Analysis of SATD in Dockerfiles shows 27% of admissions and 40% of repayments are coupled to non-Dockerfile artifacts, with coupled events repaid faster overall and external dependencies as a key trigger.
Empirical Software Engineering28(3), 65 (2023)
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Curates 341k SATD items from 1k Apache repos, analyzes effort differences by debt type, and shows BERT/TextCNN models predict repayment effort from text better than traditional ML baselines.
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Beyond the Tip of the Iceberg: Understanding SATD in Dockerfiles through the Lens of Co-evolution
Analysis of SATD in Dockerfiles shows 27% of admissions and 40% of repayments are coupled to non-Dockerfile artifacts, with coupled events repaid faster overall and external dependencies as a key trigger.
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Text Tells the Cost: Predicting and Analyzing Repayment Effort of Self-Admitted Technical Debt
Curates 341k SATD items from 1k Apache repos, analyzes effort differences by debt type, and shows BERT/TextCNN models predict repayment effort from text better than traditional ML baselines.