CIAO uses LLMs to generate standards-based system-level software architecture documentation from code repositories, with a developer study showing it is generally valuable, comprehensible, and accurate.
Technical debt: From metaphor to theory and practice.IEEE Software.2012;29(6):18–21
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A systematic literature review summarizing the shift in SATD detection from heuristic keyword methods to ML, DL, and Transformer models, along with performance trends and open challenges like dataset heterogeneity.
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CIAO - Code In Architecture Out - Automated Software Architecture Documentation with Large Language Models
CIAO uses LLMs to generate standards-based system-level software architecture documentation from code repositories, with a developer study showing it is generally valuable, comprehensible, and accurate.
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Self-Admitted Technical Debt Detection Approaches: A Decade Systematic Review
A systematic literature review summarizing the shift in SATD detection from heuristic keyword methods to ML, DL, and Transformer models, along with performance trends and open challenges like dataset heterogeneity.