modernbert_punctuation_32

This model is a fine-tuned version of answerdotai/ModernBERT-large on an unknown dataset. It achieves the following results on the evaluation set:

Loss: 0.0584
Accuracy: 0.9795
Precision O: 0.9905
Recall O: 0.9920
F1 O: 0.9913
Precision Comma: 0.8439
Recall Comma: 0.8271
F1 Comma: 0.8354
Precision Period: 0.9087
Recall Period: 0.9033
F1 Period: 0.9060
Precision Question: 0.8450
Recall Question: 0.7943
F1 Question: 0.8189
Precision Exclamation: 0.0
Recall Exclamation: 0.0
F1 Exclamation: 0.0
Precision Macro: 0.8970
Recall Macro: 0.8792
F1 Macro: 0.8879

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: 5e-05
train_batch_size: 32
eval_batch_size: 16
seed: 42
distributed_type: multi-GPU
num_devices: 8
total_train_batch_size: 256
total_eval_batch_size: 128
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: cosine
lr_scheduler_warmup_steps: 100
num_epochs: 3

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy	Precision O	Recall O	F1 O	Precision Comma	Recall Comma	F1 Comma	Precision Period	Recall Period	F1 Period	Precision Question	Recall Question	F1 Question	Precision Macro	Recall Macro	F1 Macro
0.1301	0.0106	100	0.1250	0.9534	0.9798	0.9797	0.9797	0.6445	0.6009	0.6219	0.7627	0.8304	0.7951	0.6379	0.5486	0.5899	0.7562	0.7399	0.7467
0.0831	0.0212	200	0.0885	0.9673	0.9846	0.9870	0.9858	0.7529	0.7240	0.7381	0.8527	0.8456	0.8491	0.7457	0.7457	0.7457	0.8340	0.8256	0.8297
0.0741	0.0317	300	0.0826	0.9692	0.9819	0.9912	0.9865	0.8194	0.6722	0.7385	0.8507	0.8693	0.8599	0.8070	0.6571	0.7244	0.8647	0.7974	0.8273
0.068	0.0423	400	0.0764	0.9713	0.9832	0.9917	0.9875	0.8079	0.7202	0.7615	0.8902	0.8468	0.8679	0.8117	0.7143	0.7599	0.8733	0.8182	0.8442
0.0633	0.0529	500	0.0729	0.9722	0.9875	0.9884	0.9879	0.7750	0.7863	0.7806	0.8898	0.8585	0.8739	0.7703	0.7571	0.7637	0.8557	0.8476	0.8515
0.0647	0.0635	600	0.0731	0.9718	0.9831	0.9923	0.9876	0.8461	0.6882	0.7590	0.8604	0.8859	0.8730	0.8356	0.7114	0.7685	0.8813	0.8194	0.8470
0.063	0.0740	700	0.0701	0.9727	0.9880	0.9883	0.9882	0.7770	0.7949	0.7859	0.8860	0.8662	0.8760	0.8582	0.6743	0.7552	0.8773	0.8309	0.8513
0.061	0.0846	800	0.0685	0.9733	0.9870	0.9900	0.9885	0.7856	0.7865	0.7861	0.9051	0.8513	0.8774	0.8083	0.7229	0.7632	0.8715	0.8377	0.8538
0.0613	0.0952	900	0.0685	0.9734	0.9856	0.9915	0.9885	0.8107	0.7572	0.7831	0.8979	0.8586	0.8778	0.8019	0.7286	0.7635	0.8740	0.8340	0.8532
0.0589	0.1058	1000	0.0668	0.9740	0.9881	0.9895	0.9888	0.8053	0.7812	0.7931	0.8766	0.8853	0.8809	0.7981	0.7229	0.7586	0.8670	0.8447	0.8554
0.059	0.1164	1100	0.0662	0.9747	0.9871	0.9909	0.9890	0.8061	0.7894	0.7977	0.9085	0.8612	0.8842	0.8302	0.7543	0.7904	0.8830	0.8489	0.8653
0.0568	0.1269	1200	0.0660	0.9745	0.9887	0.9894	0.9890	0.7933	0.8059	0.7995	0.8944	0.8681	0.8811	0.8301	0.74	0.7825	0.8766	0.8509	0.8630
0.0578	0.1375	1300	0.0663	0.9740	0.9899	0.9876	0.9887	0.7693	0.8342	0.8005	0.9034	0.8623	0.8823	0.8160	0.76	0.7870	0.8696	0.8610	0.8646
0.0575	0.1481	1400	0.0653	0.9743	0.9856	0.9919	0.9887	0.8329	0.7460	0.7870	0.8899	0.8784	0.8841	0.7781	0.7914	0.7847	0.8716	0.8519	0.8612
0.0597	0.1587	1500	0.0648	0.9751	0.9850	0.9933	0.9891	0.8430	0.7532	0.7956	0.9074	0.8620	0.8841	0.8173	0.7543	0.7845	0.8882	0.8407	0.8633
0.0592	0.1692	1600	0.0646	0.9750	0.9883	0.9905	0.9894	0.7885	0.8136	0.8008	0.9231	0.8445	0.8821	0.7931	0.7886	0.7908	0.8733	0.8593	0.8658
0.0565	0.1798	1700	0.0626	0.9754	0.9871	0.9915	0.9893	0.8293	0.7729	0.8001	0.8922	0.8870	0.8896	0.8377	0.7229	0.7761	0.8866	0.8436	0.8638
0.0555	0.1904	1800	0.0640	0.9747	0.9880	0.9903	0.9892	0.7964	0.8018	0.7991	0.9058	0.8612	0.8829	0.8495	0.7257	0.7827	0.8849	0.8447	0.8635
0.0555	0.2010	1900	0.0636	0.9751	0.9866	0.9918	0.9892	0.8217	0.7701	0.7951	0.9058	0.8713	0.8882	0.7932	0.8	0.7966	0.8768	0.8583	0.8673
0.0558	0.2116	2000	0.0628	0.9753	0.9890	0.9900	0.9895	0.7996	0.8066	0.8031	0.8978	0.8726	0.8850	0.8447	0.7771	0.8095	0.8828	0.8616	0.8718
0.0542	0.2221	2100	0.0631	0.9751	0.9861	0.9925	0.9893	0.8552	0.7365	0.7914	0.8741	0.8937	0.8838	0.7790	0.8257	0.8017	0.8736	0.8621	0.8665
0.0538	0.2327	2200	0.0614	0.9755	0.9871	0.9918	0.9894	0.8453	0.7564	0.7984	0.8767	0.8992	0.8878	0.8235	0.76	0.7905	0.8832	0.8519	0.8665
0.0547	0.2433	2300	0.0617	0.9760	0.9886	0.9906	0.9896	0.8298	0.7858	0.8072	0.8809	0.8998	0.8902	0.8076	0.7914	0.7994	0.8767	0.8669	0.8716
0.0549	0.2539	2400	0.0617	0.9756	0.9853	0.9935	0.9894	0.8471	0.7484	0.7947	0.9049	0.8751	0.8898	0.8529	0.7457	0.7957	0.8976	0.8407	0.8674
0.055	0.2644	2500	0.0623	0.9754	0.9848	0.9937	0.9892	0.8548	0.7416	0.7942	0.9013	0.8765	0.8887	0.8405	0.7229	0.7773	0.8954	0.8337	0.8624
0.0541	0.2750	2600	0.0610	0.9759	0.9879	0.9914	0.9897	0.8282	0.7826	0.8048	0.8925	0.8853	0.8889	0.8168	0.7771	0.7965	0.8814	0.8591	0.8699
0.0533	0.2856	2700	0.0611	0.9759	0.9875	0.9918	0.9896	0.8210	0.7924	0.8064	0.9077	0.8653	0.8860	0.8466	0.7571	0.7994	0.8907	0.8517	0.8704
0.0526	0.2962	2800	0.0608	0.9763	0.9867	0.9928	0.9898	0.8504	0.7622	0.8039	0.8925	0.8878	0.8901	0.8252	0.7686	0.7959	0.8887	0.8528	0.8699
0.0534	0.3067	2900	0.0599	0.9764	0.9887	0.9912	0.9899	0.8133	0.8069	0.8101	0.9069	0.8764	0.8914	0.8702	0.7086	0.7811	0.8948	0.8457	0.8681
0.0515	0.3173	3000	0.0603	0.9759	0.9890	0.9904	0.9897	0.8202	0.7953	0.8076	0.8868	0.8903	0.8886	0.7819	0.7886	0.7852	0.8695	0.8662	0.8678
0.0527	0.3279	3100	0.0603	0.9760	0.9877	0.9917	0.9897	0.8340	0.7787	0.8054	0.8891	0.8859	0.8875	0.8261	0.76	0.7917	0.8842	0.8541	0.8686
0.0514	0.3385	3200	0.0603	0.9764	0.9877	0.9921	0.9899	0.8308	0.7896	0.8097	0.9058	0.8746	0.8899	0.7878	0.7743	0.7810	0.8780	0.8576	0.8676
0.0516	0.3491	3300	0.0597	0.9766	0.9882	0.9918	0.9900	0.8388	0.7854	0.8112	0.8885	0.8930	0.8908	0.8557	0.7286	0.7870	0.8928	0.8497	0.8698
0.0505	0.3596	3400	0.0598	0.9758	0.9898	0.9896	0.9897	0.7934	0.8264	0.8096	0.9064	0.8721	0.8889	0.8159	0.7343	0.7729	0.8764	0.8556	0.8653
0.0524	0.3702	3500	0.0600	0.9763	0.9866	0.9931	0.9898	0.8393	0.7762	0.8065	0.9074	0.8739	0.8903	0.8830	0.6686	0.7610	0.9041	0.8279	0.8619
0.0516	0.3808	3600	0.0596	0.9760	0.9892	0.9902	0.9897	0.8108	0.8100	0.8104	0.9007	0.8811	0.8908	0.7520	0.7971	0.7739	0.8632	0.8696	0.8662
0.0516	0.3914	3700	0.0593	0.9764	0.9873	0.9923	0.9898	0.8379	0.7821	0.8090	0.9042	0.8792	0.8915	0.7827	0.7514	0.7668	0.8780	0.8513	0.8643
0.0519	0.4019	3800	0.0596	0.9763	0.9900	0.9899	0.9900	0.8013	0.8236	0.8123	0.9030	0.8778	0.8902	0.8266	0.7629	0.7935	0.8802	0.8636	0.8715
0.05	0.4125	3900	0.0592	0.9765	0.9885	0.9915	0.9900	0.8329	0.7876	0.8096	0.8897	0.8921	0.8909	0.8213	0.7486	0.7833	0.8831	0.8549	0.8684
0.0506	0.4231	4000	0.0592	0.9767	0.9890	0.9912	0.9901	0.8218	0.8071	0.8144	0.9000	0.8826	0.8912	0.8197	0.7143	0.7634	0.8826	0.8488	0.8648
0.0525	0.4337	4100	0.0589	0.9768	0.9883	0.9916	0.9900	0.8289	0.7983	0.8133	0.9048	0.8813	0.8929	0.8029	0.78	0.7913	0.8812	0.8628	0.8719
0.0512	0.4443	4200	0.0590	0.9764	0.9871	0.9927	0.9899	0.8547	0.7595	0.8043	0.8857	0.8978	0.8917	0.8162	0.7486	0.7809	0.8859	0.8497	0.8667
0.0503	0.4548	4300	0.0594	0.9765	0.9871	0.9927	0.9899	0.8363	0.7778	0.8060	0.9098	0.8742	0.8916	0.8017	0.8086	0.8051	0.8837	0.8633	0.8732
0.0507	0.4654	4400	0.0581	0.9770	0.9889	0.9915	0.9902	0.8379	0.7959	0.8163	0.8901	0.8943	0.8922	0.7965	0.7714	0.7837	0.8783	0.8633	0.8706
0.0508	0.4760	4500	0.0582	0.9768	0.9894	0.9908	0.9901	0.8226	0.8098	0.8162	0.8980	0.8842	0.8910	0.7836	0.8171	0.8	0.8734	0.8755	0.8743
0.0524	0.4866	4600	0.0581	0.9770	0.9879	0.9925	0.9902	0.8363	0.7892	0.8120	0.9064	0.8778	0.8919	0.8	0.7771	0.7884	0.8826	0.8592	0.8706
0.0519	0.4971	4700	0.0582	0.9771	0.9874	0.9929	0.9902	0.8529	0.7717	0.8103	0.8945	0.8922	0.8934	0.8421	0.7771	0.8083	0.8942	0.8585	0.8755
0.051	0.5077	4800	0.0584	0.9771	0.9876	0.9928	0.9902	0.8354	0.7941	0.8142	0.9147	0.8696	0.8915	0.8293	0.7771	0.8024	0.8917	0.8584	0.8746
0.0504	0.5183	4900	0.0582	0.9772	0.9904	0.9905	0.9904	0.8139	0.8246	0.8192	0.8997	0.8883	0.8939	0.8104	0.7571	0.7829	0.8786	0.8651	0.8716
0.0505	0.5289	5000	0.0582	0.9769	0.9895	0.9911	0.9903	0.8237	0.8043	0.8139	0.8950	0.8916	0.8933	0.8012	0.7486	0.7740	0.8773	0.8589	0.8679
0.0503	0.5395	5100	0.0588	0.9768	0.9881	0.9920	0.9900	0.8476	0.7751	0.8097	0.8882	0.9005	0.8943	0.7808	0.8143	0.7972	0.8762	0.8705	0.8728
0.0507	0.5500	5200	0.0580	0.9775	0.9891	0.9918	0.9905	0.8517	0.7855	0.8173	0.8805	0.9081	0.8941	0.7814	0.8171	0.7989	0.8757	0.8756	0.8752
0.0501	0.5606	5300	0.0576	0.9774	0.9885	0.9919	0.9902	0.8346	0.8019	0.8179	0.9075	0.8857	0.8965	0.8313	0.7886	0.8094	0.8905	0.8670	0.8785
0.0518	0.5712	5400	0.0574	0.9769	0.9885	0.9919	0.9902	0.8348	0.7916	0.8126	0.8949	0.8881	0.8915	0.8344	0.7629	0.7970	0.8881	0.8586	0.8728
0.0483	0.5818	5500	0.0583	0.9768	0.9895	0.9907	0.9901	0.8190	0.8079	0.8134	0.8963	0.8927	0.8945	0.8086	0.7486	0.7774	0.8784	0.8600	0.8689
0.0508	0.5923	5600	0.0573	0.9770	0.9873	0.9930	0.9901	0.8562	0.7652	0.8081	0.8952	0.8949	0.8951	0.7895	0.8143	0.8017	0.8820	0.8668	0.8738
0.0503	0.6029	5700	0.0572	0.9774	0.9893	0.9917	0.9905	0.8379	0.7967	0.8168	0.8890	0.8997	0.8943	0.8328	0.7543	0.7916	0.8873	0.8606	0.8733
0.0508	0.6135	5800	0.0571	0.9773	0.9886	0.9923	0.9904	0.8278	0.8079	0.8178	0.9147	0.8715	0.8925	0.8091	0.7629	0.7853	0.8850	0.8586	0.8715
0.0492	0.6241	5900	0.0571	0.9773	0.9881	0.9922	0.9902	0.8362	0.7968	0.8160	0.9095	0.8842	0.8967	0.8265	0.7486	0.7856	0.8901	0.8554	0.8721
0.0488	0.6347	6000	0.0572	0.9773	0.9876	0.9928	0.9901	0.8406	0.7955	0.8174	0.9120	0.8772	0.8943	0.8763	0.7086	0.7836	0.9041	0.8435	0.8713
0.0495	0.6452	6100	0.0566	0.9775	0.9896	0.9912	0.9904	0.8284	0.8132	0.8207	0.8959	0.8949	0.8954	0.8817	0.7029	0.7822	0.8989	0.8505	0.8722
0.0495	0.6558	6200	0.0567	0.9775	0.9889	0.9917	0.9903	0.8297	0.8065	0.8179	0.9086	0.8889	0.8987	0.8312	0.7457	0.7861	0.8896	0.8582	0.8733
0.0484	0.6664	6300	0.0578	0.9768	0.9894	0.9906	0.9900	0.8168	0.8134	0.8151	0.9087	0.8845	0.8964	0.7639	0.8229	0.7923	0.8697	0.8779	0.8735
0.0507	0.6770	6400	0.0568	0.9776	0.9883	0.9926	0.9904	0.8468	0.7901	0.8175	0.8983	0.8902	0.8942	0.8444	0.76	0.8	0.8944	0.8582	0.8755
0.0491	0.6875	6500	0.0562	0.9773	0.9885	0.9922	0.9903	0.8390	0.7960	0.8169	0.9029	0.8867	0.8947	0.7901	0.7743	0.7821	0.8801	0.8623	0.8710
0.0502	0.6981	6600	0.0564	0.9774	0.9904	0.9903	0.9904	0.8131	0.8281	0.8205	0.9045	0.8899	0.8971	0.8318	0.7629	0.7958	0.8849	0.8678	0.8760
0.0488	0.7087	6700	0.0566	0.9772	0.9875	0.9930	0.9902	0.8514	0.7790	0.8136	0.8975	0.8940	0.8958	0.875	0.66	0.7524	0.9028	0.8315	0.8630
0.0483	0.7193	6800	0.0561	0.9780	0.9890	0.9923	0.9907	0.8473	0.7963	0.8210	0.8927	0.9003	0.8965	0.8482	0.7343	0.7871	0.8943	0.8558	0.8738
0.0486	0.7298	6900	0.0566	0.9778	0.9881	0.9928	0.9904	0.8429	0.7979	0.8198	0.9127	0.8816	0.8969	0.8308	0.7714	0.8	0.8936	0.8609	0.8768
0.0484	0.7404	7000	0.0558	0.9776	0.9900	0.9908	0.9904	0.8187	0.8256	0.8222	0.9086	0.8865	0.8974	0.8364	0.7743	0.8042	0.8884	0.8693	0.8785
0.0494	0.7510	7100	0.0564	0.9777	0.9879	0.9930	0.9904	0.8584	0.7806	0.8176	0.8943	0.8981	0.8962	0.8424	0.7486	0.7927	0.8958	0.8551	0.8743
0.0486	0.7616	7200	0.0559	0.9776	0.9889	0.9921	0.9905	0.8444	0.7914	0.8171	0.8914	0.9005	0.8959	0.8318	0.7629	0.7958	0.8891	0.8617	0.8748
0.0497	0.7722	7300	0.0556	0.9780	0.9892	0.9919	0.9906	0.8342	0.8126	0.8233	0.9090	0.8876	0.8982	0.8359	0.7714	0.8024	0.8921	0.8659	0.8786
0.0502	0.7827	7400	0.0561	0.9775	0.9890	0.9918	0.9904	0.8317	0.8097	0.8205	0.9032	0.8857	0.8944	0.8682	0.7343	0.7957	0.8980	0.8554	0.8752
0.0485	0.7933	7500	0.0558	0.9776	0.9886	0.9921	0.9903	0.8370	0.8024	0.8194	0.9074	0.8864	0.8967	0.8379	0.7829	0.8095	0.8927	0.8659	0.8790
0.0491	0.8039	7600	0.0562	0.9777	0.9878	0.9929	0.9904	0.8470	0.7901	0.8176	0.9089	0.8865	0.8976	0.8754	0.7629	0.8153	0.9048	0.8581	0.8802
0.0472	0.8145	7700	0.0564	0.9776	0.9885	0.9924	0.9904	0.8397	0.7998	0.8193	0.9082	0.8830	0.8955	0.7933	0.8114	0.8023	0.8824	0.8716	0.8769
0.0467	0.8250	7800	0.0559	0.9779	0.9896	0.9916	0.9906	0.8436	0.8016	0.8221	0.8875	0.9051	0.8962	0.8416	0.7743	0.8065	0.8906	0.8682	0.8789
0.0486	0.8356	7900	0.0553	0.9779	0.9892	0.9920	0.9906	0.8439	0.8031	0.8230	0.8951	0.8965	0.8958	0.8176	0.7686	0.7923	0.8865	0.8650	0.8754
0.049	0.8462	8000	0.0562	0.9777	0.9902	0.9909	0.9905	0.8411	0.8038	0.8220	0.8762	0.9128	0.8941	0.8435	0.7543	0.7964	0.8877	0.8655	0.8758
0.048	0.8568	8100	0.0553	0.9778	0.9900	0.9911	0.9906	0.8238	0.8234	0.8236	0.9050	0.8875	0.8961	0.8338	0.7886	0.8106	0.8882	0.8726	0.8802
0.0491	0.8674	8200	0.0554	0.9776	0.9893	0.9915	0.9904	0.8307	0.8108	0.8206	0.9044	0.8875	0.8959	0.8065	0.7857	0.7959	0.8827	0.8689	0.8757
0.0487	0.8779	8300	0.0557	0.9777	0.9882	0.9927	0.9904	0.8509	0.7872	0.8178	0.8970	0.8960	0.8965	0.8431	0.7371	0.7866	0.8948	0.8533	0.8728
0.0472	0.8885	8400	0.0549	0.9781	0.9894	0.9918	0.9906	0.8377	0.8129	0.8251	0.9031	0.8938	0.8984	0.8457	0.7514	0.7958	0.8940	0.8625	0.8775
0.0469	0.8991	8500	0.0551	0.9780	0.9881	0.9932	0.9906	0.8542	0.7889	0.8202	0.9032	0.8906	0.8969	0.8454	0.7657	0.8036	0.8977	0.8596	0.8778
0.0467	0.9097	8600	0.0546	0.9783	0.9892	0.9922	0.9907	0.8448	0.8071	0.8255	0.9013	0.8933	0.8973	0.8328	0.7971	0.8146	0.8920	0.8725	0.8820
0.0488	0.9202	8700	0.0545	0.9782	0.9891	0.9925	0.9908	0.8474	0.8038	0.8250	0.9019	0.8914	0.8966	0.7954	0.7886	0.7920	0.8834	0.8691	0.8761
0.0477	0.9308	8800	0.0551	0.9780	0.9894	0.9918	0.9906	0.8359	0.8121	0.8238	0.9078	0.8894	0.8985	0.7910	0.8	0.7955	0.8810	0.8733	0.8771
0.0476	0.9414	8900	0.0546	0.9782	0.9898	0.9915	0.9907	0.8371	0.8148	0.8258	0.9014	0.8978	0.8996	0.8076	0.7914	0.7994	0.8840	0.8739	0.8789
0.0489	0.9520	9000	0.0543	0.9781	0.9895	0.9919	0.9907	0.8431	0.8036	0.8229	0.8954	0.9024	0.8989	0.8277	0.7686	0.7970	0.8889	0.8666	0.8774
0.0462	0.9626	9100	0.0548	0.9780	0.9886	0.9926	0.9906	0.8409	0.8062	0.8232	0.9131	0.8803	0.8964	0.8152	0.7943	0.8046	0.8895	0.8683	0.8787
0.0472	0.9731	9200	0.0547	0.9782	0.9896	0.9920	0.9908	0.8432	0.8063	0.8244	0.8959	0.9017	0.8988	0.8419	0.7457	0.7909	0.8927	0.8614	0.8762
0.0484	0.9837	9300	0.0542	0.9785	0.9890	0.9926	0.9908	0.8534	0.8008	0.8263	0.9004	0.9008	0.9006	0.8371	0.7486	0.7903	0.8949	0.8607	0.8770
0.0468	0.9943	9400	0.0541	0.9785	0.9893	0.9923	0.9908	0.8389	0.8191	0.8289	0.9134	0.8859	0.8994	0.8444	0.76	0.8	0.8965	0.8643	0.8798
0.0391	1.0049	9500	0.0546	0.9788	0.9900	0.9919	0.9910	0.8374	0.8234	0.8303	0.9104	0.8948	0.9025	0.8364	0.7743	0.8042	0.8935	0.8711	0.8820
0.0404	1.0154	9600	0.0548	0.9784	0.9892	0.9922	0.9907	0.8432	0.8081	0.8253	0.9084	0.8978	0.9031	0.8415	0.7886	0.8142	0.8956	0.8716	0.8833
0.039	1.0260	9700	0.0551	0.9785	0.9885	0.9929	0.9907	0.8471	0.8027	0.8243	0.9142	0.8900	0.9020	0.8595	0.7514	0.8018	0.9023	0.8593	0.8797
0.0407	1.0366	9800	0.0548	0.9785	0.9899	0.9918	0.9908	0.8335	0.8238	0.8286	0.9099	0.8899	0.8998	0.8540	0.7686	0.8090	0.8968	0.8685	0.8821
0.0406	1.0472	9900	0.0548	0.9787	0.9899	0.9919	0.9909	0.8451	0.8149	0.8297	0.8989	0.9019	0.9004	0.8348	0.7943	0.8141	0.8922	0.8757	0.8838
0.0392	1.0578	10000	0.0547	0.9787	0.9906	0.9910	0.9908	0.8348	0.8311	0.8330	0.9017	0.9027	0.9022	0.8390	0.7743	0.8053	0.8915	0.8748	0.8828
0.0397	1.0683	10100	0.0550	0.9785	0.9897	0.9919	0.9908	0.8375	0.8199	0.8286	0.9099	0.8911	0.9004	0.8211	0.8	0.8104	0.8896	0.8757	0.8826
0.0395	1.0789	10200	0.0549	0.9785	0.9905	0.9911	0.9908	0.8325	0.8250	0.8287	0.9017	0.9003	0.9010	0.8145	0.8029	0.8086	0.8848	0.8798	0.8823
0.04	1.0895	10300	0.0554	0.9784	0.9890	0.9926	0.9908	0.8518	0.8010	0.8256	0.9036	0.8952	0.8994	0.8022	0.8229	0.8124	0.8866	0.8779	0.8820
0.039	1.1001	10400	0.0551	0.9784	0.9900	0.9915	0.9907	0.8352	0.8218	0.8284	0.9050	0.8964	0.9006	0.8411	0.7714	0.8048	0.8928	0.8703	0.8811
0.0391	1.1106	10500	0.0553	0.9784	0.9894	0.9922	0.9908	0.8468	0.8082	0.8271	0.9005	0.8968	0.8987	0.8084	0.7714	0.7895	0.8863	0.8672	0.8765
0.0393	1.1212	10600	0.0549	0.9784	0.9896	0.9919	0.9908	0.8442	0.8093	0.8263	0.9000	0.8995	0.8997	0.8051	0.8143	0.8097	0.8847	0.8787	0.8816
0.0376	1.1318	10700	0.0551	0.9785	0.9894	0.9923	0.9908	0.8517	0.8012	0.8257	0.8924	0.9071	0.8997	0.8721	0.74	0.8006	0.9014	0.8602	0.8792
0.0387	1.1424	10800	0.0552	0.9784	0.9892	0.9921	0.9907	0.8443	0.8108	0.8272	0.9064	0.8949	0.9006	0.8436	0.7857	0.8136	0.8959	0.8709	0.8830
0.0392	1.1530	10900	0.0549	0.9788	0.9912	0.9907	0.9910	0.8248	0.8396	0.8321	0.9092	0.8967	0.9029	0.8011	0.8286	0.8146	0.8816	0.8889	0.8851
0.0394	1.1635	11000	0.0545	0.9784	0.9904	0.9910	0.9907	0.8314	0.8246	0.8280	0.9039	0.9006	0.9023	0.8299	0.8086	0.8191	0.8889	0.8812	0.8850
0.0394	1.1741	11100	0.0541	0.9786	0.9892	0.9924	0.9908	0.8454	0.8109	0.8278	0.9102	0.8949	0.9025	0.8303	0.7829	0.8059	0.8938	0.8703	0.8817
0.04	1.1847	11200	0.0546	0.9787	0.9892	0.9923	0.9908	0.8504	0.8034	0.8262	0.9030	0.9057	0.9043	0.8474	0.7771	0.8107	0.8975	0.8696	0.8830
0.038	1.1953	11300	0.0553	0.9785	0.9895	0.9919	0.9907	0.8450	0.8082	0.8262	0.9021	0.9022	0.9021	0.8187	0.8	0.8092	0.8888	0.8756	0.8821
0.0386	1.2058	11400	0.0554	0.9786	0.9893	0.9922	0.9908	0.8464	0.8086	0.8271	0.9030	0.9040	0.9035	0.8819	0.7257	0.7962	0.9052	0.8576	0.8794
0.0373	1.2164	11500	0.0552	0.9785	0.9899	0.9918	0.9908	0.8375	0.8159	0.8266	0.9049	0.8998	0.9023	0.8408	0.7543	0.7952	0.8933	0.8654	0.8787
0.0388	1.2270	11600	0.0551	0.9786	0.9898	0.9920	0.9909	0.8337	0.8214	0.8275	0.9142	0.8921	0.9030	0.8506	0.7486	0.7964	0.8971	0.8635	0.8794
0.0391	1.2376	11700	0.0545	0.9788	0.9892	0.9926	0.9909	0.8517	0.8045	0.8274	0.9027	0.9016	0.9022	0.8595	0.7514	0.8018	0.9008	0.8625	0.8806
0.0397	1.2481	11800	0.0553	0.9782	0.9914	0.9902	0.9908	0.8189	0.8368	0.8277	0.8990	0.8995	0.8992	0.8353	0.8114	0.8232	0.8861	0.8845	0.8852
0.039	1.2587	11900	0.0541	0.9788	0.9894	0.9925	0.9909	0.8439	0.8130	0.8282	0.9102	0.8945	0.9022	0.8679	0.7886	0.8263	0.9029	0.8721	0.8869
0.0387	1.2693	12000	0.0545	0.9787	0.9895	0.9922	0.9908	0.8403	0.8180	0.8290	0.9121	0.8924	0.9021	0.8571	0.7543	0.8024	0.8997	0.8642	0.8811
0.0403	1.2799	12100	0.0545	0.9783	0.9905	0.9909	0.9907	0.8293	0.8271	0.8282	0.9019	0.9002	0.9010	0.8459	0.7686	0.8054	0.8919	0.8717	0.8813
0.0391	1.2905	12200	0.0543	0.9784	0.9900	0.9916	0.9908	0.8319	0.8236	0.8277	0.9107	0.8903	0.9004	0.8052	0.8029	0.8040	0.8844	0.8771	0.8807
0.0397	1.3010	12300	0.0539	0.9785	0.9890	0.9926	0.9908	0.8461	0.8057	0.8254	0.9092	0.8937	0.9014	0.8318	0.7771	0.8035	0.8940	0.8673	0.8803
0.0391	1.3116	12400	0.0544	0.9788	0.9895	0.9923	0.9909	0.8518	0.8026	0.8265	0.8984	0.9109	0.9046	0.8526	0.76	0.8036	0.8981	0.8665	0.8814
0.039	1.3222	12500	0.0541	0.9787	0.9901	0.9916	0.9909	0.8340	0.8239	0.8289	0.9082	0.8968	0.9025	0.8508	0.7657	0.8060	0.8958	0.8695	0.8821
0.0377	1.3328	12600	0.0537	0.9791	0.9900	0.9922	0.9911	0.8470	0.8188	0.8327	0.9041	0.9013	0.9027	0.8394	0.7914	0.8147	0.8951	0.8759	0.8853
0.0392	1.3433	12700	0.0538	0.9786	0.9910	0.9908	0.9909	0.8256	0.8388	0.8321	0.9064	0.8914	0.8988	0.8056	0.8171	0.8113	0.8822	0.8846	0.8833
0.0383	1.3539	12800	0.0539	0.9792	0.9896	0.9927	0.9912	0.8529	0.8102	0.8310	0.9032	0.9030	0.9031	0.8638	0.7429	0.7988	0.9024	0.8622	0.8810
0.0385	1.3645	12900	0.0539	0.9786	0.9891	0.9926	0.9909	0.8492	0.8063	0.8272	0.9050	0.8967	0.9008	0.8449	0.7629	0.8018	0.8971	0.8646	0.8802
0.038	1.3751	13000	0.0542	0.9787	0.9898	0.9920	0.9909	0.8420	0.8183	0.8300	0.9069	0.8954	0.9011	0.8063	0.8086	0.8074	0.8862	0.8786	0.8823
0.0399	1.3857	13100	0.0539	0.9787	0.9890	0.9929	0.9909	0.8461	0.8095	0.8274	0.9142	0.8883	0.9011	0.8491	0.7714	0.8084	0.8996	0.8655	0.8819
0.0384	1.3962	13200	0.0532	0.9789	0.9901	0.9920	0.9910	0.8402	0.8204	0.8302	0.9058	0.8971	0.9014	0.8457	0.7829	0.8131	0.8954	0.8731	0.8839
0.0388	1.4068	13300	0.0532	0.9791	0.9894	0.9928	0.9911	0.8533	0.8101	0.8312	0.9046	0.8987	0.9017	0.8650	0.7686	0.8139	0.9031	0.8675	0.8845
0.0383	1.4174	13400	0.0530	0.9789	0.9901	0.9920	0.9910	0.8478	0.8141	0.8306	0.8983	0.9059	0.9021	0.8279	0.7971	0.8122	0.8910	0.8773	0.8840
0.0386	1.4280	13500	0.0533	0.9786	0.9903	0.9915	0.9909	0.8381	0.8214	0.8296	0.8978	0.9035	0.9006	0.8660	0.7571	0.8079	0.8981	0.8684	0.8823
0.0388	1.4385	13600	0.0532	0.9790	0.9897	0.9925	0.9911	0.8545	0.8077	0.8304	0.8971	0.9049	0.9010	0.8530	0.7629	0.8054	0.8986	0.8670	0.8820
0.0392	1.4491	13700	0.0532	0.9790	0.9895	0.9926	0.9910	0.8476	0.8159	0.8314	0.9101	0.8933	0.9016	0.8204	0.7829	0.8012	0.8919	0.8712	0.8813
0.0379	1.4597	13800	0.0529	0.9790	0.9896	0.9925	0.9910	0.8528	0.8125	0.8321	0.9038	0.8997	0.9018	0.8160	0.7857	0.8006	0.8905	0.8726	0.8814
0.0379	1.4703	13900	0.0534	0.9786	0.9893	0.9926	0.9909	0.8502	0.8030	0.8259	0.8992	0.9002	0.8997	0.8590	0.7486	0.8	0.8994	0.8611	0.8791
0.0377	1.4809	14000	0.0539	0.9788	0.9906	0.9915	0.9910	0.8357	0.8252	0.8304	0.9035	0.8994	0.9014	0.8169	0.8029	0.8098	0.8867	0.8797	0.8832
0.0384	1.4914	14100	0.0537	0.9786	0.9904	0.9914	0.9909	0.8272	0.8340	0.8306	0.9151	0.8887	0.9018	0.8201	0.7686	0.7935	0.8882	0.8707	0.8792
0.0401	1.5020	14200	0.0533	0.9789	0.9906	0.9914	0.9910	0.8427	0.8214	0.8319	0.8972	0.9076	0.9024	0.8	0.8229	0.8113	0.8826	0.8858	0.8841
0.0384	1.5126	14300	0.0539	0.9789	0.9890	0.9930	0.9910	0.8511	0.8075	0.8288	0.9099	0.8935	0.9016	0.8502	0.7457	0.7945	0.9001	0.8599	0.8790
0.0377	1.5232	14400	0.0534	0.9790	0.9898	0.9923	0.9911	0.8497	0.8136	0.8312	0.9017	0.9016	0.9017	0.8396	0.7629	0.7994	0.8952	0.8676	0.8808
0.0368	1.5337	14500	0.0541	0.9788	0.9900	0.9919	0.9910	0.8416	0.8185	0.8299	0.9036	0.9032	0.9034	0.8653	0.7343	0.7944	0.9001	0.8620	0.8797
0.0376	1.5443	14600	0.0543	0.9785	0.9895	0.9921	0.9908	0.8495	0.8042	0.8262	0.8986	0.9043	0.9014	0.8222	0.8057	0.8139	0.8899	0.8766	0.8831
0.0387	1.5549	14700	0.0535	0.9787	0.9903	0.9913	0.9908	0.8381	0.8223	0.8301	0.9013	0.9044	0.9029	0.8234	0.7857	0.8041	0.8883	0.8759	0.8820
0.0384	1.5655	14800	0.0538	0.9786	0.9905	0.9912	0.9909	0.8276	0.8323	0.8300	0.9105	0.8932	0.9018	0.8261	0.76	0.7917	0.8887	0.8692	0.8786
0.0378	1.5761	14900	0.0534	0.9790	0.9902	0.9918	0.9910	0.8398	0.8231	0.8313	0.9077	0.9013	0.9045	0.8476	0.7629	0.8030	0.8963	0.8698	0.8825
0.0387	1.5866	15000	0.0532	0.9791	0.9902	0.9917	0.9910	0.8390	0.8309	0.8349	0.9118	0.8967	0.9042	0.8498	0.76	0.8024	0.8977	0.8698	0.8831
0.0381	1.5972	15100	0.0531	0.9791	0.9898	0.9922	0.9910	0.8471	0.8171	0.8318	0.9075	0.9030	0.9052	0.8464	0.7714	0.8072	0.8977	0.8709	0.8838
0.0374	1.6078	15200	0.0533	0.9788	0.9895	0.9925	0.9910	0.8469	0.8122	0.8292	0.9077	0.8967	0.9022	0.8354	0.7686	0.8006	0.8949	0.8675	0.8807
0.0364	1.6184	15300	0.0535	0.9790	0.9894	0.9926	0.9910	0.8482	0.8122	0.8298	0.9105	0.8975	0.9039	0.8440	0.7886	0.8154	0.8980	0.8727	0.8850
0.0384	1.6289	15400	0.0531	0.9788	0.9902	0.9917	0.9910	0.8454	0.8163	0.8306	0.8969	0.9062	0.9015	0.8223	0.78	0.8006	0.8887	0.8735	0.8809
0.0372	1.6395	15500	0.0533	0.9790	0.9898	0.9922	0.9910	0.8475	0.8181	0.8325	0.9052	0.9008	0.9030	0.8380	0.7686	0.8018	0.8951	0.8699	0.8821
0.0362	1.6501	15600	0.0528	0.9793	0.9898	0.9925	0.9911	0.8435	0.8231	0.8332	0.9182	0.8948	0.9063	0.8464	0.7714	0.8072	0.8995	0.8705	0.8845
0.0393	1.6607	15700	0.0528	0.9790	0.9904	0.9915	0.9910	0.8331	0.8336	0.8333	0.9140	0.8945	0.9041	0.8246	0.7657	0.7941	0.8905	0.8713	0.8806
0.0376	1.6713	15800	0.0531	0.9791	0.9898	0.9924	0.9911	0.8447	0.8183	0.8313	0.9101	0.8987	0.9044	0.8302	0.7543	0.7904	0.8937	0.8659	0.8793
0.0379	1.6818	15900	0.0529	0.9792	0.9903	0.9920	0.9912	0.8487	0.8184	0.8333	0.8975	0.9086	0.9030	0.8491	0.7714	0.8084	0.8964	0.8726	0.8839
0.0381	1.6924	16000	0.0524	0.9794	0.9902	0.9923	0.9912	0.8430	0.8263	0.8346	0.9135	0.8951	0.9042	0.8225	0.7943	0.8081	0.8923	0.8770	0.8845
0.0381	1.7030	16100	0.0526	0.9793	0.9901	0.9923	0.9912	0.8462	0.8228	0.8344	0.9089	0.9002	0.9045	0.8391	0.76	0.7976	0.8961	0.8688	0.8819
0.0377	1.7136	16200	0.0526	0.9794	0.9904	0.9921	0.9912	0.8433	0.8274	0.8353	0.9098	0.9002	0.9050	0.8214	0.7886	0.8047	0.8913	0.8770	0.8840
0.0377	1.7241	16300	0.0519	0.9794	0.9899	0.9924	0.9912	0.8464	0.8258	0.8360	0.9154	0.8952	0.9052	0.8144	0.7771	0.7953	0.8915	0.8726	0.8819
0.0383	1.7347	16400	0.0526	0.9793	0.9910	0.9915	0.9913	0.8391	0.8352	0.8371	0.9037	0.9024	0.9030	0.8252	0.7686	0.7959	0.8897	0.8744	0.8818
0.0381	1.7453	16500	0.0522	0.9792	0.9894	0.9928	0.9911	0.8515	0.8153	0.8330	0.9110	0.8951	0.9030	0.8419	0.7457	0.7909	0.8985	0.8622	0.8795
0.0376	1.7559	16600	0.0523	0.9793	0.9902	0.9921	0.9911	0.8434	0.8270	0.8351	0.9113	0.8975	0.9043	0.8293	0.7914	0.8099	0.8936	0.8770	0.8851
0.0369	1.7664	16700	0.0522	0.9794	0.9898	0.9925	0.9912	0.8479	0.8181	0.8328	0.9130	0.9011	0.9070	0.8168	0.7771	0.7965	0.8919	0.8722	0.8819
0.0364	1.7770	16800	0.0523	0.9795	0.9901	0.9925	0.9913	0.8460	0.8258	0.8358	0.9125	0.8975	0.9049	0.8498	0.76	0.8024	0.8996	0.8689	0.8836
0.0368	1.7876	16900	0.0521	0.9796	0.9907	0.9919	0.9913	0.8505	0.8254	0.8377	0.9011	0.9095	0.9053	0.8230	0.7971	0.8099	0.8913	0.8810	0.8860
0.0382	1.7982	17000	0.0520	0.9795	0.9899	0.9926	0.9912	0.8563	0.8137	0.8345	0.9054	0.9054	0.9054	0.8120	0.8143	0.8131	0.8909	0.8815	0.8861
0.0384	1.8088	17100	0.0522	0.9793	0.9902	0.9922	0.9912	0.8503	0.8192	0.8345	0.9025	0.9070	0.9048	0.8411	0.7714	0.8048	0.8960	0.8724	0.8838
0.0383	1.8193	17200	0.0519	0.9795	0.9903	0.9923	0.9913	0.8454	0.8269	0.8360	0.9091	0.9008	0.9050	0.8548	0.7571	0.8030	0.8999	0.8693	0.8838
0.0369	1.8299	17300	0.0522	0.9795	0.9909	0.9916	0.9913	0.8415	0.8329	0.8372	0.9047	0.9073	0.9060	0.8608	0.76	0.8073	0.8995	0.8730	0.8854
0.0368	1.8405	17400	0.0523	0.9795	0.9905	0.9920	0.9912	0.8436	0.8306	0.8371	0.9110	0.9	0.9055	0.8132	0.8086	0.8109	0.8896	0.8828	0.8862
0.0374	1.8511	17500	0.0523	0.9794	0.9897	0.9926	0.9911	0.8590	0.8108	0.8342	0.9000	0.9097	0.9048	0.8466	0.7571	0.7994	0.8988	0.8675	0.8824
0.038	1.8616	17600	0.0522	0.9797	0.9903	0.9924	0.9913	0.8531	0.8216	0.8371	0.9034	0.9059	0.9046	0.8683	0.7914	0.8281	0.9038	0.8778	0.8903
0.0367	1.8722	17700	0.0522	0.9797	0.9898	0.9928	0.9913	0.8557	0.8177	0.8363	0.9119	0.9003	0.9061	0.8363	0.8171	0.8266	0.8984	0.8820	0.8901
0.0368	1.8828	17800	0.0519	0.9798	0.9901	0.9926	0.9913	0.8506	0.8246	0.8374	0.9124	0.9016	0.9070	0.8698	0.7829	0.8241	0.9057	0.8754	0.8899
0.0373	1.8934	17900	0.0521	0.9797	0.9901	0.9925	0.9913	0.8539	0.8197	0.8365	0.9074	0.9041	0.9058	0.8227	0.8086	0.8156	0.8935	0.8812	0.8873
0.0376	1.9040	18000	0.0521	0.9794	0.9909	0.9915	0.9912	0.8374	0.8349	0.8361	0.9074	0.9021	0.9047	0.8492	0.7886	0.8178	0.8962	0.8793	0.8875
0.0379	1.9145	18100	0.0520	0.9796	0.9899	0.9928	0.9913	0.8522	0.8203	0.8359	0.9111	0.8976	0.9043	0.8497	0.7914	0.8195	0.9007	0.8755	0.8878
0.0372	1.9251	18200	0.0519	0.9793	0.9906	0.9916	0.9911	0.8381	0.8323	0.8352	0.9086	0.9	0.9043	0.8554	0.7943	0.8237	0.8982	0.8796	0.8886
0.0359	1.9357	18300	0.0521	0.9795	0.9900	0.9924	0.9912	0.8526	0.8201	0.8361	0.9079	0.9033	0.9056	0.8319	0.82	0.8259	0.8956	0.8840	0.8897
0.0369	1.9463	18400	0.0521	0.9796	0.9905	0.9920	0.9912	0.8391	0.8344	0.8367	0.9160	0.8968	0.9063	0.8620	0.8029	0.8314	0.9019	0.8815	0.8914
0.0368	1.9568	18500	0.0520	0.9795	0.9902	0.9923	0.9913	0.8506	0.8208	0.8354	0.9064	0.9040	0.9052	0.8363	0.8029	0.8192	0.8959	0.8800	0.8878
0.0372	1.9674	18600	0.0519	0.9795	0.9900	0.9924	0.9912	0.8485	0.8234	0.8357	0.9115	0.8992	0.9053	0.8455	0.7971	0.8206	0.8989	0.8780	0.8882
0.0376	1.9780	18700	0.0515	0.9798	0.9903	0.9924	0.9913	0.8514	0.8260	0.8385	0.9103	0.9027	0.9065	0.8383	0.8	0.8187	0.8976	0.8803	0.8888
0.0372	1.9886	18800	0.0517	0.9797	0.9906	0.9921	0.9913	0.8510	0.8238	0.8372	0.9026	0.9101	0.9063	0.8363	0.8029	0.8192	0.8951	0.8822	0.8885
0.0386	1.9992	18900	0.0515	0.9795	0.9907	0.9917	0.9912	0.8414	0.8333	0.8373	0.9094	0.9019	0.9056	0.8324	0.8086	0.8203	0.8935	0.8839	0.8886
0.027	2.0097	19000	0.0569	0.9793	0.9907	0.9917	0.9912	0.8384	0.8325	0.8355	0.9087	0.8992	0.9039	0.8471	0.7914	0.8183	0.8962	0.8787	0.8872
0.0261	2.0203	19100	0.0576	0.9793	0.9905	0.9920	0.9912	0.8405	0.8267	0.8335	0.9070	0.8998	0.9034	0.8450	0.7943	0.8189	0.8958	0.8782	0.8868
0.0259	2.0309	19200	0.0575	0.9793	0.9910	0.9915	0.9913	0.8354	0.8341	0.8348	0.9069	0.9017	0.9043	0.8274	0.7943	0.8105	0.8902	0.8804	0.8852
0.026	2.0415	19300	0.0584	0.9794	0.9900	0.9924	0.9912	0.8477	0.8219	0.8346	0.9088	0.8981	0.9034	0.8476	0.7943	0.8201	0.8985	0.8767	0.8873
0.027	2.0520	19400	0.0579	0.9792	0.9902	0.9921	0.9912	0.8404	0.8260	0.8331	0.9097	0.8954	0.9025	0.8536	0.7829	0.8167	0.8985	0.8741	0.8859
0.0252	2.0626	19500	0.0586	0.9794	0.9904	0.9921	0.9912	0.8462	0.8244	0.8352	0.9045	0.9032	0.9038	0.8536	0.7829	0.8167	0.8987	0.8756	0.8867
0.0258	2.0732	19600	0.0586	0.9794	0.9906	0.9919	0.9913	0.8424	0.8297	0.8360	0.9079	0.9011	0.9045	0.8240	0.8029	0.8133	0.8912	0.8814	0.8863
0.0258	2.0838	19700	0.0586	0.9793	0.9908	0.9916	0.9912	0.8350	0.8361	0.8355	0.9104	0.8970	0.9036	0.8440	0.7886	0.8154	0.8951	0.8783	0.8864
0.0264	2.0944	19800	0.0584	0.9793	0.9908	0.9917	0.9912	0.8379	0.8361	0.8370	0.9080	0.8965	0.9022	0.8343	0.7914	0.8123	0.8928	0.8789	0.8857
0.0267	2.1049	19900	0.0580	0.9792	0.9904	0.9919	0.9912	0.8488	0.8216	0.8350	0.8990	0.9040	0.9015	0.8161	0.8114	0.8138	0.8886	0.8822	0.8853
0.026	2.1155	20000	0.0581	0.9793	0.9904	0.9919	0.9912	0.8434	0.8273	0.8353	0.9048	0.9003	0.9025	0.8421	0.7771	0.8083	0.8952	0.8742	0.8843
0.0259	2.1261	20100	0.0585	0.9795	0.9906	0.9920	0.9913	0.8414	0.8317	0.8365	0.9098	0.8989	0.9043	0.8514	0.7857	0.8172	0.8983	0.8771	0.8873
0.0257	2.1367	20200	0.0586	0.9793	0.9903	0.9921	0.9912	0.8426	0.8248	0.8336	0.9087	0.8989	0.9038	0.8225	0.7943	0.8081	0.8910	0.8775	0.8842
0.025	2.1472	20300	0.0592	0.9794	0.9904	0.9921	0.9912	0.8467	0.8223	0.8343	0.9041	0.9054	0.9047	0.8349	0.78	0.8065	0.8940	0.8749	0.8842
0.0255	2.1578	20400	0.0586	0.9792	0.9907	0.9918	0.9912	0.8378	0.8336	0.8357	0.9081	0.8957	0.9019	0.8293	0.7771	0.8024	0.8915	0.8745	0.8828
0.0252	2.1684	20500	0.0584	0.9793	0.9901	0.9924	0.9912	0.8498	0.8175	0.8333	0.9038	0.9043	0.9041	0.8292	0.7629	0.7946	0.8932	0.8692	0.8808
0.0257	2.1790	20600	0.0581	0.9793	0.9903	0.9922	0.9913	0.8449	0.8250	0.8348	0.9068	0.8975	0.9021	0.8298	0.78	0.8041	0.8929	0.8737	0.8831
0.0245	2.1895	20700	0.0587	0.9792	0.9909	0.9916	0.9912	0.8373	0.8317	0.8345	0.9056	0.9005	0.9031	0.8182	0.7971	0.8075	0.8880	0.8802	0.8841
0.0267	2.2001	20800	0.0580	0.9794	0.9906	0.9919	0.9913	0.8397	0.8318	0.8357	0.9112	0.8979	0.9045	0.8293	0.7914	0.8099	0.8927	0.8783	0.8854
0.0262	2.2107	20900	0.0589	0.9792	0.9906	0.9918	0.9912	0.8404	0.8258	0.8330	0.9043	0.9013	0.9028	0.8364	0.7886	0.8118	0.8929	0.8769	0.8847
0.025	2.2213	21000	0.0586	0.9793	0.9905	0.9920	0.9912	0.8424	0.8243	0.8332	0.9053	0.9014	0.9034	0.8378	0.7971	0.8170	0.8940	0.8787	0.8862
0.0255	2.2319	21100	0.0585	0.9794	0.9900	0.9925	0.9912	0.8470	0.8215	0.8341	0.9113	0.8968	0.9040	0.8384	0.7857	0.8112	0.8967	0.8741	0.8851
0.0251	2.2424	21200	0.0592	0.9794	0.9908	0.9918	0.9913	0.8421	0.8260	0.8340	0.9023	0.9076	0.9050	0.8410	0.7857	0.8124	0.8940	0.8778	0.8857
0.0254	2.2530	21300	0.0584	0.9793	0.9906	0.9918	0.9912	0.8418	0.8264	0.8341	0.9051	0.9029	0.9040	0.8304	0.7971	0.8134	0.8920	0.8796	0.8857
0.0254	2.2636	21400	0.0583	0.9795	0.9907	0.9918	0.9913	0.8423	0.8290	0.8356	0.9068	0.9055	0.9062	0.8478	0.78	0.8125	0.8969	0.8766	0.8864
0.0263	2.2742	21500	0.0582	0.9794	0.9905	0.9920	0.9912	0.8464	0.8216	0.8338	0.9026	0.9078	0.9052	0.8436	0.7857	0.8136	0.8958	0.8768	0.8860
0.0251	2.2847	21600	0.0587	0.9794	0.9907	0.9917	0.9912	0.8440	0.8256	0.8347	0.9025	0.9078	0.9051	0.8318	0.7914	0.8111	0.8922	0.8791	0.8855
0.0253	2.2953	21700	0.0582	0.9793	0.9905	0.9919	0.9912	0.8420	0.8254	0.8336	0.9060	0.9044	0.9052	0.8553	0.7771	0.8144	0.8985	0.8747	0.8861
0.025	2.3059	21800	0.0583	0.9796	0.9906	0.9921	0.9914	0.8468	0.8254	0.8360	0.9051	0.9052	0.9052	0.8364	0.7886	0.8118	0.8947	0.8778	0.8861
0.0249	2.3165	21900	0.0583	0.9795	0.9908	0.9918	0.9913	0.8382	0.8344	0.8363	0.9101	0.8987	0.9044	0.8415	0.7886	0.8142	0.8951	0.8784	0.8865
0.0247	2.3271	22000	0.0583	0.9794	0.9905	0.9921	0.9913	0.8428	0.8270	0.8348	0.9068	0.9008	0.9038	0.8567	0.7686	0.8102	0.8992	0.8721	0.8850
0.0251	2.3376	22100	0.0581	0.9792	0.9904	0.9920	0.9912	0.8443	0.8223	0.8331	0.9037	0.9046	0.9042	0.8421	0.7771	0.8083	0.8951	0.8740	0.8842
0.025	2.3482	22200	0.0590	0.9792	0.9907	0.9917	0.9912	0.8385	0.8295	0.8340	0.9060	0.9016	0.9038	0.8384	0.7857	0.8112	0.8934	0.8771	0.8851
0.0251	2.3588	22300	0.0587	0.9792	0.9907	0.9916	0.9912	0.8394	0.8285	0.8339	0.9052	0.9030	0.9041	0.8110	0.7971	0.8040	0.8866	0.8801	0.8833
0.0252	2.3694	22400	0.0585	0.9795	0.9903	0.9922	0.9912	0.8473	0.8218	0.8343	0.9075	0.9044	0.9059	0.8313	0.7886	0.8094	0.8941	0.8767	0.8852
0.0251	2.3799	22500	0.0583	0.9793	0.9904	0.9920	0.9912	0.8444	0.8231	0.8336	0.9051	0.9038	0.9044	0.8373	0.7943	0.8152	0.8943	0.8783	0.8861
0.0255	2.3905	22600	0.0585	0.9795	0.9907	0.9919	0.9913	0.8434	0.8281	0.8357	0.9060	0.9043	0.9051	0.8483	0.7829	0.8143	0.8971	0.8768	0.8866
0.0247	2.4011	22700	0.0587	0.9794	0.9905	0.9920	0.9913	0.8439	0.8252	0.8345	0.9063	0.9030	0.9047	0.8399	0.7943	0.8164	0.8952	0.8786	0.8867
0.025	2.4117	22800	0.0583	0.9793	0.9903	0.9920	0.9911	0.8433	0.8242	0.8336	0.9082	0.9014	0.9048	0.8364	0.7886	0.8118	0.8945	0.8765	0.8853
0.0247	2.4223	22900	0.0588	0.9794	0.9906	0.9918	0.9912	0.8413	0.8285	0.8348	0.9086	0.9032	0.9059	0.8333	0.7857	0.8088	0.8935	0.8773	0.8852
0.0261	2.4328	23000	0.0583	0.9794	0.9903	0.9921	0.9912	0.8439	0.8266	0.8352	0.9103	0.9005	0.9054	0.8457	0.7829	0.8131	0.8975	0.8755	0.8862
0.0255	2.4434	23100	0.0581	0.9794	0.9906	0.9919	0.9912	0.8428	0.8271	0.8349	0.9069	0.9046	0.9057	0.8431	0.7829	0.8119	0.8958	0.8766	0.8859
0.0249	2.4540	23200	0.0583	0.9794	0.9907	0.9918	0.9912	0.8414	0.8274	0.8343	0.9072	0.9059	0.9065	0.8358	0.8	0.8175	0.8938	0.8813	0.8874
0.0257	2.4646	23300	0.0583	0.9795	0.9907	0.9918	0.9912	0.8401	0.8299	0.8350	0.9097	0.9038	0.9067	0.8389	0.7886	0.8130	0.8948	0.8785	0.8865
0.0253	2.4751	23400	0.0583	0.9795	0.9904	0.9921	0.9912	0.8451	0.8251	0.8350	0.9076	0.9032	0.9054	0.8415	0.7886	0.8142	0.8961	0.8772	0.8864
0.0254	2.4857	23500	0.0581	0.9793	0.9906	0.9919	0.9912	0.8403	0.8281	0.8342	0.9086	0.9024	0.9055	0.8349	0.78	0.8065	0.8936	0.8756	0.8843
0.0254	2.4963	23600	0.0584	0.9795	0.9905	0.9920	0.9913	0.8429	0.8281	0.8354	0.9098	0.9017	0.9058	0.8294	0.8057	0.8174	0.8932	0.8819	0.8875
0.0253	2.5069	23700	0.0582	0.9795	0.9908	0.9917	0.9912	0.8392	0.8323	0.8358	0.9088	0.9033	0.9061	0.8424	0.7943	0.8176	0.8953	0.8804	0.8877
0.0247	2.5175	23800	0.0585	0.9795	0.9905	0.9920	0.9913	0.8424	0.8295	0.8359	0.9099	0.9006	0.9052	0.8436	0.7857	0.8136	0.8966	0.8770	0.8865
0.0247	2.5280	23900	0.0586	0.9795	0.9904	0.9921	0.9913	0.8452	0.8247	0.8348	0.9079	0.9032	0.9055	0.8440	0.7886	0.8154	0.8969	0.8771	0.8868
0.0244	2.5386	24000	0.0582	0.9795	0.9905	0.9920	0.9913	0.8423	0.8290	0.8356	0.9092	0.9010	0.9050	0.8424	0.7943	0.8176	0.8961	0.8791	0.8874
0.0245	2.5492	24100	0.0585	0.9795	0.9905	0.9920	0.9912	0.8439	0.8267	0.8352	0.9091	0.9019	0.9055	0.8338	0.8029	0.8180	0.8943	0.8809	0.8875
0.0248	2.5598	24200	0.0586	0.9795	0.9905	0.9920	0.9913	0.8424	0.8299	0.8361	0.9100	0.8994	0.9047	0.8436	0.7857	0.8136	0.8966	0.8768	0.8864
0.0251	2.5703	24300	0.0585	0.9794	0.9906	0.9919	0.9913	0.8426	0.8274	0.8349	0.9070	0.9036	0.9053	0.8359	0.7857	0.8100	0.8940	0.8772	0.8854
0.0243	2.5809	24400	0.0586	0.9795	0.9904	0.9921	0.9913	0.8460	0.8236	0.8347	0.9069	0.9043	0.9056	0.8358	0.8	0.8175	0.8948	0.8800	0.8873
0.0257	2.5915	24500	0.0584	0.9794	0.9904	0.9921	0.9912	0.8454	0.8236	0.8344	0.9051	0.9040	0.9045	0.8389	0.7886	0.8130	0.8950	0.8771	0.8858
0.0247	2.6021	24600	0.0585	0.9795	0.9907	0.9919	0.9913	0.8414	0.8306	0.8360	0.9078	0.9005	0.9041	0.8410	0.7857	0.8124	0.8952	0.8772	0.8860
0.0243	2.6127	24700	0.0584	0.9795	0.9906	0.9920	0.9913	0.8435	0.8274	0.8353	0.9075	0.9035	0.9055	0.8348	0.7943	0.8141	0.8941	0.8793	0.8865
0.0251	2.6232	24800	0.0584	0.9794	0.9905	0.9921	0.9913	0.8443	0.8258	0.8350	0.9076	0.9024	0.9050	0.8348	0.7943	0.8141	0.8943	0.8786	0.8863
0.0255	2.6338	24900	0.0584	0.9794	0.9905	0.9921	0.9913	0.8436	0.8263	0.8349	0.9074	0.9024	0.9049	0.8478	0.78	0.8125	0.8973	0.8752	0.8859
0.0246	2.6444	25000	0.0585	0.9794	0.9905	0.9919	0.9912	0.8433	0.8266	0.8349	0.9076	0.9025	0.9050	0.8294	0.8057	0.8174	0.8927	0.8817	0.8871
0.0249	2.6550	25100	0.0586	0.9795	0.9903	0.9923	0.9913	0.8472	0.8236	0.8352	0.9079	0.9017	0.9048	0.8399	0.7943	0.8164	0.8963	0.8780	0.8869
0.0251	2.6655	25200	0.0585	0.9795	0.9904	0.9921	0.9912	0.8446	0.8258	0.8351	0.9087	0.9024	0.9055	0.8363	0.8029	0.8192	0.8950	0.8808	0.8878
0.0239	2.6761	25300	0.0584	0.9794	0.9904	0.9920	0.9912	0.8436	0.8269	0.8351	0.9087	0.9005	0.9046	0.8314	0.8029	0.8169	0.8935	0.8806	0.8870
0.0238	2.6867	25400	0.0586	0.9795	0.9904	0.9922	0.9913	0.8440	0.8274	0.8356	0.9103	0.8995	0.9049	0.8431	0.7829	0.8119	0.8970	0.8755	0.8859
0.0253	2.6973	25500	0.0584	0.9794	0.9903	0.9922	0.9912	0.8449	0.8254	0.8350	0.9086	0.8998	0.9042	0.8440	0.7886	0.8154	0.8970	0.8765	0.8865
0.0251	2.7078	25600	0.0583	0.9795	0.9903	0.9922	0.9913	0.8458	0.8244	0.8350	0.9077	0.9019	0.9048	0.8514	0.7857	0.8172	0.8988	0.8761	0.8871
0.0255	2.7184	25700	0.0581	0.9795	0.9904	0.9922	0.9913	0.8456	0.8259	0.8357	0.9082	0.9016	0.9049	0.8536	0.7829	0.8167	0.8995	0.8756	0.8871
0.0243	2.7290	25800	0.0583	0.9795	0.9905	0.9920	0.9913	0.8443	0.8286	0.8364	0.9082	0.9019	0.9051	0.8488	0.7857	0.8160	0.8980	0.8771	0.8872
0.0245	2.7396	25900	0.0582	0.9795	0.9905	0.9920	0.9913	0.8437	0.8287	0.8361	0.9084	0.9024	0.9054	0.8457	0.7829	0.8131	0.8971	0.8765	0.8865
0.0252	2.7502	26000	0.0584	0.9796	0.9905	0.9921	0.9913	0.8449	0.8277	0.8362	0.9078	0.9040	0.9059	0.8509	0.7829	0.8155	0.8985	0.8766	0.8872
0.0241	2.7607	26100	0.0584	0.9795	0.9905	0.9921	0.9913	0.8448	0.8273	0.8359	0.9087	0.9025	0.9056	0.8457	0.7829	0.8131	0.8974	0.8762	0.8865
0.0257	2.7713	26200	0.0582	0.9796	0.9905	0.9921	0.9913	0.8454	0.8278	0.8365	0.9088	0.9029	0.9058	0.8440	0.7886	0.8154	0.8972	0.8778	0.8872
0.0237	2.7819	26300	0.0583	0.9796	0.9905	0.9921	0.9913	0.8447	0.8275	0.8360	0.9084	0.9032	0.9058	0.8466	0.7886	0.8166	0.8976	0.8778	0.8874
0.0247	2.7925	26400	0.0583	0.9795	0.9904	0.9922	0.9913	0.8453	0.8256	0.8353	0.9085	0.9032	0.9058	0.8492	0.7886	0.8178	0.8984	0.8774	0.8876
0.0248	2.8030	26500	0.0584	0.9795	0.9905	0.9921	0.9913	0.8443	0.8269	0.8355	0.9081	0.9035	0.9058	0.8492	0.7886	0.8178	0.8980	0.8777	0.8876
0.0245	2.8136	26600	0.0584	0.9795	0.9906	0.9920	0.9913	0.8430	0.8274	0.8351	0.9077	0.9038	0.9057	0.8492	0.7886	0.8178	0.8976	0.8779	0.8875
0.0249	2.8242	26700	0.0583	0.9795	0.9906	0.9920	0.9913	0.8440	0.8273	0.8355	0.9077	0.9038	0.9057	0.8466	0.7886	0.8166	0.8972	0.8779	0.8873
0.0254	2.8348	26800	0.0583	0.9796	0.9906	0.9920	0.9913	0.8430	0.8291	0.8360	0.9094	0.9032	0.9063	0.8492	0.7886	0.8178	0.8981	0.8782	0.8878
0.0243	2.8454	26900	0.0583	0.9796	0.9905	0.9921	0.9913	0.8444	0.8274	0.8358	0.9090	0.9025	0.9058	0.8471	0.7914	0.8183	0.8977	0.8784	0.8878
0.0257	2.8559	27000	0.0584	0.9796	0.9906	0.9920	0.9913	0.8428	0.8291	0.8359	0.9086	0.9030	0.9058	0.8471	0.7914	0.8183	0.8973	0.8789	0.8878
0.0247	2.8665	27100	0.0584	0.9795	0.9905	0.9920	0.9913	0.8435	0.8278	0.8356	0.9086	0.9030	0.9058	0.8471	0.7914	0.8183	0.8974	0.8786	0.8877
0.0249	2.8771	27200	0.0584	0.9796	0.9906	0.9920	0.9913	0.8434	0.8279	0.8356	0.9087	0.9033	0.9060	0.8497	0.7914	0.8195	0.8981	0.8787	0.8881
0.024	2.8877	27300	0.0584	0.9795	0.9906	0.9920	0.9913	0.8436	0.8278	0.8356	0.9082	0.9035	0.9059	0.8497	0.7914	0.8195	0.8980	0.8787	0.8881
0.0246	2.8982	27400	0.0584	0.9795	0.9906	0.9920	0.9913	0.8435	0.8278	0.8356	0.9084	0.9033	0.9058	0.8445	0.7914	0.8171	0.8967	0.8786	0.8875
0.0242	2.9088	27500	0.0584	0.9795	0.9905	0.9921	0.9913	0.8435	0.8271	0.8352	0.9091	0.9030	0.9060	0.8445	0.7914	0.8171	0.8969	0.8784	0.8874
0.0245	2.9194	27600	0.0584	0.9795	0.9905	0.9920	0.9913	0.8437	0.8274	0.8355	0.9088	0.9030	0.9059	0.8450	0.7943	0.8189	0.8970	0.8792	0.8879
0.0245	2.9300	27700	0.0584	0.9795	0.9905	0.9920	0.9913	0.8435	0.8271	0.8352	0.9086	0.9032	0.9059	0.8450	0.7943	0.8189	0.8969	0.8792	0.8878
0.0242	2.9406	27800	0.0584	0.9795	0.9905	0.9920	0.9913	0.8435	0.8271	0.8352	0.9088	0.9032	0.9060	0.8450	0.7943	0.8189	0.8970	0.8792	0.8878
0.0242	2.9511	27900	0.0584	0.9795	0.9905	0.9920	0.9913	0.8437	0.8269	0.8352	0.9085	0.9033	0.9059	0.8450	0.7943	0.8189	0.8969	0.8791	0.8878
0.0251	2.9617	28000	0.0584	0.9795	0.9905	0.9920	0.9913	0.8439	0.8273	0.8355	0.9088	0.9033	0.9061	0.8450	0.7943	0.8189	0.8971	0.8792	0.8879
0.0254	2.9723	28100	0.0584	0.9795	0.9905	0.9920	0.9913	0.8439	0.8273	0.8355	0.9088	0.9033	0.9061	0.8450	0.7943	0.8189	0.8971	0.8792	0.8879
0.0248	2.9829	28200	0.0584	0.9795	0.9905	0.9920	0.9913	0.8439	0.8271	0.8354	0.9087	0.9033	0.9060	0.8450	0.7943	0.8189	0.8970	0.8792	0.8879
0.0243	2.9934	28300	0.0584	0.9795	0.9905	0.9920	0.9913	0.8439	0.8271	0.8354	0.9087	0.9033	0.9060	0.8450	0.7943	0.8189	0.8970	0.8792	0.8879

Framework versions

Transformers 4.49.0.dev0
Pytorch 2.6.0+cu124
Datasets 3.3.0
Tokenizers 0.21.0

whooray
/

modernbert_punctuation_32

modernbert_punctuation_32

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

Model tree for whooray/modernbert_punctuation_32

Evaluation results