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Integrity report for LLM Benchmark Datasets Should Be Contamination-Resistant

A machine-verified record of the checks Pith has run against this paper: detector runs, findings, signed bundle events, and canonical identifiers.

arXiv:2605.19999 · pith:2026:BGRULHLZNUUTXKJZINGIKWOBDJ

0Critical
7Advisory
8Detectors run
2026-05-20Last checked

Paper page arXiv integrity.json bundle.json

Detector runs

shingle_duplication completed v0.1.0 · findings 0 · 2026-05-20 17:50:35.061975+00:00
external_links completed v1.0.0 · findings 7 · 2026-05-20 11:37:00.055419+00:00
citation_quote_validity completed v0.1.0 · findings 0 · 2026-05-20 07:50:28.777082+00:00
doi_title_agreement completed v1.0.0 · findings 0 · 2026-05-20 07:31:22.369864+00:00
doi_compliance completed v1.0.0 · findings 0 · 2026-05-20 07:19:55.551339+00:00
cited_work_retraction completed v1.0.0 · findings 0 · 2026-05-20 05:22:59.145991+00:00
ai_meta_artifact skipped v1.0.0 · findings 0 · 2026-05-20 02:33:27.922754+00:00
claim_evidence completed v1.0.0 · findings 0 · 2026-05-20 02:22:00.108677+00:00

Findings

No public integrity findings for this paper.

Signed record

The machine-readable record for this paper lives at /pith/2605.19999/integrity.json. Pith Number bundles also include signed pith.integrity.v1 events where a Pith Number exists.