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GPT-J 6B Smart Contract

This model is a fine-tuned version of EleutherAI/gpt-j-6B on the andstor/smart_contracts inflated_plain_text dataset. It achieves the following results on the evaluation set:

  • Accuracy: 0.917

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: 1
  • eval_batch_size: 1
  • seed: 42
  • distributed_type: multi-GPU
  • num_devices: 10
  • gradient_accumulation_steps: 16
  • total_train_batch_size: 160
  • total_eval_batch_size: 10
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 2.0

Training results

Click to expand
Training Loss Epoch Step Accuracy Validation Loss
1.1396 0.0 5 0.7909 1.0731
0.8856 0.0 10 0.8272 0.7943
0.7564 0.0 15 0.8427 0.7163
0.5681 0.0 20 0.8498 0.6742
0.5674 0.01 25 0.8562 0.6458
0.6656 0.01 30 0.8602 0.6279
0.6199 0.01 35 0.8627 0.6165
0.7207 0.01 40 0.8643 0.6067
0.6608 0.01 45 0.8668 0.5956
0.602 0.01 50 0.8686 0.5887
0.5217 0.01 55 0.8699 0.5838
0.5526 0.01 60 0.8711 0.5777
0.5684 0.02 65 0.8721 0.5735
0.6025 0.02 70 0.8723 0.5736
0.5057 0.02 75 0.8726 0.5763
0.609 0.02 80 0.8724 0.5706
0.5594 0.02 85 0.8732 0.5716
0.5281 0.02 90 0.8740 0.5671
0.6217 0.02 95 0.8744 0.5617
0.4738 0.02 100 0.8753 0.5559
0.5615 0.03 105 0.8757 0.5545
0.5311 0.03 110 0.8767 0.5487
0.4867 0.03 115 0.8770 0.5487
0.5637 0.03 120 0.8767 0.5494
0.6098 0.03 125 0.8774 0.5459
0.576 0.03 130 0.8779 0.5423
0.7012 0.03 135 0.8775 0.5436
0.628 0.03 140 0.8782 0.5420
0.4434 0.03 145 0.8786 0.5384
0.5825 0.04 150 0.8788 0.5371
0.5849 0.04 155 0.8793 0.5362
0.5051 0.04 160 0.8797 0.5356
0.4696 0.04 165 0.8798 0.5355
0.4933 0.04 170 0.8797 0.5360
0.5299 0.04 175 0.8801 0.5325
0.5464 0.04 180 0.8802 0.5350
0.5204 0.04 185 0.8810 0.5286
0.5372 0.05 190 0.8812 0.5251
0.4914 0.05 195 0.8811 0.5250
0.4866 0.05 200 0.8824 0.5228
0.6138 0.05 205 0.8827 0.5207
0.5335 0.05 210 0.8824 0.5209
0.4029 0.05 215 0.8838 0.5160
0.4447 0.05 220 0.8840 0.5130
0.5293 0.05 225 0.8846 0.5102
0.562 0.05 230 0.8846 0.5102
0.4828 0.06 235 0.8846 0.5098
0.3865 0.06 240 0.8844 0.5079
0.4911 0.06 245 0.8856 0.5067
0.4422 0.06 250 0.8860 0.5062
0.4675 0.06 255 0.8860 0.5036
0.4614 0.06 260 0.8859 0.5027
0.5457 0.06 265 0.8859 0.5020
0.3967 0.06 270 0.8866 0.5007
0.4961 0.07 275 0.8868 0.5006
0.5543 0.07 280 0.8870 0.4974
0.5842 0.07 285 0.8867 0.4965
0.4688 0.07 290 0.8868 0.4975
0.4866 0.07 295 0.8871 0.4951
0.4883 0.07 300 0.8869 0.4958
0.4509 0.07 305 0.8878 0.4923
0.519 0.07 310 0.8881 0.4925
0.534 0.08 315 0.8879 0.4920
0.4848 0.08 320 0.8880 0.4918
0.4249 0.08 325 0.8864 0.4961
0.4578 0.08 330 0.8866 0.4947
0.4331 0.08 335 0.8875 0.4934
0.4532 0.08 340 0.8885 0.4903
0.5465 0.08 345 0.8889 0.4891
0.4686 0.08 350 0.8885 0.4894
0.6378 0.08 355 0.8883 0.4894
0.4753 0.09 360 0.8887 0.4886
0.4393 0.09 365 0.8892 0.4875
0.4128 0.09 370 0.8895 0.4853
0.5737 0.09 375 0.8899 0.4835
0.4841 0.09 380 0.8895 0.4834
0.4919 0.09 385 0.8900 0.4816
0.4026 0.09 390 0.8909 0.4791
0.4953 0.09 395 0.8908 0.4790
0.5433 0.1 400 0.8906 0.4800
0.4153 0.1 405 0.8910 0.4792
0.399 0.1 410 0.8907 0.4787
0.513 0.1 415 0.8910 0.4765
0.4672 0.1 420 0.8916 0.4751
0.4575 0.1 425 0.8916 0.4751
0.4888 0.1 430 0.8917 0.4729
0.4701 0.1 435 0.8917 0.4724
0.4972 0.1 440 0.8925 0.4709
0.4711 0.11 445 0.8918 0.4720
0.5003 0.11 450 0.8925 0.4724
0.46 0.11 455 0.8921 0.4725
0.3658 0.11 460 0.8920 0.4729
0.4345 0.11 465 0.8921 0.4722
0.4689 0.11 470 0.8931 0.4687
0.4941 0.11 475 0.8929 0.4701
0.386 0.11 480 0.8931 0.4704
0.5052 0.12 485 0.8930 0.4700
0.4768 0.12 490 0.8935 0.4661
0.4967 0.12 495 0.8932 0.4671
0.4057 0.12 500 0.8941 0.4641
0.4944 0.12 505 0.8940 0.4615
0.4691 0.12 510 0.8938 0.4611
0.4784 0.12 515 0.8950 0.4581
0.4488 0.12 520 0.8955 0.4572
0.5532 0.13 525 0.8950 0.4570
0.4322 0.13 530 0.8950 0.4579
0.481 0.13 535 0.8953 0.4571
0.4528 0.13 540 0.8954 0.4581
0.34 0.13 545 0.8957 0.4592
0.4399 0.13 550 0.8952 0.4578
0.3838 0.13 555 0.8955 0.4556
0.4119 0.13 560 0.8956 0.4556
0.4569 0.13 565 0.8960 0.4550
0.4689 0.14 570 0.8961 0.4534
0.4452 0.14 575 0.8964 0.4520
0.4862 0.14 580 0.8966 0.4510
0.4675 0.14 585 0.8968 0.4501
0.4747 0.14 590 0.8976 0.4494
0.4755 0.14 595 0.8978 0.4480
0.4008 0.14 600 0.8974 0.4481
0.3851 0.14 605 0.8978 0.4465
0.399 0.15 610 0.8974 0.4481
0.3267 0.15 615 0.8980 0.4467
0.4899 0.15 620 0.8977 0.4458
0.4122 0.15 625 0.8976 0.4466
0.3846 0.15 630 0.8977 0.4483
0.5573 0.15 635 0.8979 0.4477
0.5101 0.15 640 0.8984 0.4448
0.4662 0.15 645 0.8984 0.4439
0.4653 0.15 650 0.8985 0.4445
0.4773 0.16 655 0.8982 0.4439
0.4602 0.16 660 0.8988 0.4421
0.3631 0.16 665 0.8988 0.4415
0.4181 0.16 670 0.8986 0.4457
0.3927 0.16 675 0.8986 0.4425
0.436 0.16 680 0.8985 0.4412
0.4274 0.16 685 0.8987 0.4420
0.4601 0.16 690 0.8982 0.4431
0.4557 0.17 695 0.8988 0.4410
0.4292 0.17 700 0.8991 0.4384
0.4435 0.17 705 0.8991 0.4364
0.4691 0.17 710 0.9000 0.4343
0.5361 0.17 715 0.8997 0.4344
0.4795 0.17 720 0.8994 0.4350
0.5514 0.17 725 0.8995 0.4343
0.4268 0.17 730 0.8989 0.4366
0.4569 0.18 735 0.9001 0.4340
0.4735 0.18 740 0.9002 0.4311
0.4592 0.18 745 0.9004 0.4306
0.4661 0.18 750 0.9002 0.4313
0.4112 0.18 755 0.9003 0.4304
0.5143 0.18 760 0.9005 0.4294
0.4737 0.18 765 0.9010 0.4281
0.4807 0.18 770 0.9008 0.4309
0.4558 0.18 775 0.9006 0.4305
0.6032 0.19 780 0.9013 0.4272
0.422 0.19 785 0.9017 0.4250
0.5989 0.19 790 0.9020 0.4254
0.4704 0.19 795 0.9022 0.4230
0.5363 0.19 800 0.9016 0.4242
0.4143 0.19 805 0.9020 0.4247
0.4614 0.19 810 0.9020 0.4247
0.4258 0.19 815 0.9017 0.4237
0.442 0.2 820 0.9015 0.4241
0.4127 0.2 825 0.9017 0.4236
0.4019 0.2 830 0.9022 0.4243
0.435 0.2 835 0.9019 0.4242
0.466 0.2 840 0.9022 0.4233
0.4535 0.2 845 0.9024 0.4233
0.3872 0.2 850 0.9026 0.4226
0.348 0.2 855 0.9025 0.4214
0.37 0.21 860 0.9026 0.4214
0.5185 0.21 865 0.9026 0.4212
0.3814 0.21 870 0.9032 0.4188
0.3347 0.21 875 0.9031 0.4190
0.4112 0.21 880 0.9034 0.4204
0.3993 0.21 885 0.9038 0.4180
0.3632 0.21 890 0.9033 0.4177
0.3992 0.21 895 0.9020 0.4234
0.4703 0.21 900 0.9025 0.4209
0.4135 0.22 905 0.9024 0.4241
0.5147 0.22 910 0.9025 0.4227
0.4444 0.22 915 0.9024 0.4209
0.4489 0.22 920 0.9024 0.4193
0.4362 0.22 925 0.9022 0.4216
0.4419 0.22 930 0.9028 0.4195
0.3655 0.22 935 0.9024 0.4203
0.5449 0.22 940 0.9028 0.4205
0.5756 0.23 945 0.9029 0.4190
0.3837 0.23 950 0.9035 0.4189
0.3434 0.23 955 0.9032 0.4191
0.4796 0.23 960 0.9036 0.4185
0.5225 0.23 965 0.9036 0.4188
0.489 0.23 970 0.9038 0.4166
0.3545 0.23 975 0.9036 0.4178
0.3714 0.23 980 0.9038 0.4154
0.5376 0.23 985 0.9039 0.4150
0.3798 0.24 990 0.9041 0.4134
0.4418 0.24 995 0.9044 0.4148
0.5641 0.24 1000 0.9048 0.4129
0.5352 0.24 1005 0.9047 0.4129
0.3862 0.24 1010 0.9045 0.4115
0.516 0.24 1015 0.9048 0.4122
0.4326 0.24 1020 0.9051 0.4118
0.4739 0.24 1025 0.9055 0.4096
0.4717 0.25 1030 0.9053 0.4122
0.4075 0.25 1035 0.9055 0.4109
0.3884 0.25 1040 0.9053 0.4107
0.3957 0.25 1045 0.9058 0.4102
0.3755 0.25 1050 0.9057 0.4098
0.4517 0.25 1055 0.9058 0.4084
0.4568 0.25 1060 0.9054 0.4084
0.4745 0.25 1065 0.9055 0.4087
0.4675 0.26 1070 0.9054 0.4093
0.3712 0.26 1075 0.9054 0.4082
0.4439 0.26 1080 0.9053 0.4082
0.3722 0.26 1085 0.9058 0.4071
0.426 0.26 1090 0.9061 0.4066
0.4598 0.26 1095 0.9056 0.4073
0.3514 0.26 1100 0.9057 0.4064
0.3568 0.26 1105 0.9060 0.4058
0.4359 0.26 1110 0.9063 0.4056
0.508 0.27 1115 0.9061 0.4051
0.407 0.27 1120 0.9061 0.4068
0.4473 0.27 1125 0.9067 0.4034
0.5382 0.27 1130 0.9071 0.4009
0.3669 0.27 1135 0.9074 0.4011
0.4191 0.27 1140 0.9074 0.4022
0.4004 0.27 1145 0.9071 0.4013
0.4498 0.27 1150 0.9071 0.4011
0.4689 0.28 1155 0.9074 0.4000
0.2968 0.28 1160 0.9069 0.4003
0.4273 0.28 1165 0.9069 0.4015
0.5125 0.28 1170 0.9072 0.4007
0.4935 0.28 1175 0.9072 0.4006
0.535 0.28 1180 0.9070 0.4009
0.527 0.28 1185 0.9071 0.3990
0.3969 0.28 1190 0.9071 0.4013
0.3686 0.28 1195 0.9075 0.4002
0.4633 0.29 1200 0.9076 0.4007
0.4334 0.29 1205 0.9080 0.3995
0.5345 0.29 1210 0.9077 0.3998
0.3399 0.29 1215 0.9077 0.3982
0.3367 0.29 1220 0.9078 0.3991
0.3842 0.29 1225 0.9081 0.3999
0.3869 0.29 1230 0.9078 0.3994
0.4842 0.29 1235 0.9077 0.3990
0.4028 0.3 1240 0.9079 0.3993
0.4262 0.3 1245 0.9076 0.3987
0.3512 0.3 1250 0.9085 0.3969
0.3984 0.3 1255 0.9080 0.3971
0.5782 0.3 1260 0.9079 0.3972
0.4346 0.3 1265 0.9083 0.3970
0.3694 0.3 1270 0.9079 0.3982
0.3744 0.3 1275 0.9079 0.3966
0.4631 0.31 1280 0.9078 0.3975
0.4136 0.31 1285 0.9079 0.3983
0.3528 0.31 1290 0.9074 0.3982
0.3806 0.31 1295 0.9082 0.3965
0.4131 0.31 1300 0.9079 0.3965
0.4273 0.31 1305 0.9081 0.3957
0.4281 0.31 1310 0.9080 0.3960
0.3396 0.31 1315 0.9077 0.3955
0.2969 0.31 1320 0.9082 0.3961
0.4287 0.32 1325 0.9080 0.3952
0.4626 0.32 1330 0.9084 0.3950
0.3495 0.32 1335 0.9083 0.3957
0.4652 0.32 1340 0.9085 0.3939
0.5175 0.32 1345 0.9086 0.3943
0.3205 0.32 1350 0.9085 0.3946
0.3688 0.32 1355 0.9085 0.3959
0.4634 0.32 1360 0.9087 0.3947
0.4767 0.33 1365 0.9087 0.3944
0.4632 0.33 1370 0.9088 0.3941
0.3472 0.33 1375 0.9087 0.3947
0.4346 0.33 1380 0.9085 0.3947
0.4297 0.33 1385 0.9084 0.3946
0.3314 0.33 1390 0.9085 0.3957
0.4461 0.33 1395 0.9083 0.3941
0.3838 0.33 1400 0.9083 0.3942
0.3642 0.34 1405 0.9082 0.3958
0.3979 0.34 1410 0.9076 0.3973
0.3753 0.34 1415 0.9073 0.3984
0.5104 0.34 1420 0.9076 0.4000
0.408 0.34 1425 0.9078 0.4018
0.4956 0.34 1430 0.9078 0.3984
0.4853 0.34 1435 0.9074 0.3979
0.4134 0.34 1440 0.9074 0.3977
0.3041 0.34 1445 0.9074 0.3996
0.4082 0.35 1450 0.9074 0.3990
0.4237 0.35 1455 0.9074 0.3985
0.3697 0.35 1460 0.9076 0.3988
0.4965 0.35 1465 0.9077 0.3969
0.4543 0.35 1470 0.9075 0.3997
0.4202 0.35 1475 0.9072 0.3979
0.3297 0.35 1480 0.9070 0.3998
0.423 0.35 1485 0.9076 0.3988
0.362 0.36 1490 0.9077 0.3962
0.4224 0.36 1495 0.9082 0.3953
0.5528 0.36 1500 0.9079 0.3969
0.4647 0.36 1505 0.9080 0.3949
0.3414 0.36 1510 0.9083 0.3943
0.4023 0.36 1515 0.9082 0.3946
0.2595 0.36 1520 0.9084 0.3946
0.5041 0.36 1525 0.9081 0.3945
0.4841 0.36 1530 0.9082 0.3957
0.3287 0.37 1535 0.9080 0.3963
0.5081 0.37 1540 0.9079 0.3973
0.269 0.37 1545 0.9083 0.3965
0.4375 0.37 1550 0.9079 0.3982
0.4597 0.37 1555 0.9079 0.3959
0.4744 0.37 1560 0.9082 0.3960
0.4654 0.37 1565 0.9085 0.3947
0.4676 0.37 1570 0.9087 0.3944
0.3946 0.38 1575 0.9089 0.3944
0.4872 0.38 1580 0.9088 0.3926
0.4578 0.38 1585 0.9091 0.3915
0.3955 0.38 1590 0.9091 0.3958
0.282 0.38 1595 0.9091 0.3924
0.3801 0.38 1600 0.9083 0.3917
0.4477 0.38 1605 0.9089 0.3935
0.3797 0.38 1610 0.9086 0.3915
0.4562 0.39 1615 0.9089 0.3914
0.4077 0.39 1620 0.9085 0.3918
0.416 0.39 1625 0.9089 0.3912
0.4846 0.39 1630 0.9090 0.3920
0.3187 0.39 1635 0.9091 0.3920
0.4063 0.39 1640 0.9085 0.3910
0.378 0.39 1645 0.9090 0.3906
0.3378 0.39 1650 0.9087 0.3913
0.4142 0.39 1655 0.9086 0.3928
0.3916 0.4 1660 0.9091 0.3905
0.3863 0.4 1665 0.9091 0.3912
0.3606 0.4 1670 0.9092 0.3912
0.3853 0.4 1675 0.9089 0.3904
0.4351 0.4 1680 0.9089 0.3899
0.3491 0.4 1685 0.9091 0.3897
0.4534 0.4 1690 0.9093 0.3889
0.4066 0.4 1695 0.9094 0.3899
0.4234 0.41 1700 0.9100 0.3892
0.3738 0.41 1705 0.9102 0.3865
0.4234 0.41 1710 0.9102 0.3863
0.4237 0.41 1715 0.9100 0.3875
0.466 0.41 1720 0.9103 0.3863
0.4126 0.41 1725 0.9098 0.3855
0.3074 0.41 1730 0.9101 0.3842
0.3354 0.41 1735 0.9100 0.3855
0.457 0.41 1740 0.9102 0.3829
0.4388 0.42 1745 0.9103 0.3841
0.3759 0.42 1750 0.9104 0.3834
0.391 0.42 1755 0.9099 0.3841
0.4324 0.42 1760 0.9099 0.3841
0.4057 0.42 1765 0.9105 0.3846
0.4356 0.42 1770 0.9104 0.3851
0.3944 0.42 1775 0.9106 0.3834
0.3891 0.42 1780 0.9107 0.3839
0.4 0.43 1785 0.9105 0.3825
0.488 0.43 1790 0.9105 0.3828
0.4315 0.43 1795 0.9104 0.3823
0.3806 0.43 1800 0.9108 0.3823
0.4059 0.43 1805 0.9107 0.3837
0.4677 0.43 1810 0.9106 0.3835
0.4266 0.43 1815 0.9107 0.3845
0.4906 0.43 1820 0.9108 0.3832
0.414 0.44 1825 0.9107 0.3838
0.4437 0.44 1830 0.9107 0.3837
0.4444 0.44 1835 0.9112 0.3820
0.3462 0.44 1840 0.9114 0.3819
0.3947 0.44 1845 0.9119 0.3835
0.3542 0.44 1850 0.9115 0.3818
0.3683 0.44 1855 0.9118 0.3819
0.3858 0.44 1860 0.9115 0.3814
0.388 0.44 1865 0.9114 0.3813
0.4486 0.45 1870 0.9119 0.3786
0.4809 0.45 1875 0.9115 0.3808
0.3363 0.45 1880 0.9119 0.3786
0.4224 0.45 1885 0.9121 0.3789
0.4338 0.45 1890 0.9118 0.3789
0.3736 0.45 1895 0.9120 0.3778
0.4903 0.45 1900 0.9115 0.3791
0.4219 0.45 1905 0.9117 0.3786
0.3117 0.46 1910 0.9115 0.3794
0.4826 0.46 1915 0.9124 0.3808
0.4526 0.46 1920 0.9123 0.3791
0.4331 0.46 1925 0.9124 0.3768
0.4721 0.46 1930 0.9123 0.3782
0.4437 0.46 1935 0.9122 0.3766
0.4137 0.46 1940 0.9119 0.3772
0.4834 0.46 1945 0.9128 0.3761
0.4851 0.46 1950 0.9125 0.3771
0.414 0.47 1955 0.9125 0.3753
0.3176 0.47 1960 0.9126 0.3766
0.3921 0.47 1965 0.9125 0.3757
0.4182 0.47 1970 0.9123 0.3767
0.4734 0.47 1975 0.9124 0.3747
0.3793 0.47 1980 0.9119 0.3784
0.3063 0.47 1985 0.9125 0.3754
0.3833 0.47 1990 0.9127 0.3752
0.3111 0.48 1995 0.9126 0.3756
0.4632 0.48 2000 0.9124 0.3777
0.3724 0.48 2005 0.9126 0.3762
0.4315 0.48 2010 0.9126 0.3759
0.4274 0.48 2015 0.9128 0.3742
0.4137 0.48 2020 0.9126 0.3768
0.3714 0.48 2025 0.9127 0.3753
0.4729 0.48 2030 0.9126 0.3759
0.4326 0.49 2035 0.9122 0.3768
0.4496 0.49 2040 0.9123 0.3777
0.4754 0.49 2045 0.9118 0.3760
0.4413 0.49 2050 0.9121 0.3790
0.3533 0.49 2055 0.9127 0.3772
0.4828 0.49 2060 0.9123 0.3755
0.4535 0.49 2065 0.9123 0.3743
0.3634 0.49 2070 0.9123 0.3752
0.3815 0.49 2075 0.9132 0.3718
0.4539 0.5 2080 0.9127 0.3724
0.3815 0.5 2085 0.9133 0.3721
0.3514 0.5 2090 0.9130 0.3737
0.4236 0.5 2095 0.9129 0.3736
0.3421 0.5 2100 0.9128 0.3745
0.3478 0.5 2105 0.9126 0.3730
0.3564 0.5 2110 0.9131 0.3721
0.3595 0.5 2115 0.9130 0.3751
0.3967 0.51 2120 0.9134 0.3718
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0.2108 1.53 6435 0.9303 0.3030
0.242 1.54 6440 0.9301 0.3054
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0.2503 1.54 6450 0.9303 0.3062
0.2764 1.54 6455 0.9308 0.3037
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0.2416 1.55 6495 0.9307 0.3071
0.2095 1.55 6500 0.9305 0.3039
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0.2546 1.55 6520 0.9311 0.3020
0.2693 1.56 6525 0.9309 0.3020
0.2916 1.56 6530 0.9310 0.3055
0.2344 1.56 6535 0.9310 0.2990
0.2181 1.56 6540 0.9309 0.3036
0.3305 1.56 6545 0.9309 0.3031
0.2296 1.56 6550 0.9308 0.3024
0.249 1.56 6555 0.9309 0.3013
0.2421 1.56 6560 0.9310 0.3047
0.2787 1.57 6565 0.9307 0.3010
0.3906 1.57 6570 0.9309 0.3061
0.3554 1.57 6575 0.9309 0.3023
0.2564 1.57 6580 0.9311 0.3022
0.2443 1.57 6585 0.9308 0.3027
0.2698 1.57 6590 0.9309 0.3025
0.2656 1.57 6595 0.9308 0.3031
0.1769 1.57 6600 0.9306 0.3022
0.2595 1.58 6605 0.9306 0.3032
0.2335 1.58 6610 0.9310 0.3021
0.3359 1.58 6615 0.9305 0.3028
0.2358 1.58 6620 0.9307 0.3041
0.308 1.58 6625 0.9304 0.3009
0.3271 1.58 6630 0.9302 0.3053
0.3467 1.58 6635 0.9302 0.3022
0.3341 1.58 6640 0.9303 0.3046
0.2799 1.58 6645 0.9308 0.3013
0.2481 1.59 6650 0.9311 0.3008
0.2908 1.59 6655 0.9310 0.3018
0.2186 1.59 6660 0.9310 0.3015
0.2701 1.59 6665 0.9309 0.3023
0.262 1.59 6670 0.9311 0.3022
0.3264 1.59 6675 0.9315 0.3029
0.2448 1.59 6680 0.9320 0.3015
0.2584 1.59 6685 0.9321 0.3015
0.2769 1.6 6690 0.9320 0.3001
0.2996 1.6 6695 0.9314 0.3000
0.3012 1.6 6700 0.9317 0.3009
0.374 1.6 6705 0.9317 0.2991
0.2995 1.6 6710 0.9322 0.2989
0.3292 1.6 6715 0.9325 0.2988
0.2962 1.6 6720 0.9324 0.2974
0.2662 1.6 6725 0.9322 0.2997
0.2707 1.6 6730 0.9323 0.2952
0.3105 1.61 6735 0.9326 0.2989
0.2835 1.61 6740 0.9327 0.2947
0.2288 1.61 6745 0.9329 0.2935
0.2167 1.61 6750 0.9326 0.2959
0.2325 1.61 6755 0.9325 0.2939
0.2483 1.61 6760 0.9326 0.2941
0.2705 1.61 6765 0.9325 0.2948
0.2624 1.61 6770 0.9326 0.2944
0.2888 1.62 6775 0.9331 0.2973
0.2571 1.62 6780 0.9333 0.2942
0.3056 1.62 6785 0.9330 0.2948
0.3054 1.62 6790 0.9328 0.2941
0.268 1.62 6795 0.9329 0.2928
0.2862 1.62 6800 0.9327 0.2934
0.254 1.62 6805 0.9326 0.2950
0.1892 1.62 6810 0.9324 0.2945
0.2279 1.63 6815 0.9321 0.2948
0.2101 1.63 6820 0.9322 0.2951
0.3486 1.63 6825 0.9323 0.2940
0.2878 1.63 6830 0.9325 0.2957
0.3407 1.63 6835 0.9325 0.2939
0.2571 1.63 6840 0.9323 0.2952
0.1937 1.63 6845 0.9324 0.2985
0.2983 1.63 6850 0.9327 0.2947
0.3012 1.63 6855 0.9327 0.2957
0.2294 1.64 6860 0.9325 0.2951
0.311 1.64 6865 0.9325 0.2957
0.2376 1.64 6870 0.9328 0.2931
0.2448 1.64 6875 0.9325 0.2951
0.3731 1.64 6880 0.9325 0.2937
0.2295 1.64 6885 0.9324 0.2966
0.3219 1.64 6890 0.9327 0.2965
0.2708 1.64 6895 0.9328 0.2949
0.2143 1.65 6900 0.9328 0.2971
0.2464 1.65 6905 0.9330 0.2952
0.2624 1.65 6910 0.9326 0.2964
0.2551 1.65 6915 0.9327 0.2960
0.3143 1.65 6920 0.9325 0.2948
0.2529 1.65 6925 0.9325 0.2958
0.4136 1.65 6930 0.9327 0.2949
0.3024 1.65 6935 0.9328 0.2952
0.3442 1.66 6940 0.9327 0.2946
0.2603 1.66 6945 0.9325 0.2962
0.1835 1.66 6950 0.9326 0.2966
0.2371 1.66 6955 0.9324 0.2948
0.3403 1.66 6960 0.9328 0.2977
0.2514 1.66 6965 0.9330 0.2947
0.2395 1.66 6970 0.9328 0.2964
0.2067 1.66 6975 0.9326 0.2938
0.2425 1.66 6980 0.9327 0.2942
0.2368 1.67 6985 0.9329 0.2949
0.2785 1.67 6990 0.9331 0.2923
0.3156 1.67 6995 0.9330 0.2950
0.2344 1.67 7000 0.9327 0.2933
0.2721 1.67 7005 0.9329 0.2952
0.2236 1.67 7010 0.9327 0.2923
0.2598 1.67 7015 0.9323 0.2981
0.33 1.67 7020 0.9322 0.2932
0.318 1.68 7025 0.9325 0.2963
0.3588 1.68 7030 0.9329 0.2923
0.2738 1.68 7035 0.9330 0.2952
0.3083 1.68 7040 0.9332 0.2921
0.2638 1.68 7045 0.9329 0.2923
0.2488 1.68 7050 0.9323 0.2960
0.2404 1.68 7055 0.9325 0.2945
0.3125 1.68 7060 0.9323 0.2963
0.3254 1.68 7065 0.9324 0.2977
0.2994 1.69 7070 0.9323 0.2953
0.2263 1.69 7075 0.9325 0.2952
0.295 1.69 7080 0.9324 0.2942
0.3353 1.69 7085 0.9323 0.2983
0.2836 1.69 7090 0.9324 0.2955
0.2967 1.69 7095 0.9321 0.2950
0.2757 1.69 7100 0.9321 0.2956
0.3029 1.69 7105 0.9320 0.2932
0.3111 1.7 7110 0.9326 0.2946
0.2342 1.7 7115 0.9323 0.2942
0.2636 1.7 7120 0.9326 0.2973
0.3056 1.7 7125 0.9326 0.2929
0.2802 1.7 7130 0.9325 0.2948
0.2923 1.7 7135 0.9325 0.2947
0.3342 1.7 7140 0.9323 0.2938
0.25 1.7 7145 0.9323 0.2939
0.2627 1.71 7150 0.9326 0.2924
0.2245 1.71 7155 0.9329 0.2959
0.2483 1.71 7160 0.9328 0.2922
0.226 1.71 7165 0.9330 0.2937
0.2329 1.71 7170 0.9327 0.2934
0.3005 1.71 7175 0.9331 0.2915
0.2842 1.71 7180 0.9332 0.2935
0.2559 1.71 7185 0.9331 0.2903
0.3208 1.71 7190 0.9332 0.2935
0.2586 1.72 7195 0.9329 0.2929
0.2508 1.72 7200 0.9335 0.2922
0.2368 1.72 7205 0.9333 0.2921
0.2157 1.72 7210 0.9333 0.2916
0.2232 1.72 7215 0.9337 0.2913
0.274 1.72 7220 0.9337 0.2904
0.294 1.72 7225 0.9339 0.2892
0.3201 1.72 7230 0.9338 0.2892
0.1936 1.73 7235 0.9340 0.2897
0.221 1.73 7240 0.9343 0.2893
0.2323 1.73 7245 0.9341 0.2897
0.233 1.73 7250 0.9340 0.2892
0.3675 1.73 7255 0.9335 0.2912
0.2524 1.73 7260 0.9336 0.2899
0.3433 1.73 7265 0.9336 0.2929
0.2332 1.73 7270 0.9341 0.2882
0.2833 1.73 7275 0.9338 0.2944
0.2992 1.74 7280 0.9338 0.2887
0.1996 1.74 7285 0.9337 0.2927
0.2547 1.74 7290 0.9337 0.2903
0.2684 1.74 7295 0.9341 0.2894
0.2543 1.74 7300 0.9339 0.2931
0.2505 1.74 7305 0.9337 0.2910
0.2544 1.74 7310 0.9341 0.2913
0.2896 1.74 7315 0.9341 0.2908
0.312 1.75 7320 0.9349 0.2892
0.2036 1.75 7325 0.9344 0.2910
0.3104 1.75 7330 0.9342 0.2890
0.2357 1.75 7335 0.9343 0.2879
0.2848 1.75 7340 0.9344 0.2881
0.2937 1.75 7345 0.9343 0.2894
0.2755 1.75 7350 0.9343 0.2898
0.2014 1.75 7355 0.9343 0.2889
0.1454 1.76 7360 0.9341 0.2867
0.2228 1.76 7365 0.9344 0.2905
0.2396 1.76 7370 0.9346 0.2864
0.2199 1.76 7375 0.9344 0.2872
0.2985 1.76 7380 0.9341 0.2879
0.2936 1.76 7385 0.9340 0.2890
0.2308 1.76 7390 0.9343 0.2885
0.2245 1.76 7395 0.9343 0.2875
0.2466 1.76 7400 0.9345 0.2873
0.2299 1.77 7405 0.9346 0.2887
0.2457 1.77 7410 0.9345 0.2876
0.2524 1.77 7415 0.9343 0.2877
0.3713 1.77 7420 0.9344 0.2878
0.2763 1.77 7425 0.9344 0.2880
0.3774 1.77 7430 0.9346 0.2866
0.2324 1.77 7435 0.9347 0.2900
0.2787 1.77 7440 0.9348 0.2856
0.2729 1.78 7445 0.9345 0.2892
0.2811 1.78 7450 0.9345 0.2868
0.3239 1.78 7455 0.9343 0.2885
0.2751 1.78 7460 0.9342 0.2870
0.2969 1.78 7465 0.9346 0.2881
0.2479 1.78 7470 0.9343 0.2876
0.2086 1.78 7475 0.9347 0.2881
0.3579 1.78 7480 0.9345 0.2902
0.2503 1.78 7485 0.9340 0.2868
0.2089 1.79 7490 0.9344 0.2873
0.27 1.79 7495 0.9344 0.2858
0.211 1.79 7500 0.9345 0.2884
0.3385 1.79 7505 0.9345 0.2861
0.3434 1.79 7510 0.9345 0.2873
0.2229 1.79 7515 0.9344 0.2868
0.2334 1.79 7520 0.9348 0.2859
0.2654 1.79 7525 0.9348 0.2852
0.309 1.8 7530 0.9345 0.2867
0.2597 1.8 7535 0.9344 0.2862
0.3408 1.8 7540 0.9348 0.2887
0.19 1.8 7545 0.9344 0.2870
0.2099 1.8 7550 0.9347 0.2885
0.3036 1.8 7555 0.9345 0.2873
0.2892 1.8 7560 0.9348 0.2884
0.2714 1.8 7565 0.9343 0.2880
0.2681 1.81 7570 0.9342 0.2883
0.1817 1.81 7575 0.9346 0.2873
0.219 1.81 7580 0.9345 0.2861
0.2211 1.81 7585 0.9343 0.2879
0.2662 1.81 7590 0.9342 0.2885
0.2845 1.81 7595 0.9340 0.2886
0.2616 1.81 7600 0.9340 0.2885
0.2966 1.81 7605 0.9345 0.2881
0.3268 1.81 7610 0.9346 0.2859
0.2139 1.82 7615 0.9350 0.2855
0.3182 1.82 7620 0.9347 0.2844
0.2928 1.82 7625 0.9347 0.2849
0.271 1.82 7630 0.9347 0.2855
0.2283 1.82 7635 0.9349 0.2845
0.2674 1.82 7640 0.9350 0.2855
0.2575 1.82 7645 0.9350 0.2830
0.3119 1.82 7650 0.9352 0.2843
0.2784 1.83 7655 0.9353 0.2827
0.2632 1.83 7660 0.9351 0.2854
0.2956 1.83 7665 0.9349 0.2856
0.2088 1.83 7670 0.9347 0.2854
0.2747 1.83 7675 0.9344 0.2858
0.3429 1.83 7680 0.9343 0.2858
0.3091 1.83 7685 0.9349 0.2855
0.1602 1.83 7690 0.9346 0.2858
0.2362 1.84 7695 0.9348 0.2870
0.2171 1.84 7700 0.9348 0.2840
0.2262 1.84 7705 0.9350 0.2871
0.2764 1.84 7710 0.9348 0.2839
0.3021 1.84 7715 0.9348 0.2871
0.2355 1.84 7720 0.9348 0.2855
0.262 1.84 7725 0.9350 0.2849
0.2847 1.84 7730 0.9350 0.2850
0.2588 1.84 7735 0.9350 0.2851
0.262 1.85 7740 0.9349 0.2858
0.2758 1.85 7745 0.9345 0.2869
0.3161 1.85 7750 0.9347 0.2849
0.3249 1.85 7755 0.9348 0.2856
0.2534 1.85 7760 0.9351 0.2850
0.2981 1.85 7765 0.9349 0.2858
0.309 1.85 7770 0.9350 0.2856
0.2897 1.85 7775 0.9351 0.2864
0.1735 1.86 7780 0.9351 0.2849
0.1797 1.86 7785 0.9350 0.2853
0.2605 1.86 7790 0.9351 0.2862
0.2655 1.86 7795 0.9350 0.2854
0.2789 1.86 7800 0.9348 0.2854
0.2278 1.86 7805 0.9347 0.2880
0.3469 1.86 7810 0.9348 0.2857
0.283 1.86 7815 0.9351 0.2860
0.2432 1.86 7820 0.9354 0.2836
0.1786 1.87 7825 0.9352 0.2879
0.303 1.87 7830 0.9351 0.2839
0.2373 1.87 7835 0.9351 0.2869
0.2597 1.87 7840 0.9347 0.2829
0.2158 1.87 7845 0.9350 0.2843
0.2576 1.87 7850 0.9348 0.2819
0.2434 1.87 7855 0.9350 0.2842
0.2589 1.87 7860 0.9351 0.2852
0.2299 1.88 7865 0.9349 0.2859
0.2257 1.88 7870 0.9349 0.2847
0.3542 1.88 7875 0.9349 0.2845
0.2813 1.88 7880 0.9351 0.2839
0.218 1.88 7885 0.9351 0.2876
0.2391 1.88 7890 0.9346 0.2844
0.2474 1.88 7895 0.9349 0.2844
0.2499 1.88 7900 0.9350 0.2853
0.2658 1.89 7905 0.9350 0.2847
0.3133 1.89 7910 0.9348 0.2844
0.3396 1.89 7915 0.9354 0.2837
0.2064 1.89 7920 0.9352 0.2829
0.2374 1.89 7925 0.9329 0.2890
0.2261 1.89 7930 0.9326 0.2892
0.3486 1.89 7935 0.9341 0.2873
0.2494 1.89 7940 0.9352 0.2833
0.3664 1.89 7945 0.9349 0.2871
0.1872 1.9 7950 0.9346 0.2835
0.2787 1.9 7955 0.9352 0.2831
0.2443 1.9 7960 0.9352 0.2850
0.278 1.9 7965 0.9355 0.2836
0.2603 1.9 7970 0.9352 0.2854
0.2515 1.9 7975 0.9351 0.2841
0.2826 1.9 7980 0.9354 0.2829
0.2269 1.9 7985 0.9355 0.2844
0.2573 1.91 7990 0.9351 0.2844
0.2764 1.91 7995 0.9352 0.2853
0.2925 1.91 8000 0.9354 0.2832
0.3017 1.91 8005 0.9352 0.2843
0.2556 1.91 8010 0.9352 0.2852
0.2702 1.91 8015 0.9349 0.2826
0.2614 1.91 8020 0.9352 0.2849
0.3232 1.91 8025 0.9349 0.2851
0.304 1.91 8030 0.9360 0.2822
0.2764 1.92 8035 0.9356 0.2830
0.3213 1.92 8040 0.9356 0.2808
0.3102 1.92 8045 0.9357 0.2805
0.2163 1.92 8050 0.9356 0.2802
0.3244 1.92 8055 0.9355 0.2833
0.3019 1.92 8060 0.9359 0.2808
0.2562 1.92 8065 0.9360 0.2817
0.2242 1.92 8070 0.9356 0.2795
0.249 1.93 8075 0.9356 0.2824
0.2265 1.93 8080 0.9358 0.2796
0.3009 1.93 8085 0.9362 0.2835
0.3131 1.93 8090 0.9357 0.2826
0.2781 1.93 8095 0.9360 0.2826
0.2259 1.93 8100 0.9358 0.2828
0.2635 1.93 8105 0.9355 0.2816
0.2681 1.93 8110 0.9356 0.2842
0.2496 1.94 8115 0.9357 0.2813
0.2641 1.94 8120 0.9359 0.2814
0.2679 1.94 8125 0.9359 0.2811
0.2288 1.94 8130 0.9358 0.2804
0.2927 1.94 8135 0.9356 0.2813
0.2222 1.94 8140 0.9355 0.2829
0.2598 1.94 8145 0.9352 0.2814
0.3166 1.94 8150 0.9354 0.2818
0.2416 1.94 8155 0.9353 0.2800
0.2656 1.95 8160 0.9353 0.2826
0.2904 1.95 8165 0.9358 0.2821
0.2339 1.95 8170 0.9359 0.2808
0.2274 1.95 8175 0.9356 0.2810
0.3478 1.95 8180 0.9354 0.2819
0.2349 1.95 8185 0.9357 0.2830
0.4104 1.95 8190 0.9357 0.2802
0.2267 1.95 8195 0.9359 0.2817
0.3282 1.96 8200 0.9359 0.2795
0.2085 1.96 8205 0.9358 0.2803
0.2935 1.96 8210 0.9359 0.2798
0.2906 1.96 8215 0.9359 0.2813
0.2919 1.96 8220 0.9358 0.2797
0.3792 1.96 8225 0.9358 0.2833
0.2575 1.96 8230 0.9358 0.2838
0.2196 1.96 8235 0.9360 0.2802
0.1805 1.96 8240 0.9360 0.2808
0.2395 1.97 8245 0.9358 0.2826
0.2128 1.97 8250 0.9357 0.2846
0.2053 1.97 8255 0.2800 0.9356
0.2353 1.97 8260 0.2826 0.9359
0.3284 1.97 8265 0.2819 0.9359
0.2298 1.97 8270 0.2816 0.9357
0.2534 1.97 8275 0.2805 0.9360
0.2407 1.97 8280 0.2820 0.9363
0.24 1.98 8285 0.2815 0.9366
0.1789 1.98 8290 0.2805 0.9362
0.2886 1.98 8295 0.2813 0.9360
0.1653 1.98 8300 0.2805 0.9359
0.3053 1.98 8305 0.2832 0.9357
0.3404 1.98 8310 0.2814 0.9357
0.2405 1.98 8315 0.2806 0.9361
0.2851 1.98 8320 0.2822 0.9357
0.2401 1.99 8325 0.2817 0.9359
0.2178 1.99 8330 0.2851 0.9358
0.2899 1.99 8335 0.2835 0.9356
0.2336 1.99 8340 0.2823 0.9358
0.2892 1.99 8345 0.2829 0.9360
0.2735 1.99 8350 0.2827 0.9360
0.2439 1.99 8355 0.2818 0.9358
0.223 1.99 8360 0.2849 0.9359
0.2457 1.99 8365 0.2828 0.9357
0.272 2.0 8370 0.2827 0.9357
0.2841 2.0 8375 0.2828 0.9357
0.2598 2.0 8380 0.2822 0.9356
0.2225 2.0 8385 0.2823 0.9355

Framework versions

  • Transformers 4.19.0.dev0
  • Pytorch 1.11.0+cu113
  • Datasets 2.1.0
  • Tokenizers 0.12.1

Citation

    @misc{storhaug2023efficient,
        title={Efficient Avoidance of Vulnerabilities in Auto-completed Smart Contract Code Using Vulnerability-constrained Decoding}, 
        author={André Storhaug and Jingyue Li and Tianyuan Hu},
        year={2023},
        eprint={2309.09826},
        archivePrefix={arXiv},
        primaryClass={cs.CR}
    }
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Dataset used to train andstor/gpt-j-6B-smart-contract

Evaluation results

  • Accuracy on andstor/smart_contracts inflated_plain_text
    self-reported
    0.917