GQA_BERT_German_legal_SQuAD_part_augmented_1000

This model was trained from scratch on the None dataset. It achieves the following results on the evaluation set:

• Loss: 1.1590

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

• learning_rate: 2e-05
• train_batch_size: 160
• eval_batch_size: 40
• seed: 42
• optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
• lr_scheduler_type: linear
• num_epochs: 1000

Training results

Training Loss	Epoch	Step	Validation Loss
No log	1.0	3	5.1193
No log	2.0	6	4.5799
No log	3.0	9	3.9567
No log	4.0	12	3.6237
No log	5.0	15	3.1782
No log	6.0	18	2.8046
No log	7.0	21	2.5128
No log	8.0	24	2.2374
No log	9.0	27	2.0316
No log	10.0	30	1.8078
No log	11.0	33	1.6466
No log	12.0	36	1.4863
No log	13.0	39	1.3314
No log	14.0	42	1.2554
No log	15.0	45	1.1996
No log	16.0	48	1.1472
No log	17.0	51	1.1241
No log	18.0	54	1.1021
No log	19.0	57	1.0756
No log	20.0	60	1.0455
No log	21.0	63	1.0384
No log	22.0	66	1.0371
No log	23.0	69	1.0400
No log	24.0	72	1.0343
No log	25.0	75	1.0282
No log	26.0	78	1.0215
No log	27.0	81	1.0235
No log	28.0	84	1.0281
No log	29.0	87	1.0335
No log	30.0	90	1.0226
No log	31.0	93	1.0375
No log	32.0	96	1.0567
No log	33.0	99	1.0612
No log	34.0	102	1.0516
No log	35.0	105	1.0574
No log	36.0	108	1.0527
No log	37.0	111	1.0364
No log	38.0	114	1.0571
No log	39.0	117	1.0338
No log	40.0	120	1.0056
No log	41.0	123	1.0375
No log	42.0	126	1.0606
No log	43.0	129	1.0335
No log	44.0	132	1.0536
No log	45.0	135	1.0963
No log	46.0	138	1.0876
No log	47.0	141	1.0824
No log	48.0	144	1.0867
No log	49.0	147	1.0898
No log	50.0	150	1.0947
No log	51.0	153	1.0833
No log	52.0	156	1.0795
No log	53.0	159	1.0890
No log	54.0	162	1.1027
No log	55.0	165	1.0710
No log	56.0	168	1.1119
No log	57.0	171	1.1167
No log	58.0	174	1.1019
No log	59.0	177	1.1102
No log	60.0	180	1.1040
No log	61.0	183	1.0985
No log	62.0	186	1.1447
No log	63.0	189	1.1205
No log	64.0	192	1.1286
No log	65.0	195	1.1538
No log	66.0	198	1.1575
No log	67.0	201	1.1532
No log	68.0	204	1.1379
No log	69.0	207	1.1971
No log	70.0	210	1.1726
No log	71.0	213	1.1800
No log	72.0	216	1.1861
No log	73.0	219	1.1463
No log	74.0	222	1.1704
No log	75.0	225	1.1275
No log	76.0	228	1.0847
No log	77.0	231	1.1109
No log	78.0	234	1.1514
No log	79.0	237	1.1237
No log	80.0	240	1.1396
No log	81.0	243	1.1494
No log	82.0	246	1.0609
No log	83.0	249	1.1209
No log	84.0	252	1.1821
No log	85.0	255	1.0816
No log	86.0	258	1.1173
No log	87.0	261	1.1777
No log	88.0	264	1.1400
No log	89.0	267	1.2374
No log	90.0	270	1.2227
No log	91.0	273	1.1647
No log	92.0	276	1.3076
No log	93.0	279	1.2866
No log	94.0	282	1.1507
No log	95.0	285	1.1742
No log	96.0	288	1.2750
No log	97.0	291	1.1480
No log	98.0	294	1.0779
No log	99.0	297	1.1850
No log	100.0	300	1.1745
No log	101.0	303	1.0987
No log	102.0	306	1.1721
No log	103.0	309	1.1679
No log	104.0	312	1.1257
No log	105.0	315	1.1888
No log	106.0	318	1.2515
No log	107.0	321	1.1134
No log	108.0	324	1.0962
No log	109.0	327	1.1823
No log	110.0	330	1.2550
No log	111.0	333	1.1812
No log	112.0	336	1.1463
No log	113.0	339	1.2233
No log	114.0	342	1.2499
No log	115.0	345	1.1986
No log	116.0	348	1.2197
No log	117.0	351	1.1806
No log	118.0	354	1.2562
No log	119.0	357	1.1836
No log	120.0	360	1.1398
No log	121.0	363	1.1737
No log	122.0	366	1.1796
No log	123.0	369	1.1494
No log	124.0	372	1.1725
No log	125.0	375	1.1785
No log	126.0	378	1.1925
No log	127.0	381	1.2297
No log	128.0	384	1.1730
No log	129.0	387	1.2427
No log	130.0	390	1.3419
No log	131.0	393	1.2353
No log	132.0	396	1.1667
No log	133.0	399	1.2442
No log	134.0	402	1.3210
No log	135.0	405	1.3273
No log	136.0	408	1.2971
No log	137.0	411	1.3059
No log	138.0	414	1.2881
No log	139.0	417	1.2596
No log	140.0	420	1.2907
No log	141.0	423	1.4198
No log	142.0	426	1.2816
No log	143.0	429	1.2489
No log	144.0	432	1.2540
No log	145.0	435	1.2669
No log	146.0	438	1.1884
No log	147.0	441	1.1789
No log	148.0	444	1.1828
No log	149.0	447	1.2189
No log	150.0	450	1.2064
No log	151.0	453	1.1665
No log	152.0	456	1.1841
No log	153.0	459	1.2595
No log	154.0	462	1.2757
No log	155.0	465	1.2431
No log	156.0	468	1.2333
No log	157.0	471	1.2409
No log	158.0	474	1.2384
No log	159.0	477	1.1822
No log	160.0	480	1.1944
No log	161.0	483	1.1245
No log	162.0	486	1.1272
No log	163.0	489	1.1473
No log	164.0	492	1.1434
No log	165.0	495	1.2481
No log	166.0	498	1.2696
1.011	167.0	501	1.1787
1.011	168.0	504	1.1010
1.011	169.0	507	1.2381
1.011	170.0	510	1.3548
1.011	171.0	513	1.2571
1.011	172.0	516	1.1513
1.011	173.0	519	1.2023
1.011	174.0	522	1.3151
1.011	175.0	525	1.2439
1.011	176.0	528	1.1787
1.011	177.0	531	1.2082
1.011	178.0	534	1.1628
1.011	179.0	537	1.1537
1.011	180.0	540	1.1693
1.011	181.0	543	1.2020
1.011	182.0	546	1.2659
1.011	183.0	549	1.2523
1.011	184.0	552	1.2889
1.011	185.0	555	1.2769
1.011	186.0	558	1.1812
1.011	187.0	561	1.2795
1.011	188.0	564	1.3695
1.011	189.0	567	1.2992
1.011	190.0	570	1.1889
1.011	191.0	573	1.2498
1.011	192.0	576	1.3926
1.011	193.0	579	1.3189
1.011	194.0	582	1.2336
1.011	195.0	585	1.2429
1.011	196.0	588	1.3424
1.011	197.0	591	1.2656
1.011	198.0	594	1.1868
1.011	199.0	597	1.2422
1.011	200.0	600	1.3169
1.011	201.0	603	1.2882
1.011	202.0	606	1.2062
1.011	203.0	609	1.2312
1.011	204.0	612	1.2377
1.011	205.0	615	1.1899
1.011	206.0	618	1.2552
1.011	207.0	621	1.2026
1.011	208.0	624	1.1862
1.011	209.0	627	1.1977
1.011	210.0	630	1.1801
1.011	211.0	633	1.1900
1.011	212.0	636	1.3119
1.011	213.0	639	1.3340
1.011	214.0	642	1.2406
1.011	215.0	645	1.2233
1.011	216.0	648	1.2326
1.011	217.0	651	1.2835
1.011	218.0	654	1.2755
1.011	219.0	657	1.2479
1.011	220.0	660	1.2538
1.011	221.0	663	1.3152
1.011	222.0	666	1.2363
1.011	223.0	669	1.1776
1.011	224.0	672	1.2833
1.011	225.0	675	1.3166
1.011	226.0	678	1.1878
1.011	227.0	681	1.1190
1.011	228.0	684	1.2481
1.011	229.0	687	1.3140
1.011	230.0	690	1.1750
1.011	231.0	693	1.1255
1.011	232.0	696	1.1758
1.011	233.0	699	1.2614
1.011	234.0	702	1.2244
1.011	235.0	705	1.2471
1.011	236.0	708	1.2735
1.011	237.0	711	1.2557
1.011	238.0	714	1.1484
1.011	239.0	717	1.1619
1.011	240.0	720	1.2471
1.011	241.0	723	1.2403
1.011	242.0	726	1.2039
1.011	243.0	729	1.2126
1.011	244.0	732	1.2413
1.011	245.0	735	1.2021
1.011	246.0	738	1.1651
1.011	247.0	741	1.1945
1.011	248.0	744	1.1920
1.011	249.0	747	1.1741
1.011	250.0	750	1.1544
1.011	251.0	753	1.1757
1.011	252.0	756	1.2283
1.011	253.0	759	1.1520
1.011	254.0	762	1.1001
1.011	255.0	765	1.1319
1.011	256.0	768	1.2306
1.011	257.0	771	1.2233
1.011	258.0	774	1.1541
1.011	259.0	777	1.2105
1.011	260.0	780	1.2084
1.011	261.0	783	1.1656
1.011	262.0	786	1.1414
1.011	263.0	789	1.1738
1.011	264.0	792	1.2153
1.011	265.0	795	1.2846
1.011	266.0	798	1.2991
1.011	267.0	801	1.2698
1.011	268.0	804	1.2488
1.011	269.0	807	1.3379
1.011	270.0	810	1.3777
1.011	271.0	813	1.3034
1.011	272.0	816	1.2925
1.011	273.0	819	1.3598
1.011	274.0	822	1.3181
1.011	275.0	825	1.1246
1.011	276.0	828	1.0685
1.011	277.0	831	1.1546
1.011	278.0	834	1.2029
1.011	279.0	837	1.2433
1.011	280.0	840	1.3051
1.011	281.0	843	1.3124
1.011	282.0	846	1.2468
1.011	283.0	849	1.2155
1.011	284.0	852	1.2340
1.011	285.0	855	1.2815
1.011	286.0	858	1.3270
1.011	287.0	861	1.3363
1.011	288.0	864	1.3316
1.011	289.0	867	1.3048
1.011	290.0	870	1.2741
1.011	291.0	873	1.2994
1.011	292.0	876	1.3124
1.011	293.0	879	1.2510
1.011	294.0	882	1.2051
1.011	295.0	885	1.2394
1.011	296.0	888	1.2530
1.011	297.0	891	1.2104
1.011	298.0	894	1.1540
1.011	299.0	897	1.1353
1.011	300.0	900	1.1786
1.011	301.0	903	1.2086
1.011	302.0	906	1.2456
1.011	303.0	909	1.2706
1.011	304.0	912	1.3325
1.011	305.0	915	1.2892
1.011	306.0	918	1.2357
1.011	307.0	921	1.2447
1.011	308.0	924	1.3212
1.011	309.0	927	1.2885
1.011	310.0	930	1.2718
1.011	311.0	933	1.3002
1.011	312.0	936	1.2508
1.011	313.0	939	1.3075
1.011	314.0	942	1.3327
1.011	315.0	945	1.2802
1.011	316.0	948	1.1862
1.011	317.0	951	1.2011
1.011	318.0	954	1.2118
1.011	319.0	957	1.2621
1.011	320.0	960	1.3194
1.011	321.0	963	1.3178
1.011	322.0	966	1.3375
1.011	323.0	969	1.2784
1.011	324.0	972	1.2132
1.011	325.0	975	1.1895
1.011	326.0	978	1.2521
1.011	327.0	981	1.3398
1.011	328.0	984	1.2295
1.011	329.0	987	1.1417
1.011	330.0	990	1.1594
1.011	331.0	993	1.3099
1.011	332.0	996	1.3461
1.011	333.0	999	1.1772
0.5949	334.0	1002	1.0855
0.5949	335.0	1005	1.1587
0.5949	336.0	1008	1.2964
0.5949	337.0	1011	1.2694
0.5949	338.0	1014	1.2127
0.5949	339.0	1017	1.1815
0.5949	340.0	1020	1.1907
0.5949	341.0	1023	1.2233
0.5949	342.0	1026	1.1774
0.5949	343.0	1029	1.1496
0.5949	344.0	1032	1.1266
0.5949	345.0	1035	1.1182
0.5949	346.0	1038	1.1806
0.5949	347.0	1041	1.1528
0.5949	348.0	1044	1.1292
0.5949	349.0	1047	1.1044
0.5949	350.0	1050	1.1721
0.5949	351.0	1053	1.2474
0.5949	352.0	1056	1.2158
0.5949	353.0	1059	1.1859
0.5949	354.0	1062	1.1686
0.5949	355.0	1065	1.1558
0.5949	356.0	1068	1.1703
0.5949	357.0	1071	1.1504
0.5949	358.0	1074	1.1182
0.5949	359.0	1077	1.1441
0.5949	360.0	1080	1.1833
0.5949	361.0	1083	1.2068
0.5949	362.0	1086	1.1335
0.5949	363.0	1089	1.0419
0.5949	364.0	1092	1.0862
0.5949	365.0	1095	1.2001
0.5949	366.0	1098	1.2415
0.5949	367.0	1101	1.1930
0.5949	368.0	1104	1.1220
0.5949	369.0	1107	1.0307
0.5949	370.0	1110	1.0519
0.5949	371.0	1113	1.0704
0.5949	372.0	1116	1.0365
0.5949	373.0	1119	1.0087
0.5949	374.0	1122	0.9999
0.5949	375.0	1125	1.1072
0.5949	376.0	1128	1.1944
0.5949	377.0	1131	1.1771
0.5949	378.0	1134	1.1325
0.5949	379.0	1137	1.0533
0.5949	380.0	1140	1.0384
0.5949	381.0	1143	1.0943
0.5949	382.0	1146	1.2307
0.5949	383.0	1149	1.2407
0.5949	384.0	1152	1.1655
0.5949	385.0	1155	1.0630
0.5949	386.0	1158	1.0247
0.5949	387.0	1161	1.1115
0.5949	388.0	1164	1.1942
0.5949	389.0	1167	1.2013
0.5949	390.0	1170	1.1971
0.5949	391.0	1173	1.1855
0.5949	392.0	1176	1.1868
0.5949	393.0	1179	1.1613
0.5949	394.0	1182	1.1488
0.5949	395.0	1185	1.1648
0.5949	396.0	1188	1.1688
0.5949	397.0	1191	1.1526
0.5949	398.0	1194	1.1241
0.5949	399.0	1197	1.0765
0.5949	400.0	1200	1.0983
0.5949	401.0	1203	1.1407
0.5949	402.0	1206	1.1459
0.5949	403.0	1209	1.1184
0.5949	404.0	1212	1.0951
0.5949	405.0	1215	1.0853
0.5949	406.0	1218	1.0962
0.5949	407.0	1221	1.1022
0.5949	408.0	1224	1.0818
0.5949	409.0	1227	1.0528
0.5949	410.0	1230	1.0500
0.5949	411.0	1233	1.0918
0.5949	412.0	1236	1.0624
0.5949	413.0	1239	1.0452
0.5949	414.0	1242	1.0485
0.5949	415.0	1245	1.0624
0.5949	416.0	1248	1.1062
0.5949	417.0	1251	1.1095
0.5949	418.0	1254	1.0988
0.5949	419.0	1257	1.0867
0.5949	420.0	1260	1.0873
0.5949	421.0	1263	1.0577
0.5949	422.0	1266	1.0998
0.5949	423.0	1269	1.1579
0.5949	424.0	1272	1.1373
0.5949	425.0	1275	1.1138
0.5949	426.0	1278	1.0807
0.5949	427.0	1281	1.0137
0.5949	428.0	1284	1.0083
0.5949	429.0	1287	1.0493
0.5949	430.0	1290	1.1223
0.5949	431.0	1293	1.1817
0.5949	432.0	1296	1.1060
0.5949	433.0	1299	1.0584
0.5949	434.0	1302	1.0634
0.5949	435.0	1305	1.1070
0.5949	436.0	1308	1.1183
0.5949	437.0	1311	1.0928
0.5949	438.0	1314	1.0754
0.5949	439.0	1317	1.0556
0.5949	440.0	1320	1.0317
0.5949	441.0	1323	1.0036
0.5949	442.0	1326	1.0292
0.5949	443.0	1329	1.1790
0.5949	444.0	1332	1.2675
0.5949	445.0	1335	1.2144
0.5949	446.0	1338	1.0888
0.5949	447.0	1341	1.0147
0.5949	448.0	1344	1.0074
0.5949	449.0	1347	1.0412
0.5949	450.0	1350	1.0851
0.5949	451.0	1353	1.1087
0.5949	452.0	1356	1.1293
0.5949	453.0	1359	1.1286
0.5949	454.0	1362	1.0910
0.5949	455.0	1365	1.0787
0.5949	456.0	1368	1.1053
0.5949	457.0	1371	1.1651
0.5949	458.0	1374	1.2237
0.5949	459.0	1377	1.2137
0.5949	460.0	1380	1.1833
0.5949	461.0	1383	1.1378
0.5949	462.0	1386	1.0625
0.5949	463.0	1389	1.0437
0.5949	464.0	1392	1.0432
0.5949	465.0	1395	1.1278
0.5949	466.0	1398	1.2145
0.5949	467.0	1401	1.2425
0.5949	468.0	1404	1.2570
0.5949	469.0	1407	1.2285
0.5949	470.0	1410	1.2091
0.5949	471.0	1413	1.1901
0.5949	472.0	1416	1.2086
0.5949	473.0	1419	1.2434
0.5949	474.0	1422	1.2743
0.5949	475.0	1425	1.2743
0.5949	476.0	1428	1.2380
0.5949	477.0	1431	1.1984
0.5949	478.0	1434	1.1687
0.5949	479.0	1437	1.1170
0.5949	480.0	1440	1.1537
0.5949	481.0	1443	1.1691
0.5949	482.0	1446	1.1855
0.5949	483.0	1449	1.2248
0.5949	484.0	1452	1.2351
0.5949	485.0	1455	1.2162
0.5949	486.0	1458	1.1853
0.5949	487.0	1461	1.1756
0.5949	488.0	1464	1.1743
0.5949	489.0	1467	1.1563
0.5949	490.0	1470	1.1135
0.5949	491.0	1473	1.1080
0.5949	492.0	1476	1.1491
0.5949	493.0	1479	1.2150
0.5949	494.0	1482	1.2236
0.5949	495.0	1485	1.1843
0.5949	496.0	1488	1.1380
0.5949	497.0	1491	1.1301
0.5949	498.0	1494	1.1271
0.5949	499.0	1497	1.1288
0.571	500.0	1500	1.1521
0.571	501.0	1503	1.1695
0.571	502.0	1506	1.1846
0.571	503.0	1509	1.1920
0.571	504.0	1512	1.2064
0.571	505.0	1515	1.1979
0.571	506.0	1518	1.1894
0.571	507.0	1521	1.1961
0.571	508.0	1524	1.1673
0.571	509.0	1527	1.1427
0.571	510.0	1530	1.0826
0.571	511.0	1533	1.0712
0.571	512.0	1536	1.0924
0.571	513.0	1539	1.1014
0.571	514.0	1542	1.0983
0.571	515.0	1545	1.1061
0.571	516.0	1548	1.1573
0.571	517.0	1551	1.1913
0.571	518.0	1554	1.2075
0.571	519.0	1557	1.2028
0.571	520.0	1560	1.1595
0.571	521.0	1563	1.1596
0.571	522.0	1566	1.1658
0.571	523.0	1569	1.1231
0.571	524.0	1572	1.0694
0.571	525.0	1575	1.0454
0.571	526.0	1578	1.0508
0.571	527.0	1581	1.0686
0.571	528.0	1584	1.0965
0.571	529.0	1587	1.1343
0.571	530.0	1590	1.1618
0.571	531.0	1593	1.1807
0.571	532.0	1596	1.1774
0.571	533.0	1599	1.1541
0.571	534.0	1602	1.1005
0.571	535.0	1605	1.0268
0.571	536.0	1608	0.9818
0.571	537.0	1611	0.9613
0.571	538.0	1614	0.9870
0.571	539.0	1617	1.0816
0.571	540.0	1620	1.1666
0.571	541.0	1623	1.2139
0.571	542.0	1626	1.2001
0.571	543.0	1629	1.1493
0.571	544.0	1632	1.1064
0.571	545.0	1635	1.0677
0.571	546.0	1638	1.0399
0.571	547.0	1641	1.0606
0.571	548.0	1644	1.0844
0.571	549.0	1647	1.0929
0.571	550.0	1650	1.1143
0.571	551.0	1653	1.1430
0.571	552.0	1656	1.1389
0.571	553.0	1659	1.1146
0.571	554.0	1662	1.0844
0.571	555.0	1665	1.0515
0.571	556.0	1668	0.9798
0.571	557.0	1671	0.9584
0.571	558.0	1674	0.9507
0.571	559.0	1677	0.9697
0.571	560.0	1680	1.0111
0.571	561.0	1683	1.1366
0.571	562.0	1686	1.1931
0.571	563.0	1689	1.2054
0.571	564.0	1692	1.1996
0.571	565.0	1695	1.1912
0.571	566.0	1698	1.1710
0.571	567.0	1701	1.1521
0.571	568.0	1704	1.1221
0.571	569.0	1707	1.0651
0.571	570.0	1710	1.0452
0.571	571.0	1713	1.0838
0.571	572.0	1716	1.1103
0.571	573.0	1719	1.1390
0.571	574.0	1722	1.1774
0.571	575.0	1725	1.1868
0.571	576.0	1728	1.1772
0.571	577.0	1731	1.1650
0.571	578.0	1734	1.1581
0.571	579.0	1737	1.1599
0.571	580.0	1740	1.1636
0.571	581.0	1743	1.1610
0.571	582.0	1746	1.1555
0.571	583.0	1749	1.1448
0.571	584.0	1752	1.1494
0.571	585.0	1755	1.1522
0.571	586.0	1758	1.1509
0.571	587.0	1761	1.1568
0.571	588.0	1764	1.1691
0.571	589.0	1767	1.1693
0.571	590.0	1770	1.1546
0.571	591.0	1773	1.1497
0.571	592.0	1776	1.1415
0.571	593.0	1779	1.1379
0.571	594.0	1782	1.1385
0.571	595.0	1785	1.1376
0.571	596.0	1788	1.1376
0.571	597.0	1791	1.1265
0.571	598.0	1794	1.1118
0.571	599.0	1797	1.1027
0.571	600.0	1800	1.0991
0.571	601.0	1803	1.1160
0.571	602.0	1806	1.1335
0.571	603.0	1809	1.1405
0.571	604.0	1812	1.1459
0.571	605.0	1815	1.1514
0.571	606.0	1818	1.1628
0.571	607.0	1821	1.1777
0.571	608.0	1824	1.1711
0.571	609.0	1827	1.1633
0.571	610.0	1830	1.1522
0.571	611.0	1833	1.1396
0.571	612.0	1836	1.1313
0.571	613.0	1839	1.1266
0.571	614.0	1842	1.1233
0.571	615.0	1845	1.1166
0.571	616.0	1848	1.1213
0.571	617.0	1851	1.1258
0.571	618.0	1854	1.1342
0.571	619.0	1857	1.1537
0.571	620.0	1860	1.1591
0.571	621.0	1863	1.1463
0.571	622.0	1866	1.1240
0.571	623.0	1869	1.1186
0.571	624.0	1872	1.1201
0.571	625.0	1875	1.1328
0.571	626.0	1878	1.1401
0.571	627.0	1881	1.1478
0.571	628.0	1884	1.1560
0.571	629.0	1887	1.1570
0.571	630.0	1890	1.1550
0.571	631.0	1893	1.1539
0.571	632.0	1896	1.1528
0.571	633.0	1899	1.1419
0.571	634.0	1902	1.1359
0.571	635.0	1905	1.1231
0.571	636.0	1908	1.1170
0.571	637.0	1911	1.1108
0.571	638.0	1914	1.1065
0.571	639.0	1917	1.1016
0.571	640.0	1920	1.1157
0.571	641.0	1923	1.1263
0.571	642.0	1926	1.1291
0.571	643.0	1929	1.1231
0.571	644.0	1932	1.1157
0.571	645.0	1935	1.1399
0.571	646.0	1938	1.1908
0.571	647.0	1941	1.2225
0.571	648.0	1944	1.2391
0.571	649.0	1947	1.2375
0.571	650.0	1950	1.2170
0.571	651.0	1953	1.1856
0.571	652.0	1956	1.1502
0.571	653.0	1959	1.1326
0.571	654.0	1962	1.1034
0.571	655.0	1965	1.0623
0.571	656.0	1968	1.0506
0.571	657.0	1971	1.0749
0.571	658.0	1974	1.2005
0.571	659.0	1977	1.2534
0.571	660.0	1980	1.2685
0.571	661.0	1983	1.2609
0.571	662.0	1986	1.2400
0.571	663.0	1989	1.2247
0.571	664.0	1992	1.2150
0.571	665.0	1995	1.2068
0.571	666.0	1998	1.1900
0.5609	667.0	2001	1.1792
0.5609	668.0	2004	1.1798
0.5609	669.0	2007	1.1843
0.5609	670.0	2010	1.1988
0.5609	671.0	2013	1.2119
0.5609	672.0	2016	1.2242
0.5609	673.0	2019	1.2244
0.5609	674.0	2022	1.2116
0.5609	675.0	2025	1.1945
0.5609	676.0	2028	1.1792
0.5609	677.0	2031	1.1733
0.5609	678.0	2034	1.1772
0.5609	679.0	2037	1.1895
0.5609	680.0	2040	1.2009
0.5609	681.0	2043	1.2075
0.5609	682.0	2046	1.2042
0.5609	683.0	2049	1.2065
0.5609	684.0	2052	1.2109
0.5609	685.0	2055	1.2103
0.5609	686.0	2058	1.2022
0.5609	687.0	2061	1.1938
0.5609	688.0	2064	1.1807
0.5609	689.0	2067	1.1710
0.5609	690.0	2070	1.1687
0.5609	691.0	2073	1.1635
0.5609	692.0	2076	1.1547
0.5609	693.0	2079	1.1375
0.5609	694.0	2082	1.1281
0.5609	695.0	2085	1.1188
0.5609	696.0	2088	1.1105
0.5609	697.0	2091	1.1131
0.5609	698.0	2094	1.1272
0.5609	699.0	2097	1.1351
0.5609	700.0	2100	1.1479
0.5609	701.0	2103	1.1571
0.5609	702.0	2106	1.1723
0.5609	703.0	2109	1.1871
0.5609	704.0	2112	1.1956
0.5609	705.0	2115	1.1998
0.5609	706.0	2118	1.2008
0.5609	707.0	2121	1.1992
0.5609	708.0	2124	1.1948
0.5609	709.0	2127	1.1771
0.5609	710.0	2130	1.1540
0.5609	711.0	2133	1.1320
0.5609	712.0	2136	1.1108
0.5609	713.0	2139	1.0930
0.5609	714.0	2142	1.0885
0.5609	715.0	2145	1.1121
0.5609	716.0	2148	1.1600
0.5609	717.0	2151	1.1982
0.5609	718.0	2154	1.2199
0.5609	719.0	2157	1.2274
0.5609	720.0	2160	1.2191
0.5609	721.0	2163	1.2108
0.5609	722.0	2166	1.2185
0.5609	723.0	2169	1.2203
0.5609	724.0	2172	1.2209
0.5609	725.0	2175	1.2235
0.5609	726.0	2178	1.2229
0.5609	727.0	2181	1.2314
0.5609	728.0	2184	1.2341
0.5609	729.0	2187	1.2352
0.5609	730.0	2190	1.2300
0.5609	731.0	2193	1.2216
0.5609	732.0	2196	1.2104
0.5609	733.0	2199	1.1965
0.5609	734.0	2202	1.1908
0.5609	735.0	2205	1.1752
0.5609	736.0	2208	1.1486
0.5609	737.0	2211	1.1308
0.5609	738.0	2214	1.1216
0.5609	739.0	2217	1.1571
0.5609	740.0	2220	1.1847
0.5609	741.0	2223	1.2001
0.5609	742.0	2226	1.1996
0.5609	743.0	2229	1.1964
0.5609	744.0	2232	1.1955
0.5609	745.0	2235	1.1885
0.5609	746.0	2238	1.1838
0.5609	747.0	2241	1.1820
0.5609	748.0	2244	1.1838
0.5609	749.0	2247	1.1891
0.5609	750.0	2250	1.1866
0.5609	751.0	2253	1.1797
0.5609	752.0	2256	1.1721
0.5609	753.0	2259	1.1611
0.5609	754.0	2262	1.1519
0.5609	755.0	2265	1.1407
0.5609	756.0	2268	1.1216
0.5609	757.0	2271	1.0963
0.5609	758.0	2274	1.0794
0.5609	759.0	2277	1.0741
0.5609	760.0	2280	1.0928
0.5609	761.0	2283	1.1165
0.5609	762.0	2286	1.1480
0.5609	763.0	2289	1.1834
0.5609	764.0	2292	1.2018
0.5609	765.0	2295	1.2098
0.5609	766.0	2298	1.2140
0.5609	767.0	2301	1.2204
0.5609	768.0	2304	1.2251
0.5609	769.0	2307	1.2276
0.5609	770.0	2310	1.2279
0.5609	771.0	2313	1.2264
0.5609	772.0	2316	1.2230
0.5609	773.0	2319	1.2169
0.5609	774.0	2322	1.1973
0.5609	775.0	2325	1.1658
0.5609	776.0	2328	1.1314
0.5609	777.0	2331	1.0967
0.5609	778.0	2334	1.0720
0.5609	779.0	2337	1.0603
0.5609	780.0	2340	1.0603
0.5609	781.0	2343	1.0969
0.5609	782.0	2346	1.1418
0.5609	783.0	2349	1.1850
0.5609	784.0	2352	1.2089
0.5609	785.0	2355	1.2210
0.5609	786.0	2358	1.2242
0.5609	787.0	2361	1.2232
0.5609	788.0	2364	1.2249
0.5609	789.0	2367	1.2262
0.5609	790.0	2370	1.2225
0.5609	791.0	2373	1.2153
0.5609	792.0	2376	1.2055
0.5609	793.0	2379	1.2109
0.5609	794.0	2382	1.2173
0.5609	795.0	2385	1.2182
0.5609	796.0	2388	1.2156
0.5609	797.0	2391	1.2170
0.5609	798.0	2394	1.2110
0.5609	799.0	2397	1.1985
0.5609	800.0	2400	1.1834
0.5609	801.0	2403	1.1597
0.5609	802.0	2406	1.1457
0.5609	803.0	2409	1.1432
0.5609	804.0	2412	1.1409
0.5609	805.0	2415	1.1360
0.5609	806.0	2418	1.1461
0.5609	807.0	2421	1.1626
0.5609	808.0	2424	1.1707
0.5609	809.0	2427	1.1774
0.5609	810.0	2430	1.1812
0.5609	811.0	2433	1.1855
0.5609	812.0	2436	1.1865
0.5609	813.0	2439	1.1843
0.5609	814.0	2442	1.1849
0.5609	815.0	2445	1.1902
0.5609	816.0	2448	1.1900
0.5609	817.0	2451	1.1887
0.5609	818.0	2454	1.1885
0.5609	819.0	2457	1.1884
0.5609	820.0	2460	1.1831
0.5609	821.0	2463	1.1759
0.5609	822.0	2466	1.1766
0.5609	823.0	2469	1.1818
0.5609	824.0	2472	1.1898
0.5609	825.0	2475	1.1949
0.5609	826.0	2478	1.1970
0.5609	827.0	2481	1.2047
0.5609	828.0	2484	1.2086
0.5609	829.0	2487	1.2049
0.5609	830.0	2490	1.1998
0.5609	831.0	2493	1.1987
0.5609	832.0	2496	1.2038
0.5609	833.0	2499	1.2137
0.5599	834.0	2502	1.2197
0.5599	835.0	2505	1.2264
0.5599	836.0	2508	1.2293
0.5599	837.0	2511	1.2281
0.5599	838.0	2514	1.2262
0.5599	839.0	2517	1.2209
0.5599	840.0	2520	1.2126
0.5599	841.0	2523	1.2055
0.5599	842.0	2526	1.1972
0.5599	843.0	2529	1.1880
0.5599	844.0	2532	1.1799
0.5599	845.0	2535	1.1767
0.5599	846.0	2538	1.1792
0.5599	847.0	2541	1.1769
0.5599	848.0	2544	1.1715
0.5599	849.0	2547	1.1668
0.5599	850.0	2550	1.1641
0.5599	851.0	2553	1.1639
0.5599	852.0	2556	1.1642
0.5599	853.0	2559	1.1589
0.5599	854.0	2562	1.1554
0.5599	855.0	2565	1.1556
0.5599	856.0	2568	1.1517
0.5599	857.0	2571	1.1528
0.5599	858.0	2574	1.1559
0.5599	859.0	2577	1.1622
0.5599	860.0	2580	1.1635
0.5599	861.0	2583	1.1649
0.5599	862.0	2586	1.1650
0.5599	863.0	2589	1.1639
0.5599	864.0	2592	1.1631
0.5599	865.0	2595	1.1627
0.5599	866.0	2598	1.1555
0.5599	867.0	2601	1.1510
0.5599	868.0	2604	1.1513
0.5599	869.0	2607	1.1551
0.5599	870.0	2610	1.1630
0.5599	871.0	2613	1.1689
0.5599	872.0	2616	1.1722
0.5599	873.0	2619	1.1720
0.5599	874.0	2622	1.1710
0.5599	875.0	2625	1.1698
0.5599	876.0	2628	1.1643
0.5599	877.0	2631	1.1576
0.5599	878.0	2634	1.1508
0.5599	879.0	2637	1.1444
0.5599	880.0	2640	1.1430
0.5599	881.0	2643	1.1444
0.5599	882.0	2646	1.1451
0.5599	883.0	2649	1.1463
0.5599	884.0	2652	1.1518
0.5599	885.0	2655	1.1551
0.5599	886.0	2658	1.1562
0.5599	887.0	2661	1.1597
0.5599	888.0	2664	1.1637
0.5599	889.0	2667	1.1693
0.5599	890.0	2670	1.1743
0.5599	891.0	2673	1.1783
0.5599	892.0	2676	1.1831
0.5599	893.0	2679	1.1885
0.5599	894.0	2682	1.1921
0.5599	895.0	2685	1.1906
0.5599	896.0	2688	1.1873
0.5599	897.0	2691	1.1866
0.5599	898.0	2694	1.1871
0.5599	899.0	2697	1.1870
0.5599	900.0	2700	1.1876
0.5599	901.0	2703	1.1920
0.5599	902.0	2706	1.1956
0.5599	903.0	2709	1.1966
0.5599	904.0	2712	1.1961
0.5599	905.0	2715	1.1954
0.5599	906.0	2718	1.1927
0.5599	907.0	2721	1.1884
0.5599	908.0	2724	1.1816
0.5599	909.0	2727	1.1754
0.5599	910.0	2730	1.1705
0.5599	911.0	2733	1.1666
0.5599	912.0	2736	1.1652
0.5599	913.0	2739	1.1631
0.5599	914.0	2742	1.1676
0.5599	915.0	2745	1.1710
0.5599	916.0	2748	1.1729
0.5599	917.0	2751	1.1759
0.5599	918.0	2754	1.1776
0.5599	919.0	2757	1.1790
0.5599	920.0	2760	1.1799
0.5599	921.0	2763	1.1785
0.5599	922.0	2766	1.1753
0.5599	923.0	2769	1.1689
0.5599	924.0	2772	1.1657
0.5599	925.0	2775	1.1680
0.5599	926.0	2778	1.1640
0.5599	927.0	2781	1.1617
0.5599	928.0	2784	1.1589
0.5599	929.0	2787	1.1561
0.5599	930.0	2790	1.1537
0.5599	931.0	2793	1.1529
0.5599	932.0	2796	1.1534
0.5599	933.0	2799	1.1594
0.5599	934.0	2802	1.1654
0.5599	935.0	2805	1.1697
0.5599	936.0	2808	1.1726
0.5599	937.0	2811	1.1753
0.5599	938.0	2814	1.1780
0.5599	939.0	2817	1.1814
0.5599	940.0	2820	1.1828
0.5599	941.0	2823	1.1848
0.5599	942.0	2826	1.1851
0.5599	943.0	2829	1.1853
0.5599	944.0	2832	1.1857
0.5599	945.0	2835	1.1850
0.5599	946.0	2838	1.1836
0.5599	947.0	2841	1.1799
0.5599	948.0	2844	1.1758
0.5599	949.0	2847	1.1722
0.5599	950.0	2850	1.1687
0.5599	951.0	2853	1.1677
0.5599	952.0	2856	1.1661
0.5599	953.0	2859	1.1668
0.5599	954.0	2862	1.1685
0.5599	955.0	2865	1.1672
0.5599	956.0	2868	1.1631
0.5599	957.0	2871	1.1587
0.5599	958.0	2874	1.1575
0.5599	959.0	2877	1.1557
0.5599	960.0	2880	1.1551
0.5599	961.0	2883	1.1556
0.5599	962.0	2886	1.1539
0.5599	963.0	2889	1.1509
0.5599	964.0	2892	1.1482
0.5599	965.0	2895	1.1465
0.5599	966.0	2898	1.1474
0.5599	967.0	2901	1.1487
0.5599	968.0	2904	1.1494
0.5599	969.0	2907	1.1508
0.5599	970.0	2910	1.1519
0.5599	971.0	2913	1.1508
0.5599	972.0	2916	1.1490
0.5599	973.0	2919	1.1471
0.5599	974.0	2922	1.1463
0.5599	975.0	2925	1.1459
0.5599	976.0	2928	1.1457
0.5599	977.0	2931	1.1460
0.5599	978.0	2934	1.1469
0.5599	979.0	2937	1.1485
0.5599	980.0	2940	1.1500
0.5599	981.0	2943	1.1509
0.5599	982.0	2946	1.1515
0.5599	983.0	2949	1.1516
0.5599	984.0	2952	1.1520
0.5599	985.0	2955	1.1524
0.5599	986.0	2958	1.1517
0.5599	987.0	2961	1.1524
0.5599	988.0	2964	1.1530
0.5599	989.0	2967	1.1537
0.5599	990.0	2970	1.1542
0.5599	991.0	2973	1.1550
0.5599	992.0	2976	1.1558
0.5599	993.0	2979	1.1566
0.5599	994.0	2982	1.1573
0.5599	995.0	2985	1.1580
0.5599	996.0	2988	1.1585
0.5599	997.0	2991	1.1589
0.5599	998.0	2994	1.1589
0.5599	999.0	2997	1.1590
0.5597	1000.0	3000	1.1590

Framework versions

• Transformers 4.36.2
• Pytorch 2.1.2+cu121
• Datasets 2.14.7
• Tokenizers 0.15.0