psst_model_cer_2

This model is a fine-tuned version of Aanchan/psst_model_cer_2 on the None dataset. It achieves the following results on the evaluation set:

• Loss: 1.1531
• Cer: 0.3415

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: 6
• eval_batch_size: 6
• seed: 42
• gradient_accumulation_steps: 8
• total_train_batch_size: 48
• optimizer: Adam with betas=(0.9,0.98) and epsilon=1e-08
• lr_scheduler_type: linear
• num_epochs: 150

Training results

Training Loss	Epoch	Step	Cer	Validation Loss
37.8359	0.21	10	1.0	33.3633
10.3672	0.42	20	1.0	12.7370
6.965	0.63	30	1.0	10.1163
5.4782	0.84	40	1.0	8.5443
4.9771	1.04	50	1.0	7.6301
4.4938	1.25	60	1.0	6.9782
4.201	1.46	70	1.0	6.3865
4.268	1.67	80	1.0	6.3360
4.146	1.88	90	1.0	5.7938
4.1606	2.09	100	1.0	5.6862
4.0541	2.3	110	1.0	5.6427
4.0327	2.51	120	1.0	6.0837
3.9125	2.72	130	1.0	5.6241
3.9092	2.92	140	1.0	5.3858
3.9797	3.13	150	1.0	5.0597
3.909	3.34	160	1.0	5.2240
3.9256	3.55	170	1.0	5.1131
3.8817	3.76	180	1.0	5.3508
3.8973	3.97	190	1.0	5.6252
3.9605	4.18	200	1.0	5.2654
3.91	4.39	210	1.0	5.2997
3.9179	4.6	220	1.0	5.1039
3.887	4.8	230	1.0	5.1672
3.8978	5.01	240	1.0	5.2943
3.8155	5.22	250	1.0	5.5301
3.9853	5.43	260	1.0	5.1155
3.8906	5.64	270	1.0	5.0986
3.8601	5.85	280	1.0	4.6896
3.9491	6.06	290	1.0	5.2097
3.8721	6.27	300	1.0	4.8001
3.8459	6.48	310	1.0	4.8305
3.8119	6.68	320	1.0	5.4870
3.8184	6.89	330	1.0	4.5510
3.8064	7.1	340	1.0	5.0332
3.8516	7.31	350	1.0	4.6039
3.8689	7.52	360	1.0	4.9772
3.7968	7.73	370	1.0	4.4847
3.8069	7.94	380	1.0	4.5842
3.7918	8.15	390	1.0	4.4859
3.7672	8.36	400	1.0	4.2332
3.7639	8.56	410	1.0	4.2703
3.8094	8.77	420	1.0	4.5038
3.7718	8.98	430	1.0	4.2372
3.7588	9.19	440	1.0	4.1989
3.7504	9.4	450	1.0	4.2191
3.8373	9.61	460	1.0	4.1814
3.7472	9.82	470	1.0	4.2161
3.7998	10.03	480	1.0	4.1128
3.7542	10.23	490	1.0	4.2112
3.7366	10.44	500	1.0	4.1716
3.7243	10.65	510	1.0	4.0599
3.7427	10.86	520	1.0	4.0381
3.7373	11.07	530	1.0	4.0331
3.7367	11.28	540	1.0	4.0185
3.702	11.49	550	1.0	3.9956
3.7854	11.7	560	1.0	4.0306
3.741	11.91	570	1.0	4.1382
3.6995	12.11	580	1.0	4.0207
3.7248	12.32	590	1.0	4.0219
3.7232	12.53	600	1.0	4.0050
3.7246	12.74	610	1.0	4.0153
3.7134	12.95	620	1.0	4.0040
3.6979	13.16	630	1.0	4.0014
3.7051	13.37	640	1.0	4.0137
3.6915	13.58	650	1.0	3.9692
3.7047	13.79	660	1.0	3.9598
3.7833	13.99	670	1.0	3.9548
3.7084	14.2	680	1.0	3.9840
3.7876	14.41	690	1.0	4.0253
3.7278	14.62	700	1.0	3.9687
3.7019	14.83	710	1.0	3.9461
3.6867	15.04	720	1.0	3.8824
3.6685	15.25	730	1.0	3.9191
3.6785	15.46	740	1.0	3.8702
3.6193	15.67	750	1.0	4.0987
3.6695	15.87	760	1.0	3.8417
3.6322	16.08	770	1.0	3.8697
3.6423	16.29	780	1.0	4.0140
3.6224	16.5	790	1.0	3.8780
3.5836	16.71	800	1.0	3.8246
3.6403	16.92	810	1.0	3.8050
3.5728	17.13	820	1.0	3.7491
3.5611	17.34	830	1.0	3.7878
3.5573	17.55	840	1.0	3.7570
3.5202	17.75	850	1.0	3.7969
3.5196	17.96	860	1.0	3.6973
3.5235	18.17	870	1.0	3.6411
3.4898	18.38	880	1.0	3.7192
3.5062	18.59	890	1.0	3.6198
3.4717	18.8	900	1.0	3.6294
3.4377	19.01	910	1.0	3.6018
3.4012	19.22	920	1.0	3.6305
3.4097	19.43	930	1.0	3.5503
3.4805	19.63	940	1.0	3.5701
3.4145	19.84	950	1.0	3.5523
3.4065	20.05	960	1.0	3.5159
3.3682	20.26	970	1.0	3.4709
3.342	20.47	980	1.0	3.4900
3.3573	20.68	990	0.9999	3.6064
3.3733	20.89	1000	1.0	3.4031
3.317	21.1	1010	1.0	3.4064
3.3028	21.31	1020	0.9995	3.3974
3.2726	21.51	1030	0.9996	3.4504
3.2676	21.72	1040	0.9996	3.3540
3.2661	21.93	1050	0.9997	3.3113
3.2838	22.14	1060	0.9999	3.3126
3.203	22.35	1070	0.9967	3.2989
3.2241	22.56	1080	0.9927	3.3561
3.2106	22.77	1090	0.9944	3.2749
3.2173	22.98	1100	0.9989	3.1937
3.2015	23.19	1110	0.9989	3.2013
3.1684	23.39	1120	0.9981	3.1966
3.1692	23.6	1130	0.9903	3.1515
3.153	23.81	1140	0.9658	3.1713
3.1614	24.02	1150	0.9883	3.0817
3.1328	24.23	1160	0.9879	3.1405
3.1528	24.44	1170	0.9586	3.0858
3.1284	24.65	1180	0.9408	3.1450
3.161	24.86	1190	0.9772	3.0577
3.1112	25.07	1200	0.9788	3.0405
3.1134	25.27	1210	0.9388	3.0256
3.0451	25.48	1220	0.9388	3.0475
3.0835	25.69	1230	0.9912	3.0259
3.151	25.9	1240	0.9808	2.9855
3.1043	26.11	1250	0.9548	2.9574
3.0278	26.32	1260	0.9338	2.9594
3.0517	26.53	1270	0.9029	2.9066
2.9938	26.74	1280	0.9042	2.8813
2.9979	26.95	1290	0.9084	2.8485
3.0262	27.15	1300	0.8840	2.8382
3.0048	27.36	1310	0.8933	2.8424
2.9676	27.57	1320	0.8861	2.8168
2.972	27.78	1330	0.8949	2.8324
2.9057	27.99	1340	0.8645	2.7582
2.9145	28.2	1350	0.8555	2.7261
2.8708	28.41	1360	0.8230	2.7156
2.9127	28.62	1370	0.8738	2.7340
2.9277	28.83	1380	0.8539	2.7288
2.8918	29.03	1390	0.8083	2.6852
2.9109	29.24	1400	0.8243	2.6678
2.8655	29.45	1410	0.8872	2.7691
2.9382	29.66	1420	0.8350	2.6778
2.8375	29.87	1430	0.7697	2.6705
2.8531	30.08	1440	0.8125	2.6343
2.8456	30.29	1450	0.7724	2.6113
2.8201	30.5	1460	0.7613	2.5863
2.8172	30.7	1470	0.8386	2.6602
2.8465	30.91	1480	0.8038	2.5719
2.8527	31.12	1490	0.7544	2.5469
2.7747	31.33	1500	0.7847	2.5257
2.7948	31.54	1510	0.7909	2.5263
2.6885	31.75	1520	0.7364	2.4958
2.7594	31.96	1530	0.7786	2.5140
2.7385	32.17	1540	0.7775	2.4742
2.8526	32.38	1550	0.6944	2.4751
2.7398	32.58	1560	0.7372	2.4276
2.8246	32.79	1570	0.7523	2.4695
2.7004	33.0	1580	0.7059	2.4228
2.7431	33.21	1590	0.7569	2.4395
2.7673	33.42	1600	0.7011	2.4158
2.7558	33.63	1610	0.6953	2.3673
2.7892	33.84	1620	0.7284	2.3885
2.7038	34.05	1630	0.7089	2.3655
2.6997	34.26	1640	0.7120	2.3426
2.6738	34.46	1650	0.7335	2.3455
2.6899	34.67	1660	0.6771	2.3281
2.6903	34.88	1670	0.6825	2.3271
2.6737	35.09	1680	0.6826	2.3032
2.5978	35.3	1690	0.7169	2.2940
2.6285	35.51	1700	0.6771	2.3023
2.7255	35.72	1710	0.6726	2.3156
2.5993	35.93	1720	0.7492	2.3340
2.6732	36.14	1730	0.6537	2.2575
2.6294	36.34	1740	0.6561	2.2502
2.6515	36.55	1750	0.6746	2.2356
2.5892	36.76	1760	0.6567	2.2364
2.6174	36.97	1770	0.6655	2.2375
2.6555	37.18	1780	0.6861	2.2259
2.591	37.39	1790	0.6489	2.2053
2.5531	37.6	1800	0.6295	2.2058
2.5632	37.81	1810	0.6719	2.2065
2.5021	38.02	1820	0.6371	2.1740
2.5258	38.22	1830	0.6515	2.1784
2.5817	38.43	1840	0.6749	2.1813
2.6251	38.64	1850	0.6165	2.1902
2.6398	38.85	1860	0.6557	2.1529
2.5636	39.06	1870	0.6429	2.1458
2.5731	39.27	1880	0.6435	2.1535
2.5461	39.48	1890	0.6380	2.1516
2.5975	39.69	1900	0.6557	2.1540
2.5979	39.9	1910	0.6389	2.1437
2.5359	40.1	1920	0.6201	2.1334
2.5004	40.31	1930	0.6371	2.1152
2.5928	40.52	1940	0.6079	2.1069
2.5325	40.73	1950	0.6341	2.1154
2.5149	40.94	1960	0.6131	2.1152
2.5635	41.15	1970	0.6298	2.1097
2.6024	41.36	1980	0.6384	2.1066
2.5074	41.57	1990	0.5998	2.1147
2.5191	41.78	2000	0.6166	2.0933
2.4896	41.98	2010	0.6063	2.0805
2.4983	42.19	2020	0.6189	2.0860
2.5139	42.4	2030	0.6064	2.0893
2.4801	42.61	2040	0.6176	2.0701
2.541	42.82	2050	0.6122	2.0674
2.4728	43.03	2060	0.6123	2.0571
2.4672	43.24	2070	0.6128	2.0522
2.4716	43.45	2080	0.5965	2.0559
2.4621	43.66	2090	0.6050	2.0512
2.4838	43.86	2100	0.6057	2.0431
2.512	44.07	2110	0.5995	2.0378
2.4825	44.28	2120	0.6075	2.0394
2.4814	44.49	2130	0.5973	2.0368
2.4023	44.7	2140	0.6219	2.0482
2.494	44.91	2150	0.5765	2.0611
2.5854	45.12	2160	0.6125	2.0383
2.4052	45.33	2170	0.5935	2.0348
2.4368	45.54	2180	0.6002	2.0323
2.3926	45.74	2190	0.6107	2.0292
2.4397	45.95	2200	0.5873	2.0335
2.5227	46.16	2210	0.6075	2.0242
2.4675	46.37	2220	0.5992	2.0237
2.4815	46.58	2230	0.5956	2.0222
2.4211	46.79	2240	0.5953	2.0187
2.3833	47.0	2250	0.5898	2.0173
2.4827	47.21	2260	0.5993	2.0137
2.5543	47.42	2270	0.5977	2.0131
2.4751	47.62	2280	0.5956	2.0117
2.4562	47.83	2290	0.5979	2.0124
2.4648	48.04	2300	0.5992	2.0127
2.4327	48.25	2310	0.5930	2.0121
2.4454	48.46	2320	0.5969	2.0098
2.4821	48.67	2330	0.5962	2.0088
2.4527	48.88	2340	0.5953	2.0087
2.4899	49.09	2350	0.5952	2.0086
2.4629	50.21	2360	2.0031	0.6028
2.575	50.42	2370	2.0203	0.6125
2.4999	50.63	2380	2.0189	0.6300
2.5129	50.84	2390	2.0347	0.6528
2.4367	51.04	2400	1.9859	0.5689
2.4355	51.25	2410	1.9945	0.5970
2.493	51.46	2420	1.9698	0.5842
2.3916	51.67	2430	1.9457	0.5798
2.401	51.88	2440	1.9727	0.5843
2.4792	52.09	2450	1.9157	0.5729
2.3493	52.3	2460	1.9209	0.5436
2.3819	52.51	2470	1.9296	0.5578
2.3964	52.72	2480	1.9010	0.5641
2.3684	52.92	2490	1.8848	0.5662
2.4964	53.13	2500	1.8773	0.5646
2.2723	53.34	2510	1.8368	0.5511
2.4053	53.55	2520	1.8794	0.5453
2.3141	53.76	2530	1.9140	0.5240
2.3126	53.97	2540	1.8741	0.5468
2.3782	54.18	2550	1.8221	0.5601
2.3851	54.39	2560	1.8552	0.5354
2.3253	54.6	2570	1.8323	0.5131
2.2822	54.8	2580	1.8003	0.5260
2.3208	55.01	2590	1.7792	0.5404
2.3172	55.22	2600	1.7621	0.5307
2.2502	55.43	2610	1.8013	0.5062
2.333	55.64	2620	1.7421	0.5159
2.2981	55.85	2630	1.7878	0.5601
2.232	56.06	2640	1.7356	0.5302
2.2835	56.27	2650	1.7659	0.5307
2.1225	56.48	2660	1.7515	0.5330
2.2555	56.68	2670	1.7033	0.5258
2.2513	56.89	2680	1.6998	0.4942
2.3202	57.1	2690	1.7706	0.4938
2.2466	57.31	2700	1.6905	0.5284
2.1976	57.52	2710	1.7095	0.5098
2.2154	57.73	2720	1.6714	0.4906
2.0915	57.94	2730	1.6700	0.5206
2.2583	58.15	2740	1.6110	0.5118
2.2587	58.36	2750	1.6855	0.4944
2.1733	58.56	2760	1.6558	0.4941
2.1792	58.77	2770	1.6320	0.5038
2.1271	58.98	2780	1.6331	0.4919
2.1411	59.19	2790	1.6487	0.4838
2.1385	59.4	2800	1.5929	0.4961
2.167	59.61	2810	1.5782	0.4971
2.0402	59.82	2820	1.5879	0.5077
2.0769	60.03	2830	1.5983	0.4832
2.1227	60.23	2840	1.6342	0.5081
2.1414	60.44	2850	1.5958	0.5175
2.1648	60.65	2860	1.6939	0.4794
2.0922	60.86	2870	1.5612	0.4797
2.1358	61.07	2880	1.5405	0.4935
2.0754	61.28	2890	1.5544	0.4936
2.0866	61.49	2900	1.5314	0.4872
2.0828	61.7	2910	1.5557	0.5037
2.0538	61.91	2920	1.5273	0.4737
2.1042	62.11	2930	1.5286	0.4710
2.1048	62.32	2940	1.5070	0.4940
2.0438	62.53	2950	1.4937	0.4682
2.064	62.74	2960	1.5347	0.4819
2.0177	62.95	2970	1.5341	0.4922
2.0214	63.16	2980	1.5481	0.4617
2.082	63.37	2990	1.4913	0.4753
2.0106	63.58	3000	1.4872	0.4757
2.0103	63.79	3010	1.5350	0.4596
1.8916	63.99	3020	1.4927	0.4818
1.9738	64.2	3030	1.4987	0.4687
2.0512	64.41	3040	1.4418	0.4722
2.0353	64.62	3050	1.4645	0.4550
2.0049	64.83	3060	1.4430	0.4630
1.9217	65.04	3070	1.4340	0.4705
1.9497	65.25	3080	1.4514	0.4617
1.9332	65.46	3090	1.4303	0.4685
1.9287	65.67	3100	1.4396	0.4822
1.9999	65.87	3110	1.4526	0.4405
2.108	66.08	3120	1.4311	0.4665
1.902	66.29	3130	1.3937	0.4508
1.9701	66.5	3140	1.4613	0.4510
1.9661	66.71	3150	1.4014	0.4675
1.9712	66.92	3160	1.4763	0.4422
2.0125	67.13	3170	1.3736	0.4416
1.9368	67.34	3180	1.3981	0.4586
1.9372	67.55	3190	1.4003	0.4382
1.9454	67.75	3200	1.3811	0.4511
1.8702	67.96	3210	1.4121	0.4463
1.9431	68.17	3220	1.4166	0.4642
1.9209	68.38	3230	1.4181	0.4464
1.9377	68.59	3240	1.3866	0.4308
2.0372	68.8	3250	1.3839	0.4505
1.8107	69.01	3260	1.3816	0.4435
1.8403	69.22	3270	1.3681	0.4485
1.8117	69.43	3280	1.3948	0.4381
1.956	69.63	3290	1.3615	0.4360
2.0004	69.84	3300	1.3528	0.4384
1.9543	70.05	3310	1.3424	0.4335
1.7859	70.26	3320	1.4003	0.4456
1.8182	70.47	3330	1.3639	0.4395
1.8212	70.68	3340	1.4004	0.4339
1.849	70.89	3350	1.3664	0.4248
1.9731	71.1	3360	1.3408	0.4282
1.791	71.31	3370	1.3247	0.4400
1.8936	71.51	3380	1.3327	0.4257
1.8519	71.72	3390	1.3298	0.4356
1.7707	71.93	3400	1.3650	0.4314
1.8528	72.14	3410	1.3261	0.4349
1.8906	72.35	3420	1.3572	0.4230
1.9125	72.56	3430	1.3221	0.4207
1.8451	72.77	3440	1.3520	0.4312
1.7857	72.98	3450	1.3765	0.4250
1.8717	73.19	3460	1.3326	0.4330
1.8287	73.39	3470	1.3515	0.4223
1.7754	73.6	3480	1.3317	0.4197
1.836	73.81	3490	1.3277	0.4209
1.8059	74.02	3500	1.3041	0.4237
1.7529	74.23	3510	1.3108	0.4240
1.7615	74.44	3520	1.2891	0.4013
1.8441	74.65	3530	1.3045	0.4200
1.8394	74.86	3540	1.2921	0.4262
1.776	75.07	3550	1.3085	0.4186
1.6446	75.27	3560	1.3060	0.4195
1.8149	75.48	3570	1.3134	0.4188
1.7414	75.69	3580	1.2733	0.4116
1.6792	75.9	3590	1.3297	0.4308
1.8963	76.11	3600	1.2929	0.4173
1.7811	76.32	3610	1.3317	0.4196
1.7426	76.53	3620	1.3115	0.4302
1.7389	76.74	3630	1.2854	0.4090
1.7198	76.95	3640	1.2681	0.4152
1.7593	77.15	3650	1.2639	0.4163
1.7355	77.36	3660	1.2670	0.4163
1.7844	77.57	3670	1.2510	0.4176
1.7807	77.78	3680	1.2740	0.4129
1.5673	77.99	3690	1.2713	0.3978
1.7853	78.2	3700	1.2504	0.4187
1.723	78.41	3710	1.2687	0.4132
1.6734	78.62	3720	1.2922	0.3937
1.7042	78.83	3730	1.2559	0.4169
1.8168	79.03	3740	1.2643	0.4040
1.723	79.24	3750	1.2584	0.4123
1.6394	79.45	3760	1.2473	0.3986
1.7405	79.66	3770	1.2440	0.4126
1.7507	79.87	3780	1.2420	0.4050
1.7632	80.08	3790	1.2710	0.4016
1.6898	80.29	3800	1.2715	0.4153
1.7104	80.5	3810	1.2274	0.3947
1.7028	80.7	3820	1.2947	0.4122
1.699	80.91	3830	1.2511	0.3844
1.7803	81.12	3840	1.2710	0.4043
1.7427	81.33	3850	1.2368	0.4059
1.6612	81.54	3860	1.3042	0.3825
1.7175	81.75	3870	1.2365	0.4116
1.6239	81.96	3880	1.2459	0.3935
1.7041	82.17	3890	1.2212	0.4032
1.715	82.38	3900	1.2048	0.4084
1.662	82.58	3910	1.2964	0.3900
1.6273	82.79	3920	1.2347	0.4134
1.5724	83.0	3930	1.2698	0.3886
1.6903	83.21	3940	1.2406	0.4131
1.6785	83.42	3950	1.2429	0.3904
1.6488	83.63	3960	1.2477	0.4006
1.7702	83.84	3970	1.2136	0.3964
1.6248	84.05	3980	1.2290	0.3920
1.5838	84.26	3990	1.2416	0.3945
1.6427	84.46	4000	1.2257	0.4078
1.6722	84.67	4010	1.2757	0.3903
1.6473	84.88	4020	1.2590	0.3916
1.6873	85.09	4030	1.2543	0.4054
1.5385	85.3	4040	1.2280	0.3870
1.5817	85.51	4050	1.2536	0.4006
1.6688	85.72	4060	1.2332	0.3920
1.5877	85.93	4070	1.2711	0.4035
1.6923	86.14	4080	1.2298	0.3991
1.6674	86.34	4090	1.2764	0.3870
1.6775	86.55	4100	1.2341	0.3988
1.5968	86.76	4110	1.2597	0.3919
1.5414	86.97	4120	1.2361	0.3897
1.601	87.18	4130	1.2346	0.3936
1.6004	87.39	4140	1.2432	0.3886
1.6207	87.6	4150	1.2387	0.3908
1.5807	87.81	4160	1.2212	0.3964
1.4795	88.02	4170	1.2477	0.3879
1.5271	88.22	4180	1.2363	0.3921
1.7133	88.43	4190	1.2165	0.3902
1.5778	88.64	4200	1.2108	0.3904
1.6329	88.85	4210	1.2011	0.3833
1.6444	89.06	4220	1.2256	0.3862
1.6532	89.27	4230	1.2081	0.3906
1.5198	89.48	4240	1.2458	0.3865
1.5553	89.69	4250	1.2451	0.3838
1.5611	89.9	4260	1.2644	0.4006
1.772	90.1	4270	1.2215	0.3882
1.651	90.31	4280	1.2375	0.3978
1.5616	90.52	4290	1.2164	0.3950
1.4913	90.73	4300	1.2293	0.3825
1.5943	90.94	4310	1.2268	0.4034
1.5952	91.15	4320	1.2156	0.3718
1.5323	91.36	4330	1.2160	0.3842
1.5746	91.57	4340	1.1897	0.3932
1.6245	91.78	4350	1.2418	0.3716
1.4121	91.98	4360	1.2175	0.3867
1.617	92.19	4370	1.2144	0.3724
1.5558	92.4	4380	1.2141	0.3881
1.5476	92.61	4390	1.2522	0.3629
1.6044	92.82	4400	1.1805	0.3840
1.5567	93.03	4410	1.2252	0.3759
1.4929	93.24	4420	1.2138	0.3758
1.4924	93.45	4430	1.2213	0.3662
1.5507	93.66	4440	1.1944	0.3809
1.6101	93.86	4450	1.2129	0.3732
1.5369	94.07	4460	1.2048	0.3695
1.5078	94.28	4470	1.1886	0.3819
1.5268	94.49	4480	1.1856	0.3764
1.5014	94.7	4490	1.1921	0.3758
1.4861	94.91	4500	1.2139	0.3781
1.6246	95.12	4510	1.2001	0.3724
1.5346	95.33	4520	1.1770	0.3739
1.4827	95.54	4530	1.2047	0.3743
1.4291	95.74	4540	1.1966	0.3775
1.512	95.95	4550	1.1909	0.3854
1.5789	96.16	4560	1.1925	0.3707
1.4855	96.37	4570	1.2058	0.3922
1.4975	96.58	4580	1.2243	0.3729
1.5147	96.79	4590	1.1696	0.3852
1.4539	97.0	4600	1.1931	0.3758
1.4942	97.21	4610	1.1872	0.3767
1.4624	97.42	4620	1.2330	0.3645
1.6053	97.62	4630	1.1926	0.3776
1.5104	97.83	4640	1.2100	0.3753
1.5158	98.04	4650	1.1991	0.3735
1.3871	98.25	4660	1.2010	0.3732
1.3687	98.46	4670	1.1991	0.3771
1.5093	98.67	4680	1.2091	0.3650
1.4821	98.88	4690	1.1837	0.3870
1.5473	99.09	4700	1.1874	0.3698
1.4947	99.3	4710	1.1759	0.3799
1.4682	99.5	4720	1.1822	0.3664
1.4416	99.71	4730	1.1659	0.3744
1.3896	99.92	4740	1.2016	0.3631
1.5951	100.13	4750	1.1659	0.3778
1.5206	100.34	4760	1.1755	0.3678
1.4342	100.55	4770	1.1751	0.3685
1.4047	100.76	4780	1.1809	0.3679
1.3834	100.97	4790	1.1847	0.3743
1.5477	101.17	4800	1.1536	0.3689
1.4951	101.38	4810	1.1632	0.3741
1.4514	101.59	4820	1.1464	0.3695
1.4801	101.8	4830	1.1475	0.3689
1.3997	102.01	4840	1.1644	0.3656
1.4458	102.22	4850	1.1526	0.3595
1.4819	102.43	4860	1.1865	0.3702
1.4418	102.64	4870	1.1516	0.3719
1.4514	102.85	4880	1.1747	0.3632
1.5311	103.05	4890	1.1664	0.3664
1.3682	103.26	4900	1.1618	0.3611
1.5057	103.47	4910	1.1714	0.3608
1.3003	103.68	4920	1.1765	0.3605
1.5739	103.89	4930	1.1534	0.3602
1.529	104.1	4940	1.1419	0.3654
1.4424	104.31	4950	1.1556	0.3601
1.3532	104.52	4960	1.1333	0.3630
1.4432	104.73	4970	1.1224	0.3654
1.4074	104.93	4980	1.1282	0.3664
1.5869	105.14	4990	1.1368	0.3572
1.4754	105.35	5000	1.1492	0.3595
1.3604	105.56	5010	1.1286	0.3624
1.4124	105.77	5020	1.1695	0.3546
1.3358	105.98	5030	1.1483	0.3557
1.4473	106.19	5040	1.1812	0.3660
1.4392	106.4	5050	1.1590	0.3550
1.454	106.61	5060	1.1703	0.3604
1.4683	106.81	5070	1.1701	0.3586
1.3507	107.02	5080	1.1536	0.3577
1.3238	107.23	5090	1.1620	0.3612
1.4172	107.44	5100	1.1661	0.3582
1.4873	107.65	5110	1.1499	0.3664
1.3591	107.86	5120	1.1468	0.3665
1.4472	108.07	5130	1.1322	0.3634
1.4214	108.28	5140	1.1366	0.3610
1.3435	108.49	5150	1.1591	0.3496
1.3251	108.69	5160	1.1409	0.3602
1.377	108.9	5170	1.1320	0.3575
1.5268	109.11	5180	1.1490	0.3591
1.4855	109.32	5190	1.1261	0.3591
1.5152	109.53	5200	1.1204	0.3610
1.3271	109.74	5210	1.1515	0.3606
1.2757	109.95	5220	1.1352	0.3537
1.4289	110.16	5230	1.1531	0.3541
1.4511	110.37	5240	1.1342	0.3646
1.4047	110.57	5250	1.1512	0.3511
1.3946	110.78	5260	1.1474	0.3544
1.3421	110.99	5270	1.1488	0.3525
1.4407	111.2	5280	1.1447	0.3577
1.4159	111.41	5290	1.1242	0.3604
1.4375	111.62	5300	1.1435	0.3493
1.4076	111.83	5310	1.1577	0.3605
1.4323	112.04	5320	1.1622	0.3555
1.3779	112.25	5330	1.1529	0.3593
1.3748	112.45	5340	1.1323	0.3522
1.3774	112.66	5350	1.1836	0.3551
1.3779	112.87	5360	1.1396	0.3480
1.4513	113.08	5370	1.1492	0.3503
1.3683	113.29	5380	1.1405	0.3612
1.4218	113.5	5390	1.1406	0.3572
1.3649	113.71	5400	1.1419	0.3601
1.3168	113.92	5410	1.1847	0.3451
1.5571	114.13	5420	1.1414	0.3627
1.333	114.33	5430	1.1590	0.3555
1.4422	114.54	5440	1.1469	0.3635
1.3189	114.75	5450	1.1560	0.3549
1.2648	114.96	5460	1.1823	0.3492
1.3955	115.17	5470	1.1619	0.3504
1.4321	115.38	5480	1.1527	0.3545
1.4214	115.59	5490	1.1794	0.3538
1.3169	115.8	5500	1.1645	0.3581
1.2403	116.01	5510	1.1580	0.3609
1.317	116.21	5520	1.1788	0.3486
1.4233	116.42	5530	1.1634	0.3545
1.41	116.63	5540	1.1782	0.3585
1.3733	116.84	5550	1.1687	0.3574
1.4521	117.05	5560	1.1700	0.3543
1.2781	117.26	5570	1.1415	0.3586
1.3546	117.47	5580	1.1500	0.3523
1.3342	117.68	5590	1.1615	0.3581
1.327	117.89	5600	1.1757	0.3464
1.5455	118.09	5610	1.1457	0.3550
1.4221	118.3	5620	1.1527	0.3504
1.2865	118.51	5630	1.1604	0.3503
1.3632	118.72	5640	1.1460	0.3586
1.3525	118.93	5650	1.1688	0.3441
1.4313	119.14	5660	1.1472	0.3624
1.4314	119.35	5670	1.1608	0.3525
1.3475	119.56	5680	1.1452	0.3515
1.3789	119.77	5690	1.1543	0.3529
1.2766	119.97	5700	1.1451	0.3478
1.3496	120.18	5710	1.1613	0.3490
1.4276	120.39	5720	1.1465	0.3535
1.3332	120.6	5730	1.1522	0.3464
1.2407	120.81	5740	1.1373	0.3580
1.2021	121.02	5750	1.1501	0.3473
1.263	121.23	5760	1.1870	0.3476
1.3388	121.44	5770	1.1566	0.3634
1.358	121.64	5780	1.1786	0.3403
1.3974	121.85	5790	1.1382	0.3530
1.3758	122.06	5800	1.1465	0.3481
1.3443	122.27	5810	1.1636	0.3448
1.3573	122.48	5820	1.1459	0.3614
1.2749	122.69	5830	1.1824	0.3494
1.4032	122.9	5840	1.1409	0.3594
1.4111	123.11	5850	1.1737	0.3422
1.337	123.32	5860	1.1697	0.3464
1.3208	123.52	5870	1.1349	0.3550
1.2473	123.73	5880	1.1489	0.3463
1.2251	123.94	5890	1.1698	0.3493
1.3537	124.15	5900	1.1548	0.3413
1.3446	124.36	5910	1.1596	0.3489
1.3056	124.57	5920	1.1681	0.3435
1.4025	124.78	5930	1.1506	0.3476
1.2026	124.99	5940	1.1511	0.3564
1.3691	125.2	5950	1.1688	0.3429
1.3249	125.4	5960	1.1519	0.3473
1.3287	125.61	5970	1.1551	0.3512
1.4212	125.82	5980	1.1783	0.3444
1.3049	126.03	5990	1.1634	0.3448
1.2078	126.24	6000	1.1685	0.3499
1.2756	126.45	6010	1.1800	0.3439
1.3552	126.66	6020	1.1778	0.3455
1.3511	126.87	6030	1.1773	0.3451
1.3862	127.08	6040	1.1804	0.3447
1.3098	127.28	6050	1.1743	0.3467
1.1648	127.49	6060	1.1745	0.3561
1.3247	127.7	6070	1.1849	0.3417
1.278	127.91	6080	1.1606	0.3534
1.4701	128.12	6090	1.1592	0.3520
1.3786	128.33	6100	1.1578	0.3562
1.3105	128.54	6110	1.1659	0.3527
1.2458	128.75	6120	1.1688	0.3454
1.2671	128.96	6130	1.1543	0.3485
1.3237	129.16	6140	1.1631	0.3502
1.3238	129.37	6150	1.1601	0.3515
1.3342	129.58	6160	1.1589	0.3471
1.3045	129.79	6170	1.1659	0.3471
1.19	130.0	6180	1.1576	0.3563
1.3252	130.21	6190	1.1684	0.3426
1.3549	130.42	6200	1.1480	0.3532
1.3333	130.63	6210	1.1536	0.3425
1.3007	130.84	6220	1.1585	0.3440
1.211	131.04	6230	1.1531	0.3507
1.2597	131.25	6240	1.1556	0.3443
1.2354	131.46	6250	1.1557	0.3445
1.3286	131.67	6260	1.1497	0.3518
1.249	131.88	6270	1.1553	0.3437
1.4183	132.09	6280	1.1492	0.3455
1.2904	132.3	6290	1.1508	0.3467
1.3071	132.51	6300	1.1730	0.3431
1.3099	132.72	6310	1.1632	0.3474
1.2836	132.92	6320	1.1578	0.3519
1.335	133.13	6330	1.1553	0.3467
1.3537	133.34	6340	1.1517	0.3476
1.279	133.55	6350	1.1549	0.3519
1.2613	133.76	6360	1.1686	0.3442
1.2238	133.97	6370	1.1649	0.3442
1.2619	134.18	6380	1.1557	0.3445
1.297	134.39	6390	1.1545	0.3464
1.3677	134.6	6400	1.1534	0.3491
1.3204	134.8	6410	1.1566	0.3469
1.2109	135.01	6420	1.1633	0.3440
1.3659	135.22	6430	1.1597	0.3447
1.3441	135.43	6440	1.1706	0.3425
1.2739	135.64	6450	1.1636	0.3468
1.3233	135.85	6460	1.1673	0.3453
1.3513	136.06	6470	1.1678	0.3441
1.2477	136.27	6480	1.1617	0.3475
1.3012	136.48	6490	1.1576	0.3483
1.2526	136.68	6500	1.1536	0.3464
1.2575	136.89	6510	1.1435	0.3445
1.341	137.1	6520	1.1502	0.3405
1.2421	137.31	6530	1.1612	0.3388
1.2376	137.52	6540	1.1621	0.3403
1.3141	137.73	6550	1.1609	0.3415
1.2021	137.94	6560	1.1611	0.3449
1.342	138.15	6570	1.1629	0.3407
1.2852	138.36	6580	1.1587	0.3446
1.2751	138.56	6590	1.1596	0.3415
1.2798	138.77	6600	1.1621	0.3439
1.1602	138.98	6610	1.1634	0.3459
1.3564	139.19	6620	1.1635	0.3500
1.2825	139.4	6630	1.1699	0.3486
1.3285	139.61	6640	1.1727	0.3391
1.3676	139.82	6650	1.1620	0.3398
1.2281	140.03	6660	1.1549	0.3434
1.2512	140.23	6670	1.1612	0.3391
1.2743	140.44	6680	1.1560	0.3422
1.282	140.65	6690	1.1629	0.3417
1.2684	140.86	6700	1.1649	0.3427
1.3325	141.07	6710	1.1673	0.3444
1.2848	141.28	6720	1.1725	0.3431
1.2706	141.49	6730	1.1706	0.3421
1.2582	141.7	6740	1.1664	0.3435
1.1943	141.91	6750	1.1597	0.3446
1.4654	142.11	6760	1.1582	0.3439
1.2987	142.32	6770	1.1567	0.3444
1.2465	142.53	6780	1.1522	0.3432
1.2796	142.74	6790	1.1525	0.3429
1.2104	142.95	6800	1.1567	0.3425
1.2676	143.16	6810	1.1584	0.3419
1.2336	143.37	6820	1.1577	0.3417
1.2657	143.58	6830	1.1565	0.3394
1.3059	143.79	6840	1.1538	0.3407
1.2497	143.99	6850	1.1536	0.3415
1.2623	144.2	6860	1.1520	0.3411
1.2759	144.41	6870	1.1524	0.3412
1.3928	144.62	6880	1.1518	0.3412
1.2957	144.83	6890	1.1517	0.3421
1.2643	145.04	6900	1.1528	0.3429
1.2441	145.25	6910	1.1545	0.3420
1.2438	145.46	6920	1.1556	0.3423
1.4053	145.67	6930	1.1556	0.3424
1.2755	145.87	6940	1.1568	0.3419
1.385	146.08	6950	1.1573	0.3403
1.2446	146.29	6960	1.1579	0.3404
1.2898	146.5	6970	1.1576	0.3412
1.1895	146.71	6980	1.1563	0.3412
1.132	146.92	6990	1.1563	0.3418
1.4283	147.13	7000	1.1556	0.3419
1.3353	147.34	7010	1.1546	0.3420
1.3476	147.55	7020	1.1535	0.3415
1.1579	147.75	7030	1.1532	0.3413
1.2051	147.96	7040	1.1531	0.3416
1.2349	148.17	7050	1.1531	0.3415

Framework versions

• Transformers 4.28.0
• Pytorch 2.0.1+cu117
• Datasets 2.14.4
• Tokenizers 0.13.3