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Hao-Yu Wang

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#artificial intelligence Preprint Oct 2026

CONTRA: Discovering and Qualifying Behavior-Changing Questions for Selective Clarification in LLM Code Generation

Coding agents can generate code that appears correct but implements behavior the user never intended. This mismatch can arise when an agent silently resolves underspecified requirements through its own assumptions. As subsequent development builds on these assumptions, correcting the resulting behavior can become incre...

Zheng Fang, Yong-Ming Li, Yi-Chang Zhang et al. · 0 citations

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