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Replication package for "Learning Realistic Mutations: Bug Creation for Neural Bug Detectors"

integration_instructionsResearch softwarekeyboard_double_arrow_right Software 04 Oct 2021Publisher:Zenodo
Authors: Cedric Richter; Heike Wehrheim;

doi: 10.5281/zenodo.5547852 , 10.5281/zenodo.5884605 , 10.5281/zenodo.5547853

Replication package for "Learning Realistic Mutations: Bug Creation for Neural Bug Detectors"

Abstract

This package includes implementation and model checkpoints needed for replicating the experiments in "Learning Realistic Mutations: Bug Creation for Neural Bug Detectors". - contextual_mutants.zip - Contains all implementation for contextual mutations and the training of bug detectors - checkpoints.tar.gz - Contains model checkpoints for different bug types trained on various types of mutants Model configuration for Checkpoints: Model Size: great (Transformer, 6 layer, 512 hidden, 2048 FFN, 8 heads, Sinoid position embedding) Learning rate: 1e-4, Batch size 12.50K tokens, 100 epochs a 250K samples

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popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
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influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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