cs.AI updates on arXiv.org 10月07日 12:15
开源插件Code4MeV2助力AI代码补全研究
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本文介绍了开源代码补全插件Code4MeV2,旨在解决AI代码补全工具用户交互数据封闭的问题,推动学术研究。Code4MeV2支持JetBrains IDEs,具有代码补全和上下文感知助手功能,提供透明数据收集框架,实现可复现研究和大规模数据分析。

arXiv:2510.03755v1 Announce Type: cross Abstract: The adoption of AI-powered code completion tools in software development has increased substantially, yet the user interaction data produced by these systems remain proprietary within large corporations. This creates a barrier for the academic community, as researchers must often develop dedicated platforms to conduct studies on human--AI interaction, making reproducible research and large-scale data analysis impractical. In this work, we introduce Code4MeV2, a research-oriented, open-source code completion plugin for JetBrains IDEs, as a solution to this limitation. Code4MeV2 is designed using a client--server architecture and features inline code completion and a context-aware chat assistant. Its core contribution is a modular and transparent data collection framework that gives researchers fine-grained control over telemetry and context gathering. Code4MeV2 achieves industry-comparable performance in terms of code completion, with an average latency of 200~ms. We assess our tool through a combination of an expert evaluation and a user study with eight participants. Feedback from both researchers and daily users highlights its informativeness and usefulness. We invite the community to adopt and contribute to this tool. More information about the tool can be found at https://app.code4me.me.

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Code4MeV2 AI代码补全 开源插件 学术研究
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