README.md

metadata

license: mit
base_model: prajjwal1/bert-mini
tags:
  - generated_from_trainer
datasets:
  - sembr2023
metrics:
  - precision
  - recall
  - f1
  - accuracy
model-index:
  - name: sembr2023-bert-mini
    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: 0.747829417773238
          - name: Recall
            type: recall
            value: 0.773609826971338
          - name: F1
            type: f1
            value: 0.7605012010647276
          - name: Accuracy
            type: accuracy
            value: 0.9568885928315161

sembr2023-bert-mini

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

• Loss: 0.4009
• Precision: 0.7478
• Recall: 0.7736
• F1: 0.7605
• Iou: 0.6136
• Accuracy: 0.9569
• Balanced Accuracy: 0.8741
• Overall Accuracy: 0.9415

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
0.5116	0.14	10	0.4933	0	0.0	0.0	0.0	0.9115	0.5	0.9115
0.4109	0.28	20	0.4257	0	0.0	0.0	0.0	0.9115	0.5	0.9115
0.4223	0.42	30	0.4122	0	0.0	0.0	0.0	0.9115	0.5	0.9115
0.4126	0.56	40	0.4040	0	0.0	0.0	0.0	0.9115	0.5	0.9115
0.385	0.69	50	0.3839	0	0.0	0.0	0.0	0.9115	0.5	0.9115
0.3682	0.83	60	0.3306	0.6914	0.1539	0.2517	0.1440	0.9191	0.5736	0.9172
0.2919	0.97	70	0.2781	0.7410	0.4429	0.5544	0.3835	0.9370	0.7139	0.9264
0.2382	1.11	80	0.2453	0.7529	0.6454	0.6950	0.5325	0.9499	0.8124	0.9334
0.2517	1.25	90	0.2313	0.7514	0.6796	0.7137	0.5548	0.9518	0.8289	0.9346
0.21	1.39	100	0.2205	0.7529	0.6929	0.7216	0.5645	0.9527	0.8354	0.9359
0.2014	1.53	110	0.2138	0.7432	0.7135	0.7280	0.5724	0.9528	0.8448	0.9351
0.1873	1.67	120	0.2099	0.7290	0.7317	0.7304	0.5753	0.9522	0.8527	0.9343
0.1702	1.81	130	0.2098	0.7185	0.7489	0.7334	0.5790	0.9518	0.8602	0.9336
0.1655	1.94	140	0.2035	0.7276	0.7440	0.7357	0.5819	0.9527	0.8585	0.9354
0.1551	2.08	150	0.2036	0.7213	0.7527	0.7367	0.5831	0.9524	0.8623	0.9343
0.1481	2.22	160	0.2012	0.7310	0.7576	0.7441	0.5924	0.9539	0.8653	0.9364
0.1475	2.36	170	0.2023	0.7192	0.7764	0.7467	0.5958	0.9534	0.8735	0.9349
0.128	2.5	180	0.1939	0.7549	0.7563	0.7556	0.6072	0.9567	0.8662	0.9393
0.1357	2.64	190	0.1950	0.7389	0.7693	0.7538	0.6048	0.9555	0.8714	0.9381
0.1241	2.78	200	0.1947	0.7415	0.7696	0.7553	0.6069	0.9559	0.8718	0.9386
0.1156	2.92	210	0.2029	0.7141	0.7891	0.7497	0.5996	0.9534	0.8792	0.9353
0.1226	3.06	220	0.1968	0.7268	0.7889	0.7566	0.6085	0.9551	0.8801	0.9374
0.1102	3.19	230	0.1946	0.7315	0.7813	0.7556	0.6072	0.9553	0.8767	0.9383
0.1149	3.33	240	0.2029	0.7193	0.7904	0.7532	0.6041	0.9542	0.8802	0.9363
0.1048	3.47	250	0.1960	0.7289	0.7854	0.7561	0.6078	0.9552	0.8785	0.9391
0.1093	3.61	260	0.2015	0.7084	0.8027	0.7526	0.6034	0.9533	0.8853	0.9354
0.0856	3.75	270	0.1896	0.7522	0.7850	0.7682	0.6237	0.9581	0.8799	0.9410
0.0936	3.89	280	0.1984	0.7330	0.7846	0.7579	0.6102	0.9556	0.8784	0.9394
0.1001	4.03	290	0.1972	0.7352	0.7872	0.7603	0.6133	0.9561	0.8798	0.9390
0.0866	4.17	300	0.2086	0.7218	0.7973	0.7576	0.6098	0.9549	0.8837	0.9378
0.0877	4.31	310	0.2011	0.7279	0.7914	0.7583	0.6107	0.9554	0.8814	0.9393
0.0767	4.44	320	0.2028	0.7429	0.7731	0.7577	0.6099	0.9562	0.8736	0.9400
0.0857	4.58	330	0.2036	0.7238	0.7963	0.7583	0.6107	0.9551	0.8834	0.9386
0.0794	4.72	340	0.1968	0.7334	0.7875	0.7595	0.6122	0.9559	0.8798	0.9409
0.0847	4.86	350	0.2055	0.7205	0.7979	0.7573	0.6093	0.9547	0.8839	0.9382
0.0854	5.0	360	0.2080	0.7093	0.7962	0.7502	0.6003	0.9531	0.8823	0.9369
0.0808	5.14	370	0.2083	0.7083	0.8179	0.7591	0.6118	0.9541	0.8926	0.9376
0.0813	5.28	380	0.2061	0.7194	0.7947	0.7552	0.6067	0.9544	0.8823	0.9397
0.0783	5.42	390	0.2079	0.7317	0.7995	0.7641	0.6183	0.9563	0.8855	0.9410
0.0737	5.56	400	0.2063	0.7372	0.7914	0.7634	0.6173	0.9566	0.8820	0.9402
0.0592	5.69	410	0.2045	0.7235	0.7970	0.7585	0.6109	0.9551	0.8837	0.9398
0.0705	5.83	420	0.2039	0.7402	0.7913	0.7649	0.6193	0.9570	0.8822	0.9409
0.0592	5.97	430	0.2079	0.7368	0.7962	0.7654	0.6199	0.9568	0.8843	0.9405
0.0659	6.11	440	0.2122	0.7224	0.8052	0.7615	0.6149	0.9554	0.8876	0.9389
0.0801	6.25	450	0.2180	0.7119	0.8106	0.7580	0.6103	0.9542	0.8894	0.9372
0.0624	6.39	460	0.2113	0.7413	0.7844	0.7622	0.6158	0.9567	0.8789	0.9409
0.058	6.53	470	0.2165	0.7343	0.7871	0.7598	0.6126	0.9560	0.8797	0.9400
0.0634	6.67	480	0.2241	0.7144	0.8046	0.7568	0.6088	0.9542	0.8867	0.9372
0.0596	6.81	490	0.2049	0.7487	0.7677	0.7581	0.6104	0.9566	0.8713	0.9415
0.0608	6.94	500	0.1986	0.7460	0.7728	0.7592	0.6118	0.9566	0.8736	0.9422
0.0643	7.08	510	0.2142	0.7279	0.7955	0.7602	0.6132	0.9556	0.8833	0.9390
0.0541	7.22	520	0.2229	0.7083	0.7990	0.7509	0.6012	0.9531	0.8835	0.9368
0.0623	7.36	530	0.2080	0.7366	0.7888	0.7618	0.6152	0.9564	0.8807	0.9417
0.0546	7.5	540	0.2167	0.7365	0.7810	0.7581	0.6105	0.9559	0.8769	0.9398
0.0497	7.64	550	0.2153	0.7428	0.7835	0.7626	0.6163	0.9568	0.8786	0.9413
0.0495	7.78	560	0.2226	0.7313	0.7806	0.7552	0.6067	0.9552	0.8764	0.9399
0.0551	7.92	570	0.2291	0.7291	0.7881	0.7575	0.6096	0.9553	0.8799	0.9390
0.0495	8.06	580	0.2214	0.7328	0.7793	0.7553	0.6069	0.9553	0.8759	0.9400
0.0458	8.19	590	0.2214	0.7379	0.7785	0.7576	0.6098	0.9559	0.8758	0.9406
0.0488	8.33	600	0.2189	0.7378	0.7840	0.7602	0.6132	0.9562	0.8785	0.9408
0.0505	8.47	610	0.2242	0.7345	0.7829	0.7579	0.6102	0.9558	0.8777	0.9402
0.0523	8.61	620	0.2254	0.7318	0.7867	0.7582	0.6106	0.9556	0.8793	0.9402
0.0524	8.75	630	0.2216	0.7414	0.7842	0.7622	0.6157	0.9567	0.8788	0.9415
0.0479	8.89	640	0.2421	0.7390	0.7786	0.7583	0.6107	0.9561	0.8760	0.9403
0.0479	9.03	650	0.2326	0.7399	0.7806	0.7597	0.6125	0.9563	0.8770	0.9409
0.0433	9.17	660	0.2323	0.7424	0.7802	0.7608	0.6140	0.9566	0.8770	0.9410
0.0503	9.31	670	0.2368	0.7467	0.7719	0.7591	0.6117	0.9567	0.8732	0.9414
0.0389	9.44	680	0.2297	0.7516	0.7728	0.7620	0.6156	0.9573	0.8740	0.9417
0.0417	9.58	690	0.2328	0.7328	0.7859	0.7584	0.6109	0.9557	0.8790	0.9402
0.0491	9.72	700	0.2357	0.7500	0.7768	0.7632	0.6170	0.9573	0.8758	0.9414
0.0436	9.86	710	0.2281	0.7439	0.7814	0.7622	0.6157	0.9569	0.8776	0.9416
0.0408	10.0	720	0.2422	0.7370	0.7815	0.7586	0.6111	0.9560	0.8772	0.9407
0.0432	10.14	730	0.2327	0.7510	0.7726	0.7616	0.6150	0.9572	0.8738	0.9425
0.0403	10.28	740	0.2463	0.7350	0.7854	0.7593	0.6120	0.9560	0.8789	0.9404
0.0401	10.42	750	0.2414	0.7409	0.7813	0.7605	0.6136	0.9565	0.8774	0.9414
0.0444	10.56	760	0.2508	0.7183	0.7975	0.7558	0.6075	0.9544	0.8836	0.9385
0.0409	10.69	770	0.2367	0.7470	0.7673	0.7570	0.6090	0.9564	0.8710	0.9416
0.0385	10.83	780	0.2390	0.7328	0.7896	0.7601	0.6131	0.9559	0.8808	0.9405
0.0401	10.97	790	0.2329	0.7619	0.7586	0.7602	0.6132	0.9577	0.8678	0.9433
0.0425	11.11	800	0.2453	0.7416	0.7817	0.7611	0.6143	0.9566	0.8776	0.9412
0.0398	11.25	810	0.2520	0.7291	0.7912	0.7589	0.6114	0.9555	0.8813	0.9396
0.0409	11.39	820	0.2423	0.7467	0.7727	0.7595	0.6122	0.9567	0.8736	0.9419
0.0347	11.53	830	0.2389	0.7510	0.7629	0.7569	0.6089	0.9566	0.8692	0.9422
0.0341	11.67	840	0.2398	0.7563	0.7649	0.7606	0.6136	0.9574	0.8705	0.9428
0.0388	11.81	850	0.2401	0.7482	0.7772	0.7624	0.6161	0.9571	0.8759	0.9423
0.037	11.94	860	0.2549	0.7500	0.7689	0.7593	0.6120	0.9569	0.8720	0.9418
0.0282	12.08	870	0.2484	0.7471	0.7612	0.7541	0.6052	0.9561	0.8681	0.9415
0.0382	12.22	880	0.2716	0.7390	0.7719	0.7551	0.6065	0.9557	0.8727	0.9407
0.0384	12.36	890	0.2582	0.7335	0.7842	0.7580	0.6103	0.9557	0.8783	0.9404
0.0356	12.5	900	0.2627	0.7481	0.7696	0.7587	0.6112	0.9567	0.8722	0.9415
0.0312	12.64	910	0.2671	0.7259	0.7908	0.7569	0.6089	0.9551	0.8809	0.9397
0.0335	12.78	920	0.2635	0.7417	0.7819	0.7613	0.6146	0.9566	0.8777	0.9416
0.0308	12.92	930	0.2612	0.7366	0.7813	0.7583	0.6107	0.9559	0.8771	0.9409
0.0287	13.06	940	0.2664	0.7395	0.7781	0.7583	0.6107	0.9561	0.8757	0.9407
0.0313	13.19	950	0.2701	0.7434	0.7753	0.7590	0.6116	0.9564	0.8747	0.9412
0.0326	13.33	960	0.2641	0.7398	0.7745	0.7568	0.6087	0.9560	0.8740	0.9410
0.0317	13.47	970	0.2695	0.7444	0.7704	0.7572	0.6093	0.9563	0.8724	0.9410
0.0304	13.61	980	0.2622	0.7426	0.7739	0.7579	0.6102	0.9563	0.8739	0.9410
0.0285	13.75	990	0.2540	0.7467	0.7710	0.7586	0.6111	0.9566	0.8728	0.9422
0.0319	13.89	1000	0.2629	0.7277	0.7920	0.7585	0.6109	0.9554	0.8816	0.9398
0.028	14.03	1010	0.2698	0.7350	0.7815	0.7576	0.6097	0.9557	0.8771	0.9405
0.0322	14.17	1020	0.2710	0.7415	0.7809	0.7607	0.6138	0.9565	0.8772	0.9416
0.029	14.31	1030	0.2723	0.7394	0.7805	0.7594	0.6121	0.9562	0.8769	0.9412
0.03	14.44	1040	0.2739	0.7338	0.7844	0.7583	0.6106	0.9557	0.8784	0.9409
0.0286	14.58	1050	0.2742	0.7531	0.7658	0.7594	0.6121	0.9571	0.8707	0.9425
0.0297	14.72	1060	0.2688	0.7381	0.7835	0.7601	0.6131	0.9562	0.8783	0.9411
0.0254	14.86	1070	0.2812	0.7435	0.7741	0.7585	0.6110	0.9564	0.8741	0.9414
0.0299	15.0	1080	0.2744	0.7355	0.7866	0.7601	0.6131	0.9561	0.8795	0.9407
0.0236	15.14	1090	0.2758	0.7452	0.7726	0.7586	0.6111	0.9565	0.8735	0.9414
0.0216	15.28	1100	0.2797	0.7457	0.7785	0.7617	0.6152	0.9569	0.8764	0.9420
0.0259	15.42	1110	0.2827	0.7358	0.7856	0.7599	0.6128	0.9561	0.8791	0.9406
0.0309	15.56	1120	0.2805	0.7368	0.7879	0.7615	0.6148	0.9563	0.8803	0.9409
0.029	15.69	1130	0.2805	0.7488	0.7739	0.7611	0.6143	0.9570	0.8743	0.9421
0.0268	15.83	1140	0.2814	0.7291	0.7910	0.7588	0.6114	0.9555	0.8813	0.9402
0.0263	15.97	1150	0.2870	0.7503	0.7720	0.7610	0.6142	0.9571	0.8735	0.9419
0.0258	16.11	1160	0.2796	0.7520	0.7689	0.7603	0.6133	0.9571	0.8721	0.9424
0.0254	16.25	1170	0.2887	0.7403	0.7813	0.7602	0.6132	0.9564	0.8773	0.9410
0.0261	16.39	1180	0.2836	0.7556	0.7638	0.7597	0.6125	0.9572	0.8699	0.9424
0.0254	16.53	1190	0.2828	0.7445	0.7741	0.7590	0.6117	0.9565	0.8742	0.9417
0.0243	16.67	1200	0.2929	0.7368	0.7765	0.7561	0.6079	0.9557	0.8748	0.9404
0.0258	16.81	1210	0.2926	0.7428	0.7751	0.7586	0.6111	0.9564	0.8745	0.9413
0.0289	16.94	1220	0.2827	0.7366	0.7829	0.7590	0.6117	0.9560	0.8778	0.9411
0.0231	17.08	1230	0.2834	0.7379	0.7790	0.7579	0.6102	0.9560	0.8761	0.9409
0.03	17.22	1240	0.2814	0.7526	0.7670	0.7597	0.6126	0.9571	0.8713	0.9427
0.0272	17.36	1250	0.2926	0.7445	0.7753	0.7596	0.6124	0.9566	0.8747	0.9413
0.028	17.5	1260	0.2844	0.7435	0.7747	0.7588	0.6113	0.9564	0.8744	0.9414
0.0261	17.64	1270	0.2821	0.7531	0.7678	0.7604	0.6134	0.9572	0.8717	0.9424
0.0272	17.78	1280	0.2822	0.7518	0.7699	0.7608	0.6139	0.9572	0.8726	0.9427
0.0232	17.92	1290	0.2906	0.7374	0.7835	0.7597	0.6126	0.9562	0.8782	0.9411
0.022	18.06	1300	0.2818	0.7548	0.7723	0.7635	0.6174	0.9577	0.8740	0.9434
0.0191	18.19	1310	0.2902	0.7390	0.7839	0.7608	0.6139	0.9564	0.8785	0.9415
0.026	18.33	1320	0.2970	0.7524	0.7658	0.7590	0.6117	0.9570	0.8707	0.9420
0.0245	18.47	1330	0.2935	0.7393	0.7770	0.7577	0.6100	0.9560	0.8752	0.9413
0.0221	18.61	1340	0.3017	0.7289	0.7900	0.7582	0.6106	0.9554	0.8807	0.9400
0.023	18.75	1350	0.2913	0.7432	0.7777	0.7600	0.6130	0.9565	0.8758	0.9415
0.0211	18.89	1360	0.3003	0.7446	0.7768	0.7604	0.6134	0.9567	0.8755	0.9408
0.0171	19.03	1370	0.2973	0.7397	0.7817	0.7601	0.6130	0.9563	0.8775	0.9413
0.0195	19.17	1380	0.2887	0.7456	0.7749	0.7600	0.6129	0.9567	0.8746	0.9420
0.0209	19.31	1390	0.2963	0.7368	0.7830	0.7592	0.6118	0.9560	0.8779	0.9412
0.0203	19.44	1400	0.3064	0.7350	0.7856	0.7595	0.6122	0.9560	0.8791	0.9405
0.021	19.58	1410	0.2907	0.7508	0.7679	0.7593	0.6119	0.9569	0.8716	0.9425
0.0217	19.72	1420	0.3019	0.7450	0.7778	0.7610	0.6143	0.9568	0.8760	0.9416
0.0176	19.86	1430	0.3071	0.7319	0.7891	0.7594	0.6122	0.9558	0.8805	0.9402
0.0184	20.0	1440	0.2936	0.7519	0.7723	0.7620	0.6155	0.9573	0.8738	0.9423
0.018	20.14	1450	0.3001	0.7494	0.7753	0.7621	0.6157	0.9572	0.8751	0.9423
0.0183	20.28	1460	0.2999	0.7556	0.7695	0.7625	0.6162	0.9576	0.8727	0.9429
0.0203	20.42	1470	0.3058	0.7464	0.7781	0.7619	0.6154	0.9570	0.8762	0.9418
0.0183	20.56	1480	0.2986	0.7444	0.7789	0.7612	0.6145	0.9568	0.8765	0.9421
0.0185	20.69	1490	0.3031	0.7544	0.7686	0.7614	0.6148	0.9574	0.8722	0.9426
0.0154	20.83	1500	0.3090	0.7286	0.7900	0.7580	0.6104	0.9554	0.8807	0.9399
0.0209	20.97	1510	0.3187	0.7295	0.7903	0.7586	0.6111	0.9555	0.8809	0.9399
0.0162	21.11	1520	0.3049	0.7472	0.7712	0.7591	0.6117	0.9567	0.8730	0.9415
0.014	21.25	1530	0.3203	0.7380	0.7813	0.7590	0.6116	0.9561	0.8772	0.9405
0.017	21.39	1540	0.3071	0.7477	0.7729	0.7601	0.6130	0.9568	0.8738	0.9419
0.0201	21.53	1550	0.3094	0.7345	0.7840	0.7584	0.6109	0.9558	0.8783	0.9408
0.0174	21.67	1560	0.3079	0.7438	0.7781	0.7606	0.6136	0.9567	0.8760	0.9414
0.0181	21.81	1570	0.3082	0.7489	0.7679	0.7583	0.6107	0.9567	0.8715	0.9417
0.0185	21.94	1580	0.3120	0.7449	0.7763	0.7602	0.6132	0.9567	0.8752	0.9414
0.0169	22.08	1590	0.3079	0.7537	0.7663	0.7600	0.6129	0.9572	0.8710	0.9421
0.0183	22.22	1600	0.3177	0.7390	0.7821	0.7599	0.6128	0.9563	0.8776	0.9404
0.018	22.36	1610	0.3198	0.7340	0.7826	0.7575	0.6097	0.9557	0.8775	0.9402
0.0164	22.5	1620	0.3342	0.7351	0.7838	0.7587	0.6112	0.9559	0.8782	0.9403
0.0189	22.64	1630	0.3188	0.7418	0.7809	0.7608	0.6140	0.9566	0.8772	0.9410
0.0192	22.78	1640	0.3223	0.7428	0.7770	0.7595	0.6123	0.9565	0.8755	0.9409
0.0208	22.92	1650	0.3147	0.7473	0.7710	0.7589	0.6115	0.9567	0.8728	0.9416
0.0144	23.06	1660	0.3142	0.7398	0.7778	0.7584	0.6108	0.9561	0.8756	0.9413
0.0158	23.19	1670	0.3235	0.7412	0.7789	0.7596	0.6124	0.9564	0.8762	0.9409
0.0165	23.33	1680	0.3205	0.7418	0.7772	0.7591	0.6117	0.9564	0.8755	0.9408
0.0177	23.47	1690	0.3252	0.7326	0.7873	0.7590	0.6116	0.9558	0.8797	0.9399
0.0176	23.61	1700	0.3239	0.7486	0.7769	0.7625	0.6162	0.9572	0.8758	0.9421
0.0168	23.75	1710	0.3251	0.7428	0.7757	0.7589	0.6115	0.9564	0.8748	0.9412
0.0173	23.89	1720	0.3270	0.7344	0.7825	0.7577	0.6099	0.9557	0.8775	0.9402
0.0162	24.03	1730	0.3337	0.7355	0.7866	0.7602	0.6132	0.9561	0.8796	0.9403
0.0166	24.17	1740	0.3283	0.7440	0.7772	0.7602	0.6132	0.9566	0.8756	0.9411
0.0134	24.31	1750	0.3300	0.7403	0.7797	0.7595	0.6122	0.9563	0.8766	0.9406
0.0167	24.44	1760	0.3290	0.7465	0.7723	0.7592	0.6118	0.9566	0.8734	0.9412
0.0159	24.58	1770	0.3379	0.7416	0.7794	0.7600	0.6130	0.9565	0.8765	0.9409
0.0162	24.72	1780	0.3354	0.7468	0.7728	0.7596	0.6123	0.9567	0.8737	0.9413
0.0155	24.86	1790	0.3337	0.7441	0.7710	0.7573	0.6094	0.9563	0.8726	0.9408
0.0162	25.0	1800	0.3301	0.7423	0.7743	0.7580	0.6102	0.9562	0.8741	0.9407
0.0109	25.14	1810	0.3297	0.7386	0.7814	0.7594	0.6121	0.9562	0.8773	0.9407
0.0135	25.28	1820	0.3226	0.7476	0.7766	0.7619	0.6153	0.9570	0.8756	0.9416
0.0175	25.42	1830	0.3252	0.7445	0.7752	0.7595	0.6123	0.9566	0.8747	0.9416
0.0155	25.56	1840	0.3279	0.7506	0.7729	0.7616	0.6150	0.9572	0.8740	0.9422
0.0123	25.69	1850	0.3315	0.7493	0.7744	0.7616	0.6150	0.9571	0.8746	0.9421
0.0155	25.83	1860	0.3189	0.7654	0.7567	0.7610	0.6142	0.9580	0.8671	0.9431
0.0176	25.97	1870	0.3453	0.7382	0.7825	0.7597	0.6125	0.9562	0.8778	0.9403
0.0147	26.11	1880	0.3424	0.7383	0.7807	0.7589	0.6115	0.9561	0.8769	0.9402
0.0126	26.25	1890	0.3376	0.7458	0.7776	0.7613	0.6146	0.9569	0.8759	0.9410
0.0128	26.39	1900	0.3286	0.7474	0.7799	0.7633	0.6172	0.9572	0.8772	0.9418
0.0142	26.53	1910	0.3511	0.7392	0.7831	0.7605	0.6136	0.9564	0.8781	0.9402
0.0151	26.67	1920	0.3447	0.7310	0.7870	0.7580	0.6103	0.9555	0.8794	0.9394
0.0123	26.81	1930	0.3390	0.7421	0.7819	0.7615	0.6149	0.9567	0.8778	0.9407
0.0135	26.94	1940	0.3390	0.7513	0.7698	0.7604	0.6135	0.9571	0.8725	0.9415
0.0147	27.08	1950	0.3320	0.7542	0.7702	0.7621	0.6157	0.9575	0.8729	0.9420
0.0139	27.22	1960	0.3310	0.7451	0.7739	0.7592	0.6119	0.9566	0.8741	0.9417
0.0129	27.36	1970	0.3419	0.7453	0.7781	0.7614	0.6147	0.9568	0.8761	0.9415
0.0153	27.5	1980	0.3388	0.7578	0.7671	0.7625	0.6161	0.9577	0.8717	0.9421
0.0134	27.64	1990	0.3471	0.7379	0.7803	0.7586	0.6110	0.9560	0.8767	0.9403
0.0106	27.78	2000	0.3545	0.7404	0.7781	0.7588	0.6113	0.9562	0.8758	0.9402
0.0124	27.92	2010	0.3555	0.7422	0.7744	0.7580	0.6103	0.9562	0.8741	0.9403
0.0138	28.06	2020	0.3443	0.7342	0.7794	0.7562	0.6079	0.9555	0.8760	0.9396
0.0128	28.19	2030	0.3508	0.7421	0.7769	0.7591	0.6118	0.9564	0.8754	0.9405
0.0147	28.33	2040	0.3422	0.7552	0.7646	0.7599	0.6127	0.9572	0.8703	0.9420
0.0116	28.47	2050	0.3324	0.7549	0.7679	0.7613	0.6147	0.9574	0.8719	0.9422
0.0105	28.61	2060	0.3463	0.7454	0.7766	0.7607	0.6138	0.9568	0.8755	0.9412
0.014	28.75	2070	0.3406	0.7519	0.7708	0.7612	0.6145	0.9572	0.8731	0.9418
0.0131	28.89	2080	0.3433	0.7420	0.7778	0.7595	0.6122	0.9564	0.8758	0.9406
0.0139	29.03	2090	0.3553	0.7391	0.7817	0.7598	0.6126	0.9563	0.8774	0.9404
0.0104	29.17	2100	0.3490	0.7477	0.7769	0.7620	0.6155	0.9571	0.8757	0.9410
0.0114	29.31	2110	0.3495	0.7423	0.7811	0.7612	0.6145	0.9566	0.8774	0.9408
0.0112	29.44	2120	0.3523	0.7455	0.7818	0.7632	0.6171	0.9571	0.8779	0.9411
0.0112	29.58	2130	0.3451	0.7453	0.7827	0.7636	0.6175	0.9571	0.8784	0.9414
0.0122	29.72	2140	0.3516	0.7482	0.7761	0.7619	0.6154	0.9571	0.8754	0.9415
0.0135	29.86	2150	0.3536	0.7431	0.7797	0.7609	0.6141	0.9567	0.8768	0.9406
0.01	30.0	2160	0.3499	0.7449	0.7772	0.7607	0.6138	0.9567	0.8757	0.9411
0.0114	30.14	2170	0.3461	0.7554	0.7708	0.7630	0.6168	0.9576	0.8733	0.9423
0.0138	30.28	2180	0.3493	0.7512	0.7769	0.7638	0.6179	0.9575	0.8760	0.9420
0.014	30.42	2190	0.3464	0.7444	0.7802	0.7619	0.6154	0.9569	0.8771	0.9413
0.0116	30.56	2200	0.3534	0.7528	0.7796	0.7659	0.6207	0.9578	0.8774	0.9418
0.0121	30.69	2210	0.3441	0.7480	0.7773	0.7624	0.6160	0.9571	0.8759	0.9416
0.0139	30.83	2220	0.3492	0.7422	0.7821	0.7616	0.6150	0.9567	0.8778	0.9412
0.0099	30.97	2230	0.3504	0.7468	0.7760	0.7611	0.6143	0.9569	0.8752	0.9414
0.0118	31.11	2240	0.3600	0.7388	0.7846	0.7610	0.6142	0.9564	0.8788	0.9406
0.0104	31.25	2250	0.3608	0.7527	0.7723	0.7624	0.6160	0.9574	0.8738	0.9418
0.0135	31.39	2260	0.3539	0.7458	0.7759	0.7605	0.6136	0.9568	0.8751	0.9414
0.0112	31.53	2270	0.3508	0.7406	0.7827	0.7611	0.6143	0.9565	0.8781	0.9411
0.0142	31.67	2280	0.3570	0.7512	0.7744	0.7626	0.6163	0.9573	0.8748	0.9419
0.0123	31.81	2290	0.3521	0.7418	0.7805	0.7606	0.6137	0.9565	0.8771	0.9415
0.0114	31.94	2300	0.3564	0.7448	0.7827	0.7633	0.6172	0.9570	0.8783	0.9417
0.0105	32.08	2310	0.3622	0.7496	0.7786	0.7638	0.6179	0.9574	0.8767	0.9417
0.0117	32.22	2320	0.3527	0.7461	0.7781	0.7618	0.6152	0.9569	0.8762	0.9415
0.0098	32.36	2330	0.3602	0.7447	0.7809	0.7623	0.6160	0.9569	0.8774	0.9413
0.0097	32.5	2340	0.3612	0.7405	0.7811	0.7603	0.6133	0.9564	0.8773	0.9409
0.0118	32.64	2350	0.3496	0.7486	0.7748	0.7615	0.6148	0.9571	0.8748	0.9419
0.0112	32.78	2360	0.3575	0.7450	0.7797	0.7619	0.6154	0.9569	0.8769	0.9412
0.0105	32.92	2370	0.3520	0.7558	0.7700	0.7628	0.6166	0.9576	0.8729	0.9424
0.0114	33.06	2380	0.3665	0.7482	0.7770	0.7623	0.6160	0.9571	0.8758	0.9417
0.0086	33.19	2390	0.3555	0.7597	0.7702	0.7649	0.6193	0.9581	0.8733	0.9428
0.0108	33.33	2400	0.3614	0.7507	0.7739	0.7621	0.6156	0.9573	0.8745	0.9422
0.0101	33.47	2410	0.3539	0.7570	0.7669	0.7619	0.6154	0.9576	0.8715	0.9427
0.0118	33.61	2420	0.3542	0.7527	0.7693	0.7609	0.6141	0.9572	0.8724	0.9425
0.0119	33.75	2430	0.3457	0.7579	0.7613	0.7596	0.6124	0.9574	0.8689	0.9429
0.0118	33.89	2440	0.3502	0.7530	0.7679	0.7604	0.6134	0.9572	0.8717	0.9420
0.0083	34.03	2450	0.3650	0.7380	0.7830	0.7598	0.6126	0.9562	0.8780	0.9408
0.0098	34.17	2460	0.3615	0.7438	0.7770	0.7601	0.6130	0.9566	0.8755	0.9412
0.0087	34.31	2470	0.3620	0.7465	0.7732	0.7596	0.6124	0.9567	0.8739	0.9416
0.0097	34.44	2480	0.3604	0.7522	0.7695	0.7608	0.6139	0.9572	0.8725	0.9419
0.0086	34.58	2490	0.3569	0.7451	0.7770	0.7607	0.6138	0.9567	0.8756	0.9416
0.0086	34.72	2500	0.3551	0.7497	0.7770	0.7631	0.6170	0.9573	0.8759	0.9417
0.0115	34.86	2510	0.3743	0.7309	0.7870	0.7579	0.6101	0.9555	0.8794	0.9396
0.0093	35.0	2520	0.3692	0.7403	0.7784	0.7589	0.6114	0.9562	0.8759	0.9404
0.0111	35.14	2530	0.3640	0.7418	0.7790	0.7600	0.6128	0.9565	0.8764	0.9406
0.01	35.28	2540	0.3683	0.7426	0.7777	0.7597	0.6126	0.9565	0.8758	0.9409
0.0075	35.42	2550	0.3688	0.7348	0.7818	0.7576	0.6098	0.9557	0.8772	0.9401
0.0111	35.56	2560	0.3637	0.7389	0.7805	0.7591	0.6118	0.9562	0.8769	0.9407
0.0108	35.69	2570	0.3706	0.7374	0.7858	0.7608	0.6139	0.9563	0.8793	0.9408
0.0106	35.83	2580	0.3610	0.7464	0.7769	0.7614	0.6147	0.9569	0.8756	0.9418
0.0098	35.97	2590	0.3656	0.7413	0.7813	0.7608	0.6139	0.9565	0.8774	0.9408
0.01	36.11	2600	0.3659	0.7412	0.7825	0.7613	0.6146	0.9566	0.8780	0.9410
0.0106	36.25	2610	0.3621	0.7448	0.7789	0.7614	0.6148	0.9568	0.8765	0.9416
0.0135	36.39	2620	0.3649	0.7422	0.7809	0.7611	0.6143	0.9566	0.8773	0.9412
0.0096	36.53	2630	0.3755	0.7347	0.7846	0.7588	0.6114	0.9559	0.8785	0.9401
0.0099	36.67	2640	0.3617	0.7455	0.7744	0.7597	0.6125	0.9567	0.8744	0.9412
0.011	36.81	2650	0.3778	0.7417	0.7789	0.7598	0.6127	0.9564	0.8763	0.9405
0.011	36.94	2660	0.3729	0.7378	0.7805	0.7585	0.6110	0.9560	0.8768	0.9405
0.0091	37.08	2670	0.3730	0.7462	0.7728	0.7593	0.6120	0.9566	0.8737	0.9411
0.0106	37.22	2680	0.3746	0.7531	0.7670	0.7600	0.6129	0.9571	0.8713	0.9417
0.0092	37.36	2690	0.3637	0.7448	0.7726	0.7584	0.6109	0.9565	0.8734	0.9412
0.0103	37.5	2700	0.3775	0.7393	0.7788	0.7585	0.6110	0.9561	0.8761	0.9403
0.0103	37.64	2710	0.3666	0.7474	0.7760	0.7614	0.6147	0.9570	0.8753	0.9417
0.0099	37.78	2720	0.3689	0.7446	0.7733	0.7587	0.6112	0.9565	0.8738	0.9412
0.0106	37.92	2730	0.3743	0.7435	0.7756	0.7592	0.6119	0.9565	0.8748	0.9410
0.0086	38.06	2740	0.3744	0.7424	0.7789	0.7602	0.6132	0.9565	0.8763	0.9410
0.008	38.19	2750	0.3744	0.7392	0.7753	0.7568	0.6088	0.9559	0.8744	0.9406
0.0093	38.33	2760	0.3753	0.7453	0.7706	0.7577	0.6099	0.9564	0.8725	0.9410
0.0116	38.47	2770	0.3739	0.7414	0.7761	0.7583	0.6107	0.9562	0.8749	0.9410
0.0106	38.61	2780	0.3767	0.7419	0.7743	0.7578	0.6100	0.9562	0.8741	0.9408
0.0103	38.75	2790	0.3723	0.7453	0.7745	0.7596	0.6124	0.9566	0.8744	0.9414
0.0102	38.89	2800	0.3790	0.7491	0.7755	0.7621	0.6156	0.9572	0.8751	0.9411
0.0086	39.03	2810	0.3712	0.7457	0.7752	0.7602	0.6131	0.9567	0.8748	0.9412
0.0069	39.17	2820	0.3697	0.7474	0.7728	0.7599	0.6128	0.9568	0.8737	0.9413
0.0074	39.31	2830	0.3810	0.7466	0.7729	0.7596	0.6123	0.9567	0.8737	0.9412
0.0075	39.44	2840	0.3749	0.7502	0.7691	0.7595	0.6123	0.9569	0.8721	0.9415
0.0113	39.58	2850	0.3661	0.7532	0.7679	0.7605	0.6136	0.9572	0.8718	0.9420
0.0088	39.72	2860	0.3730	0.7521	0.7673	0.7596	0.6124	0.9570	0.8714	0.9419
0.0086	39.86	2870	0.3690	0.7500	0.7729	0.7613	0.6146	0.9571	0.8740	0.9417
0.0076	40.0	2880	0.3716	0.7427	0.7799	0.7609	0.6140	0.9566	0.8769	0.9412
0.0098	40.14	2890	0.3658	0.7451	0.7772	0.7608	0.6139	0.9568	0.8757	0.9415
0.0104	40.28	2900	0.3630	0.7495	0.7722	0.7607	0.6138	0.9570	0.8736	0.9420
0.0095	40.42	2910	0.3766	0.7414	0.7803	0.7604	0.6134	0.9565	0.8770	0.9407
0.0074	40.56	2920	0.3782	0.7447	0.7788	0.7614	0.6147	0.9568	0.8764	0.9412
0.0086	40.69	2930	0.3830	0.7437	0.7817	0.7622	0.6158	0.9569	0.8778	0.9407
0.0087	40.83	2940	0.3746	0.7456	0.7784	0.7616	0.6150	0.9569	0.8763	0.9411
0.009	40.97	2950	0.3731	0.7420	0.7793	0.7602	0.6132	0.9565	0.8765	0.9408
0.0082	41.11	2960	0.3698	0.7507	0.7745	0.7624	0.6161	0.9573	0.8748	0.9418
0.0066	41.25	2970	0.3691	0.7483	0.7776	0.7627	0.6164	0.9572	0.8761	0.9418
0.0092	41.39	2980	0.3740	0.7476	0.7774	0.7622	0.6158	0.9571	0.8760	0.9416
0.0078	41.53	2990	0.3909	0.7375	0.7829	0.7595	0.6122	0.9561	0.8779	0.9401
0.0096	41.67	3000	0.3659	0.7500	0.7726	0.7611	0.6143	0.9571	0.8738	0.9420
0.0083	41.81	3010	0.3737	0.7487	0.7728	0.7606	0.6136	0.9569	0.8738	0.9419
0.0072	41.94	3020	0.3797	0.7525	0.7691	0.7607	0.6139	0.9572	0.8723	0.9418
0.0081	42.08	3030	0.3697	0.7495	0.7700	0.7596	0.6124	0.9569	0.8725	0.9416
0.0079	42.22	3040	0.3808	0.7426	0.7757	0.7588	0.6113	0.9564	0.8748	0.9411
0.0062	42.36	3050	0.3811	0.7493	0.7696	0.7593	0.6120	0.9568	0.8723	0.9416
0.0079	42.5	3060	0.3807	0.7420	0.7755	0.7584	0.6108	0.9563	0.8746	0.9411
0.0118	42.64	3070	0.3813	0.7410	0.7781	0.7591	0.6117	0.9563	0.8759	0.9412
0.0101	42.78	3080	0.3830	0.7387	0.7814	0.7594	0.6122	0.9562	0.8773	0.9408
0.0082	42.92	3090	0.3894	0.7447	0.7761	0.7601	0.6130	0.9567	0.8751	0.9411
0.0074	43.06	3100	0.3746	0.7466	0.7711	0.7587	0.6112	0.9566	0.8729	0.9413
0.0075	43.19	3110	0.3806	0.7459	0.7714	0.7584	0.6109	0.9565	0.8729	0.9412
0.0066	43.33	3120	0.3870	0.7440	0.7753	0.7593	0.6120	0.9565	0.8747	0.9411
0.0059	43.47	3130	0.3860	0.7472	0.7714	0.7591	0.6117	0.9567	0.8730	0.9414
0.0085	43.61	3140	0.3888	0.7451	0.7735	0.7590	0.6117	0.9565	0.8739	0.9412
0.0069	43.75	3150	0.3903	0.7442	0.7749	0.7592	0.6119	0.9565	0.8745	0.9410
0.007	43.89	3160	0.3938	0.7424	0.7756	0.7586	0.6111	0.9563	0.8747	0.9408
0.0072	44.03	3170	0.3785	0.7542	0.7642	0.7592	0.6118	0.9571	0.8700	0.9421
0.0074	44.17	3180	0.3860	0.7439	0.7724	0.7579	0.6102	0.9563	0.8733	0.9411
0.0079	44.31	3190	0.3809	0.7447	0.7715	0.7579	0.6102	0.9564	0.8729	0.9413
0.0079	44.44	3200	0.3842	0.7416	0.7755	0.7581	0.6105	0.9562	0.8746	0.9407
0.0063	44.58	3210	0.3766	0.7450	0.7687	0.7567	0.6086	0.9563	0.8716	0.9413
0.006	44.72	3220	0.3841	0.7481	0.7687	0.7583	0.6106	0.9566	0.8718	0.9414
0.0098	44.86	3230	0.3963	0.7401	0.7780	0.7586	0.6111	0.9562	0.8757	0.9407
0.0077	45.0	3240	0.3964	0.7414	0.7796	0.7600	0.6129	0.9564	0.8766	0.9408
0.0091	45.14	3250	0.3856	0.7455	0.7739	0.7594	0.6122	0.9566	0.8741	0.9413
0.0082	45.28	3260	0.3890	0.7476	0.7702	0.7587	0.6112	0.9567	0.8725	0.9412
0.0067	45.42	3270	0.3873	0.7444	0.7728	0.7583	0.6108	0.9564	0.8735	0.9413
0.0078	45.56	3280	0.3814	0.7430	0.7731	0.7578	0.6100	0.9563	0.8736	0.9413
0.0069	45.69	3290	0.3890	0.7405	0.7768	0.7582	0.6106	0.9562	0.8752	0.9410
0.0092	45.83	3300	0.3901	0.7376	0.7786	0.7576	0.6097	0.9559	0.8759	0.9406
0.0072	45.97	3310	0.3889	0.7456	0.7691	0.7572	0.6092	0.9564	0.8718	0.9410
0.0065	46.11	3320	0.3934	0.7404	0.7741	0.7569	0.6089	0.9560	0.8739	0.9407
0.0065	46.25	3330	0.3963	0.7340	0.7822	0.7573	0.6094	0.9556	0.8773	0.9401
0.0077	46.39	3340	0.3863	0.7432	0.7715	0.7571	0.6091	0.9562	0.8728	0.9408
0.0077	46.53	3350	0.3893	0.7481	0.7702	0.7590	0.6116	0.9567	0.8725	0.9413
0.0086	46.67	3360	0.3942	0.7405	0.7770	0.7583	0.6107	0.9562	0.8753	0.9406
0.0069	46.81	3370	0.3892	0.7446	0.7711	0.7576	0.6098	0.9564	0.8727	0.9410
0.0057	46.94	3380	0.3870	0.7424	0.7752	0.7585	0.6109	0.9563	0.8745	0.9409
0.0086	47.08	3390	0.3895	0.7479	0.7711	0.7593	0.6120	0.9567	0.8729	0.9413
0.0089	47.22	3400	0.3831	0.7516	0.7704	0.7609	0.6141	0.9572	0.8729	0.9419
0.0077	47.36	3410	0.3900	0.7386	0.7784	0.7579	0.6102	0.9560	0.8758	0.9405
0.006	47.5	3420	0.3929	0.7405	0.7782	0.7589	0.6115	0.9562	0.8759	0.9408
0.0084	47.64	3430	0.3841	0.7506	0.7703	0.7603	0.6133	0.9570	0.8727	0.9418
0.0061	47.78	3440	0.3913	0.7433	0.7748	0.7587	0.6112	0.9564	0.8744	0.9409
0.0086	47.92	3450	0.3880	0.7518	0.7714	0.7615	0.6148	0.9572	0.8733	0.9419
0.0081	48.06	3460	0.3924	0.7458	0.7778	0.7615	0.6148	0.9569	0.8761	0.9414
0.0075	48.19	3470	0.3924	0.7469	0.7748	0.7606	0.6137	0.9568	0.8747	0.9413
0.0075	48.33	3480	0.3829	0.7528	0.7703	0.7615	0.6148	0.9573	0.8729	0.9423
0.0079	48.47	3490	0.3947	0.7428	0.7756	0.7589	0.6114	0.9564	0.8748	0.9411
0.0067	48.61	3500	0.3865	0.7508	0.7700	0.7603	0.6133	0.9570	0.8726	0.9419
0.0079	48.75	3510	0.3960	0.7419	0.7784	0.7597	0.6125	0.9564	0.8760	0.9408
0.0089	48.89	3520	0.3898	0.7493	0.7712	0.7601	0.6130	0.9569	0.8731	0.9415
0.0073	49.03	3530	0.3872	0.7497	0.7700	0.7598	0.6126	0.9569	0.8725	0.9415
0.0074	49.17	3540	0.3851	0.7499	0.7753	0.7624	0.6160	0.9572	0.8751	0.9419
0.0071	49.31	3550	0.3965	0.7434	0.7811	0.7618	0.6153	0.9568	0.8775	0.9410
0.0073	49.44	3560	0.3924	0.7461	0.7768	0.7611	0.6144	0.9569	0.8756	0.9416
0.008	49.58	3570	0.3927	0.7488	0.7728	0.7606	0.6137	0.9570	0.8738	0.9417
0.007	49.72	3580	0.3953	0.7457	0.7743	0.7597	0.6125	0.9567	0.8743	0.9413
0.0068	49.86	3590	0.3914	0.7501	0.7703	0.7601	0.6130	0.9570	0.8727	0.9416
0.008	50.0	3600	0.4006	0.7405	0.7790	0.7593	0.6120	0.9563	0.8763	0.9406
0.0073	50.14	3610	0.3902	0.7528	0.7691	0.7609	0.6140	0.9572	0.8723	0.9420
0.0069	50.28	3620	0.3928	0.7427	0.7770	0.7595	0.6122	0.9565	0.8755	0.9408
0.007	50.42	3630	0.3936	0.7526	0.7682	0.7603	0.6133	0.9571	0.8718	0.9417
0.0056	50.56	3640	0.3956	0.7488	0.7722	0.7603	0.6133	0.9569	0.8735	0.9415
0.0077	50.69	3650	0.3973	0.7414	0.7788	0.7596	0.6124	0.9564	0.8762	0.9408
0.0065	50.83	3660	0.3970	0.7496	0.7708	0.7600	0.6130	0.9569	0.8729	0.9415
0.0076	50.97	3670	0.3970	0.7438	0.7752	0.7592	0.6118	0.9565	0.8746	0.9409
0.0068	51.11	3680	0.3916	0.7478	0.7704	0.7590	0.6116	0.9567	0.8726	0.9414
0.0074	51.25	3690	0.3985	0.7480	0.7722	0.7599	0.6127	0.9568	0.8734	0.9413
0.0062	51.39	3700	0.4024	0.7472	0.7724	0.7596	0.6124	0.9567	0.8735	0.9411
0.0089	51.53	3710	0.3970	0.7481	0.7698	0.7588	0.6114	0.9567	0.8723	0.9414
0.0064	51.67	3720	0.3925	0.7481	0.7728	0.7603	0.6132	0.9569	0.8738	0.9416
0.0069	51.81	3730	0.3969	0.7443	0.7749	0.7593	0.6120	0.9565	0.8745	0.9411
0.007	51.94	3740	0.3906	0.7473	0.7735	0.7602	0.6131	0.9568	0.8740	0.9415
0.0058	52.08	3750	0.3929	0.7449	0.7748	0.7595	0.6123	0.9566	0.8745	0.9412
0.0068	52.22	3760	0.3920	0.7464	0.7747	0.7603	0.6132	0.9568	0.8746	0.9413
0.0065	52.36	3770	0.3888	0.7518	0.7695	0.7606	0.6137	0.9571	0.8724	0.9421
0.0061	52.5	3780	0.3982	0.7449	0.7753	0.7598	0.6127	0.9566	0.8748	0.9411
0.0069	52.64	3790	0.3948	0.7511	0.7710	0.7609	0.6141	0.9571	0.8731	0.9418
0.0072	52.78	3800	0.3952	0.7434	0.7770	0.7598	0.6127	0.9565	0.8755	0.9411
0.0055	52.92	3810	0.4014	0.7444	0.7749	0.7593	0.6120	0.9565	0.8745	0.9411
0.007	53.06	3820	0.3947	0.7489	0.7735	0.7610	0.6142	0.9570	0.8742	0.9417
0.007	53.19	3830	0.3961	0.7476	0.7728	0.7600	0.6129	0.9568	0.8737	0.9415
0.0067	53.33	3840	0.3969	0.7488	0.7715	0.7600	0.6129	0.9569	0.8732	0.9416
0.0075	53.47	3850	0.3974	0.7465	0.7729	0.7595	0.6123	0.9567	0.8737	0.9414
0.0064	53.61	3860	0.3970	0.7485	0.7722	0.7602	0.6131	0.9569	0.8735	0.9416
0.0059	53.75	3870	0.3952	0.7492	0.7710	0.7599	0.6128	0.9569	0.8730	0.9418
0.0078	53.89	3880	0.4006	0.7442	0.7753	0.7594	0.6122	0.9565	0.8747	0.9412
0.0064	54.03	3890	0.3956	0.7467	0.7715	0.7589	0.6115	0.9566	0.8730	0.9412
0.0065	54.17	3900	0.3932	0.7510	0.7682	0.7595	0.6123	0.9570	0.8717	0.9418
0.0071	54.31	3910	0.3990	0.7438	0.7765	0.7598	0.6127	0.9566	0.8753	0.9411
0.0072	54.44	3920	0.3939	0.7491	0.7689	0.7588	0.6114	0.9568	0.8719	0.9418
0.0073	54.58	3930	0.4014	0.7454	0.7749	0.7599	0.6127	0.9567	0.8746	0.9413
0.0059	54.72	3940	0.3991	0.7496	0.7704	0.7599	0.6128	0.9569	0.8727	0.9416
0.0054	54.86	3950	0.3980	0.7482	0.7724	0.7601	0.6131	0.9569	0.8736	0.9415
0.0065	55.0	3960	0.3951	0.7502	0.7702	0.7600	0.6130	0.9570	0.8726	0.9417
0.0061	55.14	3970	0.3950	0.7498	0.7715	0.7605	0.6136	0.9570	0.8733	0.9418
0.007	55.28	3980	0.4002	0.7488	0.7728	0.7606	0.6137	0.9570	0.8738	0.9415
0.0061	55.42	3990	0.4001	0.7473	0.7743	0.7606	0.6136	0.9569	0.8744	0.9414
0.0052	55.56	4000	0.3961	0.7505	0.7698	0.7600	0.6129	0.9570	0.8725	0.9417
0.0073	55.69	4010	0.3972	0.7482	0.7728	0.7603	0.6133	0.9569	0.8738	0.9415
0.0068	55.83	4020	0.3968	0.7504	0.7703	0.7602	0.6132	0.9570	0.8727	0.9417
0.006	55.97	4030	0.3969	0.7505	0.7694	0.7598	0.6126	0.9570	0.8723	0.9416
0.008	56.11	4040	0.4006	0.7471	0.7726	0.7596	0.6124	0.9567	0.8736	0.9413
0.007	56.25	4050	0.3958	0.7480	0.7708	0.7593	0.6119	0.9567	0.8728	0.9415
0.008	56.39	4060	0.3981	0.7476	0.7719	0.7596	0.6123	0.9568	0.8733	0.9416
0.0069	56.53	4070	0.4006	0.7460	0.7733	0.7595	0.6122	0.9567	0.8739	0.9413
0.0065	56.67	4080	0.3993	0.7504	0.7691	0.7596	0.6124	0.9569	0.8721	0.9417
0.0077	56.81	4090	0.4037	0.7441	0.7764	0.7599	0.6127	0.9566	0.8752	0.9411
0.0055	56.94	4100	0.3982	0.7470	0.7724	0.7595	0.6122	0.9567	0.8735	0.9414
0.0053	57.08	4110	0.4007	0.7445	0.7763	0.7600	0.6130	0.9566	0.8752	0.9411
0.0065	57.22	4120	0.4006	0.7465	0.7731	0.7595	0.6123	0.9567	0.8738	0.9413
0.0073	57.36	4130	0.3991	0.7449	0.7752	0.7597	0.6126	0.9566	0.8747	0.9413
0.0062	57.5	4140	0.4017	0.7470	0.7735	0.7600	0.6129	0.9568	0.8740	0.9413
0.0058	57.64	4150	0.3988	0.7480	0.7718	0.7597	0.6125	0.9568	0.8733	0.9414
0.0046	57.78	4160	0.3979	0.7467	0.7752	0.7607	0.6138	0.9568	0.8748	0.9415
0.0059	57.92	4170	0.4023	0.7463	0.7748	0.7603	0.6133	0.9568	0.8746	0.9413
0.0045	58.06	4180	0.4022	0.7485	0.7706	0.7594	0.6121	0.9568	0.8727	0.9413
0.006	58.19	4190	0.3986	0.7492	0.7691	0.7590	0.6117	0.9568	0.8721	0.9415
0.0056	58.33	4200	0.4029	0.7450	0.7757	0.7601	0.6130	0.9567	0.8750	0.9411
0.0071	58.47	4210	0.4028	0.7473	0.7727	0.7598	0.6126	0.9568	0.8737	0.9413
0.0059	58.61	4220	0.3997	0.7477	0.7733	0.7603	0.6133	0.9569	0.8740	0.9415
0.0067	58.75	4230	0.4023	0.7478	0.7737	0.7605	0.6136	0.9569	0.8742	0.9415
0.0057	58.89	4240	0.4030	0.7462	0.7764	0.7610	0.6142	0.9569	0.8754	0.9413
0.0072	59.03	4250	0.4009	0.7500	0.7726	0.7611	0.6143	0.9571	0.8738	0.9417
0.0059	59.17	4260	0.3991	0.7504	0.7696	0.7599	0.6128	0.9570	0.8724	0.9417
0.0071	59.31	4270	0.4020	0.7465	0.7736	0.7598	0.6127	0.9567	0.8741	0.9413
0.0071	59.44	4280	0.4001	0.7501	0.7712	0.7605	0.6136	0.9570	0.8731	0.9418
0.0068	59.58	4290	0.3976	0.7481	0.7733	0.7605	0.6135	0.9569	0.8740	0.9417
0.0054	59.72	4300	0.3988	0.7483	0.7726	0.7603	0.6132	0.9569	0.8737	0.9415
0.0069	59.86	4310	0.3998	0.7480	0.7706	0.7591	0.6118	0.9567	0.8727	0.9415
0.0079	60.0	4320	0.3981	0.7469	0.7714	0.7589	0.6115	0.9566	0.8730	0.9414
0.0048	60.14	4330	0.3991	0.7464	0.7724	0.7592	0.6118	0.9566	0.8735	0.9413
0.0055	60.28	4340	0.4008	0.7468	0.7735	0.7599	0.6128	0.9568	0.8740	0.9413
0.0082	60.42	4350	0.4031	0.7461	0.7743	0.7599	0.6128	0.9567	0.8743	0.9412
0.0066	60.56	4360	0.4025	0.7476	0.7728	0.7600	0.6129	0.9568	0.8737	0.9414
0.0076	60.69	4370	0.4019	0.7501	0.7716	0.7607	0.6138	0.9571	0.8733	0.9417
0.0056	60.83	4380	0.3999	0.7491	0.7710	0.7599	0.6127	0.9569	0.8730	0.9416
0.0058	60.97	4390	0.3995	0.7487	0.7718	0.7601	0.6130	0.9569	0.8733	0.9416
0.0053	61.11	4400	0.4007	0.7454	0.7751	0.7600	0.6128	0.9567	0.8747	0.9412
0.0068	61.25	4410	0.3998	0.7482	0.7726	0.7602	0.6132	0.9569	0.8737	0.9414
0.0074	61.39	4420	0.3998	0.7491	0.7715	0.7602	0.6131	0.9569	0.8732	0.9416
0.006	61.53	4430	0.4032	0.7476	0.7732	0.7602	0.6132	0.9568	0.8739	0.9414
0.0059	61.67	4440	0.4036	0.7471	0.7739	0.7603	0.6133	0.9568	0.8742	0.9413
0.0056	61.81	4450	0.4008	0.7475	0.7747	0.7608	0.6140	0.9569	0.8746	0.9415
0.0063	61.94	4460	0.4008	0.7485	0.7733	0.7607	0.6139	0.9570	0.8741	0.9416
0.0073	62.08	4470	0.4018	0.7473	0.7736	0.7602	0.6132	0.9568	0.8741	0.9414
0.0063	62.22	4480	0.4023	0.7469	0.7752	0.7608	0.6139	0.9569	0.8748	0.9414
0.0062	62.36	4490	0.4009	0.7490	0.7729	0.7608	0.6139	0.9570	0.8739	0.9416
0.0059	62.5	4500	0.4010	0.7487	0.7731	0.7607	0.6138	0.9570	0.8739	0.9416
0.0058	62.64	4510	0.4008	0.7488	0.7739	0.7611	0.6143	0.9570	0.8743	0.9417
0.0068	62.78	4520	0.4012	0.7464	0.7744	0.7601	0.6131	0.9568	0.8744	0.9414
0.0062	62.92	4530	0.4022	0.7459	0.7751	0.7602	0.6132	0.9567	0.8747	0.9413
0.0071	63.06	4540	0.4015	0.7475	0.7735	0.7603	0.6133	0.9568	0.8741	0.9415
0.0063	63.19	4550	0.4008	0.7495	0.7728	0.7610	0.6141	0.9570	0.8739	0.9417
0.0054	63.33	4560	0.4010	0.7470	0.7748	0.7606	0.6137	0.9569	0.8747	0.9415
0.0068	63.47	4570	0.3994	0.7492	0.7722	0.7605	0.6136	0.9570	0.8735	0.9417
0.0068	63.61	4580	0.4009	0.7471	0.7731	0.7599	0.6128	0.9568	0.8738	0.9415
0.0057	63.75	4590	0.4011	0.7470	0.7737	0.7601	0.6131	0.9568	0.8742	0.9414
0.0068	63.89	4600	0.4010	0.7487	0.7733	0.7608	0.6140	0.9570	0.8741	0.9416
0.0064	64.03	4610	0.3999	0.7494	0.7731	0.7611	0.6143	0.9571	0.8740	0.9417
0.0058	64.17	4620	0.3998	0.7496	0.7728	0.7610	0.6142	0.9571	0.8739	0.9418
0.0058	64.31	4630	0.3993	0.7488	0.7735	0.7610	0.6142	0.9570	0.8741	0.9417
0.0068	64.44	4640	0.3999	0.7484	0.7741	0.7611	0.6143	0.9570	0.8744	0.9416
0.0068	64.58	4650	0.4013	0.7482	0.7733	0.7606	0.6137	0.9569	0.8740	0.9415
0.0052	64.72	4660	0.4017	0.7485	0.7728	0.7605	0.6135	0.9569	0.8738	0.9415
0.0081	64.86	4670	0.4014	0.7487	0.7728	0.7606	0.6136	0.9569	0.8738	0.9416
0.0052	65.0	4680	0.4021	0.7481	0.7737	0.7607	0.6139	0.9569	0.8742	0.9415
0.009	65.14	4690	0.4022	0.7482	0.7732	0.7605	0.6136	0.9569	0.8740	0.9415
0.0057	65.28	4700	0.4017	0.7481	0.7732	0.7605	0.6135	0.9569	0.8740	0.9415
0.0051	65.42	4710	0.4018	0.7477	0.7745	0.7609	0.6140	0.9569	0.8746	0.9415
0.0068	65.56	4720	0.4019	0.7477	0.7749	0.7611	0.6143	0.9569	0.8748	0.9415
0.0087	65.69	4730	0.4019	0.7476	0.7751	0.7611	0.6143	0.9569	0.8748	0.9415
0.0055	65.83	4740	0.4017	0.7476	0.7747	0.7609	0.6141	0.9569	0.8746	0.9415
0.0067	65.97	4750	0.4015	0.7480	0.7736	0.7606	0.6137	0.9569	0.8742	0.9415
0.0068	66.11	4760	0.4014	0.7482	0.7728	0.7603	0.6133	0.9569	0.8738	0.9415
0.0047	66.25	4770	0.4010	0.7481	0.7729	0.7603	0.6134	0.9569	0.8738	0.9415
0.0062	66.39	4780	0.4010	0.7480	0.7731	0.7603	0.6133	0.9569	0.8739	0.9415
0.0078	66.53	4790	0.4012	0.7478	0.7739	0.7606	0.6137	0.9569	0.8743	0.9415
0.0068	66.67	4800	0.4014	0.7479	0.7739	0.7607	0.6138	0.9569	0.8743	0.9415
0.0064	66.81	4810	0.4011	0.7480	0.7736	0.7606	0.6137	0.9569	0.8742	0.9415
0.0077	66.94	4820	0.4007	0.7480	0.7736	0.7606	0.6137	0.9569	0.8742	0.9415
0.0065	67.08	4830	0.4006	0.7482	0.7732	0.7605	0.6136	0.9569	0.8740	0.9415
0.0071	67.22	4840	0.4005	0.7482	0.7731	0.7604	0.6135	0.9569	0.8739	0.9415
0.0046	67.36	4850	0.4005	0.7481	0.7731	0.7604	0.6134	0.9569	0.8739	0.9415
0.0065	67.5	4860	0.4005	0.7481	0.7732	0.7605	0.6135	0.9569	0.8740	0.9415
0.0043	67.64	4870	0.4007	0.7481	0.7732	0.7605	0.6135	0.9569	0.8740	0.9415
0.0069	67.78	4880	0.4007	0.7481	0.7733	0.7605	0.6135	0.9569	0.8740	0.9415
0.0075	67.92	4890	0.4007	0.7481	0.7733	0.7605	0.6135	0.9569	0.8740	0.9415
0.0082	68.06	4900	0.4007	0.7480	0.7735	0.7605	0.6136	0.9569	0.8741	0.9415
0.0076	68.19	4910	0.4008	0.7479	0.7736	0.7606	0.6136	0.9569	0.8742	0.9415
0.006	68.33	4920	0.4008	0.7479	0.7737	0.7606	0.6137	0.9569	0.8742	0.9415
0.0058	68.47	4930	0.4009	0.7479	0.7737	0.7606	0.6137	0.9569	0.8742	0.9415
0.006	68.61	4940	0.4009	0.7478	0.7736	0.7605	0.6136	0.9569	0.8741	0.9415
0.0065	68.75	4950	0.4009	0.7478	0.7736	0.7605	0.6136	0.9569	0.8741	0.9415
0.0058	68.89	4960	0.4009	0.7478	0.7736	0.7605	0.6136	0.9569	0.8741	0.9415
0.0065	69.03	4970	0.4009	0.7478	0.7736	0.7605	0.6136	0.9569	0.8741	0.9415
0.0059	69.17	4980	0.4009	0.7478	0.7736	0.7605	0.6136	0.9569	0.8741	0.9415
0.0063	69.31	4990	0.4009	0.7478	0.7736	0.7605	0.6136	0.9569	0.8741	0.9415
0.0054	69.44	5000	0.4009	0.7478	0.7736	0.7605	0.6136	0.9569	0.8741	0.9415

Framework versions

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