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Paper Citation Record · LEDGER

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

As of 9 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 2026-08-09T06:31:02.800959+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
  • unresolved1
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

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

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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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

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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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

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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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

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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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T10:35:32.185776Z digest=sha256:0d4cd038caa8868c07a4d9f12474453f0f1754845f25e64cefaf16dbccbc8df9

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

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T10:35:32.190898Z digest=sha256:9b06a82df17a3c1ed033ef122ae378b46f252f78272a0d487b6112b81b99638d

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

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T10:35:32.197133Z digest=sha256:d75e7d54edda21ef9ca48c53288bed6641e02828b5092b8b082a024c87cdfa88

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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T10:35:32.201784Z digest=sha256:bf435c27955765b59e3f84f132eee0a715e520e776f9c39d671d442c1f3495b5

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

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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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

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verified exact
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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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

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T10:35:32.215994Z digest=sha256:8388ea554e295bb53e6a745bec0aa1907779617621d318c8d84a7d83f8823b35

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

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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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T10:35:32.220982Z digest=sha256:cfa5f1254beedbe7c264e7fbb1fc45d23d1c5b456d859ce10d048ca3c279dcd3

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

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raw_fallback, observed 2026-08-06T10:35:32.809001Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T10:35:32.225946Z digest=sha256:845373efda802a0e80c977237c239f95fdf74534bf4e6c688a87a10c9ec95cc3

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

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raw_fallback, observed 2026-08-06T10:35:32.793125Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T10:35:32.230423Z digest=sha256:79a49f1be5bbb68d4da7d4e789ace13bd1d542c8db385da4f1dc33f6e86d2e18

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

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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 2026-08-09T06:31:02.800959+00:00.

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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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T10:35:32.239852Z digest=sha256:364f7a97cc9456d400540d098c1d08bbb11f4582a085baddb61348727ffb50b8

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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T10:35:32.267535Z digest=sha256:2021515e8f2426e0e9bd3cfe04234fa30cf565d7b395341ae5765c18ad848e4b

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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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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

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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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T10:35:32.276806Z digest=sha256:914b0a2467dad61f996a06546884b4a498dae90b41dd72f63e0d280d5cd6a39c

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

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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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T10:35:32.281325Z digest=sha256:c49e8a8c343a2b98a4d77d24c041b5b407f80d07e1a710f80cf9c95d4a9c7a0b

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

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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 2026-08-09T06:31:02.800959+00:00.

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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

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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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T10:35:32.290375Z digest=sha256:2a2f52fa5fc06de11a344f2e3295af160113cd3645b5cb8e511f6bd9c25ac76b

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

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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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T10:35:32.295566Z digest=sha256:3dd21e84bfa03601b6f36e93e30a27b9388c5cd6ff69606e124a64cd3b197f37

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

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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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T10:35:32.299905Z digest=sha256:bcd02b3058d951df069b519fd836a1fcf3b37530476386f683c886b4aaadba7a

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

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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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T10:35:32.304258Z digest=sha256:e5438e516ff3366b130a2035328837884e3498dc251a0eed680cfa8d23322314

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

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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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T10:35:32.308564Z digest=sha256:7bd36b257e7398b4565cc1f6f6b8d67bb525c77fda562a2b8caac30051a03988

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

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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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T10:35:32.313059Z digest=sha256:2d01fc0fb8ea3ab4f279952c5ae5f0f6ccd0ebdaf1770fd600a3086467d39899

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

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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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T10:35:32.318289Z digest=sha256:70ace72ed8fa531c0c1c78318a4b240cf870378015b78842dd3b20bb0294bd0f

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T10:35:32.323130Z digest=sha256:63abe7acef6e0faacdacb1a503b52435e0ad4b28460cfb3c7a900231a9875436

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T10:35:32.328148Z digest=sha256:ff95b665f2739c94eb32a41d3382ba378039d6150fb4db266bab8c6bdad57ee4

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T10:35:32.334517Z digest=sha256:1a89e31c14f60278390b6ee7f7bf3905e1d87d9ba5f09eac50889bf0b339266e

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T10:35:32.339459Z digest=sha256:4ea80a1729cb862af035f5da191996141a14afb9b3103c400fa81e7be2bc4e32

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.

source=pdf_text observed=2026-07-13T11:26:24.542239Z digest=sha256:15f9aad0ca12f86f7cdde1517111459c7a657c3ffc62272a006cd73944d425b2