Integrity report for Reasoners or Translators? Contamination-aware Evaluation and Neuro-Symbolic Robustness in Tax Law

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

arXiv:2605.16052 · pith:2026:OPRECC22UXJYILLJGG4YL6CH4Q

0Critical

0Advisory

4Detectors run

2026-05-21Last checked

Paper page arXiv integrity.json bundle.json

Detector runs

doi_title_agreement completed v1.0.0 · findings 0 · 2026-05-21 18:31:44.408562+00:00

doi_compliance completed v1.0.0 · findings 0 · 2026-05-21 18:19:53.498738+00:00

claim_evidence completed v1.0.0 · findings 0 · 2026-05-21 17:22:31.673292+00:00

ai_meta_artifact skipped v1.0.0 · findings 0 · 2026-05-19 17:33:41.554517+00:00

Findings

No public integrity findings for this paper.

Signed record

The machine-readable record for this paper lives at /pith/OPRECC22UXJYILLJGG4YL6CH4Q/integrity.json. Pith Number bundles also include signed pith.integrity.v1 events where a Pith Number exists.