Integrity report for LLMs as Noisy Channels: A Shannon Perspective on Model Capacity and Scaling Laws

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

arXiv:2605.23901 · pith:2026:IYW62XVBM67PIP2EAK2RDE7UNE

0Critical

3Advisory

8Detectors run

2026-05-27Last checked

Paper page arXiv integrity.json bundle.json

Detector runs

claim_evidence completed v1.0.0 · findings 0 · 2026-05-27 07:04:22.906792+00:00

doi_compliance completed v1.0.0 · findings 0 · 2026-05-27 04:42:57.417460+00:00

doi_title_agreement completed v1.0.0 · findings 0 · 2026-05-27 04:33:09.556955+00:00

external_links completed v1.0.0 · findings 1 · 2026-05-25 17:31:48.056679+00:00

shingle_duplication completed v0.1.0 · findings 0 · 2026-05-25 05:50:09.639092+00:00

citation_quote_validity skipped v0.1.0 · findings 0 · 2026-05-25 03:50:11.451706+00:00

ai_meta_artifact skipped v1.0.0 · findings 0 · 2026-05-25 02:33:57.173961+00:00

cited_work_retraction completed v1.0.0 · findings 0 · 2026-05-25 02:23:10.420367+00:00

Findings

No public integrity findings for this paper.

Signed record

The machine-readable record for this paper lives at /pith/IYW62XVB/integrity.json. Pith Number bundles also include signed pith.integrity.v1 events where a Pith Number exists.