	1070	0.8270	0.0146	0.8270	0.9094
0.0535	42.88	1072	0.8162	-0.0240	0.8162	0.9035
0.0535	42.96	1074	0.7901	-0.1060	0.7901	0.8889
0.0535	43.04	1076	0.7727	0.0318	0.7727	0.8790
0.0535	43.12	1078	0.7520	0.0334	0.7520	0.8672
0.0535	43.2	1080	0.7350	0.0964	0.7350	0.8573
0.0535	43.28	1082	0.7228	0.1082	0.7228	0.8502
0.0535	43.36	1084	0.7175	0.1082	0.7175	0.8471
0.0535	43.44	1086	0.7164	0.1082	0.7164	0.8464
0.0535	43.52	1088	0.7234	0.0524	0.7234	0.8505
0.0535	43.6	1090	0.7401	0.0033	0.7401	0.8603
0.0535	43.68	1092	0.7613	-0.1010	0.7613	0.8725
0.0535	43.76	1094	0.7715	-0.1010	0.7715	0.8784
0.0535	43.84	1096	0.7677	-0.1010	0.7677	0.8762
0.0535	43.92	1098	0.7687	-0.0532	0.7687	0.8768
0.0535	44.0	1100	0.7929	0.0639	0.7929	0.8905
0.0535	44.08	1102	0.8440	0.1243	0.8440	0.9187
0.0535	44.16	1104	0.8429	0.1196	0.8429	0.9181
0.0535	44.24	1106	0.7884	0.0628	0.7884	0.8879
0.0535	44.32	1108	0.7529	0.0914	0.7529	0.8677
0.0535	44.4	1110	0.7538	-0.0428	0.7538	0.8682
0.0535	44.48	1112	0.7777	-0.0385	0.7777	0.8819
0.0535	44.56	1114	0.7807	-0.0385	0.7807	0.8836
0.0535	44.64	1116	0.7664	-0.0385	0.7664	0.8755
0.0535	44.72	1118	0.7489	0.0	0.7489	0.8654
0.0535	44.8	1120	0.7633	0.0334	0.7633	0.8737
0.0535	44.88	1122	0.8051	0.1449	0.8051	0.8973
0.0535	44.96	1124	0.8254	0.0909	0.8254	0.9085
0.0535	45.04	1126	0.8442	0.0909	0.8442	0.9188
0.0535	45.12	1128	0.8524	0.0068	0.8524	0.9233
0.0535	45.2	1130	0.8455	0.0091	0.8455	0.9195
0.0535	45.28	1132	0.8402	-0.0132	0.8402	0.9166
0.0535	45.36	1134	0.8586	-0.0132	0.8586	0.9266
0.0535	45.44	1136	0.8624	-0.0132	0.8624	0.9286
0.0535	45.52	1138	0.8584	-0.0108	0.8584	0.9265
0.0535	45.6	1140	0.8659	-0.0156	0.8659	0.9305
0.0535	45.68	1142	0.8793	0.0529	0.8793	0.9377
0.0535	45.76	1144	0.8941	0.0484	0.8941	0.9456
0.0535	45.84	1146	0.9207	0.0676	0.9207	0.9595
0.0535	45.92	1148	0.8950	0.1243	0.8950	0.9460
0.0535	46.0	1150	0.8307	0.0183	0.8307	0.9114
0.0535	46.08	1152	0.7934	-0.0118	0.7934	0.8907
0.0535	46.16	1154	0.7924	-0.0428	0.7924	0.8901
0.0535	46.24	1156	0.8253	-0.1330	0.8253	0.9085
0.0535	46.32	1158	0.8277	-0.1266	0.8277	0.9098
0.0535	46.4	1160	0.8126	-0.0427	0.8126	0.9014
0.0535	46.48	1162	0.8128	-0.0113	0.8128	0.9016
0.0535	46.56	1164	0.8455	0.0999	0.8455	0.9195
0.0535	46.64	1166	0.8711	0.1395	0.8711	0.9333
0.0535	46.72	1168	0.8861	0.1291	0.8861	0.9413
0.0535	46.8	1170	0.8742	0.1395	0.8742	0.9350
0.0535	46.88	1172	0.8700	0.1449	0.8700	0.9327
0.0535	46.96	1174	0.8404	0.0226	0.8404	0.9168
0.0535	47.04	1176	0.8297	-0.0163	0.8297	0.9109
0.0535	47.12	1178	0.8226	-0.0113	0.8226	0.9070
0.0535	47.2	1180	0.8204	-0.0113	0.8204	0.9058
0.0535	47.28	1182	0.8134	-0.0113	0.8134	0.9019
0.0535	47.36	1184	0.8284	0.0289	0.8284	0.9102
0.0535	47.44	1186	0.8542	0.1395	0.8542	0.9242
0.0535	47.52	1188	0.9006	0.1150	0.9006	0.9490
0.0535	47.6	1190	0.9276	0.0260	0.9276	0.9631
0.0535	47.68	1192	0.9135	0.1150	0.9135	0.9558
0.0535	47.76	1194	0.8756	0.1291	0.8756	0.9357
0.0535	47.84	1196	0.8431	0.1395	0.8431	0.9182
0.0535	47.92	1198	0.8434	0.1395	0.8434	0.9184
0.0535	48.0	1200	0.8649	0.1342	0.8649	0.9300
0.0535	48.08	1202	0.8855	0.1660	0.8855	0.9410
0.0535	48.16	1204	0.9226	0.0287	0.9226	0.9605
0.0535	48.24	1206	0.9548	-0.0163	0.9548	0.9772
0.0535	48.32	1208	0.9088	0.0260	0.9088	0.9533
0.0535	48.4	1210	0.8609	0.1291	0.8609	0.9279
0.0535	48.48	1212	0.8210	0.1395	0.8210	0.9061
0.0535	48.56	1214	0.7993	0.0260	0.7993	0.8940
0.0535	48.64	1216	0.7891	0.0282	0.7891	0.8883
0.0535	48.72	1218	0.7897	-0.1047	0.7897	0.8886
0.0535	48.8	1220	0.8027	-0.1331	0.8027	0.8959
0.0535	48.88	1222	0.8162	-0.1737	0.8162	0.9034
0.0535	48.96	1224	0.8137	-0.1722	0.8137	0.9020
0.0535	49.04	1226	0.8042	-0.0082	0.8042	0.8968
0.0535	49.12	1228	0.7987	-0.0138	0.7987	0.8937
0.0535	49.2	1230	0.7963	-0.0643	0.7963	0.8924
0.0535	49.28	1232	0.8083	0.1553	0.8083	0.8990
0.0535	49.36	1234	0.8286	0.1342	0.8286	0.9103
0.0535	49.44	1236	0.8581	0.1291	0.8581	0.9263
0.0535	49.52	1238	0.8447	0.1291	0.8447	0.9191
0.0535	49.6	1240	0.8170	0.1449	0.8170	0.9039
0.0535	49.68	1242	0.7930	0.1506	0.7930	0.8905
0.0535	49.76	1244	0.7988	0.1449	0.7988	0.8938
0.0535	49.84	1246	0.8083	0.1449	0.8083	0.8991
0.0535	49.92	1248	0.8095	0.1440	0.8095	0.8997
0.0535	50.0	1250	0.8189	0.1387	0.8189	0.9049
0.0535	50.08	1252	0.8026	0.1495	0.8026	0.8959
0.0535	50.16	1254	0.7860	0.0723	0.7860	0.8866
0.0535	50.24	1256	0.7741	-0.0643	0.7741	0.8798
0.0535	50.32	1258	0.7593	0.0318	0.7593	0.8714
0.0535	50.4	1260	0.7510	0.0033	0.7510	0.8666
0.0535	50.48	1262	0.7644	0.0033	0.7644	0.8743
0.0535	50.56	1264	0.7879	0.0033	0.7879	0.8876
0.0535	50.64	1266	0.7932	0.0064	0.7932	0.8906
0.0535	50.72	1268	0.7843	0.0064	0.7843	0.8856
0.0535	50.8	1270	0.7617	0.0033	0.7617	0.8728
0.0535	50.88	1272	0.7397	0.0033	0.7397	0.8600
0.0535	50.96	1274	0.7491	0.0296	0.7491	0.8655
0.0535	51.04	1276	0.7970	0.1506	0.7970	0.8927
0.0535	51.12	1278	0.8262	0.0826	0.8262	0.9090
0.0535	51.2	1280	0.8365	0.0826	0.8365	0.9146
0.0535	51.28	1282	0.8335	0.0826	0.8335	0.9129
0.0535	51.36	1284	0.8038	0.1047	0.8038	0.8965
0.0535	51.44	1286	0.7820	0.0260	0.7820	0.8843
0.0535	51.52	1288	0.7754	-0.0628	0.7754	0.8806
0.0535	51.6	1290	0.7825	-0.0449	0.7825	0.8846
0.0535	51.68	1292	0.7898	-0.0385	0.7898	0.8887
0.0535	51.76	1294	0.7916	-0.0385	0.7916	0.8897
0.0535	51.84	1296	0.7864	-0.0385	0.7864	0.8868
0.0535	51.92	1298	0.7738	-0.0949	0.7738	0.8797
0.0535	52.0	1300	0.7640	-0.0032	0.7640	0.8741
0.0535	52.08	1302	0.7649	0.0857	0.7649	0.8746
0.0535	52.16	1304	0.7718	0.0296	0.7718	0.8785
0.0535	52.24	1306	0.7768	0.0296	0.7768	0.8814
0.0535	52.32	1308	0.7855	0.0225	0.7855	0.8863
0.0535	52.4	1310	0.7898	0.0191	0.7898	0.8887
0.0535	52.48	1312	0.7956	0.0999	0.7956	0.8920
0.0535	52.56	1314	0.7935	0.0628	0.7935	0.8908
0.0535	52.64	1316	0.7856	0.0191	0.7856	0.8864
0.0535	52.72	1318	0.7737	0.0260	0.7737	0.8796
0.0535	52.8	1320	0.7644	0.1021	0.7644	0.8743
0.0535	52.88	1322	0.7795	-0.0949	0.7795	0.8829
0.0535	52.96	1324	0.8006	-0.0837	0.8006	0.8947
0.0535	53.04	1326	0.8052	-0.0307	0.8052	0.8973
0.0535	53.12	1328	0.7901	-0.1470	0.7901	0.8889
0.0535	53.2	1330	0.7599	0.0033	0.7599	0.8717
0.0535	53.28	1332	0.7382	0.0	0.7382	0.8592
0.0535	53.36	1334	0.7288	-0.0609	0.7288	0.8537
0.0535	53.44	1336	0.7249	-0.0609	0.7249	0.8514
0.0535	53.52	1338	0.7290	0.0909	0.7290	0.8538
0.0535	53.6	1340	0.7325	0.0909	0.7325	0.8559
0.0535	53.68	1342	0.7382	0.0395	0.7382	0.8592
0.0535	53.76	1344	0.7414	0.0395	0.7414	0.8610
0.0535	53.84	1346	0.7408	0.0909	0.7408	0.8607
0.0535	53.92	1348	0.7390	0.0909	0.7390	0.8596
0.0535	54.0	1350	0.7427	0.0260	0.7427	0.8618
0.0535	54.08	1352	0.7427	0.0260	0.7427	0.8618
0.0535	54.16	1354	0.7389	0.0909	0.7389	0.8596
0.0535	54.24	1356	0.7449	0.0334	0.7449	0.8631
0.0535	54.32	1358	0.7488	0.0334	0.7488	0.8653
0.0535	54.4	1360	0.7482	0.0416	0.7482	0.8650
0.0535	54.48	1362	0.7459	-0.0033	0.7459	0.8636
0.0535	54.56	1364	0.7403	-0.0033	0.7403	0.8604
0.0535	54.64	1366	0.7377	0.0	0.7377	0.8589
0.0535	54.72	1368	0.7376	0.0	0.7376	0.8588
0.0535	54.8	1370	0.7292	0.0	0.7292	0.8540
0.0535	54.88	1372	0.7188	0.0	0.7188	0.8478
0.0535	54.96	1374	0.7124	0.0555	0.7124	0.8441
0.0535	55.04	1376	0.7105	0.0506	0.7105	0.8429
0.0535	55.12	1378	0.7152	0.0416	0.7152	0.8457
0.0535	55.2	1380	0.7193	0.0416	0.7193	0.8481
0.0535	55.28	1382	0.7266	0.0416	0.7266	0.8524
0.0535	55.36	1384	0.7259	0.1021	0.7259	0.8520
0.0535	55.44	1386	0.7288	0.0506	0.7288	0.8537
0.0535	55.52	1388	0.7361	0.1021	0.7361	0.8580
0.0535	55.6	1390	0.7442	0.1021	0.7442	0.8626
0.0535	55.68	1392	0.7536	0.1021	0.7536	0.8681
0.0535	55.76	1394	0.7621	0.1023	0.7621	0.8730
0.0535	55.84	1396	0.7711	-0.1040	0.7711	0.8781
0.0535	55.92	1398	0.7763	-0.1040	0.7763	0.8811
0.0535	56.0	1400	0.7861	-0.1527	0.7861	0.8866
0.0535	56.08	1402	0.7999	-0.0240	0.7999	0.8944
0.0535	56.16	1404	0.8094	-0.0240	0.8094	0.8997
0.0535	56.24	1406	0.8360	0.1336	0.8360	0.9143
0.0535	56.32	1408	0.8625	0.1243	0.8625	0.9287
0.0535	56.4	1410	0.8967	0.0676	0.8967	0.9469
0.0535	56.48	1412	0.9258	0.0260	0.9258	0.9622
0.0535	56.56	1414	0.9071	0.0260	0.9071	0.9524
0.0535	56.64	1416	0.8877	0.0316	0.8877	0.9422
0.0535	56.72	1418	0.8597	0.0867	0.8597	0.9272
0.0535	56.8	1420	0.8249	0.0146	0.8249	0.9082
0.0535	56.88	1422	0.8056	-0.0218	0.8056	0.8976
0.0535	56.96	1424	0.8029	-0.0541	0.8029	0.8960
0.0535	57.04	1426	0.8011	0.0058	0.8011	0.8951
0.0535	57.12	1428	0.8021	0.0058	0.8021	0.8956
0.0535	57.2	1430	0.7976	0.0058	0.7976	0.8931
0.0535	57.28	1432	0.7885	0.0058	0.7885	0.8880
0.0535	57.36	1434	0.7783	-0.0469	0.7783	0.8822
0.0535	57.44	1436	0.7650	-0.0513	0.7650	0.8746
0.0535	57.52	1438	0.7554	0.0436	0.7554	0.8692
0.0535	57.6	1440	0.7633	0.1318	0.7633	0.8737
0.0535	57.68	1442	0.7809	0.1097	0.7809	0.8837
0.0535	57.76	1444	0.7982	0.1097	0.7982	0.8934
0.0535	57.84	1446	0.7930	0.1096	0.7930	0.8905
0.0535	57.92	1448	0.7876	0.1096	0.7876	0.8875
0.0535	58.0	1450	0.7751	0.1311	0.7751	0.8804
0.0535	58.08	1452	0.7642	-0.0091	0.7642	0.8742
0.0535	58.16	1454	0.7600	-0.0493	0.7600	0.8718
0.0535	58.24	1456	0.7652	-0.1010	0.7652	0.8748
0.0535	58.32	1458	0.7692	-0.0949	0.7692	0.8770
0.0535	58.4	1460	0.7680	-0.0949	0.7680	0.8764
0.0535	58.48	1462	0.7702	0.0094	0.7702	0.8776
0.0535	58.56	1464	0.7723	0.0094	0.7723	0.8788
0.0535	58.64	1466	0.7745	0.0094	0.7745	0.8800
0.0535	58.72	1468	0.7822	0.0094	0.7822	0.8844
0.0535	58.8	1470	0.7877	0.0094	0.7877	0.8875
0.0535	58.88	1472	0.7838	0.0094	0.7838	0.8853
0.0535	58.96	1474	0.7871	0.0094	0.7871	0.8872
0.0535	59.04	1476	0.7864	0.0094	0.7864	0.8868
0.0535	59.12	1478	0.7663	-0.0473	0.7663	0.8754
0.0535	59.2	1480	0.7573	-0.0473	0.7573	0.8702
0.0535	59.28	1482	0.7533	-0.0473	0.7533	0.8679
0.0535	59.36	1484	0.7484	-0.0473	0.7484	0.8651
0.0535	59.44	1486	0.7442	0.0571	0.7442	0.8627
0.0535	59.52	1488	0.7400	0.0571	0.7400	0.8602
0.0535	59.6	1490	0.7389	0.0571	0.7389	0.8596
0.0535	59.68	1492	0.7437	0.0571	0.7437	0.8624
0.0535	59.76	1494	0.7535	0.0033	0.7535	0.8680
0.0535	59.84	1496	0.7597	-0.0949	0.7597	0.8716
0.0535	59.92	1498	0.7546	-0.0949	0.7546	0.8687
0.0388	60.0	1500	0.7517	0.0571	0.7517	0.8670
0.0388	60.08	1502	0.7650	0.0909	0.7650	0.8747
0.0388	60.16	1504	0.7899	0.0670	0.7899	0.8888
0.0388	60.24	1506	0.8249	0.0867	0.8249	0.9082
0.0388	60.32	1508	0.8488	0.0409	0.8488	0.9213
0.0388	60.4	1510	0.8524	0.0409	0.8524	0.9233
0.0388	60.48	1512	0.8689	0.0346	0.8689	0.9322
0.0388	60.56	1514	0.8723	0.0346	0.8723	0.9340
0.0388	60.64	1516	0.8425	0.0409	0.8425	0.9179

Framework versions

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