Audit the evidence supporting each claim and write gaps/concerns into `output/MISSING_EVIDENCE.md`. **Trigger**: evidence audit, missing evidence, unsupported claims, 审稿证据审计, 证据缺口. **Use when**: peer review 流程中,需要逐条检查 claim 的证据链、缺 baseline、评测薄弱点。 **Skip if**: 缺少 claims 输入(例如还没有 `output/CLAIMS.md`)。 **Network**: none. **Guardrail**: 只写“缺口/风险/下一步验证”,不要替作者补写论述或引入新主张。
Scanned 2/12/2026
Install via CLI
openskills install WILLOSCAR/research-units-pipeline-skills---
name: evidence-auditor
description: |
Audit the evidence supporting each claim and write gaps/concerns into `output/MISSING_EVIDENCE.md`.
**Trigger**: evidence audit, missing evidence, unsupported claims, 审稿证据审计, 证据缺口.
**Use when**: peer review 流程中,需要逐条检查 claim 的证据链、缺 baseline、评测薄弱点。
**Skip if**: 缺少 claims 输入(例如还没有 `output/CLAIMS.md`)。
**Network**: none.
**Guardrail**: 只写“缺口/风险/下一步验证”,不要替作者补写论述或引入新主张。
---
# Evidence Auditor (peer review)
Goal: for each claim, either (a) point to the supporting evidence in the manuscript, or (b) write a concrete gap with an actionable fix.
## Inputs
- `output/CLAIMS.md`
## Outputs
- `output/MISSING_EVIDENCE.md`
## Output format (recommended)
For each claim:
- `Claim`: copy the claim text
- `Evidence present`: what the paper provides (experiments/theory/citations)
- `Gap / concern`: what is missing or weak
- `Minimal fix`: the smallest additional evidence that would address the gap
- `Severity`: `major` | `minor` (optional)
## Workflow
1. Iterate claims in `output/CLAIMS.md`.
2. For empirical claims, check:
- dataset/task definition is clear
- baselines are appropriate
- evaluation protocol is valid
- ablations/sensitivity analyses exist where needed
3. For conceptual claims, check:
- definitions are unambiguous
- assumptions are stated
- claims do not exceed what is argued
4. Write `output/MISSING_EVIDENCE.md` as a list of claim-by-claim entries.
## Definition of Done
- [ ] Every claim from `output/CLAIMS.md` has an evidence note or a gap item.
- [ ] “Fix” items are actionable (what to add, not “more experiments”).
## Troubleshooting
### Issue: you cannot locate the evidence in the paper
**Fix**:
- Mark the claim as “evidence not locatable” and ask for a clearer source pointer (or re-extract claims with better pointers).
### Issue: the audit starts proposing new claims
**Fix**:
- Stop; only critique what exists in `output/CLAIMS.md` and the manuscript.
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