SOURCE-LINKED INTELLIGENCE
IdeaAMBIG: Benchmarking Implementation-Critical Gaps in Research-Idea Specifications
A research idea may be novel, coherent, and scientifically plausible, yet its proposed method may remain insufficiently specified for faithful implementation. We study the codification readiness of implementation-facing research-method specifications, defined by whether they provide sufficient methodological information for a competent implementer or coding agent to construct the intended method without unsupported assumptions. We construct evidence-grounded specifications and their supported resolutions from papers, codebases, issue threads, and reproduction artifacts. We introduce IdeaAMBIG,
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Evidence & attribution
- arXiv · AI, language, vision and robotics · 2026-09-09T17:59:04.000Z
First collected: 2026-09-20T19:12:12.556Z. This is not the publication date.