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Li-Ran Wang

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Book Open access Oct 2026

From Bytes to Semantics: LLM-Agent-Driven Commit Message Generation for Non-Code Assets

Modern software projects increasingly version binary assets alongside source code—files that encode semantic logic authored by engineers yet are stored as opaque blobs by version control systems. Such assets appear across diverse domains: gameplay logic in game engines, circuit designs in EDA tools, and scene hierarchi...

Li-Ran Wang, Zhou-Jun Li · 0 citations
Book Open access Oct 2026

From Bytes to Semantics: LLM-Agent-Driven Commit Message Generation for Non-Code Assets

Modern software projects increasingly version binary assets alongside source code—files that encode semantic logic authored by engineers yet are stored as opaque blobs by version control systems. Such assets appear across diverse domains: gameplay logic in game engines, circuit designs in EDA tools, and scene hierarchi...

Li-Ran Wang, Zhou-Jun Li · 0 citations

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