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Paper Integrity Record · LEDGER

Benchmarks Are Not Monolithic: Sample-Level Auditing and Orchestration for LLM Evaluation

As of 5 August 2026, Pith completed 4 of 6 listed checks against arXiv:2607.28801. The completed checks produced no public findings within their stated scope. 2 checks were skipped and produced no result.

This is a record of named checks, not a clean-status claim or a paper verdict.

pith.integrity.v1
2607.28801 v1
pith:2026:AUKWHIXQAIQ3YATBMWJLZP5QAU

Coverage vector

completed 4 of 6 listed checks

Counted as completed checks in the claim sentence numerator.

skipped 2 of 6 listed checks

Skipped checks produced no result and say nothing about absence.

Listed checks

claim_evidence

completed

v1.0.0, observed 2026-08-05 10:48:13.040593+00:00

Scope
Recorded paper claims checked for the evidence artifacts they name.
Completed surface
Completed within the stated scope.

doi_title_agreement

completed

v1.0.0, observed 2026-08-05 02:08:36.031967+00:00

Scope
Cited titles compared with titles resolved from their DOI or arXiv identifier.
Completed surface
Completed within the stated scope.

doi_compliance

completed

v1.1.0, observed 2026-08-05 00:48:58.056508+00:00

Scope
DOI and arXiv identifiers listed in the bibliography checked against named registries.
Completed surface
Checked 6 references.

citation_quote_validity

skipped

v0.1.0, observed 2026-08-03 01:08:39.009235+00:00

Scope
Specific factual attributions checked against cited-paper text available in Pith.
Reason
Paper body text was unavailable.

ai_meta_artifact

skipped

v1.0.0, observed 2026-08-03 01:08:37.255525+00:00

Scope
Paper body text scanned for literal AI-assistant artifacts.
Reason
Paper body text was unavailable.

cited_work_retraction

completed

v1.0.0, observed 2026-08-03 00:38:21.287619+00:00

Scope
Cited references checked for source-reported retractions or expressions of concern.
Completed surface
Checked 1 reference.

Observations

The completed checks produced no public findings within their stated scope.

Methods and limits

Each listed check names the surface it examined. A skipped, failed, partial, unavailable, not collected, not requested, or withheld check says nothing about what a completed check would have returned.

  • Only checks with status completed enter the claim sentence numerator.
  • Findings appear only from completed checks and only within the scope printed for that check.
  • Severity labels describe one observation row. They do not roll up into a paper judgment.