Integrity report for Echo: Learning from Experience Data via User-Driven Refinement

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

arXiv:2605.21984 · pith:2026:GOUYC47Y72AKOL6DM3OTCUB5VX

0Critical

0Advisory

7Detectors run

2026-05-29Last checked

Paper page arXiv integrity.json bundle.json

Detector runs

doi_compliance completed v1.0.0 · findings 0 · 2026-05-29 07:26:55.344720+00:00

doi_title_agreement completed v1.0.0 · findings 0 · 2026-05-29 07:03:48.774479+00:00

ai_meta_artifact completed v1.0.0 · findings 0 · 2026-05-29 05:41:42.451961+00:00

claim_evidence completed v1.0.0 · findings 0 · 2026-05-27 15:44:30.813943+00:00

citation_quote_validity completed v0.1.0 · findings 0 · 2026-05-25 01:50:38.355547+00:00

shingle_duplication completed v0.1.0 · findings 0 · 2026-05-24 17:50:33.072065+00:00

cited_work_retraction completed v1.0.0 · findings 0 · 2026-05-22 14:53:32.503638+00:00

Findings

No public integrity findings for this paper.

Signed record

The machine-readable record for this paper lives at /pith/GOUYC47Y/integrity.json. Pith Number bundles also include signed pith.integrity.v1 events where a Pith Number exists.