一作ACL 2026Findings· Findings of ACL
From If-Statements to ML Pipelines: Revisiting Bias in Code-Generation
Minh Duc Bui · Xenia Heilmann · Mattia Cerrato · Manuel Mager · Katharina von der Wense
摘要
Prior work evaluates code generation bias primarily through simple conditional statements, which represent only a narrow slice of real-world programming and reveal solely overt, explicitly encoded bias. We demonstrate that this approach dramatically underestimates real-world bias by examining a m...