Integrity report for From Blind Guess to Informed Judgment: Teaching LLMs to Evaluate Materials by Building Knowledge-Augmented Preference Signals

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

arXiv:2605.29555 · pith:2026:WTLWZS7FKOHZXQAUKIL4DL3HWJ

0Critical

0Advisory

5Detectors run

2026-06-05Last checked

Paper page arXiv integrity.json bundle.json

Detector runs

ai_meta_artifact skipped v1.0.0 · findings 0 · 2026-06-05 04:35:51.155790+00:00

claim_evidence completed v1.0.0 · findings 0 · 2026-06-03 16:48:30.525679+00:00

citation_quote_validity skipped v0.1.0 · findings 0 · 2026-05-31 19:50:47.051039+00:00

shingle_duplication skipped v0.1.0 · findings 0 · 2026-05-31 13:50:09.445357+00:00

cited_work_retraction completed v1.0.0 · findings 0 · 2026-05-29 14:24:47.097254+00:00

Findings

No public integrity findings for this paper.

Signed record

The machine-readable record for this paper lives at /pith/WTLWZS7FKOHZXQAUKIL4DL3HWJ/integrity.json. Pith Number bundles also include signed pith.integrity.v1 events where a Pith Number exists.