Author

Machi Shimmei

2 papers indexed here

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Preprint Aug 2026

Vibe Compiler: A Research-Logic Synthesis Tool That Runs without Prompt Engineering -Toward Enhancing Metacognition for Sustaining Agency in the Age of Generative AI-

The Vibe Compiler is presented, a research-logic compiler that helps researchers turn vague intuitions into coherent research logic and implements the type in which the AI probes its own synthesized output, itself driven by the user's Vibes, and thereby stimulates human metacognition.

R. Mizoguchi, Tomoki Aburatani, Kento Koike et al. · 0 citations

Open access Jul 2026

How Well Does AI-Generated Feedback Work? Intrinsic and Extrinsic Evaluation across more than 20,000 EFL Essay Drafts

This study examines feedback in English as a Foreign Language (EFL) writing contexts, focusing on written corrective feedback (WCF). Large language models (LLMs) can provide WCF at scale, but aligning them with pedagogical best practices remains an ongoing challenge. WCF meeting criteria like factuality or relevance ma...

Steven Coyne, Diana Galván-Sosa, Ryan Spring et al. · arXiv.org · 0 citations