fse-artifact-evaluation

GitHub

指导如何为FSE会议准备ACM Artifact Review包,涵盖徽章获取、评估者检查重点及打包规范。

FSE-Skills/skills/fse-artifact-evaluation/SKILL.md brycewang-stanford/Awesome-Journal-Skills

Trigger Scenarios

需要提交FSE会议Artifact 准备ACM徽章申请材料 配置可复现的科研环境

Install

npx skills add brycewang-stanford/Awesome-Journal-Skills --skill fse-artifact-evaluation -g -y
More Options

Non-standard path

npx skills add https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/FSE-Skills/skills/fse-artifact-evaluation -g -y

Use without installing

npx skills use brycewang-stanford/Awesome-Journal-Skills@fse-artifact-evaluation

指定 Agent (Claude Code)

npx skills add brycewang-stanford/Awesome-Journal-Skills --skill fse-artifact-evaluation -a claude-code -g -y

安装 repo 全部 skill

npx skills add brycewang-stanford/Awesome-Journal-Skills --all -g -y

预览 repo 内 skill

npx skills add brycewang-stanford/Awesome-Journal-Skills --list

SKILL.md

Frontmatter
{
    "name": "fse-artifact-evaluation",
    "description": "Use when packaging an ESEC\/FSE artifact for the ACM Artifact Review and Badging scheme (Artifacts Available, Evaluated Functional and Reusable, Results Reproduced), covering what SIGSOFT evaluators check first, DOI-issuing archives, evaluator-proof documentation, and the separate post-acceptance artifact deadline."
}

FSE Artifact Evaluation

Use this for the artifact track. FSE follows the ACM Artifact Review and Badging scheme, and the artifact evaluation is a separate, post-acceptance process with its own deadline. Two things to internalize: badges are earned by evaluators actually using your package, and the review artifact (anonymized, for the paper's reviewers) is not the same deliverable as the badge artifact (de-anonymized, permanently archived).

The ACM badges (verify the current set and names)

Badge What it certifies What earns it
Artifacts Available The artifact is permanently, publicly retrievable Deposit in a DOI-issuing archive (Zenodo, figshare, Software Heritage)
Artifacts Evaluated - Functional The artifact runs and does what the paper says A clean-machine install, a demo, and documented expected outputs
Artifacts Evaluated - Reusable Others can build on it The Functional bar plus careful docs, structure, and licensing
Results Reproduced An evaluator reproduced the paper's key results A turnkey path from the artifact to the headline numbers

Available is a low-cost, high-value badge (archive the package); Functional/Reusable/Reproduced require the evaluator's own run to succeed, so the failure mode is always "did not run on their machine," never "the idea was weak."

What SIGSOFT evaluators open first

Claim type First thing inspected Common failure caught
A tool/technique The README and one install/run command Undocumented dependencies; only-works-on-authors'-laptop
An empirical study The scripts that turn data into the paper's tables Numbers in the PDF that no script reproduces
A mined dataset The extraction scripts + the extracted data Query shipped, data missing; provenance unpinned
An LLM-based result Cached prompts/outputs + model IDs Requires live API keys; not reproducible

Assume an evaluator gives your package a bounded time budget on a clean machine. Design for the first ten minutes to succeed.

Packaging plan

[Container]   ship a Dockerfile or a pinned environment (requirements/lockfile); avoid
              "install these 40 things by hand"
[README]      one-screen orientation: what it is, how to install, how to run the demo, how to
              reproduce each claim, expected runtime and outputs
[Mapping]     an explicit table: paper claim -> script -> expected result
[Data]        the extracted dataset itself (or documented access), not just the query
[Provenance]  repo SHAs, extraction dates, model IDs/dates, seeds
[License]     an OSI-approved license so the artifact can be badged Reusable
[Archive]     deposit in a DOI-issuing repository for the Available badge

Anonymized review artifact vs. badge artifact

  • At submission: the artifact is anonymized for the paper's reviewers — no owner strings, cluster paths, lab names, or identity-revealing links, and no live repository that discloses authors.
  • After acceptance: replace anonymized placeholders with the public, licensed, DOI-issuing archive; this is the version the artifact evaluators badge and the camera-ready cites.

Worked vignette: packaging a detection tool + study

A paper contributes a defect-detection tool and an empirical evaluation. To target Reusable and Reproduced: ship a Docker image with the tool pre-built; a run_demo.sh that detects on a small bundled project in under a minute; a reproduce/ directory whose scripts regenerate each table from logged results; a claim-to-script mapping table in the README; the extracted evaluation dataset with pinned SHAs; and an MIT/Apache license. State honestly which results are turnkey and which need the full (slow) dataset run.

Calibration

  • The artifact deadline is after acceptance and independent of the camera-ready; do not conflate them.
  • Badge names, the exact set offered, and whether evaluation is single- or double-anonymous vary by cycle — confirm on the current artifact-track call.

Output format

[Target badges] Available / Functional / Reusable / Reproduced
[Artifact role] anonymized review artifact / public badge artifact
[Contents] <tool/data/scripts/provenance/license>
[Ten-minute test] does install + demo succeed on a clean machine? yes/no
[Claim mapping] <claim -> script -> expected result present? yes/no>
[Fixes before upload] <ordered list>

Version History

  • 9f86f09 Current 2026-07-19 15:45

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