Individual skill
baseline-comparison-audit
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 wrong (HP-DELTA-ERROR, cross-row form only). A versioned per-domain baseline profile + a live leaderboard/recency search are assembled by the EXECUTOR as structured facts; a fresh cross-model reviewer (gpt-5.6-sol xhigh, read-only, fresh thread per dimension) PROPOSES findings, each span-anchored to a ledger claim_id; tools/adjudicate_findings.py DECIDES the verdict. Works at L0 (stated comparisons) and deepens at L2 (configs/result files). A completeness question it cannot settle internally becomes needs_external_check, never a guessed missing baseline. Emits baseline-comparison-audit.findings.json; computes NO verdict. Detect-only. Triggers: "baseline audit", "missing baselines", "is the comparison fair", "weak baseline", "baseline 误报", "SOTA earned?".
skills/baseline-comparison-audit/SKILL.md
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- ai-generated-content Repository topic
- ai-scientist Repository topic
- autoresearch Repository topic
- forensics Repository topic
- llm-agents Repository topic
- peer-review Repository topic
- research-integrity Repository topic
- ai-research Repository topic
- aris Repository topic
- claude Repository topic
- security Derived category
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# 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.)
