07-12-21-37

This model is a fine-tuned version of dbmdz/bert-base-turkish-cased on an unknown dataset. It achieves the following results on the evaluation set:

• Loss: 0.2855
• Hate Precision: 0.9138
• Hate Recall: 0.848
• Hate F1: 0.8797
• Sexual Precision: 1.0
• Sexual Recall: 0.9333
• Sexual F1: 0.9655
• Self Harm Precision: 0.7143
• Self Harm Recall: 1.0
• Self Harm F1: 0.8333
• Neutral Precision: 0.8876
• Neutral Recall: 0.9259
• Neutral F1: 0.9063
• Macro Precision: 0.8789
• Macro Recall: 0.9268
• Macro F1: 0.8962

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: 16
• eval_batch_size: 16
• seed: 42
• optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
• lr_scheduler_type: linear
• num_epochs: 30

Training results

Training Loss	Epoch	Step	Validation Loss	Hate Precision	Hate Recall	Hate F1	Sexual Precision	Sexual Recall	Sexual F1	Self Harm Precision	Self Harm Recall	Self Harm F1	Neutral Precision	Neutral Recall	Neutral F1	Macro Precision	Macro Recall	Macro F1
0.607	0.1299	10	0.5184	0.4167	0.04	0.0730	0.0	0.0	0.0	0.0	0.0	0.0	0.6129	0.2346	0.3393	0.2574	0.0686	0.1031
0.4947	0.2597	20	0.4590	0.5556	0.04	0.0746	0.0	0.0	0.0	0.0	0.0	0.0	0.5275	0.8889	0.6621	0.2708	0.2322	0.1842
0.4482	0.3896	30	0.4186	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.5421	0.9938	0.7015	0.1355	0.2485	0.1754
0.4094	0.5195	40	0.4017	1.0	0.008	0.0159	0.0	0.0	0.0	0.0	0.0	0.0	0.5476	0.9938	0.7061	0.3869	0.2505	0.1805
0.4157	0.6494	50	0.3790	0.9574	0.36	0.5233	0.0	0.0	0.0	0.0	0.0	0.0	0.6667	0.9136	0.7708	0.4060	0.3184	0.3235
0.3897	0.7792	60	0.3565	0.8222	0.592	0.6884	0.0	0.0	0.0	0.0	0.0	0.0	0.6540	0.9568	0.7769	0.3691	0.3872	0.3663
0.3792	0.9091	70	0.3327	0.9839	0.488	0.6524	0.0	0.0	0.0	0.0	0.0	0.0	0.6926	0.9877	0.8142	0.4191	0.3689	0.3667
0.3237	1.0390	80	0.2920	0.7681	0.848	0.8061	0.0	0.0	0.0	0.0	0.0	0.0	0.8364	0.8519	0.8440	0.4011	0.4250	0.4125
0.2857	1.1688	90	0.2572	0.9468	0.712	0.8128	0.0	0.0	0.0	0.0	0.0	0.0	0.785	0.9691	0.8674	0.4330	0.4203	0.4200
0.2501	1.2987	100	0.2485	0.9878	0.648	0.7826	0.0	0.0	0.0	0.0	0.0	0.0	0.7571	0.9815	0.8548	0.4362	0.4074	0.4094
0.2342	1.4286	110	0.2290	0.8632	0.808	0.8347	0.0	0.0	0.0	0.6667	0.8	0.7273	0.85	0.8395	0.8447	0.5950	0.6119	0.6017
0.1905	1.5584	120	0.2192	0.9787	0.736	0.8402	0.7059	0.8	0.75	0.5556	1.0	0.7143	0.8063	0.9506	0.8725	0.7616	0.8717	0.7942
0.2265	1.6883	130	0.1983	0.9327	0.776	0.8472	0.7857	0.7333	0.7586	0.3846	1.0	0.5556	0.8407	0.9444	0.8895	0.7359	0.8634	0.7627
0.1831	1.8182	140	0.1849	0.8651	0.872	0.8685	0.75	0.8	0.7742	0.7143	1.0	0.8333	0.8795	0.9012	0.8902	0.8022	0.8933	0.8416
0.1844	1.9481	150	0.1767	0.8983	0.848	0.8724	0.8462	0.7333	0.7857	0.8333	1.0	0.9091	0.8765	0.9198	0.8976	0.8636	0.8753	0.8662
0.1259	2.0779	160	0.1726	0.9052	0.84	0.8714	0.8125	0.8667	0.8387	0.625	1.0	0.7692	0.8765	0.9198	0.8976	0.8048	0.9066	0.8442
0.1509	2.2078	170	0.1811	0.8843	0.856	0.8699	1.0	0.8667	0.9286	0.5556	1.0	0.7143	0.8882	0.8827	0.8854	0.8320	0.9013	0.8496
0.1065	2.3377	180	0.1896	0.8810	0.888	0.8845	1.0	0.9333	0.9655	0.625	1.0	0.7692	0.9067	0.8395	0.8718	0.8532	0.9152	0.8728
0.1388	2.4675	190	0.1650	0.9060	0.848	0.8760	1.0	0.8	0.8889	0.7143	1.0	0.8333	0.8916	0.9136	0.9024	0.8780	0.8904	0.8752
0.0831	2.5974	200	0.1767	0.9352	0.808	0.8670	1.0	0.8667	0.9286	0.5	1.0	0.6667	0.8588	0.9383	0.8968	0.8235	0.9032	0.8397
0.0968	2.7273	210	0.1802	0.9196	0.824	0.8692	1.0	0.9333	0.9655	0.5556	1.0	0.7143	0.8655	0.9136	0.8889	0.8352	0.9177	0.8595
0.1086	2.8571	220	0.1733	0.9346	0.8	0.8621	1.0	0.8	0.8889	0.5	1.0	0.6667	0.8539	0.9383	0.8941	0.8221	0.8846	0.8279
0.1279	2.9870	230	0.1559	0.8926	0.864	0.8780	1.0	0.9333	0.9655	1.0	1.0	1.0	0.8916	0.9136	0.9024	0.9460	0.9277	0.9365
0.0694	3.1169	240	0.1680	0.8974	0.84	0.8678	1.0	0.9333	0.9655	0.625	1.0	0.7692	0.8810	0.9136	0.8970	0.8508	0.9217	0.8749
0.0466	3.2468	250	0.1710	0.9364	0.824	0.8766	1.0	0.9333	0.9655	0.8333	1.0	0.9091	0.8736	0.9383	0.9048	0.9108	0.9239	0.9140
0.0644	3.3766	260	0.1805	0.8421	0.896	0.8682	1.0	0.9333	0.9655	1.0	1.0	1.0	0.9097	0.8704	0.8896	0.9379	0.9249	0.9308
0.0743	3.5065	270	0.1776	0.8740	0.888	0.8810	1.0	0.9333	0.9655	0.625	1.0	0.7692	0.8994	0.8827	0.8910	0.8496	0.9260	0.8767
0.0642	3.6364	280	0.1768	0.8730	0.88	0.8765	1.0	0.9333	0.9655	0.625	1.0	0.7692	0.9057	0.8889	0.8972	0.8509	0.9256	0.8771
0.0565	3.7662	290	0.1629	0.9138	0.848	0.8797	1.0	0.9333	0.9655	0.8333	1.0	0.9091	0.8882	0.9321	0.9096	0.9088	0.9284	0.9160
0.0427	3.8961	300	0.1681	0.9196	0.824	0.8692	1.0	0.9333	0.9655	1.0	1.0	1.0	0.875	0.9506	0.9112	0.9487	0.9270	0.9365
0.0663	4.0260	310	0.1691	0.8730	0.88	0.8765	1.0	0.9333	0.9655	1.0	1.0	1.0	0.9068	0.9012	0.9040	0.9450	0.9286	0.9365
0.0267	4.1558	320	0.1726	0.9369	0.832	0.8814	1.0	0.9333	0.9655	1.0	1.0	1.0	0.88	0.9506	0.9139	0.9542	0.9290	0.9402
0.0351	4.2857	330	0.1742	0.8790	0.872	0.8755	1.0	0.9333	0.9655	1.0	1.0	1.0	0.9018	0.9074	0.9046	0.9452	0.9282	0.9364
0.0226	4.4156	340	0.1856	0.8682	0.896	0.8819	1.0	0.9333	0.9655	1.0	1.0	1.0	0.9108	0.8827	0.8966	0.9448	0.9280	0.9360
0.0546	4.5455	350	0.1859	0.8615	0.896	0.8784	1.0	0.9333	0.9655	1.0	1.0	1.0	0.9167	0.8827	0.8994	0.9446	0.9280	0.9358
0.0238	4.6753	360	0.1744	0.9130	0.84	0.875	1.0	0.9333	0.9655	1.0	1.0	1.0	0.8830	0.9321	0.9069	0.9490	0.9264	0.9369
0.0594	4.8052	370	0.1854	0.9444	0.816	0.8755	1.0	0.9333	0.9655	1.0	1.0	1.0	0.8764	0.9630	0.9176	0.9552	0.9281	0.9397
0.0415	4.9351	380	0.1925	0.8496	0.904	0.8760	1.0	0.9333	0.9655	1.0	1.0	1.0	0.9267	0.8580	0.8910	0.9441	0.9238	0.9331
0.0219	5.0649	390	0.1990	0.9444	0.816	0.8755	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8743	0.9444	0.9080	0.8833	0.9234	0.8956
0.0218	5.1948	400	0.1869	0.8926	0.864	0.8780	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.9	0.8889	0.8944	0.8767	0.9216	0.8928
0.0154	5.3247	410	0.1848	0.9076	0.864	0.8852	1.0	0.9333	0.9655	0.8333	1.0	0.9091	0.8970	0.9136	0.9052	0.9095	0.9277	0.9163
0.0169	5.4545	420	0.1975	0.9	0.864	0.8816	1.0	0.9333	0.9655	0.625	1.0	0.7692	0.8957	0.9012	0.8985	0.8552	0.9246	0.8787
0.0333	5.5844	430	0.1996	0.9224	0.856	0.8880	1.0	0.9333	0.9655	0.625	1.0	0.7692	0.8929	0.9259	0.9091	0.8601	0.9288	0.8830
0.0173	5.7143	440	0.2002	0.8992	0.856	0.8770	1.0	0.9333	0.9655	0.625	1.0	0.7692	0.8902	0.9012	0.8957	0.8536	0.9226	0.8769
0.0169	5.8442	450	0.2110	0.8730	0.88	0.8765	1.0	0.9333	0.9655	0.5556	1.0	0.7143	0.9032	0.8642	0.8833	0.8329	0.9194	0.8599
0.0147	5.9740	460	0.2046	0.9145	0.856	0.8843	1.0	0.9333	0.9655	0.5556	1.0	0.7143	0.8922	0.9198	0.9058	0.8406	0.9273	0.8675
0.0224	6.1039	470	0.2001	0.9068	0.856	0.8807	1.0	0.9333	0.9655	0.625	1.0	0.7692	0.8922	0.9198	0.9058	0.8560	0.9273	0.8803
0.0211	6.2338	480	0.1982	0.8661	0.88	0.8730	1.0	0.9333	0.9655	0.8333	1.0	0.9091	0.9051	0.8827	0.8938	0.9011	0.9240	0.9103
0.0172	6.3636	490	0.1980	0.8730	0.88	0.8765	1.0	0.9333	0.9655	0.8333	1.0	0.9091	0.9062	0.8951	0.9006	0.9031	0.9271	0.9129
0.0235	6.4935	500	0.1975	0.8862	0.872	0.8790	1.0	0.9333	0.9655	0.8333	1.0	0.9091	0.9012	0.9012	0.9012	0.9052	0.9266	0.9137
0.0086	6.6234	510	0.1967	0.9008	0.872	0.8862	1.0	0.9333	0.9655	0.8333	1.0	0.9091	0.8957	0.9012	0.8985	0.9075	0.9266	0.9148
0.0167	6.7532	520	0.1984	0.9008	0.872	0.8862	1.0	0.9333	0.9655	0.8333	1.0	0.9091	0.8963	0.9074	0.9018	0.9076	0.9282	0.9157
0.0086	6.8831	530	0.2052	0.9224	0.856	0.8880	1.0	0.9333	0.9655	0.625	1.0	0.7692	0.8929	0.9259	0.9091	0.8601	0.9288	0.8830
0.0192	7.0130	540	0.2146	0.9145	0.856	0.8843	1.0	0.9333	0.9655	0.625	1.0	0.7692	0.8916	0.9136	0.9024	0.8578	0.9257	0.8804
0.0088	7.1429	550	0.2150	0.8992	0.856	0.8770	1.0	0.9333	0.9655	0.625	1.0	0.7692	0.8902	0.9012	0.8957	0.8536	0.9226	0.8769
0.0083	7.2727	560	0.2122	0.9016	0.88	0.8907	1.0	0.9333	0.9655	0.8333	1.0	0.9091	0.9068	0.9012	0.9040	0.9105	0.9286	0.9173
0.0293	7.4026	570	0.2226	0.8992	0.856	0.8770	1.0	0.9333	0.9655	0.5556	1.0	0.7143	0.8896	0.8951	0.8923	0.8361	0.9211	0.8623
0.0116	7.5325	580	0.2242	0.9145	0.856	0.8843	1.0	0.9333	0.9655	0.5556	1.0	0.7143	0.8909	0.9074	0.8991	0.8402	0.9242	0.8658
0.0141	7.6623	590	0.2125	0.9016	0.88	0.8907	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.9074	0.9074	0.9074	0.8808	0.9302	0.8992
0.0091	7.7922	600	0.2109	0.8943	0.88	0.8871	1.0	0.9333	0.9655	0.8333	1.0	0.9091	0.9080	0.9136	0.9108	0.9089	0.9317	0.9181
0.0088	7.9221	610	0.2232	0.8943	0.88	0.8871	1.0	0.9333	0.9655	0.625	1.0	0.7692	0.9074	0.9074	0.9074	0.8567	0.9302	0.8823
0.0076	8.0519	620	0.2139	0.9016	0.88	0.8907	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.9024	0.9136	0.9080	0.8796	0.9317	0.8994
0.0063	8.1818	630	0.2086	0.9016	0.88	0.8907	1.0	0.9333	0.9655	1.0	1.0	1.0	0.9091	0.9259	0.9174	0.9527	0.9348	0.9434
0.0188	8.3117	640	0.2349	0.8871	0.88	0.8835	0.9333	0.9333	0.9333	0.625	1.0	0.7692	0.9045	0.8765	0.8903	0.8375	0.9225	0.8691
0.012	8.4416	650	0.2183	0.9016	0.88	0.8907	0.9333	0.9333	0.9333	0.7143	1.0	0.8333	0.9074	0.9074	0.9074	0.8642	0.9302	0.8912
0.0064	8.5714	660	0.2033	0.9076	0.864	0.8852	1.0	0.9333	0.9655	1.0	1.0	1.0	0.8982	0.9259	0.9119	0.9514	0.9308	0.9407
0.0064	8.7013	670	0.2035	0.9076	0.864	0.8852	1.0	0.9333	0.9655	1.0	1.0	1.0	0.8982	0.9259	0.9119	0.9514	0.9308	0.9407
0.0247	8.8312	680	0.2457	0.8358	0.896	0.8649	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.9139	0.8519	0.8818	0.8660	0.9203	0.8864
0.0067	8.9610	690	0.2341	0.8780	0.864	0.8710	1.0	0.9333	0.9655	0.5556	1.0	0.7143	0.8944	0.8889	0.8916	0.8320	0.9216	0.8606
0.0055	9.0909	700	0.2349	0.8790	0.872	0.8755	1.0	0.9333	0.9655	0.5556	1.0	0.7143	0.9006	0.8951	0.8978	0.8338	0.9251	0.8633
0.009	9.2208	710	0.2372	0.9008	0.872	0.8862	1.0	0.9333	0.9655	0.5556	1.0	0.7143	0.8951	0.8951	0.8951	0.8379	0.9251	0.8653
0.0052	9.3506	720	0.2350	0.9068	0.856	0.8807	1.0	0.9333	0.9655	0.5556	1.0	0.7143	0.8902	0.9012	0.8957	0.8381	0.9226	0.8640
0.0075	9.4805	730	0.2359	0.9381	0.848	0.8908	1.0	0.9333	0.9655	0.625	1.0	0.7692	0.8882	0.9321	0.9096	0.8628	0.9284	0.8838
0.0082	9.6104	740	0.2317	0.9298	0.848	0.8870	1.0	0.9333	0.9655	0.625	1.0	0.7692	0.8876	0.9259	0.9063	0.8606	0.9268	0.8820
0.0128	9.7403	750	0.2445	0.8790	0.872	0.8755	1.0	0.9333	0.9655	0.5556	1.0	0.7143	0.8981	0.8704	0.8840	0.8332	0.9189	0.8598
0.0177	9.8701	760	0.2365	0.8790	0.872	0.8755	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8931	0.8765	0.8847	0.8716	0.9205	0.8898
0.0114	10.0	770	0.2368	0.8651	0.872	0.8685	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8981	0.8704	0.8840	0.8694	0.9189	0.8878
0.0049	10.1299	780	0.2289	0.8790	0.872	0.8755	1.0	0.9333	0.9655	1.0	1.0	1.0	0.8944	0.8889	0.8916	0.9434	0.9236	0.9332
0.0057	10.2597	790	0.2324	0.8651	0.872	0.8685	1.0	0.9333	0.9655	1.0	1.0	1.0	0.8987	0.8765	0.8875	0.9410	0.9205	0.9304
0.0056	10.3896	800	0.2333	0.8583	0.872	0.8651	1.0	0.9333	0.9655	1.0	1.0	1.0	0.8981	0.8704	0.8840	0.9391	0.9189	0.9287
0.0053	10.5195	810	0.2271	0.8780	0.864	0.8710	1.0	0.9333	0.9655	1.0	1.0	1.0	0.8944	0.8889	0.8916	0.9431	0.9216	0.9320
0.009	10.6494	820	0.2275	0.9217	0.848	0.8833	1.0	0.9333	0.9655	1.0	1.0	1.0	0.8889	0.9383	0.9129	0.9527	0.9299	0.9404
0.007	10.7792	830	0.2325	0.864	0.864	0.864	1.0	0.9333	0.9655	1.0	1.0	1.0	0.8951	0.8951	0.8951	0.9398	0.9231	0.9311
0.0144	10.9091	840	0.2511	0.8421	0.896	0.8682	1.0	0.9333	0.9655	1.0	1.0	1.0	0.9103	0.8765	0.8931	0.9381	0.9265	0.9317
0.0149	11.0390	850	0.2681	0.8421	0.896	0.8682	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.9145	0.8580	0.8854	0.8677	0.9218	0.8881
0.004	11.1688	860	0.2502	0.8583	0.872	0.8651	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8981	0.8704	0.8840	0.8677	0.9189	0.8870
0.0056	11.2987	870	0.2455	0.8992	0.856	0.8770	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8902	0.9012	0.8957	0.8759	0.9226	0.8929
0.0047	11.4286	880	0.2448	0.8983	0.848	0.8724	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8855	0.9074	0.8963	0.8745	0.9222	0.8919
0.005	11.5584	890	0.2384	0.8983	0.848	0.8724	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8862	0.9136	0.8997	0.8747	0.9237	0.8927
0.0064	11.6883	900	0.2332	0.8983	0.848	0.8724	1.0	0.9333	0.9655	1.0	1.0	1.0	0.8869	0.9198	0.9030	0.9463	0.9253	0.9352
0.0081	11.8182	910	0.2346	0.9	0.864	0.8816	1.0	0.9333	0.9655	1.0	1.0	1.0	0.8909	0.9074	0.8991	0.9477	0.9262	0.9366
0.0047	11.9481	920	0.2423	0.8926	0.864	0.8780	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8957	0.9012	0.8985	0.8756	0.9246	0.8938
0.0044	12.0779	930	0.2460	0.8926	0.864	0.8780	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8957	0.9012	0.8985	0.8756	0.9246	0.8938
0.0042	12.2078	940	0.2453	0.8926	0.864	0.8780	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8963	0.9074	0.9018	0.8758	0.9262	0.8947
0.0053	12.3377	950	0.2442	0.8983	0.848	0.8724	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8855	0.9074	0.8963	0.8745	0.9222	0.8919
0.0042	12.4675	960	0.2444	0.9060	0.848	0.8760	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8862	0.9136	0.8997	0.8766	0.9237	0.8936
0.0042	12.5974	970	0.2434	0.9060	0.848	0.8760	1.0	0.9333	0.9655	0.8333	1.0	0.9091	0.8869	0.9198	0.9030	0.9066	0.9253	0.9134
0.0042	12.7273	980	0.2449	0.9060	0.848	0.8760	1.0	0.9333	0.9655	0.8333	1.0	0.9091	0.8862	0.9136	0.8997	0.9064	0.9237	0.9126
0.0041	12.8571	990	0.2461	0.9060	0.848	0.8760	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8862	0.9136	0.8997	0.8766	0.9237	0.8936
0.0039	12.9870	1000	0.2461	0.9060	0.848	0.8760	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8862	0.9136	0.8997	0.8766	0.9237	0.8936
0.0041	13.1169	1010	0.2436	0.8983	0.848	0.8724	1.0	0.9333	0.9655	0.8333	1.0	0.9091	0.8855	0.9074	0.8963	0.9043	0.9222	0.9108
0.0037	13.2468	1020	0.2442	0.8983	0.848	0.8724	1.0	0.9333	0.9655	0.8333	1.0	0.9091	0.8855	0.9074	0.8963	0.9043	0.9222	0.9108
0.0038	13.3766	1030	0.2467	0.9060	0.848	0.8760	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8869	0.9198	0.9030	0.8768	0.9253	0.8945
0.0073	13.5065	1040	0.2506	0.8934	0.872	0.8826	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8963	0.9074	0.9018	0.8760	0.9282	0.8958
0.0036	13.6364	1050	0.2516	0.8934	0.872	0.8826	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.9012	0.9012	0.9012	0.8772	0.9266	0.8957
0.0035	13.7662	1060	0.2513	0.8934	0.872	0.8826	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.9018	0.9074	0.9046	0.8774	0.9282	0.8965
0.0033	13.8961	1070	0.2497	0.8934	0.872	0.8826	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8963	0.9074	0.9018	0.8760	0.9282	0.8958
0.0034	14.0260	1080	0.2487	0.9008	0.872	0.8862	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8963	0.9074	0.9018	0.8779	0.9282	0.8967
0.0035	14.1558	1090	0.2484	0.9008	0.872	0.8862	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8970	0.9136	0.9052	0.8780	0.9297	0.8976
0.0047	14.2857	1100	0.2478	0.8934	0.872	0.8826	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.9012	0.9012	0.9012	0.8772	0.9266	0.8957
0.0032	14.4156	1110	0.2486	0.8871	0.88	0.8835	1.0	0.9333	0.9655	0.8333	1.0	0.9091	0.9062	0.8951	0.9006	0.9067	0.9271	0.9147
0.0032	14.5455	1120	0.2482	0.8871	0.88	0.8835	1.0	0.9333	0.9655	0.8333	1.0	0.9091	0.9062	0.8951	0.9006	0.9067	0.9271	0.9147
0.003	14.6753	1130	0.2468	0.8871	0.88	0.8835	1.0	0.9333	0.9655	0.8333	1.0	0.9091	0.9062	0.8951	0.9006	0.9067	0.9271	0.9147
0.003	14.8052	1140	0.2465	0.8871	0.88	0.8835	1.0	0.9333	0.9655	0.8333	1.0	0.9091	0.9062	0.8951	0.9006	0.9067	0.9271	0.9147
0.0031	14.9351	1150	0.2458	0.8871	0.88	0.8835	1.0	0.9333	0.9655	0.8333	1.0	0.9091	0.9062	0.8951	0.9006	0.9067	0.9271	0.9147
0.0034	15.0649	1160	0.2460	0.8943	0.88	0.8871	1.0	0.9333	0.9655	0.8333	1.0	0.9091	0.9074	0.9074	0.9074	0.9088	0.9302	0.9173
0.0038	15.1948	1170	0.2472	0.8943	0.88	0.8871	1.0	0.9333	0.9655	0.8333	1.0	0.9091	0.9074	0.9074	0.9074	0.9088	0.9302	0.9173
0.0031	15.3247	1180	0.2470	0.8943	0.88	0.8871	1.0	0.9333	0.9655	0.8333	1.0	0.9091	0.9074	0.9074	0.9074	0.9088	0.9302	0.9173
0.0032	15.4545	1190	0.2467	0.8943	0.88	0.8871	1.0	0.9333	0.9655	0.8333	1.0	0.9091	0.8970	0.9136	0.9052	0.9062	0.9317	0.9167
0.0029	15.5844	1200	0.2471	0.9008	0.872	0.8862	1.0	0.9333	0.9655	0.8333	1.0	0.9091	0.8970	0.9136	0.9052	0.9078	0.9297	0.9165
0.0027	15.7143	1210	0.2477	0.9008	0.872	0.8862	1.0	0.9333	0.9655	0.8333	1.0	0.9091	0.8970	0.9136	0.9052	0.9078	0.9297	0.9165
0.0032	15.8442	1220	0.2484	0.9008	0.872	0.8862	1.0	0.9333	0.9655	0.8333	1.0	0.9091	0.8970	0.9136	0.9052	0.9078	0.9297	0.9165
0.0036	15.9740	1230	0.2497	0.9008	0.872	0.8862	1.0	0.9333	0.9655	0.8333	1.0	0.9091	0.8970	0.9136	0.9052	0.9078	0.9297	0.9165
0.0028	16.1039	1240	0.2506	0.9008	0.872	0.8862	1.0	0.9333	0.9655	0.8333	1.0	0.9091	0.8970	0.9136	0.9052	0.9078	0.9297	0.9165
0.004	16.2338	1250	0.2559	0.8943	0.88	0.8871	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.9068	0.9012	0.9040	0.8789	0.9286	0.8975
0.0031	16.3636	1260	0.2671	0.8943	0.88	0.8871	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.9068	0.9012	0.9040	0.8789	0.9286	0.8975
0.0029	16.4935	1270	0.2662	0.8926	0.864	0.8780	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8970	0.9136	0.9052	0.8760	0.9277	0.8955
0.0025	16.6234	1280	0.2681	0.8992	0.856	0.8770	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8916	0.9136	0.9024	0.8763	0.9257	0.8946
0.0026	16.7532	1290	0.2689	0.8992	0.856	0.8770	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8916	0.9136	0.9024	0.8763	0.9257	0.8946
0.003	16.8831	1300	0.2691	0.8992	0.856	0.8770	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8916	0.9136	0.9024	0.8763	0.9257	0.8946
0.0024	17.0130	1310	0.2691	0.8992	0.856	0.8770	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8916	0.9136	0.9024	0.8763	0.9257	0.8946
0.0027	17.1429	1320	0.2692	0.8992	0.856	0.8770	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8916	0.9136	0.9024	0.8763	0.9257	0.8946
0.0026	17.2727	1330	0.2690	0.8992	0.856	0.8770	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8916	0.9136	0.9024	0.8763	0.9257	0.8946
0.0025	17.4026	1340	0.2692	0.9	0.864	0.8816	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8916	0.9136	0.9024	0.8765	0.9277	0.8957
0.0028	17.5325	1350	0.2696	0.9	0.864	0.8816	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8916	0.9136	0.9024	0.8765	0.9277	0.8957
0.0027	17.6623	1360	0.2698	0.8926	0.864	0.8780	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8970	0.9136	0.9052	0.8760	0.9277	0.8955
0.0028	17.7922	1370	0.2701	0.8926	0.864	0.8780	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8970	0.9136	0.9052	0.8760	0.9277	0.8955
0.0025	17.9221	1380	0.2704	0.8934	0.872	0.8826	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.9024	0.9136	0.9080	0.8775	0.9297	0.8974
0.004	18.0519	1390	0.2715	0.9	0.864	0.8816	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8916	0.9136	0.9024	0.8765	0.9277	0.8957
0.0024	18.1818	1400	0.2723	0.8992	0.856	0.8770	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8916	0.9136	0.9024	0.8763	0.9257	0.8946
0.0027	18.3117	1410	0.2728	0.8983	0.848	0.8724	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8862	0.9136	0.8997	0.8747	0.9237	0.8927
0.0045	18.4416	1420	0.2717	0.8934	0.872	0.8826	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.9024	0.9136	0.9080	0.8775	0.9297	0.8974
0.0024	18.5714	1430	0.2759	0.8871	0.88	0.8835	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.9057	0.8889	0.8972	0.8768	0.9256	0.8949
0.0025	18.7013	1440	0.2791	0.88	0.88	0.88	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.9051	0.8827	0.8938	0.8748	0.9240	0.8932
0.0025	18.8312	1450	0.2783	0.88	0.88	0.88	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.9057	0.8889	0.8972	0.8750	0.9256	0.8940
0.0024	18.9610	1460	0.2772	0.8871	0.88	0.8835	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.9057	0.8889	0.8972	0.8768	0.9256	0.8949
0.0022	19.0909	1470	0.2733	0.8871	0.88	0.8835	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.9062	0.8951	0.9006	0.8769	0.9271	0.8958
0.0024	19.2208	1480	0.2724	0.8943	0.88	0.8871	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.9012	0.9012	0.9012	0.8775	0.9286	0.8968
0.0027	19.3506	1490	0.2718	0.8934	0.872	0.8826	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.9012	0.9012	0.9012	0.8772	0.9266	0.8957
0.0024	19.4805	1500	0.2716	0.8934	0.872	0.8826	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.9012	0.9012	0.9012	0.8772	0.9266	0.8957
0.003	19.6104	1510	0.2718	0.8943	0.88	0.8871	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.9012	0.9012	0.9012	0.8775	0.9286	0.8968
0.0022	19.7403	1520	0.2713	0.8871	0.88	0.8835	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.9062	0.8951	0.9006	0.8769	0.9271	0.8958
0.0024	19.8701	1530	0.2709	0.8871	0.88	0.8835	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.9062	0.8951	0.9006	0.8769	0.9271	0.8958
0.0025	20.0	1540	0.2711	0.8871	0.88	0.8835	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.9062	0.8951	0.9006	0.8769	0.9271	0.8958
0.0025	20.1299	1550	0.2712	0.8943	0.88	0.8871	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.9006	0.8951	0.8978	0.8773	0.9271	0.8959
0.0024	20.2597	1560	0.2715	0.8934	0.872	0.8826	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.9012	0.9012	0.9012	0.8772	0.9266	0.8957
0.0022	20.3896	1570	0.2719	0.8926	0.864	0.8780	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8963	0.9074	0.9018	0.8758	0.9262	0.8947
0.0024	20.5195	1580	0.2723	0.8926	0.864	0.8780	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8963	0.9074	0.9018	0.8758	0.9262	0.8947
0.0024	20.6494	1590	0.2724	0.8926	0.864	0.8780	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8963	0.9074	0.9018	0.8758	0.9262	0.8947
0.0021	20.7792	1600	0.2724	0.8926	0.864	0.8780	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8963	0.9074	0.9018	0.8758	0.9262	0.8947
0.002	20.9091	1610	0.2725	0.8926	0.864	0.8780	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8963	0.9074	0.9018	0.8758	0.9262	0.8947
0.0029	21.0390	1620	0.2725	0.8926	0.864	0.8780	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8963	0.9074	0.9018	0.8758	0.9262	0.8947
0.0022	21.1688	1630	0.2724	0.8926	0.864	0.8780	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8963	0.9074	0.9018	0.8758	0.9262	0.8947
0.0022	21.2987	1640	0.2724	0.8926	0.864	0.8780	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8963	0.9074	0.9018	0.8758	0.9262	0.8947
0.0023	21.4286	1650	0.2727	0.8926	0.864	0.8780	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8957	0.9012	0.8985	0.8756	0.9246	0.8938
0.0022	21.5584	1660	0.2734	0.8943	0.88	0.8871	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.9012	0.9012	0.9012	0.8775	0.9286	0.8968
0.0024	21.6883	1670	0.2750	0.8871	0.88	0.8835	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.9062	0.8951	0.9006	0.8769	0.9271	0.8958
0.0018	21.8182	1680	0.2757	0.8871	0.88	0.8835	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.9062	0.8951	0.9006	0.8769	0.9271	0.8958
0.0028	21.9481	1690	0.2759	0.8871	0.88	0.8835	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.9062	0.8951	0.9006	0.8769	0.9271	0.8958
0.0022	22.0779	1700	0.2770	0.8871	0.88	0.8835	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.9057	0.8889	0.8972	0.8768	0.9256	0.8949
0.0024	22.2078	1710	0.2764	0.8871	0.88	0.8835	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.9062	0.8951	0.9006	0.8769	0.9271	0.8958
0.0021	22.3377	1720	0.2756	0.8871	0.88	0.8835	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.9062	0.8951	0.9006	0.8769	0.9271	0.8958
0.002	22.4675	1730	0.2751	0.8871	0.88	0.8835	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.9062	0.8951	0.9006	0.8769	0.9271	0.8958
0.0027	22.5974	1740	0.2765	0.9060	0.848	0.8760	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8876	0.9259	0.9063	0.8770	0.9268	0.8953
0.0025	22.7273	1750	0.2840	0.9286	0.832	0.8776	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8786	0.9383	0.9075	0.8804	0.9259	0.8960
0.0019	22.8571	1760	0.2863	0.9286	0.832	0.8776	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8786	0.9383	0.9075	0.8804	0.9259	0.8960
0.002	22.9870	1770	0.2865	0.9286	0.832	0.8776	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8786	0.9383	0.9075	0.8804	0.9259	0.8960
0.0027	23.1169	1780	0.2831	0.9292	0.84	0.8824	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8837	0.9383	0.9102	0.8818	0.9279	0.8978
0.0021	23.2468	1790	0.2788	0.9138	0.848	0.8797	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8824	0.9259	0.9036	0.8776	0.9268	0.8955
0.0032	23.3766	1800	0.2812	0.9292	0.84	0.8824	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8837	0.9383	0.9102	0.8818	0.9279	0.8978
0.002	23.5065	1810	0.2850	0.9292	0.84	0.8824	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8786	0.9383	0.9075	0.8805	0.9279	0.8972
0.0018	23.6364	1820	0.2854	0.9369	0.832	0.8814	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8793	0.9444	0.9107	0.8826	0.9274	0.8977
0.002	23.7662	1830	0.2854	0.9369	0.832	0.8814	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8793	0.9444	0.9107	0.8826	0.9274	0.8977
0.0022	23.8961	1840	0.2851	0.9369	0.832	0.8814	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8793	0.9444	0.9107	0.8826	0.9274	0.8977
0.0021	24.0260	1850	0.2847	0.9369	0.832	0.8814	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8793	0.9444	0.9107	0.8826	0.9274	0.8977
0.0022	24.1558	1860	0.2835	0.9292	0.84	0.8824	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8837	0.9383	0.9102	0.8818	0.9279	0.8978
0.0019	24.2857	1870	0.2831	0.9292	0.84	0.8824	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8837	0.9383	0.9102	0.8818	0.9279	0.8978
0.002	24.4156	1880	0.2831	0.9292	0.84	0.8824	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8837	0.9383	0.9102	0.8818	0.9279	0.8978
0.0021	24.5455	1890	0.2837	0.9292	0.84	0.8824	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8837	0.9383	0.9102	0.8818	0.9279	0.8978
0.0021	24.6753	1900	0.2833	0.9292	0.84	0.8824	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8837	0.9383	0.9102	0.8818	0.9279	0.8978
0.0023	24.8052	1910	0.2833	0.9298	0.848	0.8870	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8889	0.9383	0.9129	0.8832	0.9299	0.8997
0.002	24.9351	1920	0.2833	0.9217	0.848	0.8833	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8889	0.9383	0.9129	0.8812	0.9299	0.8988
0.0022	25.0649	1930	0.2837	0.9217	0.848	0.8833	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8882	0.9321	0.9096	0.8811	0.9284	0.8980
0.0022	25.1948	1940	0.2841	0.9217	0.848	0.8833	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8882	0.9321	0.9096	0.8811	0.9284	0.8980
0.0021	25.3247	1950	0.2842	0.9217	0.848	0.8833	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8882	0.9321	0.9096	0.8811	0.9284	0.8980
0.0019	25.4545	1960	0.2843	0.9217	0.848	0.8833	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8876	0.9259	0.9063	0.8809	0.9268	0.8971
0.0023	25.5844	1970	0.2844	0.9217	0.848	0.8833	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8882	0.9321	0.9096	0.8811	0.9284	0.8980
0.0022	25.7143	1980	0.2845	0.9217	0.848	0.8833	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8882	0.9321	0.9096	0.8811	0.9284	0.8980
0.0018	25.8442	1990	0.2847	0.9217	0.848	0.8833	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8882	0.9321	0.9096	0.8811	0.9284	0.8980
0.0019	25.9740	2000	0.2847	0.9138	0.848	0.8797	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8882	0.9321	0.9096	0.8791	0.9284	0.8970
0.0021	26.1039	2010	0.2845	0.9217	0.848	0.8833	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8882	0.9321	0.9096	0.8811	0.9284	0.8980
0.0019	26.2338	2020	0.2845	0.9217	0.848	0.8833	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8882	0.9321	0.9096	0.8811	0.9284	0.8980
0.0019	26.3636	2030	0.2846	0.9138	0.848	0.8797	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8882	0.9321	0.9096	0.8791	0.9284	0.8970
0.0017	26.4935	2040	0.2846	0.9138	0.848	0.8797	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8876	0.9259	0.9063	0.8789	0.9268	0.8962
0.0021	26.6234	2050	0.2846	0.9138	0.848	0.8797	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8876	0.9259	0.9063	0.8789	0.9268	0.8962
0.0018	26.7532	2060	0.2847	0.9138	0.848	0.8797	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8876	0.9259	0.9063	0.8789	0.9268	0.8962
0.0021	26.8831	2070	0.2848	0.9138	0.848	0.8797	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8876	0.9259	0.9063	0.8789	0.9268	0.8962
0.002	27.0130	2080	0.2849	0.9138	0.848	0.8797	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8876	0.9259	0.9063	0.8789	0.9268	0.8962
0.0019	27.1429	2090	0.2850	0.9138	0.848	0.8797	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8876	0.9259	0.9063	0.8789	0.9268	0.8962
0.0022	27.2727	2100	0.2850	0.9138	0.848	0.8797	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8876	0.9259	0.9063	0.8789	0.9268	0.8962
0.0016	27.4026	2110	0.2851	0.9138	0.848	0.8797	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8876	0.9259	0.9063	0.8789	0.9268	0.8962
0.0018	27.5325	2120	0.2852	0.9060	0.848	0.8760	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8876	0.9259	0.9063	0.8770	0.9268	0.8953
0.002	27.6623	2130	0.2854	0.9060	0.848	0.8760	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8876	0.9259	0.9063	0.8770	0.9268	0.8953
0.0019	27.7922	2140	0.2855	0.9060	0.848	0.8760	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8876	0.9259	0.9063	0.8770	0.9268	0.8953
0.0023	27.9221	2150	0.2853	0.9138	0.848	0.8797	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8876	0.9259	0.9063	0.8789	0.9268	0.8962
0.0021	28.0519	2160	0.2850	0.9138	0.848	0.8797	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8876	0.9259	0.9063	0.8789	0.9268	0.8962
0.0019	28.1818	2170	0.2851	0.9138	0.848	0.8797	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8876	0.9259	0.9063	0.8789	0.9268	0.8962
0.0017	28.3117	2180	0.2851	0.9138	0.848	0.8797	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8876	0.9259	0.9063	0.8789	0.9268	0.8962
0.0021	28.4416	2190	0.2852	0.9138	0.848	0.8797	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8876	0.9259	0.9063	0.8789	0.9268	0.8962
0.0021	28.5714	2200	0.2852	0.9138	0.848	0.8797	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8876	0.9259	0.9063	0.8789	0.9268	0.8962
0.0017	28.7013	2210	0.2853	0.9138	0.848	0.8797	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8876	0.9259	0.9063	0.8789	0.9268	0.8962
0.0018	28.8312	2220	0.2853	0.9138	0.848	0.8797	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8876	0.9259	0.9063	0.8789	0.9268	0.8962
0.0019	28.9610	2230	0.2854	0.9138	0.848	0.8797	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8876	0.9259	0.9063	0.8789	0.9268	0.8962
0.0022	29.0909	2240	0.2855	0.9138	0.848	0.8797	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8876	0.9259	0.9063	0.8789	0.9268	0.8962
0.0021	29.2208	2250	0.2855	0.9138	0.848	0.8797	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8876	0.9259	0.9063	0.8789	0.9268	0.8962
0.0018	29.3506	2260	0.2855	0.9138	0.848	0.8797	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8876	0.9259	0.9063	0.8789	0.9268	0.8962
0.0017	29.4805	2270	0.2855	0.9138	0.848	0.8797	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8876	0.9259	0.9063	0.8789	0.9268	0.8962
0.002	29.6104	2280	0.2855	0.9138	0.848	0.8797	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8876	0.9259	0.9063	0.8789	0.9268	0.8962
0.0019	29.7403	2290	0.2855	0.9138	0.848	0.8797	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8876	0.9259	0.9063	0.8789	0.9268	0.8962
0.002	29.8701	2300	0.2855	0.9138	0.848	0.8797	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8876	0.9259	0.9063	0.8789	0.9268	0.8962
0.0019	30.0	2310	0.2855	0.9138	0.848	0.8797	1.0	0.9333	0.9655	0.7143	1.0	0.8333	0.8876	0.9259	0.9063	0.8789	0.9268	0.8962

Framework versions

• Transformers 4.47.0
• Pytorch 2.5.1+cu124
• Datasets 3.1.0
• Tokenizers 0.21.0