Commit messages are essential for understanding software changes, yet automatic commit message generation typically treats a message as an unstructured text sequence. This limits its ability to support standardized development workflows, where commit messages are often expected to follow the Conventional Commits Specif...
Face/Off is introduced, a semantics-preserving identifier-renaming framework, and progressive naming conditions across multiple models and code-comprehension tasks are evaluated, revealing a systematic vulnerability in how current LLMs balance lexical cues against program structure.
Xin-Peng Shen, San-Zhuo Xi, Ya-Li Du et al.· 0 citations
This work proposes CIT-CAD, a framework that infers a Constraint Intent Tree (CIT) from the input description to represent the intended entities, hierarchy, operations, and relations in CAD code generation and defines expected constraints for verification.
Ya-Li Du, Hui Sun, San-Zhuo Xi et al.· 1 citation
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