pith. sign in

Integrity report for Training LLMs with Reinforcement Learning for Intent-Aware Personalized Question Answering

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

arXiv:2605.12645 · pith:2026:RGCX4YG6TIPMIEEBXOLKTMRO5K

0Critical
0Advisory
4Detectors run
2026-05-26Last checked

Paper page arXiv integrity.json bundle.json

Detector runs

ai_meta_artifact completed v1.0.0 · findings 0 · 2026-05-26 12:42:00.013154+00:00
doi_title_agreement completed v1.0.0 · findings 0 · 2026-05-20 12:31:24.491864+00:00
doi_compliance completed v1.0.0 · findings 0 · 2026-05-20 09:05:14.834211+00:00
claim_evidence completed v1.0.0 · findings 0 · 2026-05-19 21:01:57.394421+00:00

Findings

No public integrity findings for this paper.

Signed record

The machine-readable record for this paper lives at /pith/RGCX4YG6/integrity.json. Pith Number bundles also include signed pith.integrity.v1 events where a Pith Number exists.