A prototype Vibe Compiler maps vague research ideas onto a 16-parameter paper ontology, reports missing logical slots as questions, and its authors used it to write the paper, claiming content, not prompting, drives LLM reasoning.
Research Studies on Learning and Teaching of Mathematics , editor =
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Vibe Compiler: A Research-Logic Synthesis Tool That Runs without Prompt Engineering -Toward Enhancing Metacognition for Sustaining Agency in the Age of Generative AI-
A prototype Vibe Compiler maps vague research ideas onto a 16-parameter paper ontology, reports missing logical slots as questions, and its authors used it to write the paper, claiming content, not prompting, drives LLM reasoning.