Integrity report for CopT: Contrastive On-Policy Thinking with Continuous Spaces for General and Agentic Reasoning

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

arXiv:2605.20075 · pith:2026:HHK6FSKDO4S55XJB4K5NQ57X6C

2Critical

6Advisory

8Detectors run

2026-05-20Last checked

Paper page arXiv integrity.json bundle.json

Detector runs

external_links completed v1.0.0 · findings 4 · 2026-05-20 23:31:59.215925+00:00

shingle_duplication completed v0.1.0 · findings 0 · 2026-05-20 13:49:57.755617+00:00

citation_quote_validity completed v0.1.0 · findings 0 · 2026-05-20 05:50:07.385970+00:00

doi_title_agreement completed v1.0.0 · findings 0 · 2026-05-20 05:31:22.293403+00:00

doi_compliance completed v1.0.0 · findings 0 · 2026-05-20 05:28:46.688259+00:00

cited_work_retraction completed v1.0.0 · findings 0 · 2026-05-20 03:53:26.256008+00:00

ai_meta_artifact skipped v1.0.0 · findings 0 · 2026-05-20 02:33:27.822470+00:00

claim_evidence completed v1.0.0 · findings 0 · 2026-05-20 02:21:59.943428+00:00

Findings

critical external_links dead_code_link

URL 'https://github.com/meta-llama/llama-models/blob/' returned status 404 (Not Found) at last check.

2026-05-20 23:31:59.215925+00:00

Finding detail

Signed record

The machine-readable record for this paper lives at /pith/2605.20075/integrity.json. Pith Number bundles also include signed pith.integrity.v1 events where a Pith Number exists.