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Paper Citation Record · LEDGER

Defects4Log: Benchmarking LLMs for Logging Code Defect Detection and Reasoning

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 4 inbound Pith citation observations for arXiv:2508.11305.

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

pith.paper-citation-record.v1
2508.11305 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 2026-08-08T06:32:00.761636+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T05:40:56.166626Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-10T12:15:01.137692Z

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 2ebd04e9-aed7-4630-961d-a2319b326d91 · inbound

ReLog: Execution-Aware Logging with Runtime Feedback for LLM-Oriented Debugging cites this paper.

ReLog: Execution-Aware Logging with Runtime Feedback for LLM-Oriented Debugging Defects4Log: Benchmarking LLMs for Logging Code Defect Detection and Reasoning

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-04T05:40:56.166626Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T05:40:56.166626Z digest=sha256:a918b08ff36778d705cd0d750171cfefee4fb2d8ffa429da769ab7564420107e

Observation 0cc1f39f-3a62-431a-ae46-cae46d3a5cd9 · inbound

LLM4Log: A Systematic Review of Large Language Model-based Log Analysis cites this paper.

LLM4Log: A Systematic Review of Large Language Model-based Log Analysis Defects4Log: Benchmarking LLMs for Logging Code Defect Detection and Reasoning

Reference 179

Resolution
verified exact
arxiv_id, observed 2026-05-15T08:25:19.223009Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-15T08:21:04.998443Z digest=sha256:6a4821f4231299fdbd89c5dd4b6712c5015dafbc80faa9e41787dc848bfb72df

Observation ed3050eb-0de1-481f-ba1f-06bd6c5e0c9b · inbound

LLM4Log: A Systematic Review of Large Language Model-based Log Analysis cites this paper.

LLM4Log: A Systematic Review of Large Language Model-based Log Analysis Defects4Log: Benchmarking LLMs for Logging Code Defect Detection and Reasoning

Reference 179

Resolution
verified exact
arxiv_id, observed 2026-05-21T10:04:06.518253Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-21T10:00:03.036921Z digest=sha256:5a7683960d84cd2f793af2869d19f21b87941ab940ff505de06507e08ec7c156

Observation 3890c7cb-db44-4353-8e9d-89ddb3bd24a6 · inbound

Automated Logging Is Language-Sensitive: A Multilingual Benchmark and Empirical Study of LLMs cites this paper.

Automated Logging Is Language-Sensitive: A Multilingual Benchmark and Empirical Study of LLMs Defects4Log: Benchmarking LLMs for Logging Code Defect Detection and Reasoning

Reference 62

Resolution
verified exact
arxiv_id, observed 2026-05-10T05:20:54.330308Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-10T05:18:59.656997Z digest=sha256:1a1432a9e43321d03e04bd697c91cd8ae4b2b265d7844734ad117abcd684a942