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Preprint Sep 2026

CoCoRerank: Towards Conventional Commit Message Generation by Component and Candidate Consistency Reranking

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...

Shao-Peng Jia, Ya-Li Du, Ming Li · 0 citations
#machine learning Preprint Sep 2026

On the Lexical Superstition of Large Language Models for Code Comprehension: Re-evaluation on Code of Low Lexical Quality

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

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