ArabicNewSplits7_FineTuningAraBERT_run1_AugV5_k9_task1_organization

This model is a fine-tuned version of aubmindlab/bert-base-arabertv02 on the None dataset. It achieves the following results on the evaluation set:

• Loss: 0.6731
• Qwk: 0.7389
• Mse: 0.6731
• Rmse: 0.8204

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	0.0476	2	7.0986	-0.0056	7.0986	2.6643
No log	0.0952	4	4.7163	0.0417	4.7163	2.1717
No log	0.1429	6	3.9432	-0.0833	3.9432	1.9857
No log	0.1905	8	2.6185	0.1088	2.6185	1.6182
No log	0.2381	10	2.1084	0.1240	2.1084	1.4520
No log	0.2857	12	2.4658	0.0828	2.4658	1.5703
No log	0.3333	14	2.4703	0.0800	2.4703	1.5717
No log	0.3810	16	3.0939	0.0473	3.0939	1.7590
No log	0.4286	18	2.3577	0.1325	2.3577	1.5355
No log	0.4762	20	1.6202	0.1651	1.6202	1.2729
No log	0.5238	22	1.5321	0.1346	1.5321	1.2378
No log	0.5714	24	1.5781	0.1346	1.5781	1.2562
No log	0.6190	26	1.6096	0.1165	1.6096	1.2687
No log	0.6667	28	1.6119	0.0971	1.6119	1.2696
No log	0.7143	30	1.5773	0.1887	1.5773	1.2559
No log	0.7619	32	1.5003	0.2407	1.5003	1.2249
No log	0.8095	34	1.4735	0.3214	1.4735	1.2139
No log	0.8571	36	1.3650	0.3304	1.3650	1.1684
No log	0.9048	38	1.2267	0.3898	1.2267	1.1076
No log	0.9524	40	1.1185	0.512	1.1185	1.0576
No log	1.0	42	1.2127	0.5079	1.2127	1.1012
No log	1.0476	44	1.1789	0.5512	1.1789	1.0858
No log	1.0952	46	1.0944	0.5441	1.0944	1.0461
No log	1.1429	48	1.1818	0.5616	1.1818	1.0871
No log	1.1905	50	1.4295	0.6125	1.4295	1.1956
No log	1.2381	52	1.0977	0.5753	1.0977	1.0477
No log	1.2857	54	0.9946	0.6667	0.9946	0.9973
No log	1.3333	56	1.0348	0.6154	1.0348	1.0172
No log	1.3810	58	0.9658	0.6619	0.9658	0.9827
No log	1.4286	60	0.9607	0.6846	0.9607	0.9801
No log	1.4762	62	1.0131	0.6443	1.0131	1.0065
No log	1.5238	64	1.1976	0.5693	1.1976	1.0944
No log	1.5714	66	1.5210	0.4427	1.5210	1.2333
No log	1.6190	68	1.1842	0.5147	1.1842	1.0882
No log	1.6667	70	0.9456	0.6759	0.9456	0.9724
No log	1.7143	72	0.8034	0.6892	0.8034	0.8963
No log	1.7619	74	0.7748	0.6892	0.7748	0.8802
No log	1.8095	76	0.8016	0.7389	0.8016	0.8953
No log	1.8571	78	0.8545	0.7097	0.8545	0.9244
No log	1.9048	80	0.7560	0.6573	0.7560	0.8695
No log	1.9524	82	0.7884	0.6573	0.7884	0.8879
No log	2.0	84	1.0139	0.6294	1.0139	1.0069
No log	2.0476	86	1.1752	0.5986	1.1752	1.0840
No log	2.0952	88	0.9507	0.5797	0.9507	0.9750
No log	2.1429	90	0.8291	0.6950	0.8291	0.9105
No log	2.1905	92	0.8613	0.7034	0.8613	0.9281
No log	2.2381	94	0.9177	0.6667	0.9177	0.9580
No log	2.2857	96	0.9549	0.6790	0.9549	0.9772
No log	2.3333	98	0.8469	0.6842	0.8469	0.9203
No log	2.3810	100	0.9766	0.6533	0.9766	0.9883
No log	2.4286	102	1.0060	0.6533	1.0060	1.0030
No log	2.4762	104	0.7456	0.6968	0.7456	0.8635
No log	2.5238	106	0.7020	0.7778	0.7020	0.8378
No log	2.5714	108	0.6690	0.7578	0.6690	0.8179
No log	2.6190	110	0.7065	0.7179	0.7065	0.8405
No log	2.6667	112	0.6803	0.7308	0.6803	0.8248
No log	2.7143	114	0.7351	0.7848	0.7351	0.8574
No log	2.7619	116	0.6834	0.7389	0.6834	0.8267
No log	2.8095	118	1.0140	0.6133	1.0140	1.0070
No log	2.8571	120	1.0759	0.6133	1.0759	1.0372
No log	2.9048	122	0.9382	0.7285	0.9382	0.9686
No log	2.9524	124	0.8034	0.7027	0.8034	0.8963
No log	3.0	126	0.8516	0.6389	0.8516	0.9228
No log	3.0476	128	0.9344	0.6620	0.9344	0.9666
No log	3.0952	130	1.0402	0.6423	1.0402	1.0199
No log	3.1429	132	0.9891	0.7042	0.9891	0.9946
No log	3.1905	134	0.7867	0.7595	0.7867	0.8870
No log	3.2381	136	0.7378	0.7421	0.7378	0.8589
No log	3.2857	138	0.7094	0.7625	0.7094	0.8422
No log	3.3333	140	0.7632	0.7342	0.7632	0.8736
No log	3.3810	142	1.2291	0.5161	1.2291	1.1087
No log	3.4286	144	1.5286	0.4774	1.5286	1.2364
No log	3.4762	146	1.4198	0.4706	1.4198	1.1916
No log	3.5238	148	1.0894	0.6040	1.0894	1.0437
No log	3.5714	150	0.8723	0.7067	0.8723	0.9340
No log	3.6190	152	1.0185	0.5676	1.0185	1.0092
No log	3.6667	154	1.0494	0.5676	1.0494	1.0244
No log	3.7143	156	0.9441	0.5850	0.9441	0.9717
No log	3.7619	158	0.8100	0.7662	0.8100	0.9000
No log	3.8095	160	0.7396	0.7703	0.7396	0.8600
No log	3.8571	162	0.7844	0.7172	0.7844	0.8857
No log	3.9048	164	0.8077	0.7075	0.8077	0.8987
No log	3.9524	166	0.6992	0.7347	0.6992	0.8362
No log	4.0	168	0.6443	0.8050	0.6443	0.8027
No log	4.0476	170	0.8973	0.7081	0.8973	0.9473
No log	4.0952	172	0.9839	0.6941	0.9839	0.9919
No log	4.1429	174	0.7428	0.7831	0.7428	0.8618
No log	4.1905	176	0.5717	0.8049	0.5717	0.7561
No log	4.2381	178	0.6906	0.7484	0.6906	0.8310
No log	4.2857	180	0.7726	0.7261	0.7726	0.8790
No log	4.3333	182	0.7632	0.7564	0.7632	0.8736
No log	4.3810	184	0.6847	0.7595	0.6847	0.8275
No log	4.4286	186	0.7489	0.7368	0.7489	0.8654
No log	4.4762	188	0.7928	0.7067	0.7928	0.8904
No log	4.5238	190	0.8371	0.7123	0.8371	0.9149
No log	4.5714	192	0.9532	0.7133	0.9532	0.9763
No log	4.6190	194	0.9294	0.7222	0.9294	0.9640
No log	4.6667	196	0.8441	0.7347	0.8441	0.9188
No log	4.7143	198	0.7333	0.7682	0.7333	0.8563
No log	4.7619	200	0.6623	0.7843	0.6623	0.8138
No log	4.8095	202	0.5967	0.7949	0.5967	0.7725
No log	4.8571	204	0.5801	0.7898	0.5801	0.7616
No log	4.9048	206	0.7073	0.7451	0.7073	0.8410
No log	4.9524	208	0.7232	0.7333	0.7232	0.8504
No log	5.0	210	0.6392	0.7733	0.6392	0.7995
No log	5.0476	212	0.6088	0.7643	0.6088	0.7803
No log	5.0952	214	0.6620	0.7643	0.6620	0.8136
No log	5.1429	216	0.6993	0.7550	0.6993	0.8362
No log	5.1905	218	0.6874	0.75	0.6874	0.8291
No log	5.2381	220	0.6439	0.7975	0.6439	0.8024
No log	5.2857	222	0.6495	0.7925	0.6495	0.8059
No log	5.3333	224	0.7440	0.7561	0.7440	0.8625
No log	5.3810	226	0.6865	0.7613	0.6865	0.8286
No log	5.4286	228	0.6600	0.7712	0.6600	0.8124
No log	5.4762	230	0.6550	0.7582	0.6550	0.8093
No log	5.5238	232	0.6504	0.7662	0.6504	0.8065
No log	5.5714	234	0.6431	0.7871	0.6431	0.8019
No log	5.6190	236	0.6411	0.7949	0.6411	0.8007
No log	5.6667	238	0.6644	0.7582	0.6644	0.8151
No log	5.7143	240	0.6752	0.7361	0.6752	0.8217
No log	5.7619	242	0.6519	0.7448	0.6519	0.8074
No log	5.8095	244	0.6081	0.7733	0.6081	0.7798
No log	5.8571	246	0.5806	0.8228	0.5806	0.7620
No log	5.9048	248	0.5846	0.8101	0.5846	0.7646
No log	5.9524	250	0.5939	0.8176	0.5939	0.7706
No log	6.0	252	0.6593	0.7483	0.6593	0.8119
No log	6.0476	254	1.0088	0.6225	1.0088	1.0044
No log	6.0952	256	1.2415	0.4868	1.2415	1.1142
No log	6.1429	258	1.1287	0.5676	1.1287	1.0624
No log	6.1905	260	0.9363	0.6897	0.9363	0.9676
No log	6.2381	262	0.7747	0.7347	0.7747	0.8801
No log	6.2857	264	0.6804	0.7383	0.6804	0.8248
No log	6.3333	266	0.6890	0.7237	0.6890	0.8301
No log	6.3810	268	0.8634	0.6842	0.8634	0.9292
No log	6.4286	270	0.9778	0.6447	0.9778	0.9889
No log	6.4762	272	0.8759	0.6923	0.8759	0.9359
No log	6.5238	274	0.6568	0.7578	0.6568	0.8104
No log	6.5714	276	0.5677	0.8049	0.5677	0.7535
No log	6.6190	278	0.6112	0.8284	0.6112	0.7818
No log	6.6667	280	0.6094	0.8095	0.6094	0.7807
No log	6.7143	282	0.5822	0.7853	0.5822	0.7630
No log	6.7619	284	0.5961	0.7722	0.5961	0.7721
No log	6.8095	286	0.6394	0.775	0.6394	0.7996
No log	6.8571	288	0.7860	0.7362	0.7860	0.8866
No log	6.9048	290	0.7576	0.7654	0.7576	0.8704
No log	6.9524	292	0.6242	0.7901	0.6242	0.7900
No log	7.0	294	0.6088	0.7673	0.6088	0.7802
No log	7.0476	296	0.5920	0.7853	0.5920	0.7694
No log	7.0952	298	0.5912	0.8	0.5912	0.7689
No log	7.1429	300	0.5784	0.7853	0.5784	0.7605
No log	7.1905	302	0.6394	0.8092	0.6394	0.7996
No log	7.2381	304	0.7215	0.7709	0.7215	0.8494
No log	7.2857	306	0.6436	0.8221	0.6436	0.8022
No log	7.3333	308	0.6225	0.7925	0.6225	0.7890
No log	7.3810	310	0.6828	0.7632	0.6828	0.8263
No log	7.4286	312	0.7011	0.7632	0.7011	0.8373
No log	7.4762	314	0.6816	0.7550	0.6816	0.8256
No log	7.5238	316	0.6195	0.7821	0.6195	0.7871
No log	7.5714	318	0.6105	0.8025	0.6105	0.7813
No log	7.6190	320	0.5944	0.7898	0.5944	0.7710
No log	7.6667	322	0.6441	0.7468	0.6441	0.8026
No log	7.7143	324	0.6625	0.7355	0.6625	0.8139
No log	7.7619	326	0.6190	0.7871	0.6190	0.7867
No log	7.8095	328	0.5986	0.8101	0.5986	0.7737
No log	7.8571	330	0.6578	0.7821	0.6578	0.8110
No log	7.9048	332	0.6440	0.7792	0.6440	0.8025
No log	7.9524	334	0.6002	0.8	0.6002	0.7747
No log	8.0	336	0.7068	0.7237	0.7068	0.8407
No log	8.0476	338	0.7857	0.6986	0.7857	0.8864
No log	8.0952	340	0.7998	0.6986	0.7998	0.8943
No log	8.1429	342	0.7263	0.7114	0.7263	0.8522
No log	8.1905	344	0.6547	0.7417	0.6547	0.8091
No log	8.2381	346	0.6788	0.72	0.6788	0.8239
No log	8.2857	348	0.7277	0.7020	0.7277	0.8530
No log	8.3333	350	0.7741	0.7152	0.7741	0.8798
No log	8.3810	352	0.7949	0.7067	0.7949	0.8916
No log	8.4286	354	0.8268	0.7114	0.8268	0.9093
No log	8.4762	356	0.7792	0.7248	0.7792	0.8827
No log	8.5238	358	0.7940	0.7297	0.7940	0.8911
No log	8.5714	360	0.7561	0.7368	0.7561	0.8696
No log	8.6190	362	0.7334	0.7273	0.7334	0.8564
No log	8.6667	364	0.6455	0.7421	0.6455	0.8034
No log	8.7143	366	0.6084	0.7578	0.6084	0.7800
No log	8.7619	368	0.5417	0.8171	0.5417	0.7360
No log	8.8095	370	0.5495	0.8263	0.5495	0.7413
No log	8.8571	372	0.5366	0.8221	0.5366	0.7325
No log	8.9048	374	0.5366	0.7974	0.5366	0.7325
No log	8.9524	376	0.5595	0.7582	0.5595	0.7480
No log	9.0	378	0.5745	0.7632	0.5745	0.7580
No log	9.0476	380	0.5860	0.7815	0.5860	0.7655
No log	9.0952	382	0.6101	0.8	0.6101	0.7811
No log	9.1429	384	0.6398	0.825	0.6398	0.7998
No log	9.1905	386	0.6016	0.8284	0.6016	0.7756
No log	9.2381	388	0.5956	0.7901	0.5956	0.7718
No log	9.2857	390	0.7384	0.7484	0.7384	0.8593
No log	9.3333	392	0.8313	0.7051	0.8313	0.9118
No log	9.3810	394	0.8067	0.7097	0.8067	0.8981
No log	9.4286	396	0.7029	0.7484	0.7029	0.8384
No log	9.4762	398	0.6657	0.8	0.6657	0.8159
No log	9.5238	400	0.6862	0.7950	0.6862	0.8284
No log	9.5714	402	0.6979	0.7613	0.6979	0.8354
No log	9.6190	404	0.7138	0.7368	0.7138	0.8449
No log	9.6667	406	0.7407	0.7368	0.7407	0.8607
No log	9.7143	408	0.7024	0.7368	0.7024	0.8381
No log	9.7619	410	0.6665	0.7467	0.6665	0.8164
No log	9.8095	412	0.6596	0.7417	0.6596	0.8121
No log	9.8571	414	0.6306	0.7632	0.6306	0.7941
No log	9.9048	416	0.6476	0.7347	0.6476	0.8047
No log	9.9524	418	0.6647	0.7397	0.6647	0.8153
No log	10.0	420	0.6821	0.7671	0.6821	0.8259
No log	10.0476	422	0.6967	0.7448	0.6967	0.8347
No log	10.0952	424	0.7416	0.7310	0.7416	0.8611
No log	10.1429	426	0.7202	0.7432	0.7202	0.8486
No log	10.1905	428	0.6572	0.7432	0.6572	0.8107
No log	10.2381	430	0.6235	0.7619	0.6235	0.7896
No log	10.2857	432	0.6284	0.8	0.6284	0.7927
No log	10.3333	434	0.6324	0.7974	0.6324	0.7953
No log	10.3810	436	0.6533	0.7703	0.6533	0.8083
No log	10.4286	438	0.6958	0.7297	0.6958	0.8342
No log	10.4762	440	0.6925	0.7248	0.6925	0.8322
No log	10.5238	442	0.6433	0.72	0.6433	0.8021
No log	10.5714	444	0.6008	0.7792	0.6008	0.7751
No log	10.6190	446	0.5828	0.8199	0.5828	0.7634
No log	10.6667	448	0.6233	0.8372	0.6233	0.7895
No log	10.7143	450	0.5994	0.8304	0.5994	0.7742
No log	10.7619	452	0.6022	0.8263	0.6022	0.7760
No log	10.8095	454	0.5997	0.8095	0.5997	0.7744
No log	10.8571	456	0.6447	0.7925	0.6447	0.8029
No log	10.9048	458	0.7143	0.7613	0.7143	0.8451
No log	10.9524	460	0.7452	0.7613	0.7452	0.8632
No log	11.0	462	0.7345	0.7532	0.7345	0.8570
No log	11.0476	464	0.7420	0.7595	0.7420	0.8614
No log	11.0952	466	0.7385	0.7952	0.7385	0.8594
No log	11.1429	468	0.6876	0.8045	0.6876	0.8292
No log	11.1905	470	0.6316	0.8353	0.6316	0.7947
No log	11.2381	472	0.6233	0.8256	0.6233	0.7895
No log	11.2857	474	0.6487	0.8072	0.6487	0.8054
No log	11.3333	476	0.6810	0.8049	0.6810	0.8252
No log	11.3810	478	0.6702	0.7875	0.6702	0.8187
No log	11.4286	480	0.6622	0.7673	0.6622	0.8138
No log	11.4762	482	0.6429	0.7692	0.6429	0.8018
No log	11.5238	484	0.6537	0.75	0.6537	0.8085
No log	11.5714	486	0.6458	0.7692	0.6458	0.8036
No log	11.6190	488	0.6530	0.7712	0.6530	0.8081
No log	11.6667	490	0.6602	0.7632	0.6602	0.8125
No log	11.7143	492	0.6849	0.7297	0.6849	0.8276
No log	11.7619	494	0.7663	0.7248	0.7663	0.8754
No log	11.8095	496	0.8078	0.7067	0.8078	0.8988
No log	11.8571	498	0.7887	0.7067	0.7887	0.8881
0.4001	11.9048	500	0.7789	0.7067	0.7789	0.8825
0.4001	11.9524	502	0.7444	0.7179	0.7444	0.8628
0.4001	12.0	504	0.6827	0.7296	0.6827	0.8262
0.4001	12.0476	506	0.6272	0.7436	0.6272	0.7920
0.4001	12.0952	508	0.6373	0.7671	0.6373	0.7983
0.4001	12.1429	510	0.6484	0.7586	0.6484	0.8052
0.4001	12.1905	512	0.6314	0.75	0.6314	0.7946
0.4001	12.2381	514	0.6701	0.725	0.6701	0.8186
0.4001	12.2857	516	0.7172	0.7425	0.7172	0.8469
0.4001	12.3333	518	0.7157	0.7329	0.7157	0.8460
0.4001	12.3810	520	0.7050	0.6980	0.7050	0.8396
0.4001	12.4286	522	0.7142	0.7027	0.7142	0.8451
0.4001	12.4762	524	0.7363	0.7162	0.7363	0.8581
0.4001	12.5238	526	0.7647	0.7361	0.7647	0.8745
0.4001	12.5714	528	0.7554	0.7361	0.7554	0.8691
0.4001	12.6190	530	0.7522	0.7172	0.7522	0.8673
0.4001	12.6667	532	0.7313	0.7020	0.7313	0.8551
0.4001	12.7143	534	0.6605	0.7355	0.6605	0.8127
0.4001	12.7619	536	0.5807	0.7879	0.5807	0.7620
0.4001	12.8095	538	0.5372	0.8256	0.5372	0.7329
0.4001	12.8571	540	0.5361	0.8362	0.5361	0.7322
0.4001	12.9048	542	0.5435	0.8256	0.5435	0.7373
0.4001	12.9524	544	0.5748	0.7975	0.5748	0.7582
0.4001	13.0	546	0.5916	0.8025	0.5916	0.7692
0.4001	13.0476	548	0.6057	0.7947	0.6057	0.7783
0.4001	13.0952	550	0.6038	0.7682	0.6038	0.7770
0.4001	13.1429	552	0.5835	0.7895	0.5835	0.7639
0.4001	13.1905	554	0.6035	0.7632	0.6035	0.7769
0.4001	13.2381	556	0.5948	0.7632	0.5948	0.7712
0.4001	13.2857	558	0.5487	0.7792	0.5487	0.7407
0.4001	13.3333	560	0.5333	0.8098	0.5333	0.7303
0.4001	13.3810	562	0.5439	0.8242	0.5439	0.7375
0.4001	13.4286	564	0.5629	0.8242	0.5629	0.7502
0.4001	13.4762	566	0.5784	0.8242	0.5784	0.7605
0.4001	13.5238	568	0.5784	0.8242	0.5784	0.7605
0.4001	13.5714	570	0.5775	0.8101	0.5775	0.7599
0.4001	13.6190	572	0.5999	0.7815	0.5999	0.7745
0.4001	13.6667	574	0.6019	0.7815	0.6019	0.7758
0.4001	13.7143	576	0.5920	0.7815	0.5920	0.7694
0.4001	13.7619	578	0.5775	0.8105	0.5775	0.7599
0.4001	13.8095	580	0.5727	0.8153	0.5727	0.7568
0.4001	13.8571	582	0.5879	0.8153	0.5879	0.7668
0.4001	13.9048	584	0.5790	0.8153	0.5790	0.7609
0.4001	13.9524	586	0.5857	0.8199	0.5857	0.7653
0.4001	14.0	588	0.5633	0.8293	0.5633	0.7506
0.4001	14.0476	590	0.5546	0.8293	0.5546	0.7447
0.4001	14.0952	592	0.5604	0.8199	0.5604	0.7486
0.4001	14.1429	594	0.5844	0.8235	0.5844	0.7644
0.4001	14.1905	596	0.6115	0.76	0.6115	0.7820
0.4001	14.2381	598	0.6168	0.76	0.6168	0.7854
0.4001	14.2857	600	0.6163	0.7712	0.6163	0.7851
0.4001	14.3333	602	0.6251	0.7815	0.6251	0.7906
0.4001	14.3810	604	0.6122	0.7550	0.6122	0.7824
0.4001	14.4286	606	0.6265	0.7632	0.6265	0.7915
0.4001	14.4762	608	0.6364	0.7632	0.6364	0.7977
0.4001	14.5238	610	0.6094	0.7662	0.6094	0.7807
0.4001	14.5714	612	0.5818	0.7742	0.5818	0.7627
0.4001	14.6190	614	0.5840	0.7742	0.5840	0.7642
0.4001	14.6667	616	0.6236	0.7532	0.6236	0.7897
0.4001	14.7143	618	0.6219	0.7320	0.6219	0.7886
0.4001	14.7619	620	0.6447	0.72	0.6447	0.8029
0.4001	14.8095	622	0.7508	0.7013	0.7508	0.8665
0.4001	14.8571	624	0.8167	0.7013	0.8167	0.9037
0.4001	14.9048	626	0.7702	0.7020	0.7702	0.8776
0.4001	14.9524	628	0.6825	0.7413	0.6825	0.8261
0.4001	15.0	630	0.6723	0.7483	0.6723	0.8199
0.4001	15.0476	632	0.7320	0.7042	0.7320	0.8556
0.4001	15.0952	634	0.7439	0.6993	0.7439	0.8625
0.4001	15.1429	636	0.6899	0.7183	0.6899	0.8306
0.4001	15.1905	638	0.7076	0.7333	0.7076	0.8412
0.4001	15.2381	640	0.7905	0.7470	0.7905	0.8891
0.4001	15.2857	642	0.7889	0.7470	0.7889	0.8882
0.4001	15.3333	644	0.7153	0.7516	0.7153	0.8458
0.4001	15.3810	646	0.6563	0.7517	0.6563	0.8101
0.4001	15.4286	648	0.6405	0.7297	0.6405	0.8003
0.4001	15.4762	650	0.6318	0.7651	0.6318	0.7949
0.4001	15.5238	652	0.6369	0.7451	0.6369	0.7981
0.4001	15.5714	654	0.6435	0.7451	0.6435	0.8022
0.4001	15.6190	656	0.6333	0.7451	0.6333	0.7958
0.4001	15.6667	658	0.6144	0.7682	0.6144	0.7838
0.4001	15.7143	660	0.6081	0.7682	0.6081	0.7798
0.4001	15.7619	662	0.5904	0.7843	0.5904	0.7684
0.4001	15.8095	664	0.5735	0.8052	0.5735	0.7573
0.4001	15.8571	666	0.5720	0.8158	0.5720	0.7563
0.4001	15.9048	668	0.5547	0.8258	0.5547	0.7448
0.4001	15.9524	670	0.5293	0.8199	0.5293	0.7276
0.4001	16.0	672	0.5699	0.8148	0.5699	0.7549
0.4001	16.0476	674	0.6332	0.7763	0.6332	0.7957
0.4001	16.0952	676	0.6469	0.7763	0.6469	0.8043
0.4001	16.1429	678	0.6686	0.7843	0.6686	0.8177
0.4001	16.1905	680	0.6781	0.8025	0.6781	0.8235
0.4001	16.2381	682	0.6928	0.7843	0.6928	0.8324
0.4001	16.2857	684	0.6956	0.7843	0.6956	0.8340
0.4001	16.3333	686	0.6867	0.7843	0.6867	0.8287
0.4001	16.3810	688	0.6533	0.7843	0.6533	0.8083
0.4001	16.4286	690	0.6191	0.7925	0.6191	0.7869
0.4001	16.4762	692	0.6035	0.8024	0.6035	0.7768
0.4001	16.5238	694	0.5882	0.8148	0.5882	0.7670
0.4001	16.5714	696	0.5853	0.8050	0.5853	0.7650
0.4001	16.6190	698	0.6035	0.7792	0.6035	0.7769
0.4001	16.6667	700	0.6127	0.8	0.6127	0.7828
0.4001	16.7143	702	0.6262	0.7975	0.6262	0.7913
0.4001	16.7619	704	0.6268	0.8077	0.6268	0.7917
0.4001	16.8095	706	0.6306	0.8101	0.6306	0.7941
0.4001	16.8571	708	0.6483	0.7949	0.6483	0.8052
0.4001	16.9048	710	0.6365	0.8075	0.6365	0.7978
0.4001	16.9524	712	0.6199	0.8	0.6199	0.7873
0.4001	17.0	714	0.6058	0.8101	0.6058	0.7783
0.4001	17.0476	716	0.5712	0.8049	0.5712	0.7558
0.4001	17.0952	718	0.5446	0.8049	0.5446	0.7379
0.4001	17.1429	720	0.5436	0.8049	0.5436	0.7373
0.4001	17.1905	722	0.5559	0.8052	0.5559	0.7456
0.4001	17.2381	724	0.5761	0.8052	0.5761	0.7590
0.4001	17.2857	726	0.6017	0.7895	0.6017	0.7757
0.4001	17.3333	728	0.6239	0.7919	0.6239	0.7899
0.4001	17.3810	730	0.6346	0.7919	0.6346	0.7966
0.4001	17.4286	732	0.6059	0.7974	0.6059	0.7784
0.4001	17.4762	734	0.5812	0.7975	0.5812	0.7624
0.4001	17.5238	736	0.5869	0.7949	0.5869	0.7661
0.4001	17.5714	738	0.5921	0.7950	0.5921	0.7694
0.4001	17.6190	740	0.5774	0.7925	0.5774	0.7598
0.4001	17.6667	742	0.5810	0.8	0.5810	0.7623
0.4001	17.7143	744	0.6957	0.7432	0.6957	0.8341
0.4001	17.7619	746	0.8797	0.6968	0.8797	0.9379
0.4001	17.8095	748	0.9620	0.6536	0.9620	0.9808
0.4001	17.8571	750	0.8803	0.6842	0.8803	0.9383
0.4001	17.9048	752	0.7235	0.7417	0.7235	0.8506
0.4001	17.9524	754	0.6320	0.7417	0.6320	0.7950
0.4001	18.0	756	0.6035	0.7792	0.6035	0.7769
0.4001	18.0476	758	0.6088	0.7898	0.6088	0.7803
0.4001	18.0952	760	0.6097	0.7898	0.6097	0.7808
0.4001	18.1429	762	0.5919	0.7848	0.5919	0.7694
0.4001	18.1905	764	0.5993	0.76	0.5993	0.7741
0.4001	18.2381	766	0.6335	0.7467	0.6335	0.7960
0.4001	18.2857	768	0.6467	0.7403	0.6467	0.8042
0.4001	18.3333	770	0.6320	0.7578	0.6320	0.7950
0.4001	18.3810	772	0.6007	0.7742	0.6007	0.7750
0.4001	18.4286	774	0.6055	0.7632	0.6055	0.7781
0.4001	18.4762	776	0.6057	0.7595	0.6057	0.7783
0.4001	18.5238	778	0.5910	0.7799	0.5910	0.7687
0.4001	18.5714	780	0.6158	0.7799	0.6158	0.7848
0.4001	18.6190	782	0.6273	0.7742	0.6273	0.7920
0.4001	18.6667	784	0.6217	0.8025	0.6217	0.7885
0.4001	18.7143	786	0.6223	0.7925	0.6223	0.7889
0.4001	18.7619	788	0.6317	0.7901	0.6317	0.7948
0.4001	18.8095	790	0.6332	0.7901	0.6332	0.7957
0.4001	18.8571	792	0.6278	0.7975	0.6278	0.7924
0.4001	18.9048	794	0.6192	0.7871	0.6192	0.7869
0.4001	18.9524	796	0.6322	0.7821	0.6322	0.7951
0.4001	19.0	798	0.6366	0.7799	0.6366	0.7979
0.4001	19.0476	800	0.6241	0.8050	0.6241	0.7900
0.4001	19.0952	802	0.6046	0.8121	0.6046	0.7775
0.4001	19.1429	804	0.6155	0.7879	0.6155	0.7845
0.4001	19.1905	806	0.6452	0.7738	0.6452	0.8032
0.4001	19.2381	808	0.6463	0.7805	0.6463	0.8039
0.4001	19.2857	810	0.6425	0.7853	0.6425	0.8015
0.4001	19.3333	812	0.6701	0.7871	0.6701	0.8186
0.4001	19.3810	814	0.7166	0.7417	0.7166	0.8465
0.4001	19.4286	816	0.7663	0.7162	0.7663	0.8754
0.4001	19.4762	818	0.8014	0.7075	0.8014	0.8952
0.4001	19.5238	820	0.8064	0.7162	0.8064	0.8980
0.4001	19.5714	822	0.7837	0.7237	0.7837	0.8853
0.4001	19.6190	824	0.7304	0.7532	0.7304	0.8546
0.4001	19.6667	826	0.6946	0.7712	0.6946	0.8334
0.4001	19.7143	828	0.6769	0.7662	0.6769	0.8227
0.4001	19.7619	830	0.6470	0.7771	0.6470	0.8044
0.4001	19.8095	832	0.6428	0.7821	0.6428	0.8018
0.4001	19.8571	834	0.6609	0.75	0.6609	0.8130
0.4001	19.9048	836	0.6734	0.7662	0.6734	0.8206
0.4001	19.9524	838	0.6736	0.7662	0.6736	0.8207
0.4001	20.0	840	0.6601	0.7662	0.6601	0.8125
0.4001	20.0476	842	0.6436	0.7949	0.6436	0.8023
0.4001	20.0952	844	0.6355	0.7949	0.6355	0.7972
0.4001	20.1429	846	0.6379	0.7848	0.6379	0.7987
0.4001	20.1905	848	0.6630	0.7582	0.6630	0.8142
0.4001	20.2381	850	0.6796	0.7451	0.6796	0.8244
0.4001	20.2857	852	0.6995	0.7712	0.6995	0.8363
0.4001	20.3333	854	0.7018	0.7763	0.7018	0.8377
0.4001	20.3810	856	0.6835	0.7613	0.6835	0.8268
0.4001	20.4286	858	0.6824	0.7947	0.6824	0.8261
0.4001	20.4762	860	0.6664	0.7922	0.6664	0.8164
0.4001	20.5238	862	0.6607	0.7843	0.6607	0.8129
0.4001	20.5714	864	0.6343	0.7922	0.6343	0.7964
0.4001	20.6190	866	0.6133	0.8129	0.6133	0.7831
0.4001	20.6667	868	0.6142	0.8129	0.6142	0.7837
0.4001	20.7143	870	0.6432	0.7947	0.6432	0.8020
0.4001	20.7619	872	0.6945	0.7867	0.6945	0.8333
0.4001	20.8095	874	0.7146	0.7838	0.7146	0.8454
0.4001	20.8571	876	0.7353	0.7755	0.7353	0.8575
0.4001	20.9048	878	0.7378	0.7703	0.7378	0.8590
0.4001	20.9524	880	0.7158	0.7703	0.7158	0.8461
0.4001	21.0	882	0.6692	0.7947	0.6692	0.8180
0.4001	21.0476	884	0.6167	0.8101	0.6167	0.7853
0.4001	21.0952	886	0.5838	0.8176	0.5838	0.7641
0.4001	21.1429	888	0.5760	0.8221	0.5760	0.7590
0.4001	21.1905	890	0.5855	0.8125	0.5855	0.7652
0.4001	21.2381	892	0.6217	0.8025	0.6217	0.7885
0.4001	21.2857	894	0.6744	0.7595	0.6744	0.8212
0.4001	21.3333	896	0.7291	0.7179	0.7291	0.8539
0.4001	21.3810	898	0.7877	0.7059	0.7877	0.8875
0.4001	21.4286	900	0.8030	0.6933	0.8030	0.8961
0.4001	21.4762	902	0.7615	0.7059	0.7615	0.8726
0.4001	21.5238	904	0.6782	0.7742	0.6782	0.8235
0.4001	21.5714	906	0.6138	0.8025	0.6138	0.7834
0.4001	21.6190	908	0.5857	0.8050	0.5857	0.7653
0.4001	21.6667	910	0.5788	0.8125	0.5788	0.7608
0.4001	21.7143	912	0.5641	0.8221	0.5641	0.7511
0.4001	21.7619	914	0.5818	0.8221	0.5818	0.7627
0.4001	21.8095	916	0.6403	0.7875	0.6403	0.8002
0.4001	21.8571	918	0.6850	0.7550	0.6850	0.8277
0.4001	21.9048	920	0.6776	0.7733	0.6776	0.8232
0.4001	21.9524	922	0.6559	0.7763	0.6559	0.8099
0.4001	22.0	924	0.6357	0.7974	0.6357	0.7973
0.4001	22.0476	926	0.6199	0.7974	0.6199	0.7873
0.4001	22.0952	928	0.5814	0.8050	0.5814	0.7625
0.4001	22.1429	930	0.5707	0.8121	0.5707	0.7555
0.4001	22.1905	932	0.5501	0.8171	0.5501	0.7417
0.4001	22.2381	934	0.5281	0.8	0.5281	0.7267
0.4001	22.2857	936	0.5390	0.7871	0.5390	0.7341
0.4001	22.3333	938	0.5839	0.7799	0.5839	0.7641
0.4001	22.3810	940	0.5908	0.7799	0.5908	0.7686
0.4001	22.4286	942	0.5518	0.7871	0.5518	0.7428
0.4001	22.4762	944	0.5602	0.8242	0.5602	0.7485
0.4001	22.5238	946	0.6536	0.7861	0.6536	0.8085
0.4001	22.5714	948	0.7251	0.7081	0.7251	0.8515
0.4001	22.6190	950	0.7200	0.7467	0.7200	0.8485
0.4001	22.6667	952	0.6982	0.7651	0.6982	0.8356
0.4001	22.7143	954	0.6743	0.7763	0.6743	0.8212
0.4001	22.7619	956	0.6645	0.7792	0.6645	0.8152
0.4001	22.8095	958	0.6423	0.7974	0.6423	0.8014
0.4001	22.8571	960	0.6127	0.8125	0.6127	0.7827
0.4001	22.9048	962	0.6156	0.7925	0.6156	0.7846
0.4001	22.9524	964	0.6634	0.7692	0.6634	0.8145
0.4001	23.0	966	0.7280	0.7159	0.7280	0.8532
0.4001	23.0476	968	0.7380	0.7168	0.7380	0.8591
0.4001	23.0952	970	0.6936	0.7229	0.6936	0.8328
0.4001	23.1429	972	0.6715	0.75	0.6715	0.8195
0.4001	23.1905	974	0.6573	0.7898	0.6573	0.8107
0.4001	23.2381	976	0.6539	0.7871	0.6539	0.8087
0.4001	23.2857	978	0.6502	0.7949	0.6502	0.8064
0.4001	23.3333	980	0.6452	0.7949	0.6452	0.8032
0.4001	23.3810	982	0.6462	0.7949	0.6462	0.8039
0.4001	23.4286	984	0.6544	0.7871	0.6544	0.8089
0.4001	23.4762	986	0.6708	0.7662	0.6708	0.8190
0.4001	23.5238	988	0.6701	0.7763	0.6701	0.8186
0.4001	23.5714	990	0.6578	0.7871	0.6578	0.8110
0.4001	23.6190	992	0.6736	0.7613	0.6736	0.8207
0.4001	23.6667	994	0.7107	0.7561	0.7107	0.8430
0.4001	23.7143	996	0.7319	0.75	0.7319	0.8555
0.4001	23.7619	998	0.7217	0.7394	0.7217	0.8495
0.0709	23.8095	1000	0.6955	0.7561	0.6955	0.8340
0.0709	23.8571	1002	0.7002	0.7701	0.7002	0.8368
0.0709	23.9048	1004	0.6691	0.7719	0.6691	0.8180
0.0709	23.9524	1006	0.6569	0.7657	0.6569	0.8105
0.0709	24.0	1008	0.6317	0.7717	0.6317	0.7948
0.0709	24.0476	1010	0.6074	0.7869	0.6074	0.7793
0.0709	24.0952	1012	0.5866	0.8066	0.5866	0.7659
0.0709	24.1429	1014	0.5912	0.7889	0.5912	0.7689
0.0709	24.1905	1016	0.6342	0.7701	0.6342	0.7963
0.0709	24.2381	1018	0.7027	0.725	0.7027	0.8383
0.0709	24.2857	1020	0.7646	0.7013	0.7646	0.8744
0.0709	24.3333	1022	0.7653	0.7152	0.7653	0.8748
0.0709	24.3810	1024	0.7181	0.7550	0.7181	0.8474
0.0709	24.4286	1026	0.6597	0.7712	0.6597	0.8122
0.0709	24.4762	1028	0.6402	0.7712	0.6402	0.8001
0.0709	24.5238	1030	0.6321	0.7662	0.6321	0.7951
0.0709	24.5714	1032	0.6226	0.7871	0.6226	0.7890
0.0709	24.6190	1034	0.6151	0.7975	0.6151	0.7843
0.0709	24.6667	1036	0.5988	0.8047	0.5988	0.7738
0.0709	24.7143	1038	0.5912	0.8047	0.5912	0.7689
0.0709	24.7619	1040	0.5893	0.8025	0.5893	0.7677
0.0709	24.8095	1042	0.6032	0.8025	0.6032	0.7766
0.0709	24.8571	1044	0.6105	0.8025	0.6105	0.7814
0.0709	24.9048	1046	0.6255	0.7792	0.6255	0.7909
0.0709	24.9524	1048	0.6550	0.7871	0.6550	0.8093
0.0709	25.0	1050	0.6802	0.7742	0.6802	0.8248
0.0709	25.0476	1052	0.6709	0.7662	0.6709	0.8191
0.0709	25.0952	1054	0.6547	0.7871	0.6547	0.8091
0.0709	25.1429	1056	0.6501	0.7871	0.6501	0.8063
0.0709	25.1905	1058	0.6519	0.7561	0.6519	0.8074
0.0709	25.2381	1060	0.6453	0.7857	0.6453	0.8033
0.0709	25.2857	1062	0.6340	0.7953	0.6340	0.7963
0.0709	25.3333	1064	0.6054	0.7784	0.6054	0.7781
0.0709	25.3810	1066	0.5965	0.7871	0.5965	0.7723
0.0709	25.4286	1068	0.6000	0.7922	0.6000	0.7746
0.0709	25.4762	1070	0.6118	0.7922	0.6118	0.7822
0.0709	25.5238	1072	0.6170	0.7871	0.6170	0.7855
0.0709	25.5714	1074	0.6249	0.7871	0.6249	0.7905
0.0709	25.6190	1076	0.6238	0.7949	0.6238	0.7898
0.0709	25.6667	1078	0.6372	0.8	0.6372	0.7983
0.0709	25.7143	1080	0.6559	0.7898	0.6559	0.8099
0.0709	25.7619	1082	0.6521	0.7654	0.6521	0.8075
0.0709	25.8095	1084	0.6386	0.7953	0.6386	0.7991
0.0709	25.8571	1086	0.6243	0.7953	0.6243	0.7902
0.0709	25.9048	1088	0.6156	0.7976	0.6156	0.7846
0.0709	25.9524	1090	0.6139	0.8025	0.6139	0.7835
0.0709	26.0	1092	0.6004	0.7950	0.6004	0.7748
0.0709	26.0476	1094	0.6035	0.8050	0.6035	0.7768
0.0709	26.0952	1096	0.6163	0.7949	0.6163	0.7851
0.0709	26.1429	1098	0.6178	0.7949	0.6178	0.7860
0.0709	26.1905	1100	0.6115	0.7949	0.6115	0.7820
0.0709	26.2381	1102	0.6096	0.7871	0.6096	0.7807
0.0709	26.2857	1104	0.6183	0.7871	0.6183	0.7863
0.0709	26.3333	1106	0.6356	0.7792	0.6356	0.7973
0.0709	26.3810	1108	0.6455	0.7871	0.6455	0.8034
0.0709	26.4286	1110	0.6445	0.7871	0.6445	0.8028
0.0709	26.4762	1112	0.6580	0.7742	0.6580	0.8112
0.0709	26.5238	1114	0.6436	0.8050	0.6436	0.8022
0.0709	26.5714	1116	0.6112	0.8049	0.6112	0.7818
0.0709	26.6190	1118	0.5778	0.7950	0.5778	0.7601
0.0709	26.6667	1120	0.5828	0.8101	0.5828	0.7634
0.0709	26.7143	1122	0.5817	0.8075	0.5817	0.7627
0.0709	26.7619	1124	0.5878	0.7950	0.5878	0.7667
0.0709	26.8095	1126	0.6472	0.8050	0.6472	0.8045
0.0709	26.8571	1128	0.7226	0.7547	0.7226	0.8500
0.0709	26.9048	1130	0.7571	0.7170	0.7571	0.8701
0.0709	26.9524	1132	0.7441	0.7375	0.7441	0.8626
0.0709	27.0	1134	0.6649	0.8050	0.6649	0.8154
0.0709	27.0476	1136	0.6038	0.8098	0.6038	0.7770
0.0709	27.0952	1138	0.5807	0.8125	0.5807	0.7620
0.0709	27.1429	1140	0.5651	0.8144	0.5651	0.7517
0.0709	27.1905	1142	0.5501	0.8324	0.5501	0.7417
0.0709	27.2381	1144	0.5548	0.8242	0.5548	0.7449
0.0709	27.2857	1146	0.5791	0.8333	0.5791	0.7610
0.0709	27.3333	1148	0.5934	0.8254	0.5934	0.7703
0.0709	27.3810	1150	0.5944	0.8156	0.5944	0.7710
0.0709	27.4286	1152	0.6148	0.8045	0.6148	0.7841
0.0709	27.4762	1154	0.6654	0.7640	0.6654	0.8157
0.0709	27.5238	1156	0.7077	0.7749	0.7077	0.8413
0.0709	27.5714	1158	0.7109	0.7857	0.7109	0.8432
0.0709	27.6190	1160	0.6411	0.8144	0.6411	0.8007
0.0709	27.6667	1162	0.5725	0.8324	0.5725	0.7567
0.0709	27.7143	1164	0.5409	0.8172	0.5409	0.7354
0.0709	27.7619	1166	0.5318	0.7955	0.5318	0.7292
0.0709	27.8095	1168	0.5365	0.8024	0.5365	0.7324
0.0709	27.8571	1170	0.5497	0.8049	0.5497	0.7414
0.0709	27.9048	1172	0.5840	0.7927	0.5840	0.7642
0.0709	27.9524	1174	0.6466	0.7758	0.6466	0.8041
0.0709	28.0	1176	0.7059	0.7326	0.7059	0.8402
0.0709	28.0476	1178	0.7501	0.6977	0.7501	0.8661
0.0709	28.0952	1180	0.7447	0.6867	0.7447	0.8630
0.0709	28.1429	1182	0.6871	0.7439	0.6871	0.8289
0.0709	28.1905	1184	0.6212	0.7758	0.6212	0.7882
0.0709	28.2381	1186	0.5871	0.7853	0.5871	0.7662
0.0709	28.2857	1188	0.5897	0.7711	0.5897	0.7679
0.0709	28.3333	1190	0.6013	0.7711	0.6013	0.7754
0.0709	28.3810	1192	0.6078	0.7711	0.6078	0.7796
0.0709	28.4286	1194	0.6021	0.7711	0.6021	0.7760
0.0709	28.4762	1196	0.5901	0.7811	0.5901	0.7682
0.0709	28.5238	1198	0.5825	0.7811	0.5825	0.7632
0.0709	28.5714	1200	0.5953	0.7811	0.5953	0.7716
0.0709	28.6190	1202	0.5867	0.7952	0.5867	0.7660
0.0709	28.6667	1204	0.5783	0.8101	0.5783	0.7605
0.0709	28.7143	1206	0.5768	0.8025	0.5768	0.7595
0.0709	28.7619	1208	0.5806	0.8025	0.5806	0.7620
0.0709	28.8095	1210	0.5885	0.8025	0.5885	0.7672
0.0709	28.8571	1212	0.5962	0.8050	0.5962	0.7721
0.0709	28.9048	1214	0.6118	0.8025	0.6118	0.7822
0.0709	28.9524	1216	0.6318	0.7791	0.6318	0.7949
0.0709	29.0	1218	0.6390	0.7978	0.6390	0.7993
0.0709	29.0476	1220	0.6313	0.7791	0.6313	0.7946
0.0709	29.0952	1222	0.6011	0.8072	0.6011	0.7753
0.0709	29.1429	1224	0.5855	0.8	0.5855	0.7652
0.0709	29.1905	1226	0.5901	0.7925	0.5901	0.7682
0.0709	29.2381	1228	0.6129	0.8050	0.6129	0.7829
0.0709	29.2857	1230	0.6493	0.8050	0.6493	0.8058
0.0709	29.3333	1232	0.6710	0.8	0.6710	0.8191
0.0709	29.3810	1234	0.6806	0.7821	0.6806	0.8250
0.0709	29.4286	1236	0.6770	0.7821	0.6770	0.8228
0.0709	29.4762	1238	0.6584	0.7821	0.6584	0.8114
0.0709	29.5238	1240	0.6260	0.8050	0.6260	0.7912
0.0709	29.5714	1242	0.5865	0.8050	0.5865	0.7658
0.0709	29.6190	1244	0.5500	0.8050	0.5500	0.7416
0.0709	29.6667	1246	0.5290	0.8050	0.5290	0.7273
0.0709	29.7143	1248	0.5282	0.8050	0.5282	0.7268
0.0709	29.7619	1250	0.5411	0.8050	0.5411	0.7356
0.0709	29.8095	1252	0.5693	0.7976	0.5693	0.7545
0.0709	29.8571	1254	0.6012	0.7976	0.6012	0.7754
0.0709	29.9048	1256	0.6392	0.7738	0.6392	0.7995
0.0709	29.9524	1258	0.6424	0.7805	0.6424	0.8015
0.0709	30.0	1260	0.6464	0.7848	0.6464	0.8040
0.0709	30.0476	1262	0.6484	0.7848	0.6484	0.8052
0.0709	30.0952	1264	0.6498	0.7950	0.6498	0.8061
0.0709	30.1429	1266	0.6400	0.7875	0.6400	0.8000
0.0709	30.1905	1268	0.6317	0.7949	0.6317	0.7948
0.0709	30.2381	1270	0.6478	0.7922	0.6478	0.8049
0.0709	30.2857	1272	0.6739	0.7974	0.6739	0.8209
0.0709	30.3333	1274	0.6970	0.7582	0.6970	0.8349
0.0709	30.3810	1276	0.7000	0.7582	0.7000	0.8367
0.0709	30.4286	1278	0.6729	0.7974	0.6729	0.8203
0.0709	30.4762	1280	0.6378	0.7922	0.6378	0.7986
0.0709	30.5238	1282	0.6026	0.7922	0.6026	0.7763
0.0709	30.5714	1284	0.5770	0.8148	0.5770	0.7596
0.0709	30.6190	1286	0.5666	0.8148	0.5666	0.7528
0.0709	30.6667	1288	0.5654	0.7976	0.5654	0.7519
0.0709	30.7143	1290	0.5819	0.7953	0.5819	0.7628
0.0709	30.7619	1292	0.6051	0.7931	0.6051	0.7779
0.0709	30.8095	1294	0.6423	0.7865	0.6423	0.8014
0.0709	30.8571	1296	0.7030	0.7640	0.7030	0.8385
0.0709	30.9048	1298	0.7163	0.7458	0.7163	0.8463
0.0709	30.9524	1300	0.6657	0.7558	0.6657	0.8159
0.0709	31.0	1302	0.5957	0.7977	0.5957	0.7718
0.0709	31.0476	1304	0.5708	0.8	0.5708	0.7555
0.0709	31.0952	1306	0.5573	0.8	0.5573	0.7465
0.0709	31.1429	1308	0.5526	0.8	0.5526	0.7434
0.0709	31.1905	1310	0.5656	0.7904	0.5656	0.7521
0.0709	31.2381	1312	0.5715	0.7904	0.5715	0.7560
0.0709	31.2857	1314	0.5671	0.7904	0.5671	0.7531
0.0709	31.3333	1316	0.5646	0.7975	0.5646	0.7514
0.0709	31.3810	1318	0.5634	0.7975	0.5634	0.7506
0.0709	31.4286	1320	0.5685	0.8105	0.5685	0.7540
0.0709	31.4762	1322	0.5674	0.8105	0.5674	0.7532
0.0709	31.5238	1324	0.5682	0.8026	0.5682	0.7538
0.0709	31.5714	1326	0.5607	0.8075	0.5607	0.7488
0.0709	31.6190	1328	0.5538	0.8098	0.5538	0.7442
0.0709	31.6667	1330	0.5515	0.8187	0.5515	0.7427
0.0709	31.7143	1332	0.5485	0.8161	0.5485	0.7406
0.0709	31.7619	1334	0.5559	0.8	0.5559	0.7456
0.0709	31.8095	1336	0.5948	0.7953	0.5948	0.7712
0.0709	31.8571	1338	0.6622	0.7674	0.6622	0.8138
0.0709	31.9048	1340	0.7007	0.7356	0.7007	0.8371
0.0709	31.9524	1342	0.7323	0.7356	0.7323	0.8558
0.0709	32.0	1344	0.7287	0.7356	0.7287	0.8537
0.0709	32.0476	1346	0.7100	0.7262	0.7100	0.8426
0.0709	32.0952	1348	0.6698	0.7607	0.6698	0.8184
0.0709	32.1429	1350	0.6501	0.7712	0.6501	0.8063
0.0709	32.1905	1352	0.6215	0.7662	0.6215	0.7883
0.0709	32.2381	1354	0.6179	0.7742	0.6179	0.7861
0.0709	32.2857	1356	0.6262	0.7662	0.6262	0.7913
0.0709	32.3333	1358	0.6094	0.8050	0.6094	0.7806
0.0709	32.3810	1360	0.5941	0.8101	0.5941	0.7708
0.0709	32.4286	1362	0.5829	0.8101	0.5829	0.7635
0.0709	32.4762	1364	0.5843	0.7843	0.5843	0.7644
0.0709	32.5238	1366	0.5954	0.7843	0.5954	0.7716
0.0709	32.5714	1368	0.6161	0.7843	0.6161	0.7849
0.0709	32.6190	1370	0.6458	0.7712	0.6458	0.8036
0.0709	32.6667	1372	0.6635	0.7733	0.6635	0.8146
0.0709	32.7143	1374	0.6658	0.7733	0.6658	0.8159
0.0709	32.7619	1376	0.6696	0.7733	0.6696	0.8183
0.0709	32.8095	1378	0.6622	0.7867	0.6622	0.8138
0.0709	32.8571	1380	0.6581	0.7867	0.6581	0.8113
0.0709	32.9048	1382	0.6535	0.7843	0.6535	0.8084
0.0709	32.9524	1384	0.6504	0.7662	0.6504	0.8064
0.0709	33.0	1386	0.6667	0.7742	0.6667	0.8165
0.0709	33.0476	1388	0.6910	0.7097	0.6910	0.8312
0.0709	33.0952	1390	0.7096	0.6883	0.7096	0.8424
0.0709	33.1429	1392	0.7157	0.6792	0.7157	0.8460
0.0709	33.1905	1394	0.6948	0.7389	0.6948	0.8335
0.0709	33.2381	1396	0.6731	0.7389	0.6731	0.8204

Framework versions

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