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Paper Citation Record · LEDGER

These Aren't the Reviews You're Looking For How Humans Review AI-Generated Pull Requests

As of 6 August 2026, this Paper Citation Record lists 18 of 18 outbound references and 2 inbound Pith citation observations for arXiv:2605.02273.

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

pith.paper-citation-record.v1
2605.02273 v1

Coverage vector

measured 18 of 18 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-08T18:18:10.545389Z

measured 20 of 20 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-10T14:18:51.004625Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-10T14:27:07.470545Z

Reference resolution

18 of 18 outbound references displayed

  • verified exact1
  • verified fuzzy14
  • unresolved3
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4006838f-7257-4ef2-9c25-9f03ac50d7b2 · outbound

This paper cites Rethinking Code Review Workflows with LLM Assistance: An Empirical Study, May 2025.

These Aren't the Reviews You're Looking For How Humans Review AI-Generated Pull Requests Rethinking Code Review Workflows with LLM Assistance: An Empirical Study, May 2025

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T05:17:23.169749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-08T18:18:10.545389Z digest=sha256:6b06863126fa592641ae0f9713cac5cd1bf983c92a7754b44cc01daacf2efc6a

Observation 2d17c078-1d58-486b-8f9e-a78c5f912c88 · outbound

This paper cites an unresolved cited work.

These Aren't the Reviews You're Looking For How Humans Review AI-Generated Pull Requests Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-05-26T05:17:23.166164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-08T18:18:10.545389Z digest=sha256:afa5b02317bde622e1c8ab47125c77b43136ff6528484e85064281b0492cbdde

Observation 431bcf33-a4d0-4b09-95a6-f059e6910458 · outbound

This paper cites Expectations, outcomes, and challenges of modern code review.

These Aren't the Reviews You're Looking For How Humans Review AI-Generated Pull Requests Expectations, outcomes, and challenges of modern code review

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T05:17:23.207211Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-08T18:18:10.545389Z digest=sha256:a85cc2216caf8d5e74bfa9431fb96af68653bab8cb256bcadacb584adcb8ecbd

Observation 20913c79-9d5c-4876-9422-6342d170cfb9 · outbound

This paper cites Modern Code Reviews—Survey of Literature and Practice.ACM Trans.

These Aren't the Reviews You're Looking For How Humans Review AI-Generated Pull Requests Modern Code Reviews—Survey of Literature and Practice.ACM Trans

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T05:17:23.214299Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-08T18:18:10.545389Z digest=sha256:4fd39e68dd680f4284d63a5cd727415b7946af9ca54f42ffd880b2acf5c0fd52

Observation 0adc642b-f378-4ea7-9ccf-60c150df6418 · outbound

This paper cites Alperen Çetin, Emre Doğan, and Eray Tüzün.

These Aren't the Reviews You're Looking For How Humans Review AI-Generated Pull Requests Alperen Çetin, Emre Doğan, and Eray Tüzün

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T05:17:23.203274Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-08T18:18:10.545389Z digest=sha256:4007af1471afa974a5d0a6ebd7ad9bf10dfcf38395a508737c53ed4a8579833d

Observation 04fb710b-4c7d-4997-9e32-7aecccc22600 · outbound

This paper cites Automated code review in practice.

These Aren't the Reviews You're Looking For How Humans Review AI-Generated Pull Requests Automated code review in practice

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T05:17:23.162025Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-08T18:18:10.545389Z digest=sha256:a85d806947e83183d7dcecfa7dcb876c2e4b1243a9cbfccc8c73191fbc2e52a1

Observation ceb53c6c-47a6-42a8-be68-5bb6a419b789 · outbound

This paper cites A systematic literature review and taxonomy of modern code review.Journal of Systems and Software, 177:110951, July 2021.

These Aren't the Reviews You're Looking For How Humans Review AI-Generated Pull Requests A systematic literature review and taxonomy of modern code review.Journal of Systems and Software, 177:110951, July 2021

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T05:17:23.195211Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-08T18:18:10.545389Z digest=sha256:97269377ef5e3034f5c1f25ce10ee038d1acf55fa84a6e5439b91e1fa6ad018a

Observation 7807fa33-5204-479f-ac3f-5d34d2d62dc9 · outbound

This paper cites an unresolved cited work.

These Aren't the Reviews You're Looking For How Humans Review AI-Generated Pull Requests Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-05-26T05:17:23.199372Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-08T18:18:10.545389Z digest=sha256:54c7bf5dd9be411b17112a1a45e0d1b454c65f5c63ae23e29d5c8163e35bf077

Observation b32bab6a-b254-4635-b104-59f4a2c8ac74 · outbound

This paper cites The Rise of AI Teammates in Software Engineering (SE) 3.0: How Autonomous Coding Agents Are Reshaping Software Engineering.

These Aren't the Reviews You're Looking For How Humans Review AI-Generated Pull Requests The Rise of AI Teammates in Software Engineering (SE) 3.0: How Autonomous Coding Agents Are Reshaping Software Engineering

Reference 9

Resolution
verified exact
arxiv_id, observed 2026-05-15T17:38:55.449085Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-08T18:18:10.545389Z digest=sha256:29d7c2782ebdfaa6d6d41ed373f517330d8b439188c74720b1910ce980110b8a

Observation 2a1731f6-843b-4708-89d1-e12dfa7e0b81 · outbound

This paper cites Rigby and Christian Bird.

These Aren't the Reviews You're Looking For How Humans Review AI-Generated Pull Requests Rigby and Christian Bird

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T05:17:23.210616Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-08T18:18:10.545389Z digest=sha256:d94bbec34b1490c29a6dac58fba492f953b9c0ad1276fd4805e81940d164580c

Observation eda954f6-db28-4db2-b54b-7202015b1bcc · outbound

This paper cites Ten simple rules for scientific code review.PLOS Computational Biology, 20(9):e1012375, September 2024.

These Aren't the Reviews You're Looking For How Humans Review AI-Generated Pull Requests Ten simple rules for scientific code review.PLOS Computational Biology, 20(9):e1012375, September 2024

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T05:17:23.217895Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-08T18:18:10.545389Z digest=sha256:2bfaaacb957a3f52729fe34fd608a0f620a0c2026de494357af754f57fce2873

Observation f6bfe877-10b5-45f0-8410-f8b284001d5f · outbound

This paper cites Modern code review: a case study at google.

These Aren't the Reviews You're Looking For How Humans Review AI-Generated Pull Requests Modern code review: a case study at google

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T05:17:23.222213Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-08T18:18:10.545389Z digest=sha256:f3fba43e5df6d76b1fd8eb8f46c595079c66ead0f32222dbb6c0f14ea62f4428

Observation 5ecfc69c-e205-4522-a764-18be6b6a8b12 · outbound

This paper cites The value of effective pull request description.

These Aren't the Reviews You're Looking For How Humans Review AI-Generated Pull Requests The value of effective pull request description

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T05:17:23.187743Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-08T18:18:10.545389Z digest=sha256:431f44c33b4456192704129a3bfddf2188acef56ca6da6bceab6c2e4b88752d9

Observation 44d8a88e-b1f9-4e95-95fc-f02d1b23ff20 · outbound

This paper cites Does AI Code Review Lead to Code Changes? A Case Study of GitHub Actions, August 2025.

These Aren't the Reviews You're Looking For How Humans Review AI-Generated Pull Requests Does AI Code Review Lead to Code Changes? A Case Study of GitHub Actions, August 2025

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T05:17:23.184039Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-08T18:18:10.545389Z digest=sha256:fa8bd39c0a92fad085826bb683cd01515dc3a999ae70e1f1cc5e5fdf02e4b580

Observation 09c82aa1-abbf-407e-aaab-48755da7ed31 · outbound

This paper cites Bissyande.

These Aren't the Reviews You're Looking For How Humans Review AI-Generated Pull Requests Bissyande

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T05:17:23.177274Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-08T18:18:10.545389Z digest=sha256:0f6a693221c948a9cfcbee128ab232edae168cfd59e5ea2740ca47b68569c2d2

Observation 74b55b78-bd9d-4e5f-932d-27bad82b4edf · outbound

This paper cites Code review automation: Strengths and weaknesses of the state of the art.

These Aren't the Reviews You're Looking For How Humans Review AI-Generated Pull Requests Code review automation: Strengths and weaknesses of the state of the art

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T05:17:23.173493Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-08T18:18:10.545389Z digest=sha256:d8b89f4bf24ae46ae2bdeaae8a146b7b12fe493f9cdd1d5c13c0dbb728d8dd98

Observation 13418245-bf1b-4f57-a90f-80c79484bf97 · outbound

This paper cites Towards automated classification of code review feedback to support analytics.

These Aren't the Reviews You're Looking For How Humans Review AI-Generated Pull Requests Towards automated classification of code review feedback to support analytics

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-05-26T05:17:23.180334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-08T18:18:10.545389Z digest=sha256:5a141806c305d50dd5fa6d324e73f14a26c1d234b12f55cab81eef4bdf257374

Observation 568a3607-b61e-4c9a-ac45-d3466881bea3 · outbound

This paper cites an unresolved cited work.

These Aren't the Reviews You're Looking For How Humans Review AI-Generated Pull Requests Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-05-26T05:17:23.191099Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-08T18:18:10.545389Z digest=sha256:f38ddb30fef9985d83fbe1e5425aac3373b0d019ba4e5d06871d9f82b0a1ab79

Pith citing papers

Observation 9b8b27dc-6c80-4827-a12e-0bea013db6c9 · inbound

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate cites this paper.

AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate These Aren't the Reviews You're Looking For How Humans Review AI-Generated Pull Requests

Reference 43

Resolution
verified exact
local_arxiv, observed 2026-07-03T09:17:48.361441Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-07-03T09:07:47.454921Z digest=sha256:0769441ed7d3a2ee51587148381c8cd52a16e5f67ac9f2d89be5784518ed22e7

Observation 6cc17157-22df-4a65-bec7-02de8902ef1c · inbound

3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse cites this paper.

3100 Opinions on Code Review in an AI World: Building Causal Theory from Practitioner Discourse These Aren't the Reviews You're Looking For How Humans Review AI-Generated Pull Requests

Reference 53

Resolution
verified exact
local_arxiv, observed 2026-07-10T14:27:07.471842Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-07-10T14:18:51.004625Z digest=sha256:6ab9f81cec5b6cbde42958fba6a940f1cd7bf17a3638d61330a89a24743c0bf8