pith. sign in

Integrity report for Conversational Education at Scale: A Multi-LLM Agent Workflow for Procedural Learning and Pedagogic Quality Assessment

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

arXiv:2507.05528 · pith:2025:4RYD2RPYWHMHBBPG24I5COLY6A

0Critical
0Advisory
0Detectors run
Last checked

Paper page arXiv integrity.json bundle.json

Detector runs

Findings

No public integrity findings for this paper.

Signed record

The machine-readable record for this paper lives at /pith/4RYD2RPY/integrity.json. Pith Number bundles also include signed pith.integrity.v1 events where a Pith Number exists.