pith. sign in

Integrity report for Parameter-Efficient Multi-View Proficiency Estimation: From Discriminative Classification to Generative Feedback

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

arXiv:2605.03848

0Critical
0Advisory
3Detectors run
2026-05-20Last checked

Paper page arXiv integrity.json

Detector runs

ai_meta_artifact completed v1.0.0 · findings 0 · 2026-05-20 12:42:40.932714+00:00
doi_title_agreement completed v1.0.0 · findings 0 · 2026-05-20 00:01:21.883604+00:00
doi_compliance completed v1.0.0 · findings 0 · 2026-05-19 15:00:08.510254+00:00

Findings

No public integrity findings for this paper.

Signed record

The machine-readable record for this paper lives at /pith/2605.03848/integrity.json. Pith Number bundles also include signed pith.integrity.v1 events where a Pith Number exists.