majiayu000 /verify-claims — Chain-of-Verification on a Draft
Fact-check a draft using the Post-Flight Verification protocol (.claude/rules/post-flight-verification.md).
Input: $ARGUMENTS — path to a file containing the draft (markdown, .qmd, .tex, .md) or a shorthand pointer. Optional flags:
--source <path-or-url>— one or more source-material pointers (repeat for multiple). If omitted, the skill infers from context (e.g., papers referenced, cited arXiv URLs).--no-fail-closed— downgrade FAIL outcomes to warnings without regeneration. Use sparingly.
When to pick this skill
/verify-claims(this skill) — ad-hoc fact-checking on any draft or text block the user hands you. One-shot, user-invoked.- Other skills that auto-run Post-Flight internally (
/lit-review,/research-ideation,/respond-to-referees,/review-paper --peer) — no need to call this separately; they already run it. /proofread— grammar, typos, overflow. Different lens./review-paper(default mode) — full manuscript review, not just claim verification./validate-bib— checks citations exist and are well-formed (structural + DOI). This skill checks they hold (the cited paper supports the attributed claim). Complementary — run both before submission.
How it works
Implements the 4-step CoVe loop from Dhuliawala et al. 2023 (arXiv:2309.11495), with architectural enforcement of the fresh-context independence trick.
Phase 0 — Pre-Flight
Confirm:
- Draft file exists and is readable
- At least one source pointer available (either
--sourceor auto-detected from draft) claim-verifieragent file exists at.claude/agents/claim-verifier.md
If any fail → surface the failure, do NOT proceed.
Phase 1 — Extract claims
Read the draft. Identify factual assertions of these types:
| Type | Example |
|---|---|
| Citation | "Smith (2019, JEL) shows X" |
| Numerical fact | "N = 10,000", "ATT = 0.42" |
| Negative literature | "No prior work studies X" |
| Named entity | researcher, paper title, venue, package, estimator name |
| Dataset claim | "The CPS contains field educ_attain" |
Skip: opinions, forward-looking suggestions, definitions the draft introduces.
For citation-type claims, extract the claim↔citation PAIR — not just the citation. Capture what the draft attributes to which work, so the verifier checks appropriateness (does Smith 2019 actually show X?), not merely existence. "Smith (2019) shows a positive wage effect" becomes {cite: Smith2019, attributed: "positive wage effect"}. This is the layer /validate-bib explicitly defers here: validate-bib confirms the citation exists and is well-formed; this skill confirms it holds. A mis-citation (the paper exists but says something else, or the opposite) is exactly a numeric/directional contradiction → HIGH-WARN unless a concrete author_alternative is recorded (then EXPLAINED).
Output a claims table:
| ID | Claim | Source hint |
|----|-------|-------------|
| C1 | ... | ... |
Phase 2 — Generate verification questions
One question per claim. Make it specific and answerable from the source alone.
Phase 3 — Spawn claim-verifier (forked, fresh context)
Task: subagent_type=claim-verifier, context=fork
Prompt: hand over claims table + verification questions + source material pointers.
Do NOT include the draft text.
The forked agent runs the CoVe independent-answer step. It has never seen the draft and cannot confirm-bias. It returns a structured verification report.
Phase 4 — Reconcile
The verifier returns a per-claim verdict in one of these severity tiers:
- HIGH-WARN — fabricated reference (the cited paper doesn't exist at the named venue/year), draft claim directly contradicted by the source, or
not_foundretrieval that the verifier interprets as a hallucinated citation. Gate-refuse — these block/commitfor any file/verify-claimswas just run against, unless the user explicitly overrides with--no-fail-closedor setsverifyClaims.allowHighWarn: truein.claude/settings.json. - MED-WARN — transient infrastructure / retrieval failure (paywall the verifier can normally bypass via cached metadata; DOI resolver timeout; partial PDF read). Surface for the author; do not gate-refuse.
- LOW-WARN — source genuinely inaccessible (paywalled and not in cache; private dataset; pre-print server transient). Surface with
cannot-verifyflag; do not gate-refuse. - EXPLAINED (v2.0) — a numeric/directional contradiction the author has pre-justified with a concrete named alternative (different defensible edition, specification, sample, or rounding convention), passed to the verifier via the claim's
author_alternativefield. Surfaced with the evidence and the recorded reason; non-gating. The hard floor holds: a fabricated citation is never EXPLAINED, and a blank/vague alternative stays HIGH-WARN. This mirrorsaudit-reproducibility's EXPLAINED disposition for numeric claims — a mismatch is not always a failure when a defensible alternative is named.
Verdict aggregation by tier across all extracted claims (EXPLAINED counts as non-gating, like LOW):
| Tier counts | Outcome | /commit behaviour |
|---|---|---|
| 0 HIGH, 0 MED, ≥ 0 LOW/EXPLAINED | PASS (green block) | proceeds |
| 0 HIGH, ≥ 1 MED, any LOW/EXPLAINED | PARTIAL (yellow block) | proceeds with warning |
| ≥ 1 HIGH | FAIL (red block) | halts unless override |
--no-fail-closed opts out of the gate-refuse behaviour on HIGH-WARN. Use sparingly — it's there for offline / hallucination-sensitive contexts where the user accepts the risk in writing.
If the draft is writeable and the user asked for auto-correction, regenerate the affected sections using the verifier's evidence. Otherwise return the report and let the user decide.
Example
/verify-claims quality_reports/lit-review_staggered-did.md --source master_supporting_docs/callaway_santanna_2021.pdf --source master_supporting_docs/dechaisemartin_dhaultfoeuille_2020.pdf
Expected output (abridged):
## Post-Flight Verification — lit-review_staggered-did.md
**Claims extracted:** 14
**Verified independently:** 14 (forked claim-verifier)
**Outcome:** PARTIAL — 12 verified, 1 discrepancy, 1 unverifiable
### Discrepancies
- **C7** — draft claims "de Chaisemartin & D'Haultfœuille (2020) *propose* a DR estimator." Source Section 4 shows they propose a weighting estimator, not DR. Recommend correction.
### Unverifiable
- **C12** — draft cites "Borusyak et al. 2024 (working paper)". No canonical URL in provided sources. Recommend user supply DOI or arXiv link.
### Verified
| ID | Claim | Evidence |
|----|-------|----------|
| C1 | "Callaway & Sant'Anna 2021 use group-time ATT" | p. 5, eq. (3) |
| ... | ... | ... |
Fail modes and recovery
Verifier times out: surface a warning block, return draft as provisional. Do not silently ship.
Source material inaccessible (paywall, 404): report the specific claims that hinge on it, flag as cannot-verify, recommend user supply an alternative source.
Draft contains only opinions / forward-looking text: report "no verifiable factual claims extracted — nothing to check" and return.
Cross-references
.claude/agents/claim-verifier.md— the forked verifier..claude/rules/post-flight-verification.md— the protocol.- MEMORY.md
[LEARN:pattern]on Chain-of-Verification vs critic-fixer vs cross-artifact review.