ArabicNewSplits7_OSS_usingWellWrittenEssays_FineTuningAraBERT_run1_AugV5_k13_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: 0.7786
• Qwk: -0.0532
• Mse: 0.7786
• Rmse: 0.8824

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	0.0299	2	3.6477	0.0023	3.6477	1.9099
No log	0.0597	4	1.8583	0.0172	1.8583	1.3632
No log	0.0896	6	1.2066	-0.0500	1.2066	1.0984
No log	0.1194	8	0.8258	-0.0852	0.8258	0.9088
No log	0.1493	10	0.7297	0.0334	0.7297	0.8542
No log	0.1791	12	1.0936	0.0305	1.0936	1.0457
No log	0.2090	14	0.8180	0.0043	0.8180	0.9045
No log	0.2388	16	0.7097	0.0	0.7097	0.8424
No log	0.2687	18	0.6987	0.0555	0.6987	0.8359
No log	0.2985	20	0.7987	-0.1246	0.7987	0.8937
No log	0.3284	22	0.9211	-0.1259	0.9211	0.9598
No log	0.3582	24	1.1227	0.0026	1.1227	1.0596
No log	0.3881	26	1.0667	0.0431	1.0667	1.0328
No log	0.4179	28	0.8346	-0.0240	0.8346	0.9136
No log	0.4478	30	0.7987	-0.0032	0.7987	0.8937
No log	0.4776	32	0.7847	0.0967	0.7847	0.8858
No log	0.5075	34	1.2636	0.1537	1.2636	1.1241
No log	0.5373	36	1.7533	-0.0048	1.7533	1.3241
No log	0.5672	38	0.9658	0.2000	0.9658	0.9828
No log	0.5970	40	0.6970	0.1021	0.6970	0.8348
No log	0.6269	42	0.6732	0.0964	0.6732	0.8205
No log	0.6567	44	0.8731	0.0676	0.8731	0.9344
No log	0.6866	46	0.9109	0.0909	0.9109	0.9544
No log	0.7164	48	0.6685	0.1758	0.6685	0.8176
No log	0.7463	50	0.7384	-0.0473	0.7384	0.8593
No log	0.7761	52	0.7745	0.1611	0.7745	0.8800
No log	0.8060	54	0.7001	0.1974	0.7001	0.8367
No log	0.8358	56	0.7783	0.0917	0.7783	0.8822
No log	0.8657	58	0.7391	0.0717	0.7391	0.8597
No log	0.8955	60	0.9546	0.0501	0.9546	0.9770
No log	0.9254	62	1.0139	0.0762	1.0139	1.0069
No log	0.9552	64	0.9302	0.2161	0.9302	0.9644
No log	0.9851	66	0.9884	0.2211	0.9884	0.9942
No log	1.0149	68	1.1992	0.1262	1.1992	1.0951
No log	1.0448	70	1.6054	0.1076	1.6054	1.2670
No log	1.0746	72	1.3808	0.0814	1.3808	1.1751
No log	1.1045	74	0.9727	0.1716	0.9727	0.9862
No log	1.1343	76	0.9413	0.0654	0.9413	0.9702
No log	1.1642	78	1.0920	0.1528	1.0920	1.0450
No log	1.1940	80	1.2599	0.0551	1.2599	1.1224
No log	1.2239	82	1.1888	0.1233	1.1888	1.0903
No log	1.2537	84	1.0377	0.0488	1.0377	1.0187
No log	1.2836	86	1.0373	0.1553	1.0373	1.0185
No log	1.3134	88	1.0165	0.1198	1.0165	1.0082
No log	1.3433	90	1.1756	0.1271	1.1756	1.0843
No log	1.3731	92	1.2337	0.1528	1.2337	1.1107
No log	1.4030	94	1.0159	0.0712	1.0159	1.0079
No log	1.4328	96	1.1307	0.1542	1.1307	1.0633
No log	1.4627	98	0.9622	0.1650	0.9622	0.9809
No log	1.4925	100	0.9733	0.1609	0.9733	0.9865
No log	1.5224	102	1.2511	0.0551	1.2511	1.1185
No log	1.5522	104	1.0254	0.1714	1.0254	1.0126
No log	1.5821	106	0.8116	0.0688	0.8116	0.9009
No log	1.6119	108	0.9055	-0.0327	0.9055	0.9516
No log	1.6418	110	0.9196	0.0455	0.9196	0.9589
No log	1.6716	112	1.3728	0.0545	1.3728	1.1717
No log	1.7015	114	1.4656	0.0588	1.4656	1.2106
No log	1.7313	116	1.1078	0.1326	1.1078	1.0525
No log	1.7612	118	0.9301	0.0715	0.9301	0.9644
No log	1.7910	120	1.1142	0.0979	1.1142	1.0556
No log	1.8209	122	0.8739	0.1593	0.8739	0.9348
No log	1.8507	124	0.7250	0.1254	0.7250	0.8515
No log	1.8806	126	0.8027	0.0706	0.8027	0.8959
No log	1.9104	128	0.8642	0.0747	0.8642	0.9296
No log	1.9403	130	0.7545	0.2553	0.7545	0.8686
No log	1.9701	132	0.9333	0.0454	0.9333	0.9661
No log	2.0	134	1.1263	0.1607	1.1263	1.0613
No log	2.0299	136	0.8990	0.1026	0.8990	0.9481
No log	2.0597	138	0.8749	0.0627	0.8749	0.9354
No log	2.0896	140	1.0532	0.1077	1.0532	1.0263
No log	2.1194	142	0.8848	0.0239	0.8848	0.9406
No log	2.1493	144	0.8254	0.0551	0.8254	0.9085
No log	2.1791	146	0.8434	0.0917	0.8434	0.9184
No log	2.2090	148	0.7841	0.0338	0.7841	0.8855
No log	2.2388	150	0.8455	0.0637	0.8455	0.9195
No log	2.2687	152	0.8205	0.1035	0.8205	0.9058
No log	2.2985	154	0.8117	0.1979	0.8117	0.9009
No log	2.3284	156	0.8585	0.1565	0.8585	0.9266
No log	2.3582	158	0.9626	0.0673	0.9626	0.9811
No log	2.3881	160	0.9015	0.0268	0.9015	0.9495
No log	2.4179	162	0.8568	0.0506	0.8568	0.9256
No log	2.4478	164	0.8615	0.0549	0.8615	0.9281
No log	2.4776	166	0.8652	0.0688	0.8652	0.9302
No log	2.5075	168	0.8585	0.0393	0.8585	0.9266
No log	2.5373	170	0.9314	0.0717	0.9314	0.9651
No log	2.5672	172	1.0207	-0.0099	1.0207	1.0103
No log	2.5970	174	0.8635	0.0710	0.8635	0.9292
No log	2.6269	176	0.7854	0.0583	0.7854	0.8862
No log	2.6567	178	0.7699	0.0759	0.7699	0.8774
No log	2.6866	180	0.8669	0.1193	0.8669	0.9311
No log	2.7164	182	0.7678	0.1202	0.7678	0.8762
No log	2.7463	184	0.7642	0.1365	0.7642	0.8742
No log	2.7761	186	0.7750	0.1272	0.7750	0.8804
No log	2.8060	188	0.8243	0.0688	0.8243	0.9079
No log	2.8358	190	0.8406	0.1575	0.8406	0.9168
No log	2.8657	192	0.8679	0.1203	0.8679	0.9316
No log	2.8955	194	0.8694	0.0925	0.8694	0.9324
No log	2.9254	196	0.8194	0.0771	0.8194	0.9052
No log	2.9552	198	0.8061	0.1218	0.8061	0.8978
No log	2.9851	200	0.8963	0.0262	0.8963	0.9467
No log	3.0149	202	0.9621	0.0315	0.9621	0.9809
No log	3.0448	204	0.8185	0.0488	0.8185	0.9047
No log	3.0746	206	0.8394	0.0512	0.8394	0.9162
No log	3.1045	208	0.8006	0.1758	0.8006	0.8948
No log	3.1343	210	0.8322	0.0097	0.8322	0.9122
No log	3.1642	212	0.9059	-0.0498	0.9059	0.9518
No log	3.1940	214	0.9480	-0.0074	0.9480	0.9737
No log	3.2239	216	0.9516	0.0623	0.9516	0.9755
No log	3.2537	218	0.8953	0.1608	0.8953	0.9462
No log	3.2836	220	0.8416	0.0810	0.8416	0.9174
No log	3.3134	222	0.8055	0.0376	0.8055	0.8975
No log	3.3433	224	0.7599	0.0338	0.7599	0.8718
No log	3.3731	226	0.7747	0.1758	0.7747	0.8802
No log	3.4030	228	0.7561	0.1758	0.7561	0.8695
No log	3.4328	230	0.7449	0.0394	0.7449	0.8631
No log	3.4627	232	0.8018	0.0889	0.8018	0.8954
No log	3.4925	234	0.8598	0.0423	0.8598	0.9273
No log	3.5224	236	0.9411	0.1581	0.9411	0.9701
No log	3.5522	238	0.9769	0.1262	0.9769	0.9884
No log	3.5821	240	0.8701	0.0313	0.8701	0.9328
No log	3.6119	242	0.8777	0.0762	0.8777	0.9369
No log	3.6418	244	0.8123	0.1143	0.8123	0.9013
No log	3.6716	246	0.8495	-0.0334	0.8495	0.9217
No log	3.7015	248	0.8207	0.0081	0.8207	0.9059
No log	3.7313	250	0.8314	0.0525	0.8314	0.9118
No log	3.7612	252	0.8399	0.1495	0.8399	0.9164
No log	3.7910	254	0.8472	0.0106	0.8472	0.9204
No log	3.8209	256	0.9666	-0.0365	0.9666	0.9831
No log	3.8507	258	0.8609	-0.0300	0.8609	0.9278
No log	3.8806	260	0.8472	0.0688	0.8472	0.9204
No log	3.9104	262	0.8560	0.0347	0.8560	0.9252
No log	3.9403	264	0.8761	-0.0307	0.8761	0.9360
No log	3.9701	266	0.8385	0.0081	0.8385	0.9157
No log	4.0	268	0.7852	0.0357	0.7852	0.8861
No log	4.0299	270	0.7639	0.1254	0.7639	0.8740
No log	4.0597	272	0.7474	0.0964	0.7474	0.8645
No log	4.0896	274	0.7358	-0.0033	0.7358	0.8578
No log	4.1194	276	0.7794	-0.0541	0.7794	0.8828
No log	4.1493	278	0.7492	-0.0541	0.7492	0.8655
No log	4.1791	280	0.7449	0.0436	0.7449	0.8631
No log	4.2090	282	0.8484	0.1190	0.8484	0.9211
No log	4.2388	284	0.8290	0.1006	0.8290	0.9105
No log	4.2687	286	0.8630	0.0257	0.8630	0.9290
No log	4.2985	288	0.8726	-0.0036	0.8726	0.9342
No log	4.3284	290	0.8852	0.0028	0.8852	0.9409
No log	4.3582	292	0.7839	0.0930	0.7839	0.8854
No log	4.3881	294	0.7930	0.1627	0.7930	0.8905
No log	4.4179	296	0.7766	0.1758	0.7766	0.8812
No log	4.4478	298	0.7795	0.0869	0.7795	0.8829
No log	4.4776	300	0.7728	0.0869	0.7728	0.8791
No log	4.5075	302	0.7602	0.1758	0.7602	0.8719
No log	4.5373	304	0.7935	0.0953	0.7935	0.8908
No log	4.5672	306	0.7574	0.1828	0.7574	0.8703
No log	4.5970	308	0.7885	0.0518	0.7885	0.8880
No log	4.6269	310	0.7822	0.0503	0.7822	0.8844
No log	4.6567	312	0.8205	0.0953	0.8205	0.9058
No log	4.6866	314	0.8641	0.0409	0.8641	0.9296
No log	4.7164	316	0.8031	0.1146	0.8031	0.8961
No log	4.7463	318	0.7718	0.0930	0.7718	0.8785
No log	4.7761	320	0.8043	0.1034	0.8043	0.8968
No log	4.8060	322	0.7663	0.0518	0.7663	0.8754
No log	4.8358	324	0.7467	0.1758	0.7467	0.8641
No log	4.8657	326	0.8344	0.0799	0.8344	0.9134
No log	4.8955	328	0.7883	0.1336	0.7883	0.8879
No log	4.9254	330	0.6850	0.1902	0.6850	0.8276
No log	4.9552	332	0.6965	0.0031	0.6965	0.8345
No log	4.9851	334	0.7137	0.0031	0.7137	0.8448
No log	5.0149	336	0.7652	0.1080	0.7652	0.8747
No log	5.0448	338	0.7640	0.1395	0.7640	0.8741
No log	5.0746	340	0.7697	-0.0132	0.7697	0.8773
No log	5.1045	342	0.8087	0.1333	0.8087	0.8993
No log	5.1343	344	0.8115	0.1718	0.8115	0.9008
No log	5.1642	346	0.7874	0.0741	0.7874	0.8873
No log	5.1940	348	0.7922	0.0846	0.7922	0.8901
No log	5.2239	350	0.7930	0.0846	0.7930	0.8905
No log	5.2537	352	0.7971	0.0828	0.7971	0.8928
No log	5.2836	354	0.9034	0.0363	0.9034	0.9505
No log	5.3134	356	0.9827	-0.0094	0.9827	0.9913
No log	5.3433	358	0.8794	0.0966	0.8794	0.9378
No log	5.3731	360	1.0174	0.0138	1.0174	1.0087
No log	5.4030	362	1.1230	0.0247	1.1230	1.0597
No log	5.4328	364	0.9541	0.0125	0.9541	0.9768
No log	5.4627	366	0.7595	0.1354	0.7595	0.8715
No log	5.4925	368	0.8315	0.0438	0.8315	0.9119
No log	5.5224	370	0.8776	0.0762	0.8776	0.9368
No log	5.5522	372	0.7809	0.1148	0.7809	0.8837
No log	5.5821	374	0.7273	0.1828	0.7273	0.8528
No log	5.6119	376	0.7418	0.1423	0.7418	0.8613
No log	5.6418	378	0.7969	0.0545	0.7969	0.8927
No log	5.6716	380	0.7999	0.0522	0.7999	0.8944
No log	5.7015	382	0.7580	0.0449	0.7580	0.8706
No log	5.7313	384	0.7406	0.0670	0.7406	0.8606
No log	5.7612	386	0.7428	0.0628	0.7428	0.8618
No log	5.7910	388	0.7220	0.1148	0.7220	0.8497
No log	5.8209	390	0.7225	0.1362	0.7225	0.8500
No log	5.8507	392	0.7502	-0.0406	0.7502	0.8662
No log	5.8806	394	0.7448	0.0973	0.7448	0.8630
No log	5.9104	396	0.7555	0.1787	0.7555	0.8692
No log	5.9403	398	0.7732	0.1196	0.7732	0.8793
No log	5.9701	400	0.7766	0.1722	0.7766	0.8813
No log	6.0	402	0.7921	0.1379	0.7921	0.8900
No log	6.0299	404	0.7881	0.0983	0.7881	0.8878
No log	6.0597	406	0.7673	0.0970	0.7673	0.8759
No log	6.0896	408	0.7564	0.0970	0.7564	0.8697
No log	6.1194	410	0.7477	0.1423	0.7477	0.8647
No log	6.1493	412	0.7679	0.0525	0.7679	0.8763
No log	6.1791	414	0.8297	0.0525	0.8297	0.9109
No log	6.2090	416	0.8097	0.0525	0.8097	0.8998
No log	6.2388	418	0.7403	0.1828	0.7403	0.8604
No log	6.2687	420	0.7903	0.0085	0.7903	0.8890
No log	6.2985	422	0.7993	0.0532	0.7993	0.8940
No log	6.3284	424	0.7735	0.1722	0.7735	0.8795
No log	6.3582	426	0.7877	0.1199	0.7877	0.8875
No log	6.3881	428	0.7877	0.1722	0.7877	0.8875
No log	6.4179	430	0.8030	0.1304	0.8030	0.8961
No log	6.4478	432	0.8356	0.1249	0.8356	0.9141
No log	6.4776	434	0.8711	0.1047	0.8711	0.9333
No log	6.5075	436	0.8504	0.1734	0.8504	0.9222
No log	6.5373	438	0.8424	0.0514	0.8424	0.9178
No log	6.5672	440	0.7834	0.0879	0.7834	0.8851
No log	6.5970	442	0.7326	0.1311	0.7326	0.8559
No log	6.6269	444	0.7362	0.1318	0.7362	0.8580
No log	6.6567	446	0.7801	0.0913	0.7801	0.8832
No log	6.6866	448	0.7810	0.0538	0.7810	0.8838
No log	6.7164	450	0.7747	0.1644	0.7747	0.8801
No log	6.7463	452	0.7932	0.1347	0.7932	0.8906
No log	6.7761	454	0.7994	0.1840	0.7994	0.8941
No log	6.8060	456	0.8251	0.0123	0.8251	0.9084
No log	6.8358	458	0.7916	0.1292	0.7916	0.8897
No log	6.8657	460	0.7771	0.1311	0.7771	0.8815
No log	6.8955	462	0.7824	0.1096	0.7824	0.8845
No log	6.9254	464	0.7711	0.1612	0.7711	0.8782
No log	6.9552	466	0.7379	0.1379	0.7379	0.8590
No log	6.9851	468	0.7580	0.0922	0.7580	0.8706
No log	7.0149	470	0.7794	0.0449	0.7794	0.8828
No log	7.0448	472	0.7590	0.1362	0.7590	0.8712
No log	7.0746	474	0.7997	0.1096	0.7997	0.8943
No log	7.1045	476	0.8579	0.0917	0.8579	0.9262
No log	7.1343	478	0.8625	0.0917	0.8625	0.9287
No log	7.1642	480	0.8101	0.1259	0.8101	0.9001
No log	7.1940	482	0.7910	0.1304	0.7910	0.8894
No log	7.2239	484	0.8071	0.0376	0.8071	0.8984
No log	7.2537	486	0.8294	0.1006	0.8294	0.9107
No log	7.2836	488	0.8703	0.1633	0.8703	0.9329
No log	7.3134	490	0.8516	0.1281	0.8516	0.9228
No log	7.3433	492	0.7960	0.1841	0.7960	0.8922
No log	7.3731	494	0.7757	0.0828	0.7757	0.8807
No log	7.4030	496	0.7924	0.0027	0.7924	0.8902
No log	7.4328	498	0.8601	0.1393	0.8601	0.9274
0.3071	7.4627	500	0.8396	0.0	0.8396	0.9163
0.3071	7.4925	502	0.8358	0.1094	0.8358	0.9142
0.3071	7.5224	504	0.8639	0.1329	0.8639	0.9295
0.3071	7.5522	506	0.8142	0.1047	0.8142	0.9023
0.3071	7.5821	508	0.7821	0.0393	0.7821	0.8844
0.3071	7.6119	510	0.7897	-0.0026	0.7897	0.8886
0.3071	7.6418	512	0.7791	-0.0026	0.7791	0.8826
0.3071	7.6716	514	0.7603	0.0828	0.7603	0.8720
0.3071	7.7015	516	0.7858	0.2180	0.7858	0.8865
0.3071	7.7313	518	0.7875	0.1740	0.7875	0.8874
0.3071	7.7612	520	0.7875	0.0376	0.7875	0.8874
0.3071	7.7910	522	0.8708	0.0522	0.8708	0.9331
0.3071	7.8209	524	0.9704	-0.0781	0.9704	0.9851
0.3071	7.8507	526	0.8948	-0.0228	0.8948	0.9459
0.3071	7.8806	528	0.8173	0.0376	0.8173	0.9041
0.3071	7.9104	530	0.8196	0.1249	0.8196	0.9053
0.3071	7.9403	532	0.7987	0.1740	0.7987	0.8937
0.3071	7.9701	534	0.7788	0.1311	0.7788	0.8825
0.3071	8.0	536	0.7667	0.0821	0.7667	0.8756
0.3071	8.0299	538	0.7807	0.0449	0.7807	0.8836
0.3071	8.0597	540	0.7960	0.0449	0.7960	0.8922
0.3071	8.0896	542	0.8149	0.0495	0.8149	0.9027
0.3071	8.1194	544	0.8388	0.0123	0.8388	0.9159
0.3071	8.1493	546	0.8013	0.0495	0.8013	0.8952
0.3071	8.1791	548	0.7576	0.0432	0.7576	0.8704
0.3071	8.2090	550	0.7341	0.1433	0.7341	0.8568
0.3071	8.2388	552	0.7241	0.1902	0.7241	0.8509
0.3071	8.2687	554	0.7640	0.1047	0.7640	0.8741
0.3071	8.2985	556	0.7940	0.1449	0.7940	0.8911
0.3071	8.3284	558	0.7425	0.1148	0.7425	0.8617
0.3071	8.3582	560	0.7341	0.0869	0.7341	0.8568
0.3071	8.3881	562	0.7482	0.0432	0.7482	0.8650
0.3071	8.4179	564	0.7221	0.1318	0.7221	0.8497
0.3071	8.4478	566	0.7346	0.1691	0.7346	0.8571
0.3071	8.4776	568	0.7301	0.1691	0.7301	0.8545
0.3071	8.5075	570	0.7256	0.1691	0.7256	0.8518
0.3071	8.5373	572	0.7271	0.1758	0.7271	0.8527
0.3071	8.5672	574	0.7294	0.1691	0.7294	0.8541
0.3071	8.5970	576	0.7280	0.1691	0.7280	0.8532
0.3071	8.6269	578	0.7506	0.0460	0.7506	0.8664
0.3071	8.6567	580	0.7802	-0.0280	0.7802	0.8833
0.3071	8.6866	582	0.7360	0.0791	0.7360	0.8579
0.3071	8.7164	584	0.7503	0.2078	0.7503	0.8662
0.3071	8.7463	586	0.7953	0.1440	0.7953	0.8918
0.3071	8.7761	588	0.7747	0.2078	0.7747	0.8802
0.3071	8.8060	590	0.7759	0.0376	0.7759	0.8809
0.3071	8.8358	592	0.8251	0.1218	0.8251	0.9083
0.3071	8.8657	594	0.8031	0.1221	0.8031	0.8962
0.3071	8.8955	596	0.7961	0.0810	0.7961	0.8922
0.3071	8.9254	598	0.7790	0.0791	0.7790	0.8826
0.3071	8.9552	600	0.7683	0.1722	0.7683	0.8765
0.3071	8.9851	602	0.7550	0.1722	0.7550	0.8689
0.3071	9.0149	604	0.7655	0.0410	0.7655	0.8750
0.3071	9.0448	606	0.7780	0.0902	0.7780	0.8821
0.3071	9.0746	608	0.7763	0.0606	0.7763	0.8811
0.3071	9.1045	610	0.7296	0.0970	0.7296	0.8541
0.3071	9.1343	612	0.7022	0.1807	0.7022	0.8380
0.3071	9.1642	614	0.7027	0.1807	0.7027	0.8383
0.3071	9.1940	616	0.7013	0.1807	0.7013	0.8374
0.3071	9.2239	618	0.6959	0.1902	0.6959	0.8342
0.3071	9.2537	620	0.7039	0.1828	0.7039	0.8390
0.3071	9.2836	622	0.7049	0.1433	0.7049	0.8396
0.3071	9.3134	624	0.7128	0.1423	0.7128	0.8443
0.3071	9.3433	626	0.7135	0.1433	0.7135	0.8447
0.3071	9.3731	628	0.7150	0.1433	0.7150	0.8456
0.3071	9.4030	630	0.7031	0.1433	0.7031	0.8385
0.3071	9.4328	632	0.7049	0.2225	0.7049	0.8396
0.3071	9.4627	634	0.6990	0.1878	0.6990	0.8361
0.3071	9.4925	636	0.7412	0.0503	0.7412	0.8609
0.3071	9.5224	638	0.7728	0.0522	0.7728	0.8791
0.3071	9.5522	640	0.7566	0.2122	0.7566	0.8698
0.3071	9.5821	642	0.7780	0.2180	0.7780	0.8820
0.3071	9.6119	644	0.7668	0.2180	0.7668	0.8756
0.3071	9.6418	646	0.7476	0.0828	0.7476	0.8647
0.3071	9.6716	648	0.7735	0.0474	0.7735	0.8795
0.3071	9.7015	650	0.7478	0.0	0.7478	0.8647
0.3071	9.7313	652	0.7394	0.0376	0.7394	0.8599
0.3071	9.7612	654	0.7072	0.1318	0.7072	0.8409
0.3071	9.7910	656	0.7199	0.1758	0.7199	0.8485
0.3071	9.8209	658	0.7414	0.2180	0.7414	0.8610
0.3071	9.8507	660	0.7258	0.1758	0.7258	0.8519
0.3071	9.8806	662	0.7373	0.0821	0.7373	0.8587
0.3071	9.9104	664	0.8249	0.1304	0.8249	0.9082
0.3071	9.9403	666	0.9564	0.0342	0.9564	0.9779
0.3071	9.9701	668	0.9436	-0.0013	0.9436	0.9714
0.3071	10.0	670	0.8501	0.0579	0.8501	0.9220
0.3071	10.0299	672	0.7675	0.0359	0.7675	0.8761
0.3071	10.0597	674	0.7444	0.1758	0.7444	0.8628
0.3071	10.0896	676	0.7197	0.1758	0.7197	0.8484
0.3071	10.1194	678	0.7253	0.1311	0.7253	0.8516
0.3071	10.1493	680	0.7312	0.0821	0.7312	0.8551
0.3071	10.1791	682	0.7226	0.2150	0.7226	0.8500
0.3071	10.2090	684	0.7324	0.0821	0.7324	0.8558
0.3071	10.2388	686	0.7771	-0.0026	0.7771	0.8816
0.3071	10.2687	688	0.8207	-0.0288	0.8207	0.9060
0.3071	10.2985	690	0.7755	0.0764	0.7755	0.8806
0.3071	10.3284	692	0.7630	0.1189	0.7630	0.8735
0.3071	10.3582	694	0.7981	-0.0806	0.7981	0.8934
0.3071	10.3881	696	0.9027	0.0248	0.9027	0.9501
0.3071	10.4179	698	0.9420	-0.0085	0.9420	0.9706
0.3071	10.4478	700	0.8544	-0.0717	0.8544	0.9244
0.3071	10.4776	702	0.7374	0.0395	0.7374	0.8587
0.3071	10.5075	704	0.6993	0.1318	0.6993	0.8363
0.3071	10.5373	706	0.7361	0.1921	0.7361	0.8580
0.3071	10.5672	708	0.7384	0.1612	0.7384	0.8593
0.3071	10.5970	710	0.7319	0.1758	0.7319	0.8555
0.3071	10.6269	712	0.7286	0.1318	0.7286	0.8536
0.3071	10.6567	714	0.7437	0.0814	0.7437	0.8624
0.3071	10.6866	716	0.7741	0.0821	0.7741	0.8798
0.3071	10.7164	718	0.7966	0.0821	0.7966	0.8925
0.3071	10.7463	720	0.8020	0.2150	0.8020	0.8956
0.3071	10.7761	722	0.8083	0.1986	0.8083	0.8990
0.3071	10.8060	724	0.8169	0.1986	0.8169	0.9038
0.3071	10.8358	726	0.8138	0.1986	0.8138	0.9021
0.3071	10.8657	728	0.8045	0.1986	0.8045	0.8969
0.3071	10.8955	730	0.7937	0.0821	0.7937	0.8909
0.3071	10.9254	732	0.8069	0.0828	0.8069	0.8983
0.3071	10.9552	734	0.8275	0.0393	0.8275	0.9096
0.3071	10.9851	736	0.8482	0.0376	0.8482	0.9210
0.3071	11.0149	738	0.8442	-0.0026	0.8442	0.9188
0.3071	11.0448	740	0.8647	-0.0806	0.8647	0.9299
0.3071	11.0746	742	0.8227	-0.0026	0.8227	0.9070
0.3071	11.1045	744	0.7719	0.0821	0.7719	0.8786
0.3071	11.1343	746	0.7525	0.1318	0.7525	0.8674
0.3071	11.1642	748	0.7299	0.1318	0.7299	0.8543
0.3071	11.1940	750	0.7260	0.1318	0.7260	0.8520
0.3071	11.2239	752	0.7360	0.0874	0.7360	0.8579
0.3071	11.2537	754	0.7378	0.1304	0.7378	0.8589
0.3071	11.2836	756	0.7532	0.1318	0.7532	0.8678
0.3071	11.3134	758	0.8169	0.1047	0.8169	0.9038
0.3071	11.3433	760	0.8288	0.1440	0.8288	0.9104
0.3071	11.3731	762	0.7665	0.1311	0.7665	0.8755
0.3071	11.4030	764	0.7594	0.0376	0.7594	0.8714
0.3071	11.4328	766	0.7401	0.0828	0.7401	0.8603
0.3071	11.4627	768	0.7361	0.0869	0.7361	0.8580
0.3071	11.4925	770	0.7289	0.0814	0.7289	0.8538
0.3071	11.5224	772	0.7345	0.1318	0.7345	0.8570
0.3071	11.5522	774	0.7808	0.1627	0.7808	0.8836
0.3071	11.5821	776	0.7987	0.1627	0.7987	0.8937
0.3071	11.6119	778	0.8077	0.0700	0.8077	0.8987
0.3071	11.6418	780	0.8174	0.0700	0.8174	0.9041
0.3071	11.6716	782	0.8470	0.1095	0.8470	0.9203
0.3071	11.7015	784	0.8547	0.1095	0.8547	0.9245
0.3071	11.7313	786	0.8371	0.0670	0.8371	0.9150
0.3071	11.7612	788	0.8198	0.0295	0.8198	0.9055
0.3071	11.7910	790	0.8230	0.0441	0.8230	0.9072
0.3071	11.8209	792	0.8287	0.0051	0.8287	0.9103
0.3071	11.8507	794	0.7824	0.0376	0.7824	0.8845
0.3071	11.8806	796	0.7762	0.1612	0.7762	0.8810
0.3071	11.9104	798	0.8193	0.0549	0.8193	0.9051
0.3071	11.9403	800	0.8049	0.1047	0.8049	0.8971
0.3071	11.9701	802	0.7611	0.2180	0.7611	0.8724
0.3071	12.0	804	0.7725	-0.0026	0.7725	0.8789
0.3071	12.0299	806	0.8278	0.0172	0.8278	0.9098
0.3071	12.0597	808	0.8562	0.0592	0.8562	0.9253
0.3071	12.0896	810	0.8118	0.0081	0.8118	0.9010
0.3071	12.1194	812	0.7868	-0.0446	0.7868	0.8870
0.3071	12.1493	814	0.7319	0.1371	0.7319	0.8555
0.3071	12.1791	816	0.7457	0.2180	0.7457	0.8636
0.3071	12.2090	818	0.8081	0.0999	0.8081	0.8990
0.3071	12.2388	820	0.7947	0.1047	0.7947	0.8915
0.3071	12.2687	822	0.7443	0.2180	0.7443	0.8627
0.3071	12.2985	824	0.7500	0.1244	0.7500	0.8660
0.3071	12.3284	826	0.7596	0.0	0.7596	0.8716
0.3071	12.3582	828	0.7526	-0.0488	0.7526	0.8675
0.3071	12.3881	830	0.7484	-0.0488	0.7484	0.8651
0.3071	12.4179	832	0.7248	0.1444	0.7248	0.8513
0.3071	12.4478	834	0.7091	0.1902	0.7091	0.8421
0.3071	12.4776	836	0.7155	0.1902	0.7155	0.8459
0.3071	12.5075	838	0.7296	0.0914	0.7296	0.8542
0.3071	12.5373	840	0.7302	0.1902	0.7302	0.8545
0.3071	12.5672	842	0.7443	0.1807	0.7443	0.8627
0.3071	12.5970	844	0.7557	0.1769	0.7557	0.8693
0.3071	12.6269	846	0.7747	0.0840	0.7747	0.8802
0.3071	12.6567	848	0.7799	0.0840	0.7799	0.8831
0.3071	12.6866	850	0.7805	0.1143	0.7805	0.8834
0.3071	12.7164	852	0.7781	0.1506	0.7781	0.8821
0.3071	12.7463	854	0.7611	0.1506	0.7611	0.8724
0.3071	12.7761	856	0.7348	0.2180	0.7348	0.8572
0.3071	12.8060	858	0.7251	0.2180	0.7251	0.8515
0.3071	12.8358	860	0.7297	0.1311	0.7297	0.8542
0.3071	12.8657	862	0.7826	0.0	0.7826	0.8846
0.3071	12.8955	864	0.8449	-0.0257	0.8449	0.9192
0.3071	12.9254	866	0.8228	-0.0026	0.8228	0.9071
0.3071	12.9552	868	0.8170	0.1143	0.8170	0.9039
0.3071	12.9851	870	0.8303	0.1943	0.8303	0.9112
0.3071	13.0149	872	0.8059	0.1943	0.8059	0.8977
0.3071	13.0448	874	0.7539	0.1675	0.7539	0.8683
0.3071	13.0746	876	0.7444	0.0863	0.7444	0.8628
0.3071	13.1045	878	0.7571	-0.0030	0.7571	0.8701
0.3071	13.1343	880	0.7459	0.0454	0.7459	0.8636
0.3071	13.1642	882	0.7422	0.2180	0.7422	0.8615
0.3071	13.1940	884	0.7709	0.1627	0.7709	0.8780
0.3071	13.2239	886	0.7554	0.2180	0.7554	0.8692
0.3071	13.2537	888	0.7506	0.0814	0.7506	0.8664
0.3071	13.2836	890	0.7879	-0.0488	0.7879	0.8876
0.3071	13.3134	892	0.7915	-0.0488	0.7915	0.8897
0.3071	13.3433	894	0.7597	0.1196	0.7597	0.8716
0.3071	13.3731	896	0.7738	0.1627	0.7738	0.8797
0.3071	13.4030	898	0.7582	0.1627	0.7582	0.8708
0.3071	13.4328	900	0.7360	0.2180	0.7360	0.8579
0.3071	13.4627	902	0.7347	0.2258	0.7347	0.8571
0.3071	13.4925	904	0.7267	0.1902	0.7267	0.8525
0.3071	13.5224	906	0.7872	-0.0488	0.7872	0.8873
0.3071	13.5522	908	0.8088	-0.0407	0.8088	0.8993
0.3071	13.5821	910	0.7859	-0.0446	0.7859	0.8865
0.3071	13.6119	912	0.7414	0.0414	0.7414	0.8610
0.3071	13.6418	914	0.7167	0.1828	0.7167	0.8466
0.3071	13.6716	916	0.7654	0.1627	0.7654	0.8749
0.3071	13.7015	918	0.7824	0.0956	0.7824	0.8846
0.3071	13.7313	920	0.7516	0.1627	0.7516	0.8669
0.3071	13.7612	922	0.7549	0.1304	0.7549	0.8688
0.3071	13.7910	924	0.8077	0.0944	0.8077	0.8987
0.3071	13.8209	926	0.8809	0.0592	0.8809	0.9386
0.3071	13.8507	928	0.8778	0.0952	0.8778	0.9369
0.3071	13.8806	930	0.8391	0.1310	0.8391	0.9160
0.3071	13.9104	932	0.8233	0.0495	0.8233	0.9073
0.3071	13.9403	934	0.7968	0.0889	0.7968	0.8926
0.3071	13.9701	936	0.7730	0.0798	0.7730	0.8792
0.3071	14.0	938	0.7654	0.1627	0.7654	0.8749
0.3071	14.0299	940	0.7658	0.1565	0.7658	0.8751
0.3071	14.0597	942	0.7440	0.2180	0.7440	0.8626
0.3071	14.0896	944	0.7346	0.0922	0.7346	0.8571
0.3071	14.1194	946	0.7550	0.0930	0.7550	0.8689
0.3071	14.1493	948	0.7732	0.0495	0.7732	0.8793
0.3071	14.1791	950	0.7610	0.2096	0.7610	0.8723
0.3071	14.2090	952	0.7998	0.1553	0.7998	0.8943
0.3071	14.2388	954	0.8740	0.0512	0.8740	0.9349
0.3071	14.2687	956	0.8662	0.0512	0.8662	0.9307
0.3071	14.2985	958	0.8618	0.0512	0.8618	0.9283
0.3071	14.3284	960	0.8112	0.1047	0.8112	0.9007
0.3071	14.3582	962	0.7862	0.1047	0.7862	0.8867
0.3071	14.3881	964	0.7575	0.1758	0.7575	0.8703
0.3071	14.4179	966	0.7402	0.1318	0.7402	0.8604
0.3071	14.4478	968	0.7297	0.1318	0.7297	0.8542
0.3071	14.4776	970	0.7512	0.1148	0.7512	0.8667
0.3071	14.5075	972	0.8466	0.0867	0.8466	0.9201
0.3071	14.5373	974	0.9461	0.0642	0.9461	0.9727
0.3071	14.5672	976	0.8700	0.1243	0.8700	0.9328
0.3071	14.5970	978	0.7322	0.1202	0.7322	0.8557
0.3071	14.6269	980	0.7334	0.0863	0.7334	0.8564
0.3071	14.6567	982	0.7716	0.0449	0.7716	0.8784
0.3071	14.6866	984	0.7770	0.0444	0.7770	0.8815
0.3071	14.7164	986	0.7555	0.1740	0.7555	0.8692
0.3071	14.7463	988	0.7885	0.1565	0.7885	0.8880
0.3071	14.7761	990	0.8119	0.0953	0.8119	0.9010
0.3071	14.8060	992	0.7675	0.1565	0.7675	0.8761
0.3071	14.8358	994	0.7370	0.1758	0.7370	0.8585
0.3071	14.8657	996	0.7425	0.1311	0.7425	0.8617
0.3071	14.8955	998	0.7529	0.0376	0.7529	0.8677
0.0627	14.9254	1000	0.7435	0.0821	0.7435	0.8623
0.0627	14.9552	1002	0.7371	0.1318	0.7371	0.8586
0.0627	14.9851	1004	0.7390	0.1758	0.7390	0.8597
0.0627	15.0149	1006	0.7426	0.1758	0.7426	0.8617
0.0627	15.0448	1008	0.7246	0.1318	0.7246	0.8512
0.0627	15.0746	1010	0.7211	0.1758	0.7211	0.8492
0.0627	15.1045	1012	0.7020	0.1318	0.7020	0.8378
0.0627	15.1343	1014	0.6923	0.1318	0.6923	0.8321
0.0627	15.1642	1016	0.6826	0.0964	0.6826	0.8262
0.0627	15.1940	1018	0.6817	0.0964	0.6817	0.8257
0.0627	15.2239	1020	0.6850	0.0964	0.6850	0.8277
0.0627	15.2537	1022	0.7113	0.2258	0.7113	0.8434
0.0627	15.2836	1024	0.7513	0.2105	0.7513	0.8668
0.0627	15.3134	1026	0.7515	0.2180	0.7515	0.8669
0.0627	15.3433	1028	0.7559	0.1828	0.7559	0.8694
0.0627	15.3731	1030	0.7666	0.1856	0.7666	0.8756
0.0627	15.4030	1032	0.8021	0.0129	0.8021	0.8956
0.0627	15.4328	1034	0.8326	0.0603	0.8326	0.9124
0.0627	15.4627	1036	0.7880	-0.0370	0.7880	0.8877
0.0627	15.4925	1038	0.7247	0.0964	0.7247	0.8513
0.0627	15.5224	1040	0.7158	0.1828	0.7158	0.8461
0.0627	15.5522	1042	0.7609	0.2105	0.7609	0.8723
0.0627	15.5821	1044	0.7747	0.1565	0.7747	0.8801
0.0627	15.6119	1046	0.7335	0.1828	0.7335	0.8565
0.0627	15.6418	1048	0.7467	0.0970	0.7467	0.8641
0.0627	15.6716	1050	0.8768	-0.0153	0.8768	0.9364
0.0627	15.7015	1052	0.9676	-0.0301	0.9676	0.9837
0.0627	15.7313	1054	0.9482	-0.0056	0.9482	0.9738
0.0627	15.7612	1056	0.8514	0.0192	0.8514	0.9227
0.0627	15.7910	1058	0.7528	0.0914	0.7528	0.8677
0.0627	15.8209	1060	0.7671	0.2105	0.7671	0.8759
0.0627	15.8507	1062	0.8408	0.0320	0.8408	0.9169
0.0627	15.8806	1064	0.8432	0.0320	0.8432	0.9183
0.0627	15.9104	1066	0.7638	0.1047	0.7638	0.8740
0.0627	15.9403	1068	0.6902	0.0857	0.6902	0.8308
0.0627	15.9701	1070	0.7020	0.0967	0.7020	0.8379
0.0627	16.0	1072	0.7423	0.0454	0.7423	0.8615
0.0627	16.0299	1074	0.7475	0.0454	0.7475	0.8646
0.0627	16.0597	1076	0.7306	0.0863	0.7306	0.8548
0.0627	16.0896	1078	0.7301	0.1311	0.7301	0.8545
0.0627	16.1194	1080	0.7555	-0.0059	0.7555	0.8692
0.0627	16.1493	1082	0.8017	0.0028	0.8017	0.8954
0.0627	16.1791	1084	0.8087	0.0	0.8087	0.8993
0.0627	16.2090	1086	0.7533	0.0454	0.7533	0.8679
0.0627	16.2388	1088	0.6978	0.1318	0.6978	0.8353
0.0627	16.2687	1090	0.7091	0.1318	0.7091	0.8421
0.0627	16.2985	1092	0.7661	0.2034	0.7661	0.8753
0.0627	16.3284	1094	0.8057	0.1449	0.8057	0.8976
0.0627	16.3582	1096	0.7772	0.2584	0.7772	0.8816
0.0627	16.3881	1098	0.7554	0.1318	0.7554	0.8691
0.0627	16.4179	1100	0.7706	0.0834	0.7706	0.8778
0.0627	16.4478	1102	0.7836	0.0410	0.7836	0.8852
0.0627	16.4776	1104	0.7890	0.1304	0.7890	0.8882
0.0627	16.5075	1106	0.7861	0.1722	0.7861	0.8866
0.0627	16.5373	1108	0.8027	0.1506	0.8027	0.8959
0.0627	16.5672	1110	0.8724	0.0755	0.8724	0.9340
0.0627	16.5970	1112	0.8583	0.0727	0.8583	0.9264
0.0627	16.6269	1114	0.7720	0.1506	0.7720	0.8786
0.0627	16.6567	1116	0.7175	0.1318	0.7175	0.8471
0.0627	16.6866	1118	0.7110	0.1444	0.7110	0.8432
0.0627	16.7164	1120	0.7153	0.0964	0.7153	0.8458
0.0627	16.7463	1122	0.7222	0.0967	0.7222	0.8499
0.0627	16.7761	1124	0.7194	0.0967	0.7194	0.8482
0.0627	16.8060	1126	0.7205	0.0964	0.7205	0.8488
0.0627	16.8358	1128	0.7382	0.1379	0.7382	0.8592
0.0627	16.8657	1130	0.7701	0.2105	0.7701	0.8775
0.0627	16.8955	1132	0.7902	0.1565	0.7902	0.8889
0.0627	16.9254	1134	0.7761	0.1675	0.7761	0.8810
0.0627	16.9552	1136	0.7856	0.1449	0.7856	0.8863
0.0627	16.9851	1138	0.7859	0.1449	0.7859	0.8865
0.0627	17.0149	1140	0.7646	0.1565	0.7646	0.8744
0.0627	17.0448	1142	0.7496	0.1362	0.7496	0.8658
0.0627	17.0746	1144	0.7546	0.0970	0.7546	0.8687
0.0627	17.1045	1146	0.7800	0.0028	0.7800	0.8832
0.0627	17.1343	1148	0.7651	0.0	0.7651	0.8747
0.0627	17.1642	1150	0.7268	0.0964	0.7268	0.8525
0.0627	17.1940	1152	0.7082	0.0964	0.7082	0.8415
0.0627	17.2239	1154	0.7001	0.0964	0.7001	0.8367
0.0627	17.2537	1156	0.6980	0.0964	0.6980	0.8355
0.0627	17.2836	1158	0.7120	0.0964	0.7120	0.8438
0.0627	17.3134	1160	0.7218	0.0964	0.7218	0.8496
0.0627	17.3433	1162	0.7589	0.0	0.7589	0.8712
0.0627	17.3731	1164	0.7827	0.0	0.7827	0.8847
0.0627	17.4030	1166	0.7701	0.0	0.7701	0.8775
0.0627	17.4328	1168	0.7591	0.1423	0.7591	0.8712
0.0627	17.4627	1170	0.7453	0.1433	0.7453	0.8633
0.0627	17.4925	1172	0.7306	0.0964	0.7306	0.8547
0.0627	17.5224	1174	0.7218	0.0964	0.7218	0.8496
0.0627	17.5522	1176	0.7164	0.0964	0.7164	0.8464
0.0627	17.5821	1178	0.6914	0.0964	0.6914	0.8315
0.0627	17.6119	1180	0.6826	0.0964	0.6826	0.8262
0.0627	17.6418	1182	0.6749	0.0964	0.6749	0.8215
0.0627	17.6716	1184	0.6813	0.0964	0.6813	0.8254
0.0627	17.7015	1186	0.6995	0.0909	0.6995	0.8364
0.0627	17.7313	1188	0.7247	0.1379	0.7247	0.8513
0.0627	17.7612	1190	0.7662	0.1202	0.7662	0.8753
0.0627	17.7910	1192	0.8119	0.0549	0.8119	0.9011
0.0627	17.8209	1194	0.7794	0.0670	0.7794	0.8828
0.0627	17.8507	1196	0.7645	0.1371	0.7645	0.8743
0.0627	17.8806	1198	0.7641	0.0869	0.7641	0.8741
0.0627	17.9104	1200	0.7510	0.0414	0.7510	0.8666
0.0627	17.9403	1202	0.7579	0.0414	0.7579	0.8706
0.0627	17.9701	1204	0.7538	0.0395	0.7538	0.8682
0.0627	18.0	1206	0.7395	0.0909	0.7395	0.8599
0.0627	18.0299	1208	0.7240	0.1318	0.7240	0.8509
0.0627	18.0597	1210	0.7394	0.1758	0.7394	0.8599
0.0627	18.0896	1212	0.7756	0.0628	0.7756	0.8807
0.0627	18.1194	1214	0.7764	0.1097	0.7764	0.8811
0.0627	18.1493	1216	0.7698	0.1202	0.7698	0.8774
0.0627	18.1791	1218	0.7462	0.1318	0.7462	0.8638
0.0627	18.2090	1220	0.7289	0.0909	0.7289	0.8537
0.0627	18.2388	1222	0.7101	0.0909	0.7101	0.8427
0.0627	18.2687	1224	0.7043	0.1318	0.7043	0.8392
0.0627	18.2985	1226	0.7113	0.1758	0.7113	0.8434
0.0627	18.3284	1228	0.7120	0.1627	0.7120	0.8438
0.0627	18.3582	1230	0.6948	0.1318	0.6948	0.8336
0.0627	18.3881	1232	0.6960	0.0964	0.6960	0.8342
0.0627	18.4179	1234	0.7068	0.0964	0.7068	0.8407
0.0627	18.4478	1236	0.7332	0.0967	0.7332	0.8563
0.0627	18.4776	1238	0.7627	0.0	0.7627	0.8733
0.0627	18.5075	1240	0.7415	0.0967	0.7415	0.8611
0.0627	18.5373	1242	0.7110	0.0964	0.7110	0.8432
0.0627	18.5672	1244	0.7112	0.0857	0.7112	0.8433
0.0627	18.5970	1246	0.7157	0.0857	0.7157	0.8460
0.0627	18.6269	1248	0.7271	0.0857	0.7271	0.8527
0.0627	18.6567	1250	0.7259	0.0857	0.7259	0.8520
0.0627	18.6866	1252	0.7308	0.1318	0.7308	0.8549
0.0627	18.7164	1254	0.7418	0.1318	0.7418	0.8613
0.0627	18.7463	1256	0.7455	0.1318	0.7455	0.8634
0.0627	18.7761	1258	0.7264	0.1318	0.7264	0.8523
0.0627	18.8060	1260	0.7122	0.1318	0.7122	0.8439
0.0627	18.8358	1262	0.7188	0.1318	0.7188	0.8478
0.0627	18.8657	1264	0.7365	0.1318	0.7365	0.8582
0.0627	18.8955	1266	0.7688	0.2180	0.7688	0.8768
0.0627	18.9254	1268	0.7784	0.1565	0.7784	0.8823
0.0627	18.9552	1270	0.7561	0.2180	0.7561	0.8695
0.0627	18.9851	1272	0.7992	0.1565	0.7992	0.8940
0.0627	19.0149	1274	0.8469	0.0953	0.8469	0.9203
0.0627	19.0448	1276	0.8285	0.0549	0.8285	0.9102
0.0627	19.0746	1278	0.7814	0.1565	0.7814	0.8840
0.0627	19.1045	1280	0.7553	0.1311	0.7553	0.8691
0.0627	19.1343	1282	0.7640	0.0863	0.7640	0.8741
0.0627	19.1642	1284	0.7752	0.0375	0.7752	0.8804
0.0627	19.1940	1286	0.7691	0.0863	0.7691	0.8770
0.0627	19.2239	1288	0.8245	0.1047	0.8245	0.9080
0.0627	19.2537	1290	0.9112	-0.0031	0.9112	0.9546
0.0627	19.2836	1292	0.9314	0.0304	0.9314	0.9651
0.0627	19.3134	1294	0.8770	0.0424	0.8770	0.9365
0.0627	19.3433	1296	0.8114	0.1249	0.8114	0.9008
0.0627	19.3731	1298	0.8451	-0.1159	0.8451	0.9193
0.0627	19.4030	1300	0.9216	-0.0503	0.9216	0.9600
0.0627	19.4328	1302	0.9678	-0.0079	0.9678	0.9838
0.0627	19.4627	1304	0.9030	-0.0608	0.9030	0.9503
0.0627	19.4925	1306	0.7786	-0.0532	0.7786	0.8824

Framework versions

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