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Paper Citation Record · LEDGER

Retrieval-Augmented Code Review Comment Generation

As of 15 August 2026, this Paper Citation Record lists 53 of 53 outbound references and 2 inbound Pith citation observations for arXiv:2506.11591.

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

pith.paper-citation-record.v1
2506.11591 v1

Coverage vector

measured 53 of 53 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T04:08:52.553173Z

measured 55 of 55 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-14T04:20:34.045749Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-11T20:08:14.637331Z

Reference resolution

53 of 53 outbound references displayed

  • verified exact2
  • verified fuzzy28
  • unresolved23
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9a17ca72-239d-4af6-a474-95e73883bceb · outbound

This paper cites An empirical study of the impact of modern code review practices on software quality,.

Retrieval-Augmented Code Review Comment Generation An empirical study of the impact of modern code review practices on software quality,

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:09:02.945743Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T04:08:46.980485Z digest=sha256:e021f3e5f8511cf439b454f10d5b8564fb57d8254359264c38532b3ac6843f76

Observation b991ea3d-4bfc-46a5-96ce-3f5e27e751fc · outbound

This paper cites What hap- pens in my code reviews? an investigation on automatically classifying review changes,.

Retrieval-Augmented Code Review Comment Generation What hap- pens in my code reviews? an investigation on automatically classifying review changes,

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:09:02.720814Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T04:08:47.136308Z digest=sha256:85c2df3b59d7f00ae21f68a1feb86edd02c629c7f92161a64507b4033c3d1d16

Observation b9c6a69f-a8e1-4a13-8a4d-6bd04c896620 · outbound

This paper cites Reviewing rounds prediction for code patches,.

Retrieval-Augmented Code Review Comment Generation Reviewing rounds prediction for code patches,

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:09:02.509815Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T04:08:47.226534Z digest=sha256:f81c07bae770989d7a3d36a21e97bdae68b61ad906fe3e19d0142b7ad2f789de

Observation 161b9ed9-9f48-40d1-87a4-f9c7a954c262 · outbound

This paper cites Impact of peer code review on peer impres- sion formation: A survey,.

Retrieval-Augmented Code Review Comment Generation Impact of peer code review on peer impres- sion formation: A survey,

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:09:02.242294Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T04:08:47.314305Z digest=sha256:edb0e19044ef38631cd1fdea5aa7be79858bfc3c7836fe30f59a60948168f432

Observation d87accd8-d9f7-4d55-8bc0-29ae2b1e0e16 · outbound

This paper cites Where should i look at? recommending lines that reviewers should pay atten- tion to,.

Retrieval-Augmented Code Review Comment Generation Where should i look at? recommending lines that reviewers should pay atten- tion to,

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:09:02.001286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T04:08:47.454932Z digest=sha256:32bcb805ec71c89bf85e478505e0288f1b7f5dac0a9586841c2c384be8ad4b4d

Observation 451a387b-7e01-4fcf-ada8-dadcd51eb315 · outbound

This paper cites Convergent contemporary software peer review practices,.

Retrieval-Augmented Code Review Comment Generation Convergent contemporary software peer review practices,

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:09:01.722393Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T04:08:47.538971Z digest=sha256:710247f3fc08e30086f93a28783e2c9e9f076454559fb2672b3bcc0412313f18

Observation 7b9f2b59-3656-45df-b1e4-8e5796222b58 · outbound

This paper cites On the naturalness of software,.

Retrieval-Augmented Code Review Comment Generation On the naturalness of software,

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-07T04:08:47.650436Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:08:47.650436Z digest=sha256:2bdb2125a199969b0e09f5a61f8e81c48ee0108ef1df4485952334864cbdfb0f

Observation 5a728eca-d576-4912-87dd-89544af40d28 · outbound

This paper cites Towards automating code review activities,.

Retrieval-Augmented Code Review Comment Generation Towards automating code review activities,

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:09:01.495075Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T04:08:47.734106Z digest=sha256:dc15f3949dc4b04d398a24312d72bd703871298ed548ac65e6d6fb668414639e

Observation 8bcc2a17-5bf9-41cd-b5d9-993c99448f23 · outbound

This paper cites Using pre-trained models to boost code review automa- tion,.

Retrieval-Augmented Code Review Comment Generation Using pre-trained models to boost code review automa- tion,

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:09:00.517760Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T04:08:47.847361Z digest=sha256:9c9fb07668941d150206bd6d0d5e2b534187b60efbc31c2aa35428918a49af90

Observation 66462a1e-66e0-43f7-957e-c730b96ee6c3 · outbound

This paper cites Automating Code Review Activities by Large-Scale Pre-training.

Retrieval-Augmented Code Review Comment Generation Automating Code Review Activities by Large-Scale Pre-training

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-07T04:08:47.946131Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:08:47.946131Z digest=sha256:7723c70b035025a754b7897991bb5d4b97147d274bf1f0fb8a5eb4cf2dd52fa0

Observation 4029e506-337b-406d-a07f-4ef607d3960b · outbound

This paper cites Generation-based code review automation: How far are we?.

Retrieval-Augmented Code Review Comment Generation Generation-based code review automation: How far are we?

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:09:00.307916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T04:08:48.058833Z digest=sha256:feafca92891560b93cb7b35e3afb96c2fc26d7bb09cf2ff1260eaaf2a09e89e1

Observation 2f6f8eb1-ab92-4780-84bd-52853f2b8cea · outbound

This paper cites Llama-reviewer: Advancing code review automation with large language models through parameter- efficient fine-tuning,.

Retrieval-Augmented Code Review Comment Generation Llama-reviewer: Advancing code review automation with large language models through parameter- efficient fine-tuning,

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-07T04:08:48.152898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:08:48.152898Z digest=sha256:114cdc3a328fe0a88b31a4913c5b35ab13b27937df62cfddc100380ff01b905f

Observation 531f38bb-067a-48c9-af83-036dd0a53afd · outbound

This paper cites Towards efficient fine-tuning of language models with organizational data for automated software review,.

Retrieval-Augmented Code Review Comment Generation Towards efficient fine-tuning of language models with organizational data for automated software review,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:09:00.066162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T04:08:48.255413Z digest=sha256:04fce3698e5076e6c0306a8c0f81433e04748ff7a5947a2aea9e4cbabc0e5283

Observation 4ea3fc25-ed73-491d-8906-7f0ee0c1d577 · outbound

This paper cites Com- mentfinder: a simpler, faster, more accurate code review comments recommendation,.

Retrieval-Augmented Code Review Comment Generation Com- mentfinder: a simpler, faster, more accurate code review comments recommendation,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:08:59.834007Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T04:08:48.330908Z digest=sha256:bb601be7fedcd2a558200d8b53bdf99b12ca8a09dfe27f624577e7ae09689962

Observation 1e43eb4d-54ac-45be-93ea-859823fa8c08 · outbound

This paper cites Recommending code reviews leveraging code changes with structured information retrieval,.

Retrieval-Augmented Code Review Comment Generation Recommending code reviews leveraging code changes with structured information retrieval,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:08:59.534813Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T04:08:48.410275Z digest=sha256:5c3e4c276f70da20283ea2bcde29311562a395f35fe3f0445bf517137090c151

Observation 9899d286-5950-4f44-a6a3-6ba644adad19 · outbound

This paper cites Automating modern code review processes with code similarity measurement,.

Retrieval-Augmented Code Review Comment Generation Automating modern code review processes with code similarity measurement,

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:08:59.290022Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T04:08:48.504164Z digest=sha256:cb4b12b0c0341fdc4cb3f09c55e78c92ae5138c5ddc5763b09e5d2fd46626d24

Observation 62fa47f8-f55d-4750-bec4-760c7a539f03 · outbound

This paper cites Incorporating Discrete Translation Lexicons into Neural Machine Translation.

Retrieval-Augmented Code Review Comment Generation Incorporating Discrete Translation Lexicons into Neural Machine Translation

Reference 17

Resolution
verified exact
local_arxiv, observed 2026-08-07T04:08:53.192258Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T04:08:48.609705Z digest=sha256:5ba2599872dce03bf13ab723fbdf333fcbc2a156c1e443ea389db26d3be77829

Observation 3deb1ef1-41ee-45a6-8b68-498caf274c0a · outbound

This paper cites Guiding Neural Machine Translation with Retrieved Translation Pieces.

Retrieval-Augmented Code Review Comment Generation Guiding Neural Machine Translation with Retrieved Translation Pieces

Reference 18

Resolution
verified exact
local_arxiv, observed 2026-08-07T04:08:53.030258Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T04:08:48.705019Z digest=sha256:9eedf2c71f645b9e01f5845239d00a5487ce2c9a536905de2a3db201921c3408

Observation 9e2660f2-0ad4-4d50-9944-ccf983ebaae0 · outbound

This paper cites CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and Generation.

Retrieval-Augmented Code Review Comment Generation CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and Generation

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-07T04:08:48.810037Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:08:48.810037Z digest=sha256:331cdf0aafad5b63f5e6b7b4581ea1e36ed53f28c8ef2d905d800a4c6f036065

Observation ecad3f92-3069-4c98-8a3e-a1d597490549 · outbound

This paper cites Retrieval- augmented generation for knowledge-intensive nlp tasks,.

Retrieval-Augmented Code Review Comment Generation Retrieval- augmented generation for knowledge-intensive nlp tasks,

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-07T04:08:48.939024Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:08:48.939024Z digest=sha256:21f6f95d90fa1204e88f988a749f6e99f9d299d7f7ca4641c66b1b6f2b3873e3

Observation 068d9c0a-423e-46dc-ad22-f6e7d3e723e8 · outbound

This paper cites Improving retrieval-augmented code comment generation by retrieving for generation,.

Retrieval-Augmented Code Review Comment Generation Improving retrieval-augmented code comment generation by retrieving for generation,

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-07T04:08:49.050221Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:08:49.050221Z digest=sha256:c3bf08f84e4b374f448d18fca1a8b698020e54c2b02b6e21b326699bfe622cb6

Observation d663dfec-23a0-4c4b-b687-db6927e20895 · outbound

This paper cites Retrieval-based neural source code summarization,.

Retrieval-Augmented Code Review Comment Generation Retrieval-based neural source code summarization,

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-07T04:08:49.155652Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:08:49.155652Z digest=sha256:1291cc1c89a8a4ba53234b737a1b070cb8d0cac59a7996e3e3a2350cddf17da2

Observation 3a882e01-6994-4ca7-9c04-738560fa42e2 · outbound

This paper cites ReACC: A Retrieval-Augmented Code Completion Framework.

Retrieval-Augmented Code Review Comment Generation ReACC: A Retrieval-Augmented Code Completion Framework

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-07T04:08:49.268400Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:08:49.268400Z digest=sha256:b57f2835d7e01142d5e64ca07e08be0d4aeda9036c4e89603225be3313e2ef80

Observation 86d470ae-4e0b-4bbe-90a1-2200547003f1 · outbound

This paper cites Retrieval Augmented Code Generation and Summarization.

Retrieval-Augmented Code Review Comment Generation Retrieval Augmented Code Generation and Summarization

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-07T04:08:49.368592Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:08:49.368592Z digest=sha256:c33cef6b63e604ae37f318a24ecc6265b5ac84270c88d8db7026371eb5f58676

Observation 80588f4d-223d-4673-854e-bca47c15153a · outbound

This paper cites Retrieval-augmented test generation: How far are we?.

Retrieval-Augmented Code Review Comment Generation Retrieval-augmented test generation: How far are we?

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-07T04:08:49.451845Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:08:49.451845Z digest=sha256:671af27f31a6d14314251d9110ab33e5bf9c3c83fd88c442ce1591aceec22a81

Observation 7d916366-e4b9-4c50-8da6-0674963820e8 · outbound

This paper cites Understanding code smell detection via code review: A study of the openstack com- munity,.

Retrieval-Augmented Code Review Comment Generation Understanding code smell detection via code review: A study of the openstack com- munity,

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:08:59.011008Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T04:08:49.592532Z digest=sha256:3ef3f0d46cc724796f75bb4fedba0e6450d2011ba35663713f5e26229fc4269c

Observation c8e03b85-2ed5-4a06-a8dc-d87e61c0b127 · outbound

This paper cites Why does code review work for open source software communities?.

Retrieval-Augmented Code Review Comment Generation Why does code review work for open source software communities?

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:08:58.752910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T04:08:49.703387Z digest=sha256:b40e8fb2d1c8c210c9ebe9e116738bb6a1bcb2cd51612bc75bfc9c8ab4b442f4

Observation 2558770d-b6ed-4af5-b3ad-3b46510bab0e · outbound

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

Retrieval-Augmented Code Review Comment Generation Modern code review: a case study at google,

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:08:58.526186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T04:08:49.852775Z digest=sha256:5f0ac4e06e4906a7b56a7d34bd77f72e5a3a3bcc19a8999d24c157aa3e5bea2d

Observation 3d1fc8a8-b68f-426a-84b7-ec3377686be7 · outbound

This paper cites UniXcoder: Unified Cross-Modal Pre-training for Code Representation.

Retrieval-Augmented Code Review Comment Generation UniXcoder: Unified Cross-Modal Pre-training for Code Representation

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-07T04:08:49.951912Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:08:49.951912Z digest=sha256:af7c9e52bb7c5cb6a29fdf452a0db9b2953730bf13292fce62bfbf93df47e6ba

Observation 471d1683-0cbd-4f58-8ae7-7d131281d355 · outbound

This paper cites Retrieve and refine: exemplar-based neural comment generation,.

Retrieval-Augmented Code Review Comment Generation Retrieve and refine: exemplar-based neural comment generation,

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:08:58.278403Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T04:08:50.028724Z digest=sha256:8c3d7fd41be0e9d65abf0042f9210f0d53980985f8d73ad3d535cab69599f7f7

Observation 785038b1-3e04-499f-8332-151d05752b4d · outbound

This paper cites Bleu: a method for automatic evaluation of machine translation,.

Retrieval-Augmented Code Review Comment Generation Bleu: a method for automatic evaluation of machine translation,

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-07T04:08:50.140298Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:08:50.140298Z digest=sha256:8cd886ec1813084bc6379c789752a7c634888541fa020718c96ebd7817cec937

Observation bbec3d9e-0e1d-46c0-8195-18a7ca934eb1 · outbound

This paper cites Exploring the limits of transfer learning with a unified text-to-text transformer,.

Retrieval-Augmented Code Review Comment Generation Exploring the limits of transfer learning with a unified text-to-text transformer,

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-07T04:08:50.251159Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:08:50.251159Z digest=sha256:4ccededc99a9fa7555268c5c8ea21ad050d9469c8b60aadcab58f6da8b8ba5da

Observation dafd21dc-f738-410e-97b4-5b77dfd5d23a · outbound

This paper cites CodeSearchNet Challenge: Evaluating the State of Semantic Code Search.

Retrieval-Augmented Code Review Comment Generation CodeSearchNet Challenge: Evaluating the State of Semantic Code Search

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-07T04:08:50.394269Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:08:50.394269Z digest=sha256:eb5e1e7b90c4a76b9b5356bdf371fd78ac4772a11ed1eb387c387458e8ee0411

Observation 66a30aac-2f29-43c6-8ab0-d90f507795c9 · outbound

This paper cites CodeT5+: Open Code Large Language Models for Code Understanding and Generation.

Retrieval-Augmented Code Review Comment Generation CodeT5+: Open Code Large Language Models for Code Understanding and Generation

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-07T04:08:50.525662Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:08:50.525662Z digest=sha256:2432801112fcf103582e6f7454b855bda2aaf3f2bba970bf45905fa27df66a54

Observation 6c0c0b8a-8aed-4c34-8c10-cdf27c4ebde8 · outbound

This paper cites Auger: automatically generating review comments with pre-training models,.

Retrieval-Augmented Code Review Comment Generation Auger: automatically generating review comments with pre-training models,

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:08:58.090545Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T04:08:50.616197Z digest=sha256:e40d1b4d3ced17dc8204ea9d2bb66aeb4c1d5e28f7a02b28e44e453ff22bae0e

Observation 8e4370dd-f0b0-46cf-a1e6-52ad94330f0d · outbound

This paper cites Tufano t5 replication package,.

Retrieval-Augmented Code Review Comment Generation Tufano t5 replication package,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:08:56.610458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T04:08:50.710675Z digest=sha256:825fd46c7680fd77e8dd6aa4dd1d880716dd1fa257ea0002a1d2bac87511a59c

Observation 575d09af-4c8c-48d7-a743-aa060bc64425 · outbound

This paper cites Codet5-base repli- cation package,.

Retrieval-Augmented Code Review Comment Generation Codet5-base repli- cation package,

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:08:55.211823Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T04:08:50.844262Z digest=sha256:f499fc9f63f4985eca002565ec0499b662e44419d6899b9155438cb5a6994acc

Observation ac4f333d-1e14-49a1-a0a5-a4870a2526a4 · outbound

This paper cites Codet5p-220m replication package,.

Retrieval-Augmented Code Review Comment Generation Codet5p-220m replication package,

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:08:54.994696Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T04:08:50.937356Z digest=sha256:58f713c2b71edeeccc5261748b7eac0e2db50680ac1e9b68bbd92fe3cadcbb42

Observation 01963700-948f-4ac3-bca3-02069952d3a8 · outbound

This paper cites Codereviewer replica- tion package,.

Retrieval-Augmented Code Review Comment Generation Codereviewer replica- tion package,

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:08:54.774307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T04:08:51.041982Z digest=sha256:287a8a1baea21e339c46f19d2f6d75b0d410d836fa1014e03d7ecdd5c5d8dc05

Observation 614ae9ac-a749-4e0e-b8e2-f286501a7b73 · outbound

This paper cites Auger replication package,.

Retrieval-Augmented Code Review Comment Generation Auger replication package,

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:08:54.529622Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T04:08:51.166730Z digest=sha256:226c6c13d7f8ffeba8b3bbee0cdfccb9ec62aa3413dc017aa11ce2b415b888cc

Observation e65dbe5a-ab59-41a4-a3b4-94dea828fee6 · outbound

This paper cites Com- mentfinder replication package,.

Retrieval-Augmented Code Review Comment Generation Com- mentfinder replication package,

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:08:54.314570Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T04:08:51.257643Z digest=sha256:707e17172c1b4de8cb0303ddd0a8ebf0ac870207797ed6c8b2187742525c81c7

Observation d0ebbf65-d3f5-48d0-9d20-88ab66f3f171 · outbound

This paper cites Unixcoder replication package,.

Retrieval-Augmented Code Review Comment Generation Unixcoder replication package,

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:08:54.086672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T04:08:51.354152Z digest=sha256:9bdf993bf412757a7fcd1e586a2e7ea36c0647a66cebf7f07667255f60340137

Observation ec4f3762-2992-44f9-91a6-7a1046024ddf · outbound

This paper cites Sequence to sequence learning with neural networks,.

Retrieval-Augmented Code Review Comment Generation Sequence to sequence learning with neural networks,

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-07T04:08:51.436027Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:08:51.436027Z digest=sha256:315ecc1bdfdbaf89cf3c8748f9c9bbe18a3762f021b1a7692a776e3672f17ee0

Observation 4f2410b4-664e-4801-a0e7-c329c39425ad · outbound

This paper cites Neural Machine Translation by Jointly Learning to Align and Translate.

Retrieval-Augmented Code Review Comment Generation Neural Machine Translation by Jointly Learning to Align and Translate

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-07T04:08:51.555454Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:08:51.555454Z digest=sha256:9ad44abb49bc6a40d6767a9a4ec069944a73ec333cdd3a30140abe1e86197cbb

Observation 37c7cc4c-e34d-4ef6-81c0-0c482ebb466f · outbound

This paper cites Attention is all you need,.

Retrieval-Augmented Code Review Comment Generation Attention is all you need,

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-07T04:08:51.652243Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:08:51.652243Z digest=sha256:b7dc6fb4be6f91a833b1ba02abe05a3551ccfa4147963142c111d71d95d09120

Observation 2042f535-9041-4b5d-8dba-c9af53f79de8 · outbound

This paper cites Bert: Pre-training of deep bidirectional transformers for language understanding,.

Retrieval-Augmented Code Review Comment Generation Bert: Pre-training of deep bidirectional transformers for language understanding,

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-07T04:08:51.746781Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:08:51.746781Z digest=sha256:eb04a13a40a30bf4abbd359a467df38a1a704ce0affd5f1145d8b2ad6258013c

Observation 4515496a-0247-4d7b-a913-0c24483eb797 · outbound

This paper cites Language mod- els are few-shot learners,.

Retrieval-Augmented Code Review Comment Generation Language mod- els are few-shot learners,

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-07T04:08:51.874225Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:08:51.874225Z digest=sha256:71f192daf0175acb82f3a9eefce7a1f92f86e841b2c8c1c955fed8ab3ec1a924

Observation 5515e772-0d09-40eb-8459-0adc0d8c52fd · outbound

This paper cites CodeBERT: A Pre-Trained Model for Programming and Natural Languages.

Retrieval-Augmented Code Review Comment Generation CodeBERT: A Pre-Trained Model for Programming and Natural Languages

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-07T04:08:51.994256Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:08:51.994256Z digest=sha256:fbc8c42fe93bee2ef300f9405821fb8237154cb5a802a74ce101b80cb99d58aa

Observation bc718b2a-1192-4bc1-8ce1-4f5dfc763c9f · outbound

This paper cites GraphCodeBERT: Pre-training Code Representations with Data Flow.

Retrieval-Augmented Code Review Comment Generation GraphCodeBERT: Pre-training Code Representations with Data Flow

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-07T04:08:52.096814Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:08:52.096814Z digest=sha256:02579ec17071f078c53938e47c6c70103ebf5fa60ebf5781df2b73a139213b84

Observation 62a1aa8a-4e3b-496d-8289-c2b06f4ff553 · outbound

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

Retrieval-Augmented Code Review Comment Generation LLaMA: Open and Efficient Foundation Language Models

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-07T04:08:52.201060Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:08:52.201060Z digest=sha256:27d4c4a16e62e07d8d662a54ac67a72a3e7db4be7cbd0ed7fb5aff2217bdabf7

Observation 80dbdc1b-0171-4ec3-af72-da7dd2d2b410 · outbound

This paper cites Codedoctor: multi-category code review comment generation,.

Retrieval-Augmented Code Review Comment Generation Codedoctor: multi-category code review comment generation,

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:08:53.879060Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T04:08:52.309631Z digest=sha256:64c1801b1ed5eeba741082f6c953f703075611d4a73a41a508dc35660beb5437

Observation d366332c-bf8e-4b99-bfeb-88b58bf03c25 · outbound

This paper cites Editsum: A retrieve-and-edit framework for source code summarization,.

Retrieval-Augmented Code Review Comment Generation Editsum: A retrieve-and-edit framework for source code summarization,

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:08:53.664670Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T04:08:52.428546Z digest=sha256:ace2f44bdc29949f8902f9a3dd3d6ec65f4c00bfb85be3fb69e236423e5abf5c

Observation 08cb37eb-953e-4691-9d73-a04e75754542 · outbound

This paper cites Inferfix: End-to-end program repair with llms,.

Retrieval-Augmented Code Review Comment Generation Inferfix: End-to-end program repair with llms,

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:08:53.421878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T04:08:52.553173Z digest=sha256:1b9aadedb585c88ba95b5030f100f4d8a39c4ef05bcf45a915b714fa4439cdad

Pith citing papers

Observation ece7e08f-4fb1-4d2c-9483-106a3b7c1076 · inbound

OpenCodeReview: Determinism over Non-Determinism for Cost-Effective Agent-Based Code Review cites this paper.

OpenCodeReview: Determinism over Non-Determinism for Cost-Effective Agent-Based Code Review Retrieval-Augmented Code Review Comment Generation

Reference 7

Resolution
verified exact
local_arxiv, observed 2026-08-11T20:08:14.640490Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T20:08:14.303100Z digest=sha256:98f210f608faf6952b65e2f4eccea8bf695267e8b3fa30cdbdd41ed25a953eb8

Observation 6299473f-986d-4706-97de-aeddbb61eb5a · inbound

OpenCodeReview: Determinism over Non-Determinism for Cost-Effective Agent-Based Code Review cites this paper.

OpenCodeReview: Determinism over Non-Determinism for Cost-Effective Agent-Based Code Review Retrieval-Augmented Code Review Comment Generation

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-14T04:20:34.045749Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T04:20:34.045749Z digest=sha256:09a49984afd727c4079ec5b6e0a2683217d966b6904fccdfb99efb6829fdd393