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title
Summary
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Evaluating the Impact of Experimental Assumptions in Automated Fault Localization
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Debugging Assumptions
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2026-02-23 15:23:07
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Summary | Debugging Assumptions Debugging Assumptions Evaluating the Impact of Experimental Assumptions in Automated Fault Localization Summary Much research on automated program debugging often assumes that bug fix location(s) indicate the faults’ root causes and that root causes of faults lie within single code elements (statements). It is also often assumed that the number of statements a developer would need to inspect before finding the first faulty statement reflects debugging effort. Although intuitive, these three assumptions are typically used (55% of experiments in surveyed publications make at least one of these three assumptions) without any consideration of their effects on the debugger’s effectiveness and potential impact on developers in practice. To deal with this issue, we perform controlled experimentation, split testing in particular, using 352 bugs from 46 open-source C programs, 19 Automated Fault Localization (AFL) techniques (18 statistical debugging form...
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