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TestRank: Bringing Order into Unlabeled Test Instances for Deep Learning Tasks [article]

Yu Li, Min Li, Qiuxia Lai, Yannan Liu, Qiang Xu
2021 arXiv   pre-print
In this paper, we propose a novel test prioritization technique that brings order into the unlabeled test instances according to their bug-revealing capabilities, namely TestRank.  ...  Deep learning (DL) has achieved unprecedented success in a variety of tasks.  ...  Finally, we rank the unlabeled test instances in a descending order based on their bug revealing capability. Under the given budget, we select the top ones to label and test.  ... 
arXiv:2105.10113v1 fatcat:jbu6try4ivbwbowjiaxnovaioq