Paper Citation Record · LEDGER

Benchmark Inflation: Revealing LLM Performance Gaps Using Retro-Holdouts

As of 19 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 4 inbound Pith citation observations for arXiv:2410.09247.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2410.09247 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 4 of 4 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T04:31:04.364840Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-05-15T04:55:03.426932Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation a45f3b88-1047-4819-af24-7bbac5f606f3 · inbound

Reward Hacking Benchmark: Measuring Exploits in LLM Agents with Tool Use cites this paper.

Reward Hacking Benchmark: Measuring Exploits in LLM Agents with Tool Use Benchmark Inflation: Revealing LLM Performance Gaps Using Retro-Holdouts

Reference 31

Resolution: verified exact; arxiv_id, observed 2026-05-11T10:06:03.673442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation b42a0352-15d7-4fd5-b5c5-63ca455584e9 · inbound

Unsteady Metrics and Benchmarking Cultures of AI Model Builders cites this paper.

Unsteady Metrics and Benchmarking Cultures of AI Model Builders Benchmark Inflation: Revealing LLM Performance Gaps Using Retro-Holdouts

Reference 27

Resolution: verified exact; arxiv_id, observed 2026-05-15T04:55:03.431770Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation bb4687d3-3666-4250-ba48-4b349a2448f5 · inbound

Beyond Success Rate: Cost-Aware Evaluation of Offensive and Defensive Security Agents cites this paper.

Beyond Success Rate: Cost-Aware Evaluation of Offensive and Defensive Security Agents Benchmark Inflation: Revealing LLM Performance Gaps Using Retro-Holdouts

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-01T23:44:36.414433Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 57e002fd-a558-4c7a-acf4-fe54ebfd2a4b · inbound

Temporal Leakage in LLM Backtesting: Measurement, Validation, and Adjusted Scores cites this paper.

Temporal Leakage in LLM Backtesting: Measurement, Validation, and Adjusted Scores Benchmark Inflation: Revealing LLM Performance Gaps Using Retro-Holdouts

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-08T04:31:04.364840Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.