Paper Citation Record · LEDGER

Towards Practical Defect-Focused Automated Code Review

As of 8 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 0 inbound Pith citation observations for arXiv:2505.17928.

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

pith.paper-citation-record.v1
2505.17928 v2

Coverage vector

measured 16 of 16 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:41:09.357815Z

measured 16 of 16 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 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

16 of 16 outbound references displayed

verified exact1
verified fuzzy6
unresolved8
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7e2bec18-a729-478a-ba02-e75f707c4133 · outbound

This paper cites The system first performs essential verification checks.

Towards Practical Defect-Focused Automated Code Review The system first performs essential verification checks

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:41:11.779220Z

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.

Observation 62813f63-455b-4797-a15a-0ea65c4fd355 · outbound

This paper cites an unresolved cited work.

Towards Practical Defect-Focused Automated Code Review Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:41:11.637189Z

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.

Observation d8b91cca-0d77-45e6-ab1d-b3e0f5ec5c80 · outbound

This paper cites MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models.

Towards Practical Defect-Focused Automated Code Review MOS: Towards Effective Smart Contract Vulnerability Detection through Mixture-of-Experts Tuning of Large Language Models

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T14:41:07.967730Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f7218c3f-7c2c-4023-b72b-aab5cdcd100d · outbound

This paper cites Each comment is associated with the specific MR and the relevant commit.

Towards Practical Defect-Focused Automated Code Review Each comment is associated with the specific MR and the relevant commit

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:41:11.384189Z

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.

Observation 2e0106c4-4c60-4c7e-ae1e-ce9c55685eb9 · outbound

This paper cites an unresolved cited work.

Towards Practical Defect-Focused Automated Code Review Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:41:11.495149Z

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.

Observation 9f77edae-5abe-4771-b132-909194b7e791 · outbound

This paper cites OriginalDiff.

Towards Practical Defect-Focused Automated Code Review OriginalDiff

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:41:11.251823Z

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.

Observation 79d14017-90fb-4730-aab7-0244cc999356 · outbound

This paper cites 2.Analyze:Instructs the model to analyze Reviewer comments, focusing on patterns, discrepancies, and insights.

Towards Practical Defect-Focused Automated Code Review 2.Analyze:Instructs the model to analyze Reviewer comments, focusing on patterns, discrepancies, and insights

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:41:11.036806Z

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.

Observation 37853429-d06c-4053-aadd-f7d88b1069b6 · outbound

This paper cites For the Validator: 1.System Introduction:Similar to the Reviewer, but with a focus on accuracy and relevance.

Towards Practical Defect-Focused Automated Code Review For the Validator: 1.System Introduction:Similar to the Reviewer, but with a focus on accuracy and relevance

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:41:10.841333Z

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.

Observation c41a46b0-e7cf-43da-9196-f4e106e78431 · outbound

This paper cites 3.Refine the Comment:Ensures the comment is refined for clarity and correctness.

Towards Practical Defect-Focused Automated Code Review 3.Refine the Comment:Ensures the comment is refined for clarity and correctness

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:41:10.687419Z

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.

Observation 4d3b6743-b4f4-4fb6-95c7-475bcc815ee7 · outbound

This paper cites an unresolved cited work.

Towards Practical Defect-Focused Automated Code Review Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:41:10.518641Z

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.

Observation 6d6ced6e-af73-45ca-876f-86f011f38ecb · outbound

This paper cites and” logic to “or.

Towards Practical Defect-Focused Automated Code Review and” logic to “or

Reference 13

Resolution: verified exact; raw_fallback, observed 2026-08-07T14:41:09.843762Z

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.

Observation 9b51dde1-b55f-4294-9267-68de6915ab3c · outbound

This paper cites an unresolved cited work.

Towards Practical Defect-Focused Automated Code Review Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:41:10.304037Z

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.

Observation 8d63c004-d8d6-4bad-8338-ea2cdc5e3254 · outbound

This paper cites an unresolved cited work.

Towards Practical Defect-Focused Automated Code Review Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:41:10.107791Z

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.

Observation cfef4afb-440c-4490-bca9-b0881b395a2e · outbound

This paper cites key bugs,.

Towards Practical Defect-Focused Automated Code Review key bugs,

Reference 16

Resolution: malformed identifier; raw_fallback, observed 2026-08-07T14:41:09.619684Z

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.

Observation 8d175960-836b-40bb-9620-723ddd021926 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

Towards Practical Defect-Focused Automated Code Review LLaMA: Open and Efficient Foundation Language Models

Reference 295

Resolution: unresolved; no resolver link, observed 2026-08-07T14:41:07.851975Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c36c6c6a-a5aa-4a29-a6fa-6f239ffa508a · outbound

This paper cites Poster presentation.

Towards Practical Defect-Focused Automated Code Review Poster presentation

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-07T14:41:07.767419Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.