Integrity report for Amplifying, Not Learning: Fine-Tuned AI Text Detectors Amplify a Pretrained Direction

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

arXiv:2605.21653 · pith:2026:K6FLPZOWBV6U5YPPQRBSW453P2

0Critical

0Advisory

5Detectors run

2026-06-05Last checked

Paper page arXiv integrity.json bundle.json

Detector runs

doi_title_agreement completed v1.0.0 · findings 0 · 2026-06-05 10:36:10.494755+00:00

doi_compliance completed v1.0.0 · findings 0 · 2026-06-01 12:00:37.548907+00:00

ai_meta_artifact completed v1.0.0 · findings 0 · 2026-05-29 06:41:29.359267+00:00

claim_evidence completed v1.0.0 · findings 0 · 2026-05-27 23:44:41.440540+00:00

cited_work_retraction completed v1.0.0 · findings 0 · 2026-05-22 20:25:42.455222+00:00

Findings

No public integrity findings for this paper.

Signed record

The machine-readable record for this paper lives at /pith/K6FLPZOWBV6U5YPPQRBSW453P2/integrity.json. Pith Number bundles also include signed pith.integrity.v1 events where a Pith Number exists.