Paper Citation Record · LEDGER

An Empirical Study on the Amount of Changes Required for Merge Request Acceptance

As of 10 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 1 inbound Pith citation observation for arXiv:2507.23640.

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

pith.paper-citation-record.v1
2507.23640 v1

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T10:35:32.339459Z

measured 38 of 38 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-13T11:26:24.542239Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

37 of 37 outbound references displayed

verified exact1
verified fuzzy35
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5996333b-d621-4547-92c6-2caf6658d020 · outbound

This paper cites Four eyes are bet- ter than two: On the impact of code reviews on software quality.

An Empirical Study on the Amount of Changes Required for Merge Request Acceptance Four eyes are bet- ter than two: On the impact of code reviews on software quality

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:35:32.988501Z

Source-reported events for the cited work

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Observation edc79700-a168-4d79-9477-bf7ddb30cad9 · outbound

This paper cites Investigating technical and non - technical factors influencing modern code review.

An Empirical Study on the Amount of Changes Required for Merge Request Acceptance Investigating technical and non - technical factors influencing modern code review

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:35:32.973734Z

Source-reported events for the cited work

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Observation 41c627bf-c122-45f4-ad3a-5d0952e9d2d9 · outbound

This paper cites Impact of developer reputation on code review outcomes in oss projects: An empirical investigation.

An Empirical Study on the Amount of Changes Required for Merge Request Acceptance Impact of developer reputation on code review outcomes in oss projects: An empirical investigation

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:35:32.956692Z

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Observation 41065826-663a-4389-9e84-10fe00e8b0d6 · outbound

This paper cites Learning to Predict Code Review Completion Time In Modern Code Review.

An Empirical Study on the Amount of Changes Required for Merge Request Acceptance Learning to Predict Code Review Completion Time In Modern Code Review

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:35:32.938881Z

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Observation fa2584a2-5b61-4dfa-93cb-b78511d0e91d · outbound

This paper cites Explaining mispredictions of ma - chine learning models using rule induction.

An Empirical Study on the Amount of Changes Required for Merge Request Acceptance Explaining mispredictions of ma - chine learning models using rule induction

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:35:32.922841Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7bbe4962-75cc-41b9-b2e7-c603e376fee6 · outbound

This paper cites Towards a taxonomy of code review smells.

An Empirical Study on the Amount of Changes Required for Merge Request Acceptance Towards a taxonomy of code review smells

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:35:32.906878Z

Source-reported events for the cited work

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Observation dfa435c3-a7ee-42f0-b6eb-eeb4843fa881 · outbound

This paper cites Early prediction of merged code changes to prioritize reviewing tasks.

An Empirical Study on the Amount of Changes Required for Merge Request Acceptance Early prediction of merged code changes to prioritize reviewing tasks

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:35:32.891692Z

Source-reported events for the cited work

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Observation fd1eaad9-3b10-4943-a19e-f4730c2bb79a · outbound

This paper cites Revisiting the impact of depen - dency network metrics on software defect prediction.

An Empirical Study on the Amount of Changes Required for Merge Request Acceptance Revisiting the impact of depen - dency network metrics on software defect prediction

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:35:32.874015Z

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Observation 9d61fbf8-a167-4a39-9ef1-f702b26ff140 · outbound

This paper cites an unresolved cited work.

An Empirical Study on the Amount of Changes Required for Merge Request Acceptance Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-06T10:35:32.857968Z

Source-reported events for the cited work

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Observation 215e6d53-a3a7-4550-91e2-89d691704edd · outbound

This paper cites Understanding the Time to First Response In GitHub Pull Requests.

An Empirical Study on the Amount of Changes Required for Merge Request Acceptance Understanding the Time to First Response In GitHub Pull Requests

Reference 10

Resolution: verified exact; local_arxiv, observed 2026-08-06T10:35:32.388878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 1938d3ce-4cb6-4c73-80ec-7a9af7b7c0c3 · outbound

This paper cites Using a balanced scorecard to identify opportunities to improve code review effective- ness: An industrial experience report.

An Empirical Study on the Amount of Changes Required for Merge Request Acceptance Using a balanced scorecard to identify opportunities to improve code review effective- ness: An industrial experience report

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:35:32.842363Z

Source-reported events for the cited work

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Observation 16821f3f-bb98-43f5-bf7d-324b8493ca86 · outbound

This paper cites Using AUC and accuracy in evaluating learning algorithms.

An Empirical Study on the Amount of Changes Required for Merge Request Acceptance Using AUC and accuracy in evaluating learning algorithms

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:35:32.824403Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 48a5d8d5-c5ec-4615-a8d6-916e36392d58 · outbound

This paper cites Would the patch be quickly merged?.

An Empirical Study on the Amount of Changes Required for Merge Request Acceptance Would the patch be quickly merged?

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:35:32.809001Z

Source-reported events for the cited work

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Observation b3a75811-d84b-4152-ba7d-1ee1d2ab0656 · outbound

This paper cites 2020, pp.

An Empirical Study on the Amount of Changes Required for Merge Request Acceptance 2020, pp

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:35:32.793125Z

Source-reported events for the cited work

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Observation dd89ce08-37c8-4de6-9c91-30588c721157 · outbound

This paper cites Early prediction for merged vs abandoned code changes in modern code reviews.

An Empirical Study on the Amount of Changes Required for Merge Request Acceptance Early prediction for merged vs abandoned code changes in modern code reviews

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:35:32.777194Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation cf092057-d5ec-40e2-a778-0206c184f94d · outbound

This paper cites Will my patch make it? and how fast? case study on the linux kernel.

An Empirical Study on the Amount of Changes Required for Merge Request Acceptance Will my patch make it? and how fast? case study on the linux kernel

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:35:32.760332Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ae2f8172-6a23-4bcb-8f60-da0fb015beda · outbound

This paper cites The Impact of Correlated Metrics on the Interpretation of Defect Prediction Models.

An Empirical Study on the Amount of Changes Required for Merge Request Acceptance The Impact of Correlated Metrics on the Interpretation of Defect Prediction Models

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:35:32.743042Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8a8923b7-34cf-429b-9675-758593264b66 · outbound

This paper cites On Wasted Contri - butions: Understanding the Dynamics of Contributor - Abandoned Pull Requests –A Mixed -Methods Study of 10 Large Open-Source Projects.

An Empirical Study on the Amount of Changes Required for Merge Request Acceptance On Wasted Contri - butions: Understanding the Dynamics of Contributor - Abandoned Pull Requests –A Mixed -Methods Study of 10 Large Open-Source Projects

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:35:32.727095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 65cec747-af3a-4be2-a530-8d22f376d5d2 · outbound

This paper cites An empirical study of the characteris- tics of popular Minecraft mods.

An Empirical Study on the Amount of Changes Required for Merge Request Acceptance An empirical study of the characteris- tics of popular Minecraft mods

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:35:32.711999Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 5ededf9e-c369-48e4-a8ea-43c919acfd8c · outbound

This paper cites Redundancy, context, and preference: An empirical study of duplicate pull requests in OSS projects.

An Empirical Study on the Amount of Changes Required for Merge Request Acceptance Redundancy, context, and preference: An empirical study of duplicate pull requests in OSS projects

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:35:32.696189Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d250d173-67ae-4c78-ba0f-670fc1624585 · outbound

This paper cites Nudge: Accelerating Overdue Pull Requests toward Completion.

An Empirical Study on the Amount of Changes Required for Merge Request Acceptance Nudge: Accelerating Overdue Pull Requests toward Completion

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:35:32.678475Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8456f36b-9d34-4c34-94f2-358508100280 · outbound

This paper cites The impact of code review coverage and code review participation on software quality: A case study of the qt, vtk, and itk projects.

An Empirical Study on the Amount of Changes Required for Merge Request Acceptance The impact of code review coverage and code review participation on software quality: A case study of the qt, vtk, and itk projects

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:35:32.663264Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 9202725f-955c-488c-8a41-cc0f850c474f · outbound

This paper cites Assessing predictions of violence: being accurate about accuracy.

An Empirical Study on the Amount of Changes Required for Merge Request Acceptance Assessing predictions of violence: being accurate about accuracy

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:35:32.646911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 1e4182b6-040b-4f5c-9ef5-d84fdc80ad95 · outbound

This paper cites Impact of discretiza - tion noise of the dependent variable on machine learning classifiers in software engineering.

An Empirical Study on the Amount of Changes Required for Merge Request Acceptance Impact of discretiza - tion noise of the dependent variable on machine learning classifiers in software engineering

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:35:32.629184Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 52f4293d-d0a9-4616-a4ea-9f56e86759ff · outbound

This paper cites The impact of using regression models to build defect classifiers.

An Empirical Study on the Amount of Changes Required for Merge Request Acceptance The impact of using regression models to build defect classifiers

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:35:32.613343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 1216b596-6938-404c-9fa6-4c712207fc00 · outbound

This paper cites Using machine intelligence to prioritise code review requests.

An Empirical Study on the Amount of Changes Required for Merge Request Acceptance Using machine intelligence to prioritise code review requests

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:35:32.594879Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation cdebcd60-6129-47ed-8d71-5de5acd17e4b · outbound

This paper cites The proof and measurement of association between two things.

An Empirical Study on the Amount of Changes Required for Merge Request Acceptance The proof and measurement of association between two things

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:35:32.578300Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 992dcad9-87fe-4500-9f84-91e939b60f0d · outbound

This paper cites Measuring and visualizing code stability–a case study at three companies.

An Empirical Study on the Amount of Changes Required for Merge Request Acceptance Measuring and visualizing code stability–a case study at three companies

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:35:32.560490Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 348cc603-7b41-475f-ab31-d71240d869d1 · outbound

This paper cites An experience report on defect modelling in practice: Pit - falls and challenges.

An Empirical Study on the Amount of Changes Required for Merge Request Acceptance An experience report on defect modelling in practice: Pit - falls and challenges

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:35:32.542375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b14ac5f9-e8e3-44f7-b1eb-889817067929 · outbound

This paper cites An empirical compar- ison of model validation techniques for defect prediction models.

An Empirical Study on the Amount of Changes Required for Merge Request Acceptance An empirical compar- ison of model validation techniques for defect prediction models

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:35:32.525158Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0f591e7a-f749-41e1-83fa-aab4d43f64f7 · outbound

This paper cites The impact of auto - mated parameter optimization on defect prediction mod- els.

An Empirical Study on the Amount of Changes Required for Merge Request Acceptance The impact of auto - mated parameter optimization on defect prediction mod- els

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:35:32.507312Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 5eeeed8c-7a72-4eb2-b199-9cfa96165b3e · outbound

This paper cites Review participation in modern code review: An empirical study of the android, Qt, and OpenStack projects.

An Empirical Study on the Amount of Changes Required for Merge Request Acceptance Review participation in modern code review: An empirical study of the android, Qt, and OpenStack projects

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:35:32.492053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 6f0317a9-4391-4bfc-b80e-51f1f15f8782 · outbound

This paper cites Towards automating code review activities.

An Empirical Study on the Amount of Changes Required for Merge Request Acceptance Towards automating code review activities

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:35:32.475404Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 148ea273-d325-4cc7-8963-cb4ef2f13eb4 · outbound

This paper cites Large -scale intent analysis for identifying large - review-effort code changes.

An Empirical Study on the Amount of Changes Required for Merge Request Acceptance Large -scale intent analysis for identifying large - review-effort code changes

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:35:32.460114Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4cbdea80-a1dd-4563-a774-74635c32d89d · outbound

This paper cites Leveraging change intents for char - acterizing and identifying large-review-effort changes.

An Empirical Study on the Amount of Changes Required for Merge Request Acceptance Leveraging change intents for char - acterizing and identifying large-review-effort changes

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:35:32.445301Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d3689f99-cb2d-47ef-991c-bb438909e3a5 · outbound

This paper cites Pull request latency explained: An empirical overview.

An Empirical Study on the Amount of Changes Required for Merge Request Acceptance Pull request latency explained: An empirical overview

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:35:32.427918Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation be7920ad-d3c8-4a40-ab90-1f27860e7c28 · outbound

This paper cites Pre- dicting defects using network analysis on dependency graphs.

An Empirical Study on the Amount of Changes Required for Merge Request Acceptance Pre- dicting defects using network analysis on dependency graphs

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:35:32.410369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Pith citing papers

Observation 8625f007-9020-44f2-ba57-80c1213f02c1 · inbound

Humans Integrate, Agents Fix: How Agent-Authored Pull Requests Are Referenced in Practice cites this paper.

Humans Integrate, Agents Fix: How Agent-Authored Pull Requests Are Referenced in Practice An Empirical Study on the Amount of Changes Required for Merge Request Acceptance

Reference 15

Resolution: unresolved; no resolver link, observed 2026-07-13T11:26:24.542239Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.