IdeaAMBIG: Benchmarking Implementation-Critical Gaps in Research-Idea Specifications

  • 类型:arxiv
  • 标识:2609.10539
  • 链接:https://arxiv.org/abs/2609.10539
  • 主分类:evaluation
  • 形态:benchmark
  • TLDR: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,
  • 待LLM分类:否
  • 标题中文:IdeaAMBIG:研究构想规范中面向实现的关键缺口基准
  • TLDR中文:一个研究构想可能新颖、连贯且科学合理,但其方法仍可能因细节不足而难以忠实实现。我们研究面向实现的研究方法规范的编码就绪度,定义为是否提供足够的方法学信息,使称职的实现者或编码 Agent 能在无未支持假设的前提下构建目标方法。我们基于论文、代码库、issue 讨论与复现工件构建了基于证据的规范及其支持性消解方案。我们提出 IdeaAMBIG…
  • 来源文件
  • /inbox/tom/_candidates/2026-09-12-agent-rag-longcontext-candidates.json