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Paper Citation Record · LEDGER

Retrieval-Augmented Code Review Comment Generation

As of 8 August 2026, this Paper Citation Record lists 53 of 53 outbound references and 0 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 53 of 53 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:08:46.980485Z digest=sha256:b2eb123558c6d0e7c30956c757a804d65dbbc8deb90e325276e4828033fc9516

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:08:47.136308Z digest=sha256:bdfd70b713d9a0ba2954c5ba2aa5033f54632e09114c2db11b82d40375301f81

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:08:47.226534Z digest=sha256:8e994b12f843041de0f03c47e4874f553ec9cea29127e1b3dda4302fb7b6ad98

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:08:47.314305Z digest=sha256:fa0bfe50a60ef794dfd7a1b123ccfd33ba70202680462e5eedcf7f8eaa755fe7

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:08:47.454932Z digest=sha256:c9be9c491342e37bec2b2bf3abc46f9da858285d146ce33d26b968eaae23c5c9

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:08:47.538971Z digest=sha256:4a75fb3c895de4fd20728b38abbf3fc1dde8797fa9e0ca4ca05061175a9dbb27

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=sha256:7c58553a2ae8627d5bd8bc30c1bac8961a32bc294ec3f64423ffa3b11aff866b

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:08:47.734106Z digest=sha256:6a6d0cc10f58360c8d8ada1aa63e8080ab0cab764a44c90e37cc10b53ddfc18c

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:08:47.847361Z digest=sha256:f5f48951695719e82f8c50bf922c938f1529396a7fc1551ddb29a9613b7d621b

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:d90a47375076f30e513934f17b68838792c21a673c11333ba604085d1222fdd4

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:08:48.058833Z digest=sha256:6e74fdf927a3f3d23e59ef7421b59e904a772c3ad74597d5d06ed17fd76cc8c0

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:b17674f5eb8ea29b9b1601488d7247b4a854280b84e0c09880e0559567ccaae5

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:08:48.255413Z digest=sha256:e7f2b9697083004faaa64f6d3ca73a34649bef854a4eb439435180b8dc23a73e

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:08:48.330908Z digest=sha256:13976fdc62a0083c3e132231d863f9a2eb3f21b0289e652c8831754bfc90a777

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:08:48.410275Z digest=sha256:e153e76bd556268354f1ab15c5cc08cbe46b650e5e51709d3c6c1ac95cd6f075

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:08:48.504164Z digest=sha256:12bbded96f04b38166f405ff62e23aba617b5341630d3ee9f7a8eb26aff4f67b

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:08:48.609705Z digest=sha256:9b02a176ec8b8fc30b0a659ae3e7e5a1017fb901bf30f0a5bf0193be3c8cabf2

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:08:48.705019Z digest=sha256:b84184ce216d373b9c139935cd5b1c2d7830015fa17320532c242064519f9a35

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=sha256:5f1b2f9d021aed8cdbdeb2d6f6ce3ff30c4e135e5494d16b1a7a730af339aa2f

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=sha256:7ad94bfbee22eba0c28786fc7d303bb868bc7f6f2fefa246b114baa907d403a9

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=sha256:379d007657bb91c3eafd773b55a98774a73cdac63591b957e27ea3de2a7568d3

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
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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:c84c8c04caa45fc0c9fe8104db15b4c18fc9dc5d62e1de14a71a4b6eaceeeee1

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
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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=sha256:1eaf9c82f0322dccbbd0655b55e49ec8a81dad1f93be8cf97bf04da93e59cb1b

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=sha256:994504b1e86d6758b26042a5ebe01c4fecfa6e4af4ee45223a0d5beb078102f3

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=sha256:4186cdf5ced1a39913ca7231dc339a5494f3928470a0488b2ec294a17b7216cd

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:08:49.592532Z digest=sha256:64cb77911ba85fcd06c22747bcc69502fba41af6db36f64755ae16765069b994

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:08:49.703387Z digest=sha256:119452da0ac32a398373e029c46243c805f8e8c1da6be15e4478795dbee2c5b7

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:08:49.852775Z digest=sha256:e7bf6c3590ed0310872bd1761df1d2f4a405c8bb62d848772f34b97732192b36

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=sha256:0c029dbe8360a1eec1610993b656eb7d16a6bc6669f418ed6ba4d2b31e64cba6

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:08:50.028724Z digest=sha256:fcee38def5caba43ce8d68da508b3cf59236da4ccdc9b90b6c893ea9d6552f8a

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=sha256:09afb71bce5d76e4a2b9c6155e938caaa6bf15e850081bf8e53f47e85d2d9844

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:ca8ff773f4e814112f0e6881c66bbbc313b8a66455170faaf5607062db47337a

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:d81dd251bfd958583637dbb09d1b32b2cd20d4962a2e1cbe715debbdce7a818c

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=sha256:2ac86e53745b74ab5656b385eba4243d8db08320e56f6808261c42f5bd4a9e5a

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:08:50.616197Z digest=sha256:796498ac8bcec2c65e314aa16ef0329071d55d24bb0338fe65fc7dc5366e2cf8

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:08:50.710675Z digest=sha256:ac051d1fac21493ff75b480fbe7f1e320d23f040b57206ff321677839000c164

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:08:50.844262Z digest=sha256:c0fa1fc6ad5d84936cc8ed12714998003bd52855a7348fd7ac277efb79cc6643

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:08:50.937356Z digest=sha256:d8860ece8b3190a6abe1d245517af2b2588620416ee0c5e15f077d5d08fb568c

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:08:51.041982Z digest=sha256:eb766e7633e000ad703bb76f97cc337b4f78eed243b23614113de7c50be09513

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:08:51.166730Z digest=sha256:44d735cb099911579794e0bdac09492a49e6d5bb00f12dece15faff8c0bf3d05

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:08:51.257643Z digest=sha256:7a2fa43fed1d056b41bcbc68d5944f67c6ad0465b2507dbc687ccca606c5c493

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:08:51.354152Z digest=sha256:0a8295731ccc869ce7b3ff3e3ffd1e2fe214106f8075fa61e0cfb982e416d593

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=sha256:66d25c84220aa396e423553b4155e0dc4314691c51920c0edf0ccaf040c882af

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=sha256:0f96c154088a5d5dd9ba0200606d99727c286e4d8d26fae8e5324050285aca4d

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=sha256:4c4af4869f59d927ef7119ccd0cfb3c3fa55df5f343f8cacbc798ae436deeb4b

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=sha256:0aa8893cf16067f1931be3460f5b8a113f380fd8572d0d087a61ed2eff8518f3

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=sha256:69767c47d09046bd9da6f9a9124bc130897e6f79153a5a10be4b55e207efa3eb

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:a5fe3abb86b6092a1d51cd7d0773a807c9e64cf6355077fbb2b357fe1a640941

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=sha256:8179effc47b0e95987f552ff96fce506795208b20b3482cf76c7817380421e67

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:a238e76743fff17548d716d64176e299be816368ff2bf84f6494a664dcf22aad

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:08:52.309631Z digest=sha256:5fb5dddda5dcf10b68a8331219cf156b9a8de9231f8c0965a6ebc980b0a90075

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:08:52.428546Z digest=sha256:885ef1afd498dc75dd114efd759f68523748fa8b045f9b7f0c90f22baf39238f

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:08:52.553173Z digest=sha256:29349aaad9bd060f0e7be28b9b3326776801db341e1514bfa15a1c88c86b4707

Pith citing papers

No inbound Pith citation observations are available.