Counted as completed checks in the claim sentence numerator.
Paper Integrity Record · LEDGER
Understanding Inference Scaling for LLMs: Bottlenecks, Trade-offs, and Performance Principles
As of 27 May 2026, Pith completed 6 of 6 listed checks against arXiv:2605.19775. The completed checks produced no public findings within their stated scope.
This is a record of named checks, not a clean-status claim or a paper verdict.
Coverage vector
Listed checks
doi_title_agreement
completedv1.0.0, observed 2026-05-27 16:33:18.284237+00:00
- Scope
- Cited titles compared with titles resolved from their DOI or arXiv identifier.
- Completed surface
- Checked 39 references.
ai_meta_artifact
completedv1.0.0, observed 2026-05-27 04:35:12.350474+00:00
- Scope
- Paper body text scanned for literal AI-assistant artifacts.
- Completed surface
- Checked 1 reference.
claim_evidence
completedv1.0.0, observed 2026-05-25 08:43:45.763471+00:00
- Scope
- Recorded paper claims checked for the evidence artifacts they name.
- Completed surface
- Completed within the stated scope.
doi_compliance
completedv1.0.0, observed 2026-05-25 03:12:46.253496+00:00
- Scope
- DOI and arXiv identifiers listed in the bibliography checked against named registries.
- Completed surface
- Checked 8 references.
citation_quote_validity
completedv0.1.0, observed 2026-05-20 11:49:47.936270+00:00
- Scope
- Specific factual attributions checked against cited-paper text available in Pith.
- Completed surface
- Completed within the stated scope.
cited_work_retraction
completedv1.0.0, observed 2026-05-20 07:54:10.023647+00:00
- Scope
- Cited references checked for source-reported retractions or expressions of concern.
- Completed surface
- Checked 2 references.
Observations
The completed checks produced no public findings within their stated scope.
Methods and limits
Each listed check names the surface it examined. A skipped, failed, partial, unavailable, not collected, not requested, or withheld check says nothing about what a completed check would have returned.
- Only checks with status completed enter the claim sentence numerator.
- Findings appear only from completed checks and only within the scope printed for that check.
- Severity labels describe one observation row. They do not roll up into a paper judgment.