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baseline-comparison-audit SKILL.md skillA

baseline-comparison-audit from wanshuiyin/anti-autoresearch is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned

mdr add wanshuiyin/anti-autoresearch/baseline-comparison-audit@git:20260810.98a75fc

Pins git:20260810.98a75fc in mdr.lock. Pin the fingerprint instead.

Audit grade: A, 17 of 17 checks passed
Kind: SKILL.md skill
Repository: wanshuiyin/anti-autoresearch
Path: skills/baseline-comparison-audit/SKILL.md
Versions recorded: 5
Latest version: git:20260810.98a75fc, committed Aug 10, 2026
First version recorded: Jun 27, 2026
Size: 62,322 bytes
Repository stars: 179
License: MIT

Audit whether a paper's baseline comparisons are COMPLETE, FAIR, and SIGNIFICANT: a required recent SOTA baseline is missing while 'best/SOTA' is claimed (HP-MISSING-BASELINE); a baseline is undertuned / given less compute-tuning-data, run at a mismatched config, or the equal-budget ablation-as-baseline is absent (HP-WEAK-BASELINE); 'outperforms' is asserted over overlapping error bars or with no variance/seeds (HP-SIG-OVERLAP); and a cross-row 'improves over baseline by X%' is arithmetically…

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# Baseline Comparison Audit — is the comparison complete, fair, and significant?

Audit baseline-comparison integrity for: **$ARGUMENTS** (requires `claims.json`
from `/evidence-ledger`). Emit span-anchored `baseline-comparison-audit.findings.json`.
This skill computes **no verdict**.

> 🔒 **Do not wrap this skill in `/loop`, `/schedule`, or `CronCreate`.** It is
> verdict-bearing input — it proposes the findings the deterministic adjudicator
> turns into the report. Re-firing it on a wall-clock timer adds no signal: its
> output changes only when the **paper / ledger** (or the live leaderboard it
> cross-checks) changes, not with the clock. Schedule the *external wait that
> precedes it* — ledger built → audit **once**. (Mirrors ARIS's external-cadence
> doctrine.)

> Adapted from ARIS `paper-claim-audit` — its **scope-overclaim** and
> **delta-arithmetic** checks, reframed from "paper vs result files" to **"is the
> SOTA claim earned, and is the comparison a fair fight?"** — plus a per-domain
> baseline profile and a completeness / fairness / significance split. A favourite
> autoresearch shortcut is to claim SOTA while omitting the obvious recent baseline,
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint

mdr add wanshuiyin/anti-autoresearch/baseline-comparison-audit@sha256:d706bd83830c91a7

The line at the top of this page pins the label git:20260810.98a75fc, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

[![mdr](https://markdownregistry.com/badge/art_rmb6fwjvpcbwqmvf.svg)](https://markdownregistry.com/a/art_rmb6fwjvpcbwqmvf)

5 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 5 versions of this file, between Jun 27, 2026 and Aug 10, 2026, about one every 11 days.

version	committed	commit	size	audit
git:20260810.98a75fc latest	2026-08-10	98a75fc	62,322 B	A	view · diff
git:20260710.16f7480	2026-07-10	16f7480	62,455 B	A	view · diff
git:20260710.a1a963f	2026-07-10	a1a963f	62,116 B	A	view · diff
git:20260628.b35080d	2026-06-28	b35080d	61,691 B	A	view · diff
git:20260627.25f5501	2026-06-27	25f5501	61,691 B	A	view

Audit of the latest version

A 17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.

pass: Frontmatter block present
pass: Frontmatter declares a name
pass: Frontmatter declares a description
pass: Size between 200 bytes and 200 KB (62322 bytes)
pass: No zero-width or bidi control characters
pass: No instruction hidden inside an HTML comment
pass: No link to an exfiltration or paste host
pass: No credential-shaped string
pass: No instruction to send local credentials anywhere
pass: No text hidden with inline styles
pass: No prompt-injection phrasing
pass: No curl or wget piped into a shell
pass: No recursive delete of root, home or parent
pass: No instruction to read or print local credentials
pass: No base64 blob over 200 characters
pass: No link to a raw IP address
pass: No script tag

Source

GitHub

wanshuiyin/anti-autoresearch · 179 stars · license MIT · pushed 2026-10-30 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_rmb6fwjvpcbwqmvf
GET https://markdownregistry.com/api/v1/resolve?ref=wanshuiyin/anti-autoresearch/baseline-comparison-audit
GET https://markdownregistry.com/api/v1/blob/d706bd83830c91a7e02cf343708bf48d06c86c8f45a056b5c0b61ddede331e70

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.