Integrity report for Human Label Variation as Stable Signal: Learning Annotator-Specific Explanation Behavior via Cross-Annotator Preference Optimization

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

arXiv:2605.28802 · pith:2026:WLJFF332MXOE7OH4RKYWATCMEV

0Critical

0Advisory

6Detectors run

2026-06-01Last checked

Paper page arXiv integrity.json bundle.json

Detector runs

claim_evidence completed v1.0.0 · findings 0 · 2026-06-01 05:27:08.507399+00:00

external_links completed v1.0.0 · findings 0 · 2026-05-28 17:31:39.706268+00:00

shingle_duplication skipped v0.1.0 · findings 0 · 2026-05-28 05:49:59.581611+00:00

citation_quote_validity skipped v0.1.0 · findings 0 · 2026-05-28 03:50:24.305267+00:00

ai_meta_artifact skipped v1.0.0 · findings 0 · 2026-05-28 02:34:18.881785+00:00

cited_work_retraction completed v1.0.0 · findings 0 · 2026-05-28 02:23:49.545336+00:00

Findings

No public integrity findings for this paper.

Signed record

The machine-readable record for this paper lives at /pith/WLJFF332/integrity.json. Pith Number bundles also include signed pith.integrity.v1 events where a Pith Number exists.