Integrity report for KnowledgeGain: Evaluating and Optimizing Science News Generation for Reader Learning

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

arXiv:2605.31099 · pith:2026:JWSQUBTTZH573ANMO5T36TPPEX

0Critical

0Advisory

4Detectors run

2026-06-04Last checked

Paper page arXiv integrity.json bundle.json

Detector runs

claim_evidence completed v1.0.0 · findings 0 · 2026-06-04 17:29:04.881006+00:00

citation_quote_validity skipped v0.1.0 · findings 0 · 2026-06-01 13:50:48.900431+00:00

cited_work_retraction completed v1.0.0 · findings 0 · 2026-06-01 09:25:45.738242+00:00

ai_meta_artifact skipped v1.0.0 · findings 0 · 2026-06-01 01:35:04.745643+00:00

Findings

No public integrity findings for this paper.

Signed record

The machine-readable record for this paper lives at /pith/JWSQUBTTZH573ANMO5T36TPPEX/integrity.json. Pith Number bundles also include signed pith.integrity.v1 events where a Pith Number exists.