技能创建器
skill-creator
创建、改进和评估自定义技能,把专业流程转化为可重复使用的 AI 能力。
ase-reproducibility【数据与研究】Use when building the open-science and reproducibility story for an ASE (IEEE/ACM Automated Software Engineering) submission, covering the mandatory Data Availability Statement, anonymized-but-runnable tools, tool and subject-system provenance pinning, cached LLM outputs, and staging for the ACM Available/Reusable artifact badges.
独立 GitHub 快照 · 自动分类 · 以原作者文档为准
Build the reproducibility story at data-collection time, not at submission. ASE requires a mandatory Data Availability Statement in the paper and expects an anonymized, runnable artifact at review time; automated-SE artifacts are usually tools, so "runnable" means a reviewer can actually execute the automation on stated subjects. What is not pinned when you collect it cannot be reconstructed later.
/home/<you>/, institutional URLs).For the tool:
For subject systems and datasets:
For LLM-based components:
| Failure | Consequence | Prevention |
|---|---|---|
| Tool needs your exact machine | Reviewers cannot run it; artifact fails | Container/lockfile + minimal run path |
| Subjects unpinned (branch, not SHA) | Numbers cannot be reproduced | Record SHAs + extraction date at collection |
| LLM outputs uncached | Re-runs drift; comparison invalid | Cache outputs; record model IDs/dates |
| Data Availability outside the 10 pages | Policy violation | Place it after Conclusions, inside the budget |
| Identity leak in artifact | Anonymity violation | Scrub owner/metadata; re-host anonymized |
The submission-time artifact and the post-acceptance badge artifact are the same package matured.
ASE offers Artifacts Available and Artifacts Reusable badges (ACM scheme); staging for them
now avoids a scramble later (see ase-artifact-evaluation):
[Data Availability] present, after Conclusions, inside 10pp? matches the archive?
[Tool] commit pinned, deps versioned, container/lockfile, minimal run path?
[Subjects/data] SHAs + extraction date + selection/labeling protocol recorded?
[LLM] model IDs/dates, prompts, cached outputs?
[Anonymity] owner/metadata scrubbed; anonymized re-host?
[Badge readiness] Available (DOI+license) / Reusable (docs+run path) staged?