most citedThe Impact of LLM-Assistants on Software Developer Productivity: A Systematic Review and Mapping Study

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cs.HC2026

Same Project, Different Start: How Contribution Events Shape Activity and Retention in Open Source

Mohamed Ouf, Mariam Guizani

Open source projects depend on newcomers who stay, yet most leave after a single contribution. Contribution events such as Google Summer of Code, LFX Mentorship, Hacktoberfest, and…