README.md

metadata

license: mit
base_model: prajjwal1/bert-small
tags:
  - generated_from_trainer
datasets:
  - sembr2023
metrics:
  - precision
  - recall
  - f1
  - accuracy
model-index:
  - name: sembr2023-bert-small
    results:
      - task:
          name: Token Classification
          type: token-classification
        dataset:
          name: sembr2023
          type: sembr2023
          config: sembr2023
          split: test
          args: sembr2023
        metrics:
          - name: Precision
            type: precision
            value: 0.7649931138099412
          - name: Recall
            type: recall
            value: 0.8070268128384626
          - name: F1
            type: f1
            value: 0.7854480010284098
          - name: Accuracy
            type: accuracy
            value: 0.9609905456415291

sembr2023-bert-small

This model is a fine-tuned version of prajjwal1/bert-small on the sembr2023 dataset. It achieves the following results on the evaluation set:

• Loss: 0.4839
• Precision: 0.7650
• Recall: 0.8070
• F1: 0.7854
• Iou: 0.6467
• Accuracy: 0.9610
• Balanced Accuracy: 0.8915
• Overall Accuracy: 0.9457

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: 0.0001
• train_batch_size: 128
• eval_batch_size: 128
• seed: 42
• optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
• lr_scheduler_type: cosine
• training_steps: 5000

Training results

Training Loss	Epoch	Step	Validation Loss	Precision	Recall	F1	Iou	Accuracy	Balanced Accuracy	Overall Accuracy
0.3786	0.14	10	0.3604	0	0.0	0.0	0.0	0.9115	0.5	0.9115
0.2726	0.28	20	0.2679	0.7707	0.4639	0.5792	0.4076	0.9404	0.7252	0.9280
0.228	0.42	30	0.2191	0.7947	0.6636	0.7232	0.5665	0.9551	0.8235	0.9375
0.1832	0.56	40	0.2054	0.7606	0.7234	0.7415	0.5892	0.9554	0.8507	0.9379
0.1562	0.69	50	0.1905	0.7870	0.7313	0.7581	0.6105	0.9587	0.8561	0.9406
0.1554	0.83	60	0.1984	0.7273	0.7784	0.7519	0.6025	0.9546	0.8750	0.9361
0.1262	0.97	70	0.1913	0.7377	0.7905	0.7632	0.6171	0.9566	0.8816	0.9388
0.1123	1.11	80	0.1831	0.7766	0.7850	0.7807	0.6403	0.9610	0.8815	0.9433
0.1249	1.25	90	0.1851	0.7370	0.8184	0.7756	0.6334	0.9581	0.8950	0.9395
0.1066	1.39	100	0.1869	0.7192	0.8333	0.7721	0.6288	0.9565	0.9009	0.9381
0.1039	1.53	110	0.1788	0.7542	0.8027	0.7777	0.6362	0.9594	0.8886	0.9413
0.0952	1.67	120	0.1773	0.7570	0.8078	0.7816	0.6415	0.9601	0.8913	0.9423
0.0893	1.81	130	0.1909	0.7379	0.8194	0.7765	0.6347	0.9583	0.8956	0.9396
0.0814	1.94	140	0.1958	0.7286	0.8279	0.7751	0.6327	0.9575	0.8990	0.9384
0.0752	2.08	150	0.1827	0.7508	0.8233	0.7854	0.6466	0.9602	0.8984	0.9422
0.0769	2.22	160	0.1970	0.7407	0.8316	0.7835	0.6441	0.9593	0.9017	0.9397
0.0746	2.36	170	0.1960	0.7404	0.8320	0.7836	0.6441	0.9593	0.9018	0.9397
0.0596	2.5	180	0.2060	0.7389	0.8363	0.7846	0.6456	0.9594	0.9038	0.9402
0.067	2.64	190	0.1771	0.7742	0.8065	0.7900	0.6529	0.9621	0.8918	0.9459
0.0594	2.78	200	0.1989	0.7453	0.8113	0.7769	0.6352	0.9588	0.8922	0.9416
0.0584	2.92	210	0.1929	0.7389	0.8317	0.7826	0.6428	0.9591	0.9016	0.9419
0.0548	3.06	220	0.1932	0.7418	0.8279	0.7825	0.6427	0.9593	0.9000	0.9418
0.0516	3.19	230	0.1996	0.7485	0.8231	0.7840	0.6448	0.9599	0.8981	0.9431
0.0555	3.33	240	0.2105	0.7440	0.8246	0.7822	0.6424	0.9594	0.8985	0.9426
0.0435	3.47	250	0.2030	0.7626	0.8094	0.7853	0.6465	0.9608	0.8925	0.9443
0.0514	3.61	260	0.2121	0.7467	0.8120	0.7780	0.6366	0.9590	0.8927	0.9428
0.0421	3.75	270	0.1854	0.7865	0.7900	0.7882	0.6505	0.9624	0.8846	0.9477
0.0448	3.89	280	0.2056	0.7547	0.8227	0.7872	0.6491	0.9607	0.8984	0.9442
0.0512	4.03	290	0.2104	0.7482	0.8193	0.7821	0.6422	0.9596	0.8963	0.9439
0.0379	4.17	300	0.2076	0.7682	0.8091	0.7882	0.6504	0.9615	0.8927	0.9459
0.0385	4.31	310	0.2209	0.7590	0.8089	0.7832	0.6436	0.9604	0.8920	0.9447
0.0332	4.44	320	0.2233	0.7661	0.8040	0.7846	0.6456	0.9609	0.8901	0.9449
0.0409	4.58	330	0.2163	0.7585	0.8103	0.7836	0.6442	0.9604	0.8926	0.9455
0.0337	4.72	340	0.2314	0.7364	0.8333	0.7819	0.6419	0.9589	0.9022	0.9430
0.0355	4.86	350	0.2272	0.7568	0.8213	0.7877	0.6498	0.9608	0.8978	0.9444
0.0392	5.0	360	0.2143	0.7863	0.7891	0.7877	0.6497	0.9624	0.8841	0.9472
0.0334	5.14	370	0.2339	0.7542	0.8221	0.7867	0.6483	0.9605	0.8980	0.9448
0.0334	5.28	380	0.2354	0.7481	0.8218	0.7832	0.6437	0.9598	0.8975	0.9438
0.0288	5.42	390	0.2270	0.7619	0.8148	0.7875	0.6494	0.9611	0.8951	0.9456
0.0296	5.56	400	0.2436	0.7608	0.8142	0.7866	0.6482	0.9609	0.8947	0.9449
0.023	5.69	410	0.2229	0.7748	0.7955	0.7850	0.6461	0.9614	0.8865	0.9468
0.0258	5.83	420	0.2433	0.7489	0.8152	0.7807	0.6402	0.9595	0.8943	0.9439
0.0248	5.97	430	0.2469	0.7524	0.8119	0.7810	0.6407	0.9597	0.8930	0.9448
0.0266	6.11	440	0.2457	0.7560	0.8101	0.7821	0.6422	0.9601	0.8923	0.9448
0.0323	6.25	450	0.2511	0.7542	0.8156	0.7837	0.6444	0.9602	0.8949	0.9448
0.0264	6.39	460	0.2427	0.7575	0.8086	0.7822	0.6423	0.9602	0.8917	0.9455
0.0249	6.53	470	0.2628	0.7363	0.8263	0.7787	0.6377	0.9585	0.8988	0.9434
0.0256	6.67	480	0.2579	0.7537	0.8138	0.7826	0.6428	0.9600	0.8940	0.9452
0.0234	6.81	490	0.2526	0.7481	0.8150	0.7801	0.6394	0.9593	0.8942	0.9441
0.0238	6.94	500	0.2732	0.7274	0.8283	0.7746	0.6321	0.9573	0.8991	0.9415
0.024	7.08	510	0.2595	0.7537	0.8109	0.7812	0.6410	0.9598	0.8926	0.9447
0.0196	7.22	520	0.2730	0.7306	0.8271	0.7759	0.6338	0.9577	0.8988	0.9420
0.0219	7.36	530	0.2786	0.7345	0.8226	0.7761	0.6341	0.9580	0.8969	0.9419
0.0206	7.5	540	0.2779	0.7417	0.8220	0.7798	0.6390	0.9589	0.8971	0.9430
0.0181	7.64	550	0.2661	0.7572	0.8033	0.7796	0.6388	0.9598	0.8892	0.9448
0.016	7.78	560	0.2602	0.7637	0.8072	0.7848	0.6458	0.9608	0.8915	0.9460
0.0187	7.92	570	0.2881	0.7439	0.8216	0.7808	0.6404	0.9592	0.8971	0.9437
0.0161	8.06	580	0.2817	0.7441	0.8187	0.7796	0.6388	0.9591	0.8957	0.9435
0.0156	8.19	590	0.2845	0.7571	0.8097	0.7825	0.6427	0.9602	0.8922	0.9445
0.0153	8.33	600	0.2830	0.7472	0.8185	0.7812	0.6410	0.9594	0.8958	0.9440
0.0186	8.47	610	0.2864	0.7424	0.8175	0.7781	0.6368	0.9587	0.8950	0.9437
0.0159	8.61	620	0.2820	0.7658	0.7941	0.7797	0.6389	0.9603	0.8853	0.9454
0.0167	8.75	630	0.2830	0.7613	0.8020	0.7811	0.6408	0.9602	0.8888	0.9450
0.0148	8.89	640	0.2972	0.7451	0.8168	0.7793	0.6384	0.9591	0.8948	0.9433
0.0147	9.03	650	0.2938	0.7553	0.8033	0.7786	0.6375	0.9596	0.8890	0.9441
0.0138	9.17	660	0.3047	0.7557	0.8057	0.7799	0.6392	0.9598	0.8902	0.9439
0.016	9.31	670	0.3054	0.7669	0.7946	0.7805	0.64	0.9605	0.8856	0.9456
0.0122	9.44	680	0.2948	0.7447	0.8193	0.7802	0.6396	0.9592	0.8960	0.9435
0.0117	9.58	690	0.3017	0.7593	0.8077	0.7827	0.6430	0.9603	0.8914	0.9448
0.0146	9.72	700	0.3142	0.7422	0.8209	0.7796	0.6387	0.9589	0.8966	0.9434
0.012	9.86	710	0.3122	0.7451	0.8153	0.7786	0.6375	0.9590	0.8941	0.9438
0.0122	10.0	720	0.3008	0.7450	0.8152	0.7785	0.6373	0.9590	0.8941	0.9440
0.0108	10.14	730	0.3244	0.7457	0.8204	0.7813	0.6410	0.9594	0.8966	0.9435
0.0111	10.28	740	0.3112	0.7595	0.8008	0.7796	0.6388	0.9599	0.8881	0.9451
0.0117	10.42	750	0.3191	0.7525	0.8110	0.7807	0.6403	0.9597	0.8926	0.9438
0.0123	10.56	760	0.3327	0.7443	0.8176	0.7792	0.6383	0.9590	0.8952	0.9432
0.011	10.69	770	0.3103	0.7606	0.8068	0.7830	0.6434	0.9604	0.8911	0.9454
0.0103	10.83	780	0.3118	0.7556	0.8080	0.7809	0.6405	0.9599	0.8913	0.9445
0.0105	10.97	790	0.3136	0.7574	0.8156	0.7854	0.6467	0.9606	0.8951	0.9451
0.0119	11.11	800	0.3102	0.7632	0.8099	0.7859	0.6472	0.9609	0.8928	0.9454
0.0102	11.25	810	0.3356	0.7441	0.8179	0.7793	0.6384	0.9590	0.8953	0.9435
0.0128	11.39	820	0.3284	0.7539	0.8119	0.7818	0.6418	0.9599	0.8931	0.9448
0.0096	11.53	830	0.3300	0.7561	0.7999	0.7774	0.6358	0.9595	0.8874	0.9445
0.0103	11.67	840	0.3261	0.7386	0.8202	0.7773	0.6357	0.9584	0.8960	0.9429
0.0096	11.81	850	0.3155	0.7638	0.8039	0.7833	0.6438	0.9607	0.8899	0.9454
0.0109	11.94	860	0.3285	0.7563	0.8049	0.7798	0.6391	0.9598	0.8899	0.9443
0.0063	12.08	870	0.3317	0.7397	0.8233	0.7793	0.6384	0.9587	0.8976	0.9432
0.0085	12.22	880	0.3379	0.7455	0.8175	0.7798	0.6391	0.9592	0.8952	0.9441
0.0099	12.36	890	0.3257	0.7578	0.7982	0.7775	0.6360	0.9596	0.8867	0.9453
0.008	12.5	900	0.3343	0.7587	0.8064	0.7818	0.6418	0.9602	0.8907	0.9451
0.0071	12.64	910	0.3436	0.7483	0.8114	0.7786	0.6374	0.9592	0.8924	0.9443
0.0088	12.78	920	0.3303	0.7599	0.8061	0.7823	0.6425	0.9603	0.8907	0.9456
0.0076	12.92	930	0.3287	0.7550	0.8136	0.7832	0.6437	0.9601	0.8940	0.9449
0.0071	13.06	940	0.3328	0.7530	0.8123	0.7815	0.6414	0.9598	0.8932	0.9444
0.0063	13.19	950	0.3524	0.7543	0.8105	0.7814	0.6412	0.9599	0.8924	0.9450
0.0078	13.33	960	0.3379	0.7544	0.8201	0.7859	0.6473	0.9605	0.8971	0.9448
0.0062	13.47	970	0.3460	0.7566	0.8066	0.7808	0.6404	0.9599	0.8907	0.9450
0.006	13.61	980	0.3396	0.7706	0.7926	0.7815	0.6413	0.9608	0.8849	0.9460
0.0069	13.75	990	0.3398	0.7579	0.8029	0.7798	0.6390	0.9599	0.8890	0.9451
0.0085	13.89	1000	0.3497	0.7402	0.8142	0.7754	0.6332	0.9583	0.8932	0.9432
0.006	14.03	1010	0.3541	0.7529	0.8003	0.7758	0.6338	0.9591	0.8874	0.9442
0.0075	14.17	1020	0.3348	0.7624	0.8000	0.7807	0.6403	0.9602	0.8879	0.9454
0.0059	14.31	1030	0.3403	0.7631	0.7983	0.7803	0.6398	0.9602	0.8871	0.9451
0.0074	14.44	1040	0.3575	0.7458	0.8152	0.7789	0.6379	0.9591	0.8941	0.9438
0.0073	14.58	1050	0.3481	0.7486	0.8070	0.7767	0.6349	0.9589	0.8904	0.9441
0.0076	14.72	1060	0.3553	0.7475	0.8065	0.7759	0.6338	0.9588	0.8900	0.9437
0.0061	14.86	1070	0.3652	0.7498	0.8058	0.7768	0.6351	0.9590	0.8899	0.9439
0.0068	15.0	1080	0.3581	0.7534	0.8037	0.7777	0.6363	0.9594	0.8891	0.9440
0.0057	15.14	1090	0.3724	0.7491	0.8123	0.7794	0.6386	0.9593	0.8929	0.9436
0.005	15.28	1100	0.3613	0.7546	0.8085	0.7806	0.6401	0.9598	0.8915	0.9446
0.0052	15.42	1110	0.3663	0.7490	0.8105	0.7785	0.6374	0.9592	0.8921	0.9437
0.0067	15.56	1120	0.3589	0.7465	0.8093	0.7766	0.6348	0.9588	0.8913	0.9443
0.0068	15.69	1130	0.3712	0.7536	0.8123	0.7818	0.6418	0.9599	0.8933	0.9447
0.0055	15.83	1140	0.3702	0.7447	0.8192	0.7802	0.6396	0.9592	0.8960	0.9439
0.0061	15.97	1150	0.3716	0.7469	0.8126	0.7783	0.6371	0.9591	0.8929	0.9436
0.0059	16.11	1160	0.3541	0.7693	0.7991	0.7839	0.6446	0.9610	0.8879	0.9457
0.0054	16.25	1170	0.3453	0.7579	0.7991	0.7779	0.6366	0.9596	0.8872	0.9445
0.0058	16.39	1180	0.3876	0.7493	0.8146	0.7806	0.6401	0.9595	0.8941	0.9436
0.0051	16.53	1190	0.3688	0.7498	0.8126	0.7799	0.6392	0.9594	0.8931	0.9439
0.0039	16.67	1200	0.3807	0.7451	0.8152	0.7786	0.6374	0.9590	0.8941	0.9438
0.0048	16.81	1210	0.3827	0.7506	0.8118	0.7800	0.6393	0.9595	0.8928	0.9442
0.0071	16.94	1220	0.3744	0.7480	0.8098	0.7777	0.6362	0.9590	0.8917	0.9434
0.0058	17.08	1230	0.3820	0.7541	0.8081	0.7802	0.6396	0.9597	0.8913	0.9441
0.0058	17.22	1240	0.3848	0.7515	0.8068	0.7781	0.6368	0.9593	0.8904	0.9440
0.0072	17.36	1250	0.3794	0.7579	0.8012	0.7789	0.6379	0.9598	0.8882	0.9441
0.0048	17.5	1260	0.3849	0.7514	0.8066	0.7781	0.6367	0.9593	0.8904	0.9439
0.0056	17.64	1270	0.3788	0.7495	0.8076	0.7775	0.6359	0.9591	0.8907	0.9440
0.0058	17.78	1280	0.3743	0.7611	0.8016	0.7808	0.6405	0.9602	0.8886	0.9447
0.0043	17.92	1290	0.3709	0.7539	0.8069	0.7795	0.6387	0.9596	0.8907	0.9445
0.0038	18.06	1300	0.3700	0.7645	0.7996	0.7817	0.6416	0.9605	0.8879	0.9456
0.0043	18.19	1310	0.3651	0.7506	0.8057	0.7772	0.6355	0.9591	0.8899	0.9436
0.0051	18.33	1320	0.3753	0.7614	0.7999	0.7802	0.6396	0.9601	0.8878	0.9448
0.0042	18.47	1330	0.3787	0.7615	0.7992	0.7799	0.6392	0.9601	0.8875	0.9449
0.0048	18.61	1340	0.3814	0.7517	0.8148	0.7820	0.6420	0.9598	0.8943	0.9440
0.0056	18.75	1350	0.3846	0.7532	0.8122	0.7816	0.6415	0.9598	0.8932	0.9442
0.0042	18.89	1360	0.3901	0.7504	0.8114	0.7797	0.6390	0.9594	0.8926	0.9443
0.0036	19.03	1370	0.3650	0.7631	0.8007	0.7814	0.6413	0.9604	0.8883	0.9452
0.0038	19.17	1380	0.3891	0.7574	0.8086	0.7822	0.6423	0.9601	0.8917	0.9446
0.0036	19.31	1390	0.3921	0.7432	0.8161	0.7780	0.6366	0.9588	0.8944	0.9430
0.0033	19.44	1400	0.3960	0.7474	0.8114	0.7781	0.6368	0.9591	0.8924	0.9436
0.0042	19.58	1410	0.3877	0.7591	0.8078	0.7827	0.6430	0.9603	0.8915	0.9450
0.0039	19.72	1420	0.3956	0.7652	0.8017	0.7830	0.6434	0.9607	0.8889	0.9453
0.0031	19.86	1430	0.3917	0.7474	0.8169	0.7806	0.6402	0.9594	0.8951	0.9437
0.0032	20.0	1440	0.3687	0.7640	0.8029	0.7830	0.6433	0.9606	0.8894	0.9454
0.0032	20.14	1450	0.3719	0.7674	0.7954	0.7812	0.6409	0.9606	0.8860	0.9456
0.0035	20.28	1460	0.3923	0.7607	0.8003	0.7800	0.6393	0.9601	0.8879	0.9451
0.0037	20.42	1470	0.3912	0.7582	0.8044	0.7806	0.6402	0.9600	0.8897	0.9450
0.0044	20.56	1480	0.3995	0.7535	0.8077	0.7797	0.6389	0.9596	0.8910	0.9443
0.0035	20.69	1490	0.4084	0.7539	0.8045	0.7784	0.6372	0.9595	0.8895	0.9442
0.0032	20.83	1500	0.3938	0.7506	0.8048	0.7767	0.6350	0.9591	0.8894	0.9441
0.0044	20.97	1510	0.3885	0.7514	0.8062	0.7779	0.6365	0.9593	0.8902	0.9441
0.0039	21.11	1520	0.3715	0.7595	0.8053	0.7817	0.6417	0.9602	0.8903	0.9454
0.0026	21.25	1530	0.3765	0.7629	0.8053	0.7835	0.6441	0.9606	0.8905	0.9456
0.0034	21.39	1540	0.3906	0.7555	0.8081	0.7809	0.6406	0.9599	0.8913	0.9445
0.004	21.53	1550	0.4022	0.7586	0.8098	0.7834	0.6439	0.9604	0.8924	0.9448
0.0031	21.67	1560	0.4074	0.7589	0.8123	0.7847	0.6457	0.9606	0.8936	0.9448
0.0035	21.81	1570	0.3964	0.7589	0.8099	0.7836	0.6442	0.9604	0.8925	0.9450
0.003	21.94	1580	0.4001	0.7560	0.8057	0.7801	0.6394	0.9598	0.8902	0.9446
0.0043	22.08	1590	0.4120	0.7503	0.8131	0.7804	0.6399	0.9595	0.8934	0.9437
0.0029	22.22	1600	0.4000	0.7576	0.8103	0.7831	0.6435	0.9603	0.8926	0.9445
0.0035	22.36	1610	0.4009	0.7548	0.8072	0.7801	0.6395	0.9597	0.8909	0.9443
0.0034	22.5	1620	0.4054	0.7536	0.8119	0.7817	0.6416	0.9599	0.8931	0.9440
0.0033	22.64	1630	0.4037	0.7592	0.8023	0.7801	0.6395	0.9600	0.8888	0.9446
0.0029	22.78	1640	0.4038	0.7641	0.7979	0.7806	0.6402	0.9603	0.8870	0.9449
0.0047	22.92	1650	0.3862	0.7703	0.7932	0.7815	0.6414	0.9608	0.8851	0.9457
0.0023	23.06	1660	0.3970	0.7682	0.8052	0.7863	0.6478	0.9613	0.8908	0.9459
0.0033	23.19	1670	0.4160	0.7559	0.8109	0.7824	0.6426	0.9601	0.8927	0.9446
0.0029	23.33	1680	0.4021	0.7485	0.8135	0.7797	0.6389	0.9593	0.8935	0.9441
0.0029	23.47	1690	0.3981	0.7554	0.8074	0.7806	0.6401	0.9598	0.8910	0.9444
0.0029	23.61	1700	0.3970	0.7594	0.8068	0.7824	0.6425	0.9603	0.8910	0.9451
0.0025	23.75	1710	0.4032	0.7551	0.8128	0.7829	0.6433	0.9601	0.8936	0.9447
0.0033	23.89	1720	0.4041	0.7587	0.8045	0.7809	0.6406	0.9601	0.8898	0.9447
0.0033	24.03	1730	0.4074	0.7558	0.8016	0.7780	0.6367	0.9595	0.8882	0.9443
0.0027	24.17	1740	0.4024	0.7603	0.7986	0.7790	0.6380	0.9599	0.8871	0.9449
0.0024	24.31	1750	0.4059	0.7521	0.8072	0.7787	0.6376	0.9594	0.8907	0.9442
0.0031	24.44	1760	0.4207	0.7526	0.8087	0.7797	0.6389	0.9596	0.8915	0.9440
0.0025	24.58	1770	0.3970	0.7581	0.8060	0.7813	0.6411	0.9601	0.8905	0.9449
0.0031	24.72	1780	0.4035	0.7616	0.8025	0.7815	0.6414	0.9603	0.8891	0.9454
0.0023	24.86	1790	0.4131	0.7589	0.8015	0.7796	0.6388	0.9599	0.8884	0.9449
0.0025	25.0	1800	0.4089	0.7595	0.8043	0.7812	0.6410	0.9601	0.8898	0.9450
0.0017	25.14	1810	0.3980	0.7654	0.7969	0.7808	0.6404	0.9604	0.8866	0.9454
0.0022	25.28	1820	0.4053	0.7719	0.7942	0.7829	0.6432	0.9610	0.8857	0.9457
0.0032	25.42	1830	0.4137	0.7609	0.8043	0.7820	0.6420	0.9603	0.8899	0.9449
0.0021	25.56	1840	0.4172	0.7696	0.7995	0.7843	0.6451	0.9611	0.8881	0.9454
0.0025	25.69	1850	0.4136	0.7648	0.8048	0.7843	0.6451	0.9608	0.8904	0.9457
0.0023	25.83	1860	0.4130	0.7595	0.8069	0.7825	0.6427	0.9603	0.8910	0.9451
0.0036	25.97	1870	0.4134	0.7610	0.8064	0.7830	0.6434	0.9605	0.8909	0.9449
0.0022	26.11	1880	0.4301	0.7411	0.8176	0.7774	0.6359	0.9586	0.8949	0.9428
0.0027	26.25	1890	0.4236	0.7507	0.8153	0.7817	0.6416	0.9597	0.8945	0.9437
0.0026	26.39	1900	0.4176	0.7596	0.8036	0.7810	0.6406	0.9601	0.8894	0.9443
0.0025	26.53	1910	0.4256	0.7545	0.8090	0.7808	0.6404	0.9598	0.8917	0.9442
0.003	26.67	1920	0.4150	0.7623	0.8036	0.7824	0.6426	0.9605	0.8896	0.9451
0.0013	26.81	1930	0.4112	0.7723	0.7953	0.7836	0.6442	0.9611	0.8863	0.9459
0.0024	26.94	1940	0.4151	0.7538	0.8097	0.7807	0.6403	0.9598	0.8920	0.9446
0.0013	27.08	1950	0.4324	0.7548	0.8073	0.7801	0.6395	0.9597	0.8909	0.9442
0.0017	27.22	1960	0.4301	0.7509	0.8152	0.7817	0.6416	0.9597	0.8945	0.9443
0.002	27.36	1970	0.4316	0.7656	0.8064	0.7855	0.6467	0.9610	0.8912	0.9454
0.002	27.5	1980	0.4170	0.7676	0.8011	0.7840	0.6447	0.9609	0.8888	0.9456
0.0022	27.64	1990	0.4234	0.7520	0.8090	0.7795	0.6386	0.9595	0.8916	0.9443
0.0018	27.78	2000	0.4183	0.7538	0.8090	0.7805	0.6400	0.9597	0.8917	0.9444
0.0023	27.92	2010	0.4266	0.7567	0.8065	0.7808	0.6404	0.9599	0.8907	0.9448
0.0024	28.06	2020	0.4034	0.7700	0.7996	0.7846	0.6455	0.9611	0.8882	0.9463
0.0023	28.19	2030	0.4265	0.7704	0.8003	0.7850	0.6462	0.9612	0.8886	0.9459
0.0032	28.33	2040	0.4336	0.7602	0.8060	0.7824	0.6426	0.9603	0.8906	0.9448
0.0019	28.47	2050	0.4383	0.7502	0.8106	0.7793	0.6383	0.9594	0.8922	0.9440
0.0019	28.61	2060	0.4297	0.7598	0.8015	0.7801	0.6395	0.9600	0.8884	0.9449
0.0024	28.75	2070	0.4322	0.7456	0.8143	0.7785	0.6373	0.9590	0.8937	0.9439
0.0029	28.89	2080	0.4153	0.7643	0.7963	0.7800	0.6393	0.9603	0.8862	0.9454
0.002	29.03	2090	0.4276	0.7661	0.7949	0.7802	0.6397	0.9604	0.8857	0.9451
0.0023	29.17	2100	0.4291	0.7714	0.7900	0.7806	0.6402	0.9607	0.8836	0.9455
0.0022	29.31	2110	0.4216	0.7615	0.8021	0.7813	0.6411	0.9603	0.8889	0.9452
0.0018	29.44	2120	0.4274	0.7514	0.8111	0.7801	0.6395	0.9595	0.8925	0.9442
0.0018	29.58	2130	0.4260	0.7585	0.8013	0.7793	0.6384	0.9598	0.8883	0.9445
0.002	29.72	2140	0.4303	0.7654	0.7995	0.7821	0.6422	0.9606	0.8879	0.9454
0.0013	29.86	2150	0.4249	0.7616	0.8032	0.7818	0.6418	0.9603	0.8894	0.9451
0.0015	30.0	2160	0.4260	0.7588	0.8023	0.7799	0.6392	0.9599	0.8888	0.9446
0.0018	30.14	2170	0.4369	0.7561	0.8002	0.7775	0.6360	0.9595	0.8876	0.9442
0.0015	30.28	2180	0.4265	0.7636	0.7986	0.7807	0.6403	0.9603	0.8873	0.9450
0.0019	30.42	2190	0.4213	0.7669	0.7922	0.7794	0.6385	0.9603	0.8844	0.9454
0.0021	30.56	2200	0.4408	0.7503	0.8099	0.7790	0.6380	0.9593	0.8919	0.9438
0.002	30.69	2210	0.4349	0.7528	0.8116	0.7811	0.6408	0.9598	0.8929	0.9442
0.0024	30.83	2220	0.4477	0.7443	0.8179	0.7794	0.6385	0.9590	0.8953	0.9435
0.0018	30.97	2230	0.4409	0.7648	0.7980	0.7811	0.6408	0.9604	0.8871	0.9451
0.0022	31.11	2240	0.4381	0.7539	0.8062	0.7792	0.6382	0.9596	0.8903	0.9442
0.0013	31.25	2250	0.4419	0.7483	0.8115	0.7786	0.6375	0.9592	0.8925	0.9432
0.0016	31.39	2260	0.4375	0.7609	0.7980	0.7790	0.6380	0.9599	0.8868	0.9446
0.0014	31.53	2270	0.4291	0.7608	0.8015	0.7806	0.6402	0.9601	0.8885	0.9447
0.0022	31.67	2280	0.4579	0.7426	0.8140	0.7767	0.6349	0.9586	0.8933	0.9425
0.0025	31.81	2290	0.4410	0.7554	0.8077	0.7807	0.6402	0.9598	0.8912	0.9439
0.0022	31.94	2300	0.4405	0.7652	0.7982	0.7814	0.6412	0.9605	0.8872	0.9450
0.0015	32.08	2310	0.4344	0.7592	0.8044	0.7811	0.6409	0.9601	0.8898	0.9442
0.0014	32.22	2320	0.4444	0.7569	0.8007	0.7782	0.6369	0.9596	0.8879	0.9442
0.0014	32.36	2330	0.4426	0.7654	0.7953	0.7801	0.6394	0.9603	0.8858	0.9450
0.0014	32.5	2340	0.4395	0.7653	0.7979	0.7812	0.6410	0.9605	0.8871	0.9450
0.0018	32.64	2350	0.4408	0.7509	0.8132	0.7808	0.6405	0.9596	0.8935	0.9442
0.0011	32.78	2360	0.4410	0.7554	0.8098	0.7817	0.6416	0.9600	0.8922	0.9442
0.0019	32.92	2370	0.4437	0.7671	0.7978	0.7821	0.6422	0.9607	0.8871	0.9454
0.0011	33.06	2380	0.4347	0.7683	0.7991	0.7834	0.6439	0.9609	0.8879	0.9456
0.001	33.19	2390	0.4431	0.7632	0.7961	0.7793	0.6384	0.9601	0.8860	0.9452
0.0018	33.33	2400	0.4445	0.7625	0.7995	0.7806	0.6401	0.9602	0.8877	0.9450
0.0016	33.47	2410	0.4445	0.7609	0.7979	0.7790	0.6380	0.9599	0.8868	0.9449
0.0016	33.61	2420	0.4565	0.7542	0.8083	0.7803	0.6398	0.9597	0.8914	0.9438
0.0016	33.75	2430	0.4522	0.7595	0.8004	0.7794	0.6386	0.9599	0.8879	0.9446
0.0019	33.89	2440	0.4424	0.7552	0.8049	0.7793	0.6384	0.9597	0.8898	0.9442
0.0013	34.03	2450	0.4374	0.7662	0.7941	0.7799	0.6392	0.9603	0.8853	0.9455
0.0016	34.17	2460	0.4526	0.7576	0.8060	0.7811	0.6408	0.9600	0.8905	0.9443
0.0012	34.31	2470	0.4361	0.7644	0.8037	0.7836	0.6442	0.9607	0.8898	0.9452
0.0016	34.44	2480	0.4409	0.7675	0.8028	0.7848	0.6458	0.9610	0.8896	0.9453
0.0017	34.58	2490	0.4543	0.7650	0.8023	0.7832	0.6436	0.9607	0.8892	0.9453
0.0017	34.72	2500	0.4547	0.7507	0.8109	0.7796	0.6388	0.9594	0.8924	0.9437
0.0028	34.86	2510	0.4509	0.7588	0.8032	0.7804	0.6398	0.9600	0.8892	0.9446
0.0011	35.0	2520	0.4453	0.7704	0.7949	0.7824	0.6426	0.9609	0.8859	0.9458
0.0016	35.14	2530	0.4344	0.7698	0.8000	0.7846	0.6456	0.9611	0.8884	0.9458
0.0017	35.28	2540	0.4475	0.7646	0.8040	0.7838	0.6445	0.9608	0.8900	0.9454
0.0011	35.42	2550	0.4505	0.7691	0.7971	0.7829	0.6432	0.9609	0.8869	0.9452
0.0016	35.56	2560	0.4440	0.7567	0.8111	0.7829	0.6433	0.9602	0.8929	0.9445
0.0025	35.69	2570	0.4562	0.7472	0.8142	0.7792	0.6383	0.9592	0.8937	0.9434
0.002	35.83	2580	0.4550	0.7548	0.8081	0.7806	0.6401	0.9598	0.8913	0.9443
0.0011	35.97	2590	0.4490	0.7643	0.8013	0.7824	0.6426	0.9606	0.8887	0.9452
0.0012	36.11	2600	0.4495	0.7653	0.8029	0.7837	0.6443	0.9608	0.8895	0.9452
0.0014	36.25	2610	0.4625	0.7564	0.8094	0.7820	0.6421	0.9601	0.8921	0.9441
0.0015	36.39	2620	0.4618	0.7549	0.8111	0.7820	0.6420	0.9600	0.8928	0.9443
0.0018	36.53	2630	0.4514	0.7588	0.8066	0.7820	0.6420	0.9602	0.8909	0.9447
0.0012	36.67	2640	0.4573	0.7612	0.8073	0.7836	0.6442	0.9605	0.8914	0.9447
0.0011	36.81	2650	0.4633	0.7589	0.8066	0.7820	0.6421	0.9602	0.8909	0.9447
0.0019	36.94	2660	0.4611	0.7585	0.8089	0.7829	0.6432	0.9603	0.8919	0.9446
0.0013	37.08	2670	0.4642	0.7662	0.8010	0.7832	0.6437	0.9608	0.8886	0.9452
0.0011	37.22	2680	0.4520	0.7635	0.8020	0.7823	0.6424	0.9605	0.8889	0.9453
0.0009	37.36	2690	0.4600	0.7635	0.8010	0.7818	0.6418	0.9604	0.8884	0.9449
0.0018	37.5	2700	0.4506	0.7609	0.8044	0.7820	0.6421	0.9603	0.8899	0.9449
0.0017	37.64	2710	0.4640	0.75	0.8155	0.7814	0.6412	0.9596	0.8945	0.9439
0.0013	37.78	2720	0.4467	0.7743	0.7978	0.7858	0.6472	0.9615	0.8876	0.9463
0.001	37.92	2730	0.4510	0.7672	0.8027	0.7845	0.6455	0.9610	0.8895	0.9457
0.0016	38.06	2740	0.4713	0.7497	0.8139	0.7805	0.6400	0.9595	0.8938	0.9438
0.0018	38.19	2750	0.4561	0.7679	0.7933	0.7804	0.6399	0.9605	0.8850	0.9454
0.0011	38.33	2760	0.4611	0.7587	0.8086	0.7829	0.6432	0.9603	0.8918	0.9447
0.002	38.47	2770	0.4591	0.7514	0.8153	0.7821	0.6422	0.9598	0.8946	0.9442
0.0012	38.61	2780	0.4515	0.7699	0.7974	0.7834	0.6439	0.9610	0.8871	0.9456
0.0017	38.75	2790	0.4641	0.7567	0.8099	0.7824	0.6426	0.9601	0.8923	0.9445
0.0014	38.89	2800	0.4570	0.7562	0.8119	0.7831	0.6435	0.9602	0.8933	0.9444
0.0012	39.03	2810	0.4639	0.7622	0.8054	0.7833	0.6437	0.9606	0.8905	0.9449
0.0011	39.17	2820	0.4634	0.7587	0.8073	0.7822	0.6424	0.9602	0.8912	0.9447
0.0012	39.31	2830	0.4532	0.7551	0.8138	0.7833	0.6438	0.9602	0.8941	0.9444
0.0017	39.44	2840	0.4660	0.7611	0.8013	0.7807	0.6403	0.9602	0.8885	0.9447
0.0016	39.58	2850	0.4634	0.7571	0.8101	0.7827	0.6429	0.9602	0.8924	0.9445
0.0012	39.72	2860	0.4518	0.7621	0.8074	0.7841	0.6449	0.9607	0.8915	0.9452
0.0008	39.86	2870	0.4517	0.7728	0.7959	0.7842	0.6450	0.9612	0.8866	0.9458
0.0006	40.0	2880	0.4617	0.7580	0.8107	0.7835	0.6440	0.9603	0.8928	0.9447
0.0012	40.14	2890	0.4620	0.7660	0.7984	0.7819	0.6419	0.9606	0.8874	0.9454
0.0013	40.28	2900	0.4609	0.7666	0.7975	0.7818	0.6417	0.9606	0.8870	0.9454
0.001	40.42	2910	0.4668	0.7554	0.8090	0.7813	0.6411	0.9599	0.8918	0.9443
0.0011	40.56	2920	0.4627	0.7594	0.8021	0.7802	0.6396	0.9600	0.8887	0.9448
0.0017	40.69	2930	0.4712	0.7545	0.8102	0.7814	0.6412	0.9599	0.8923	0.9444
0.0009	40.83	2940	0.4636	0.7546	0.8128	0.7827	0.6429	0.9601	0.8936	0.9445
0.001	40.97	2950	0.4509	0.7646	0.8060	0.7847	0.6457	0.9609	0.8909	0.9454
0.0012	41.11	2960	0.4641	0.7534	0.8148	0.7829	0.6433	0.9600	0.8945	0.9444
0.0008	41.25	2970	0.4536	0.7652	0.8073	0.7857	0.6470	0.9610	0.8916	0.9453
0.0008	41.39	2980	0.4604	0.7579	0.8119	0.7840	0.6447	0.9604	0.8934	0.9447
0.0008	41.53	2990	0.4614	0.7545	0.8161	0.7841	0.6449	0.9602	0.8952	0.9448
0.001	41.67	3000	0.4504	0.7628	0.8091	0.7853	0.6465	0.9609	0.8924	0.9453
0.0015	41.81	3010	0.4539	0.7559	0.8161	0.7849	0.6459	0.9604	0.8953	0.9448
0.0008	41.94	3020	0.4563	0.7643	0.8033	0.7833	0.6438	0.9607	0.8896	0.9453
0.001	42.08	3030	0.4593	0.7648	0.8029	0.7834	0.6439	0.9607	0.8895	0.9454
0.001	42.22	3040	0.4632	0.7543	0.8155	0.7837	0.6443	0.9602	0.8948	0.9445
0.0016	42.36	3050	0.4559	0.7611	0.8049	0.7824	0.6426	0.9604	0.8902	0.9451
0.0014	42.5	3060	0.4700	0.7553	0.8152	0.7841	0.6449	0.9603	0.8948	0.9445
0.0014	42.64	3070	0.4624	0.7586	0.8107	0.7838	0.6445	0.9604	0.8928	0.9449
0.0015	42.78	3080	0.4527	0.7604	0.8074	0.7832	0.6437	0.9605	0.8914	0.9449
0.0024	42.92	3090	0.4593	0.7617	0.8061	0.7833	0.6438	0.9605	0.8908	0.9450
0.0012	43.06	3100	0.4572	0.7667	0.8021	0.7840	0.6448	0.9609	0.8892	0.9456
0.0008	43.19	3110	0.4629	0.7577	0.8111	0.7835	0.6440	0.9603	0.8930	0.9448
0.0015	43.33	3120	0.4549	0.7696	0.8013	0.7852	0.6463	0.9612	0.8890	0.9460
0.0007	43.47	3130	0.4673	0.7514	0.8127	0.7808	0.6405	0.9596	0.8933	0.9441
0.0016	43.61	3140	0.4619	0.7599	0.8068	0.7826	0.6429	0.9603	0.8910	0.9451
0.0006	43.75	3150	0.4593	0.7562	0.8122	0.7832	0.6437	0.9602	0.8934	0.9449
0.0011	43.89	3160	0.4594	0.7588	0.8118	0.7844	0.6452	0.9605	0.8934	0.9450
0.0005	44.03	3170	0.4611	0.7620	0.8081	0.7844	0.6452	0.9607	0.8918	0.9452
0.0012	44.17	3180	0.4464	0.7615	0.8062	0.7832	0.6437	0.9605	0.8909	0.9454
0.0009	44.31	3190	0.4587	0.7587	0.8078	0.7825	0.6427	0.9603	0.8914	0.9451
0.0009	44.44	3200	0.4530	0.7609	0.8031	0.7814	0.6412	0.9602	0.8893	0.9451
0.0008	44.58	3210	0.4622	0.7571	0.8083	0.7819	0.6419	0.9601	0.8916	0.9449
0.0007	44.72	3220	0.4599	0.7610	0.8048	0.7823	0.6424	0.9604	0.8901	0.9455
0.0008	44.86	3230	0.4549	0.7692	0.7987	0.7837	0.6443	0.9610	0.8877	0.9460
0.0008	45.0	3240	0.4659	0.7546	0.8138	0.7830	0.6434	0.9601	0.8940	0.9443
0.0007	45.14	3250	0.4627	0.7588	0.8091	0.7832	0.6436	0.9604	0.8921	0.9447
0.0009	45.28	3260	0.4635	0.7579	0.8069	0.7817	0.6416	0.9601	0.8909	0.9448
0.0007	45.42	3270	0.4630	0.7624	0.8039	0.7826	0.6428	0.9605	0.8898	0.9452
0.0013	45.56	3280	0.4644	0.7631	0.8041	0.7831	0.6435	0.9606	0.8899	0.9453
0.0012	45.69	3290	0.4650	0.7635	0.8031	0.7828	0.6431	0.9606	0.8895	0.9454
0.001	45.83	3300	0.4698	0.7550	0.8130	0.7829	0.6433	0.9601	0.8937	0.9447
0.0015	45.97	3310	0.4726	0.7560	0.8103	0.7822	0.6423	0.9601	0.8925	0.9447
0.0005	46.11	3320	0.4683	0.7555	0.8103	0.7820	0.6420	0.9600	0.8924	0.9447
0.0008	46.25	3330	0.4776	0.7584	0.8086	0.7827	0.6430	0.9603	0.8918	0.9449
0.0015	46.39	3340	0.4612	0.7579	0.8109	0.7835	0.6440	0.9603	0.8929	0.9450
0.0008	46.53	3350	0.4710	0.7584	0.8064	0.7816	0.6416	0.9601	0.8907	0.9447
0.001	46.67	3360	0.4631	0.7619	0.8065	0.7836	0.6442	0.9606	0.8910	0.9455
0.0011	46.81	3370	0.4702	0.7605	0.8048	0.7820	0.6420	0.9603	0.8901	0.9452
0.0009	46.94	3380	0.4683	0.7550	0.8115	0.7822	0.6423	0.9600	0.8930	0.9446
0.001	47.08	3390	0.4623	0.7633	0.8069	0.7845	0.6454	0.9608	0.8913	0.9454
0.0011	47.22	3400	0.4697	0.7585	0.8116	0.7842	0.6449	0.9605	0.8933	0.9451
0.001	47.36	3410	0.4681	0.7627	0.8077	0.7845	0.6455	0.9607	0.8916	0.9455
0.0007	47.5	3420	0.4726	0.7594	0.8107	0.7842	0.6450	0.9605	0.8929	0.9452
0.0006	47.64	3430	0.4712	0.7600	0.8110	0.7847	0.6456	0.9606	0.8931	0.9453
0.0011	47.78	3440	0.4681	0.7582	0.8095	0.7830	0.6434	0.9603	0.8922	0.9451
0.0013	47.92	3450	0.4715	0.7613	0.8076	0.7837	0.6444	0.9606	0.8915	0.9451
0.0007	48.06	3460	0.4618	0.7685	0.8011	0.7845	0.6454	0.9610	0.8888	0.9460
0.0007	48.19	3470	0.4772	0.7486	0.8159	0.7808	0.6404	0.9595	0.8946	0.9442
0.0007	48.33	3480	0.4677	0.7677	0.7998	0.7834	0.6439	0.9609	0.8881	0.9459
0.0013	48.47	3490	0.4709	0.7603	0.8078	0.7833	0.6439	0.9605	0.8916	0.9452
0.0008	48.61	3500	0.4729	0.7603	0.8085	0.7836	0.6442	0.9605	0.8919	0.9453
0.0011	48.75	3510	0.4832	0.7580	0.8114	0.7838	0.6445	0.9604	0.8931	0.9449
0.0008	48.89	3520	0.4657	0.7634	0.8078	0.7850	0.6460	0.9608	0.8918	0.9456
0.0006	49.03	3530	0.4637	0.7652	0.8061	0.7851	0.6462	0.9610	0.8910	0.9457
0.0011	49.17	3540	0.4713	0.7659	0.8039	0.7844	0.6453	0.9609	0.8900	0.9458
0.0009	49.31	3550	0.4760	0.7543	0.8159	0.7839	0.6446	0.9602	0.8950	0.9447
0.0013	49.44	3560	0.4613	0.7644	0.8070	0.7851	0.6463	0.9609	0.8914	0.9456
0.0007	49.58	3570	0.4743	0.7621	0.8080	0.7843	0.6452	0.9607	0.8917	0.9454
0.0007	49.72	3580	0.4682	0.7645	0.8043	0.7839	0.6445	0.9608	0.8901	0.9456
0.0008	49.86	3590	0.4767	0.7628	0.8069	0.7842	0.6450	0.9607	0.8913	0.9454
0.001	50.0	3600	0.4808	0.7621	0.8069	0.7839	0.6445	0.9606	0.8912	0.9453
0.001	50.14	3610	0.4747	0.7652	0.8016	0.7830	0.6434	0.9607	0.8889	0.9458
0.0008	50.28	3620	0.4792	0.7600	0.8082	0.7834	0.6439	0.9605	0.8917	0.9453
0.0005	50.42	3630	0.4726	0.7613	0.8052	0.7826	0.6429	0.9604	0.8903	0.9453
0.0008	50.56	3640	0.4707	0.7703	0.7988	0.7843	0.6452	0.9611	0.8879	0.9461
0.0009	50.69	3650	0.4779	0.7650	0.8041	0.7841	0.6448	0.9608	0.8901	0.9457
0.0009	50.83	3660	0.4793	0.7640	0.8050	0.7840	0.6447	0.9607	0.8905	0.9456
0.0005	50.97	3670	0.4799	0.7597	0.8106	0.7843	0.6452	0.9606	0.8929	0.9453
0.0011	51.11	3680	0.4687	0.7670	0.8002	0.7832	0.6437	0.9608	0.8883	0.9458
0.001	51.25	3690	0.4739	0.7561	0.8081	0.7813	0.6410	0.9600	0.8914	0.9448
0.0006	51.39	3700	0.4707	0.7617	0.8058	0.7831	0.6436	0.9605	0.8907	0.9454
0.0012	51.53	3710	0.4706	0.7643	0.8054	0.7843	0.6452	0.9608	0.8907	0.9457
0.0011	51.67	3720	0.4718	0.7649	0.8046	0.7843	0.6451	0.9608	0.8903	0.9458
0.0009	51.81	3730	0.4828	0.7576	0.8089	0.7824	0.6426	0.9602	0.8919	0.9451
0.0009	51.94	3740	0.4778	0.7596	0.8086	0.7833	0.6438	0.9604	0.8919	0.9452
0.0011	52.08	3750	0.4742	0.7645	0.8020	0.7828	0.6432	0.9606	0.8890	0.9455
0.0007	52.22	3760	0.4866	0.7622	0.8017	0.7815	0.6413	0.9603	0.8887	0.9453
0.0008	52.36	3770	0.4849	0.7569	0.8091	0.7821	0.6422	0.9601	0.8920	0.9448
0.0005	52.5	3780	0.4819	0.7532	0.8131	0.7820	0.6421	0.9599	0.8936	0.9444
0.0011	52.64	3790	0.4740	0.7670	0.8006	0.7834	0.6440	0.9608	0.8885	0.9458
0.001	52.78	3800	0.4794	0.7625	0.8070	0.7841	0.6449	0.9607	0.8913	0.9455
0.0011	52.92	3810	0.4771	0.7662	0.8010	0.7832	0.6437	0.9608	0.8886	0.9457
0.0008	53.06	3820	0.4798	0.7616	0.8049	0.7826	0.6429	0.9604	0.8902	0.9453
0.0005	53.19	3830	0.4847	0.7612	0.8044	0.7822	0.6423	0.9604	0.8899	0.9452
0.0006	53.33	3840	0.4842	0.7616	0.8025	0.7815	0.6414	0.9603	0.8891	0.9452
0.0006	53.47	3850	0.4834	0.7614	0.8040	0.7821	0.6422	0.9604	0.8898	0.9453
0.0005	53.61	3860	0.4788	0.7646	0.8011	0.7824	0.6426	0.9606	0.8886	0.9455
0.0005	53.75	3870	0.4796	0.7637	0.8037	0.7832	0.6436	0.9606	0.8898	0.9454
0.001	53.89	3880	0.4820	0.7628	0.8039	0.7828	0.6431	0.9605	0.8898	0.9453
0.0005	54.03	3890	0.4804	0.7643	0.8029	0.7831	0.6436	0.9607	0.8894	0.9456
0.0004	54.17	3900	0.4758	0.7678	0.8029	0.7850	0.6461	0.9611	0.8897	0.9460
0.0011	54.31	3910	0.4813	0.7648	0.8060	0.7848	0.6459	0.9609	0.8910	0.9457
0.0009	54.44	3920	0.4866	0.7611	0.8077	0.7837	0.6444	0.9606	0.8915	0.9452
0.0007	54.58	3930	0.4757	0.7677	0.8015	0.7842	0.6451	0.9610	0.8890	0.9459
0.0006	54.72	3940	0.4744	0.7678	0.8006	0.7838	0.6445	0.9609	0.8885	0.9459
0.0007	54.86	3950	0.4852	0.7621	0.8070	0.7839	0.6447	0.9606	0.8913	0.9454
0.0009	55.0	3960	0.4860	0.7610	0.8077	0.7837	0.6443	0.9605	0.8915	0.9451
0.0006	55.14	3970	0.4872	0.7619	0.8064	0.7835	0.6441	0.9606	0.8910	0.9453
0.001	55.28	3980	0.4789	0.7681	0.8008	0.7841	0.6449	0.9610	0.8887	0.9459
0.0005	55.42	3990	0.4780	0.7670	0.8025	0.7844	0.6452	0.9610	0.8894	0.9458
0.0004	55.56	4000	0.4827	0.7647	0.8046	0.7841	0.6449	0.9608	0.8903	0.9456
0.0007	55.69	4010	0.4862	0.7635	0.8046	0.7835	0.6441	0.9607	0.8902	0.9454
0.0006	55.83	4020	0.4806	0.7673	0.7987	0.7827	0.6430	0.9608	0.8876	0.9458
0.0008	55.97	4030	0.4771	0.7689	0.7970	0.7827	0.6429	0.9608	0.8869	0.9459
0.0008	56.11	4040	0.4831	0.7628	0.8046	0.7832	0.6436	0.9606	0.8902	0.9455
0.0009	56.25	4050	0.4816	0.7646	0.8039	0.7837	0.6444	0.9607	0.8899	0.9456
0.0006	56.39	4060	0.4833	0.7640	0.8048	0.7839	0.6446	0.9607	0.8903	0.9456
0.0008	56.53	4070	0.4838	0.7641	0.8056	0.7843	0.6451	0.9608	0.8907	0.9456
0.0007	56.67	4080	0.4847	0.7641	0.8062	0.7846	0.6456	0.9608	0.8910	0.9456
0.0009	56.81	4090	0.4868	0.7639	0.8072	0.7849	0.6460	0.9609	0.8915	0.9456
0.0004	56.94	4100	0.4804	0.7709	0.7982	0.7843	0.6451	0.9612	0.8876	0.9462
0.0009	57.08	4110	0.4818	0.7672	0.8033	0.7848	0.6459	0.9610	0.8898	0.9460
0.0008	57.22	4120	0.4880	0.7603	0.8098	0.7843	0.6451	0.9606	0.8925	0.9454
0.0006	57.36	4130	0.4803	0.7616	0.8090	0.7846	0.6456	0.9607	0.8922	0.9455
0.0009	57.5	4140	0.4761	0.7664	0.8050	0.7852	0.6464	0.9610	0.8906	0.9458
0.0008	57.64	4150	0.4761	0.7660	0.8061	0.7856	0.6468	0.9611	0.8911	0.9458
0.0005	57.78	4160	0.4777	0.7635	0.8070	0.7846	0.6456	0.9608	0.8914	0.9455
0.0006	57.92	4170	0.4778	0.7637	0.8065	0.7845	0.6455	0.9608	0.8911	0.9455
0.0004	58.06	4180	0.4808	0.7621	0.8073	0.7840	0.6448	0.9607	0.8914	0.9454
0.0006	58.19	4190	0.4828	0.7641	0.8068	0.7848	0.6459	0.9609	0.8913	0.9456
0.0009	58.33	4200	0.4788	0.7687	0.8032	0.7856	0.6468	0.9612	0.8899	0.9460
0.001	58.47	4210	0.4782	0.7680	0.8046	0.7859	0.6473	0.9612	0.8905	0.9459
0.0008	58.61	4220	0.4803	0.7648	0.8069	0.7853	0.6465	0.9610	0.8914	0.9456
0.0004	58.75	4230	0.4817	0.7647	0.8070	0.7853	0.6465	0.9610	0.8915	0.9456
0.0007	58.89	4240	0.4808	0.7668	0.8045	0.7852	0.6464	0.9611	0.8904	0.9458
0.0007	59.03	4250	0.4845	0.7647	0.8053	0.7845	0.6454	0.9609	0.8906	0.9455
0.0006	59.17	4260	0.4853	0.7642	0.8061	0.7846	0.6455	0.9608	0.8910	0.9456
0.0008	59.31	4270	0.4835	0.7645	0.8057	0.7846	0.6455	0.9609	0.8908	0.9456
0.0006	59.44	4280	0.4819	0.7655	0.8040	0.7843	0.6451	0.9609	0.8900	0.9457
0.0007	59.58	4290	0.4829	0.7642	0.8052	0.7842	0.6449	0.9608	0.8905	0.9456
0.0007	59.72	4300	0.4850	0.7635	0.8060	0.7842	0.6450	0.9607	0.8909	0.9455
0.0009	59.86	4310	0.4879	0.7616	0.8086	0.7844	0.6453	0.9607	0.8920	0.9455
0.0005	60.0	4320	0.4872	0.7621	0.8080	0.7844	0.6453	0.9607	0.8917	0.9454
0.0004	60.14	4330	0.4856	0.7625	0.8077	0.7844	0.6453	0.9607	0.8916	0.9455
0.0006	60.28	4340	0.4826	0.7649	0.8061	0.7850	0.6460	0.9609	0.8910	0.9457
0.0006	60.42	4350	0.4798	0.7660	0.8048	0.7849	0.6460	0.9610	0.8905	0.9458
0.0003	60.56	4360	0.4809	0.7659	0.8057	0.7853	0.6465	0.9610	0.8909	0.9458
0.0005	60.69	4370	0.4826	0.7651	0.8062	0.7851	0.6463	0.9610	0.8911	0.9458
0.0005	60.83	4380	0.4817	0.7662	0.8056	0.7854	0.6466	0.9610	0.8909	0.9459
0.0005	60.97	4390	0.4836	0.7633	0.8081	0.7851	0.6462	0.9609	0.8919	0.9456
0.0006	61.11	4400	0.4847	0.7616	0.8103	0.7852	0.6464	0.9608	0.8929	0.9454
0.0007	61.25	4410	0.4814	0.7643	0.8077	0.7854	0.6466	0.9609	0.8918	0.9458
0.0004	61.39	4420	0.4807	0.7654	0.8048	0.7846	0.6455	0.9609	0.8904	0.9458
0.0006	61.53	4430	0.4809	0.7651	0.8054	0.7848	0.6458	0.9609	0.8907	0.9458
0.0007	61.67	4440	0.4796	0.7653	0.8057	0.7850	0.6460	0.9609	0.8909	0.9457
0.0008	61.81	4450	0.4785	0.7646	0.8064	0.7849	0.6460	0.9609	0.8911	0.9457
0.001	61.94	4460	0.4804	0.7643	0.8061	0.7846	0.6456	0.9609	0.8910	0.9456
0.0006	62.08	4470	0.4826	0.7645	0.8061	0.7847	0.6458	0.9609	0.8910	0.9457
0.0006	62.22	4480	0.4835	0.7642	0.8064	0.7847	0.6457	0.9609	0.8911	0.9457
0.0008	62.36	4490	0.4845	0.7639	0.8072	0.7849	0.6460	0.9609	0.8915	0.9458
0.0004	62.5	4500	0.4862	0.7619	0.8102	0.7853	0.6465	0.9608	0.8928	0.9456
0.0007	62.64	4510	0.4852	0.7620	0.8090	0.7848	0.6458	0.9607	0.8922	0.9455
0.0008	62.78	4520	0.4822	0.7644	0.8066	0.7850	0.6460	0.9609	0.8913	0.9457
0.0007	62.92	4530	0.4828	0.7633	0.8073	0.7847	0.6457	0.9608	0.8915	0.9456
0.0004	63.06	4540	0.4834	0.7633	0.8072	0.7846	0.6456	0.9608	0.8914	0.9456
0.0007	63.19	4550	0.4819	0.7641	0.8058	0.7844	0.6453	0.9608	0.8908	0.9456
0.0005	63.33	4560	0.4805	0.7654	0.8053	0.7848	0.6459	0.9609	0.8907	0.9457
0.0008	63.47	4570	0.4799	0.7655	0.8056	0.7850	0.6461	0.9610	0.8908	0.9458
0.0006	63.61	4580	0.4807	0.7652	0.8060	0.7851	0.6462	0.9610	0.8910	0.9457
0.0008	63.75	4590	0.4832	0.7637	0.8077	0.7851	0.6462	0.9609	0.8917	0.9456
0.0003	63.89	4600	0.4845	0.7632	0.8081	0.7850	0.6461	0.9608	0.8919	0.9456
0.001	64.03	4610	0.4836	0.7636	0.8080	0.7851	0.6463	0.9609	0.8918	0.9456
0.0006	64.17	4620	0.4831	0.7640	0.8076	0.7852	0.6463	0.9609	0.8917	0.9456
0.0005	64.31	4630	0.4831	0.7638	0.8078	0.7852	0.6464	0.9609	0.8918	0.9456
0.0006	64.44	4640	0.4831	0.7634	0.8078	0.7850	0.6460	0.9608	0.8918	0.9456
0.0004	64.58	4650	0.4826	0.7641	0.8065	0.7847	0.6457	0.9609	0.8912	0.9456
0.0005	64.72	4660	0.4823	0.7656	0.8061	0.7853	0.6465	0.9610	0.8911	0.9458
0.0004	64.86	4670	0.4827	0.7650	0.8064	0.7852	0.6463	0.9610	0.8912	0.9457
0.0003	65.0	4680	0.4838	0.7640	0.8077	0.7852	0.6464	0.9609	0.8917	0.9456
0.0004	65.14	4690	0.4839	0.7645	0.8070	0.7852	0.6464	0.9609	0.8914	0.9457
0.0006	65.28	4700	0.4829	0.7656	0.8061	0.7853	0.6465	0.9610	0.8911	0.9458
0.0005	65.42	4710	0.4824	0.7666	0.8053	0.7855	0.6468	0.9611	0.8908	0.9458
0.0005	65.56	4720	0.4829	0.7664	0.8056	0.7855	0.6468	0.9611	0.8909	0.9458
0.0008	65.69	4730	0.4836	0.7655	0.8060	0.7852	0.6464	0.9610	0.8910	0.9457
0.0008	65.83	4740	0.4834	0.7655	0.8061	0.7853	0.6464	0.9610	0.8911	0.9458
0.0007	65.97	4750	0.4837	0.7660	0.8060	0.7855	0.6467	0.9610	0.8910	0.9458
0.0007	66.11	4760	0.4842	0.7657	0.8057	0.7852	0.6463	0.9610	0.8909	0.9457
0.0007	66.25	4770	0.4842	0.7661	0.8056	0.7853	0.6466	0.9610	0.8909	0.9458
0.0005	66.39	4780	0.4842	0.7656	0.8057	0.7851	0.6463	0.9610	0.8909	0.9457
0.0008	66.53	4790	0.4840	0.7657	0.8058	0.7853	0.6464	0.9610	0.8910	0.9458
0.0006	66.67	4800	0.4838	0.7652	0.8066	0.7854	0.6466	0.9610	0.8913	0.9458
0.0004	66.81	4810	0.4840	0.7650	0.8070	0.7854	0.6467	0.9610	0.8915	0.9457
0.0004	66.94	4820	0.4842	0.7650	0.8072	0.7855	0.6468	0.9610	0.8915	0.9458
0.0005	67.08	4830	0.4841	0.7650	0.8073	0.7856	0.6468	0.9610	0.8916	0.9458
0.0007	67.22	4840	0.4842	0.7649	0.8076	0.7857	0.6470	0.9610	0.8917	0.9457
0.0003	67.36	4850	0.4842	0.7650	0.8076	0.7857	0.6471	0.9610	0.8917	0.9458
0.0011	67.5	4860	0.4841	0.7650	0.8074	0.7856	0.6469	0.9610	0.8917	0.9458
0.0003	67.64	4870	0.4840	0.7650	0.8074	0.7856	0.6469	0.9610	0.8917	0.9458
0.0007	67.78	4880	0.4839	0.7650	0.8073	0.7856	0.6468	0.9610	0.8916	0.9457
0.0007	67.92	4890	0.4839	0.7650	0.8073	0.7856	0.6468	0.9610	0.8916	0.9457
0.0005	68.06	4900	0.4839	0.7651	0.8073	0.7856	0.6469	0.9610	0.8916	0.9458
0.0008	68.19	4910	0.4839	0.7651	0.8073	0.7856	0.6469	0.9610	0.8916	0.9458
0.0006	68.33	4920	0.4839	0.7651	0.8073	0.7856	0.6469	0.9610	0.8916	0.9458
0.0006	68.47	4930	0.4839	0.7651	0.8073	0.7856	0.6469	0.9610	0.8916	0.9458
0.0006	68.61	4940	0.4839	0.7651	0.8073	0.7856	0.6469	0.9610	0.8916	0.9458
0.0004	68.75	4950	0.4839	0.7651	0.8073	0.7856	0.6469	0.9610	0.8916	0.9458
0.0004	68.89	4960	0.4839	0.7650	0.8072	0.7855	0.6468	0.9610	0.8915	0.9457
0.0007	69.03	4970	0.4839	0.7650	0.8070	0.7854	0.6467	0.9610	0.8915	0.9457
0.0005	69.17	4980	0.4839	0.7650	0.8070	0.7854	0.6467	0.9610	0.8915	0.9457
0.0006	69.31	4990	0.4839	0.7650	0.8070	0.7854	0.6467	0.9610	0.8915	0.9457
0.0006	69.44	5000	0.4839	0.7650	0.8070	0.7854	0.6467	0.9610	0.8915	0.9457

Framework versions

• Transformers 4.34.1
• Pytorch 2.0.1
• Datasets 2.14.6
• Tokenizers 0.14.1