Paper Citation Record · LEDGER

DeepCRCEval: Revisiting the Evaluation of Code Review Comment Generation

As of 23 August 2026, this Paper Citation Record lists 50 of 50 outbound references and 1 inbound Pith citation observation for arXiv:2412.18291.

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

pith.paper-citation-record.v1
2412.18291 v2

Coverage vector

measured 50 of 50 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T04:53:25.404732Z

measured 51 of 51 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:59:37.209213Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-16T12:16:17.039197Z

Reference resolution

50 of 50 outbound references displayed

verified exact0
verified fuzzy28
unresolved20
parse uncertain1
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation cd69b976-35b5-4a7c-96d6-260975155fb6 · outbound

This paper cites In: 2013 35th International Conference on Software Engineering (ICSE).

DeepCRCEval: Revisiting the Evaluation of Code Review Comment Generation In: 2013 35th International Conference on Software Engineering (ICSE)

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T04:53:25.073134Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e15bbeb-85d1-4bf2-8666-6a2d74bc0a9b · outbound

This paper cites IEEE Transactions on Software Engineering 43(1), 56–75 (2017).https://doi.org/10.1109/TSE.2016.2576451.

DeepCRCEval: Revisiting the Evaluation of Code Review Comment Generation IEEE Transactions on Software Engineering 43(1), 56–75 (2017).https://doi.org/10.1109/TSE.2016.2576451

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T04:53:25.077087Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b7e4d9f-5d27-4fb8-89c2-7d1d893ceb5a · outbound

This paper cites In: 2015 IEEE/ACM 12th Working Conference on Mining Soft- ware Repositories.

DeepCRCEval: Revisiting the Evaluation of Code Review Comment Generation In: 2015 IEEE/ACM 12th Working Conference on Mining Soft- ware Repositories

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T04:53:25.080969Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b25402b5-a207-4e73-9551-e5bee956cb3c · outbound

This paper cites Sage publications (2017).

DeepCRCEval: Revisiting the Evaluation of Code Review Comment Generation Sage publications (2017)

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:53:27.554658Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 9710344b-c54f-44e6-a437-50ec9c1143bc · outbound

This paper cites Management science9(3), 458–467 (1963).

DeepCRCEval: Revisiting the Evaluation of Code Review Comment Generation Management science9(3), 458–467 (1963)

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:53:27.492364Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 5bc1426f-30dd-4bf6-a08d-42cd91553f72 · outbound

This paper cites AlpacaFarm: A Simulation Framework for Methods that Learn from Human Feedback.

DeepCRCEval: Revisiting the Evaluation of Code Review Comment Generation AlpacaFarm: A Simulation Framework for Methods that Learn from Human Feedback

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-11T04:53:25.091772Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0678c1a-0600-4977-ab09-c02a789276c6 · outbound

This paper cites In: Software pioneers, pp.

DeepCRCEval: Revisiting the Evaluation of Code Review Comment Generation In: Software pioneers, pp

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:53:27.484391Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation f91490a0-d19f-4067-bc6a-68cd30804328 · outbound

This paper cites In: Pro- ceedings of the 24th ACM SIGKDD International Conference on Knowledge Dis- covery and Data Mining (KDD’18) Deep Learning Day (2018).

DeepCRCEval: Revisiting the Evaluation of Code Review Comment Generation In: Pro- ceedings of the 24th ACM SIGKDD International Conference on Knowledge Dis- covery and Data Mining (KDD’18) Deep Learning Day (2018)

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:53:27.473205Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 740e7d0f-bf3a-4e87-b0ae-c19464f19832 · outbound

This paper cites Empirical Softw.

DeepCRCEval: Revisiting the Evaluation of Code Review Comment Generation Empirical Softw

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-11T04:53:25.102152Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 88c48047-146a-4ec0-a27d-69026001392d · outbound

This paper cites In: Pro- ceedings of the 30th ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering.

DeepCRCEval: Revisiting the Evaluation of Code Review Comment Generation In: Pro- ceedings of the 30th ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:53:27.463969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 0c6c99fd-fcb6-44a3-bb16-4c361e4d0204 · outbound

This paper cites Journal of Software35(7), 0–0 (2024).

DeepCRCEval: Revisiting the Evaluation of Code Review Comment Generation Journal of Software35(7), 0–0 (2024)

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:53:27.453914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 513235db-e2d3-4a28-9376-6735c21025ae · outbound

This paper cites In: 2016 IEEE/ACM 38th International Conference on Software Engineering (ICSE).

DeepCRCEval: Revisiting the Evaluation of Code Review Comment Generation In: 2016 IEEE/ACM 38th International Conference on Software Engineering (ICSE)

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T04:53:25.112392Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0e53a01-29f7-4364-bb96-154742d9ae47 · outbound

This paper cites arXiv preprint arXiv:2411.16594 (2024).

DeepCRCEval: Revisiting the Evaluation of Code Review Comment Generation arXiv preprint arXiv:2411.16594 (2024)

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T04:53:25.115669Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 76e05ddd-246e-4d13-ace8-05bb17de566e · outbound

This paper cites In: Proceedings of the 30th ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering.

DeepCRCEval: Revisiting the Evaluation of Code Review Comment Generation In: Proceedings of the 30th ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:53:27.443567Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 19ae41e7-56b6-4793-b378-c7ad26b1ea5b · outbound

This paper cites https://github.com/tatsu-lab/alpaca_eval (2023).

DeepCRCEval: Revisiting the Evaluation of Code Review Comment Generation https://github.com/tatsu-lab/alpaca_eval (2023)

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:53:27.430530Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 1c6ed6a9-ec86-4f49-a14e-1f51bf85c21b · outbound

This paper cites In: Proceedings of the 30th ACM Joint European Software Engineer- ing Conference and Symposium on the Foundations of Software Engineering.

DeepCRCEval: Revisiting the Evaluation of Code Review Comment Generation In: Proceedings of the 30th ACM Joint European Software Engineer- ing Conference and Symposium on the Foundations of Software Engineering

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:53:27.189064Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e1cf4ffd-7f58-4126-be38-2e13090d2e6b · outbound

This paper cites In: Proceedings of the 38th IEEE/ACM International Confer- ence on Automated Software Engineering (2023).

DeepCRCEval: Revisiting the Evaluation of Code Review Comment Generation In: Proceedings of the 38th IEEE/ACM International Confer- ence on Automated Software Engineering (2023)

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:53:27.093528Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation dacdb2d1-2b0a-4260-bbb2-e179ec47eb14 · outbound

This paper cites In: Text sum- marization branches out.

DeepCRCEval: Revisiting the Evaluation of Code Review Comment Generation In: Text sum- marization branches out

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-11T04:53:25.130450Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe301c57-d0c1-4b33-b5a4-e11be80fe22b · outbound

This paper cites Sage publications (2017).

DeepCRCEval: Revisiting the Evaluation of Code Review Comment Generation Sage publications (2017)

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:53:27.076590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ec6de746-c1b0-4030-9cee-ee14c6458cff · outbound

This paper cites Automated Software Engineering 31(2), 71 (2024).

DeepCRCEval: Revisiting the Evaluation of Code Review Comment Generation Automated Software Engineering 31(2), 71 (2024)

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:53:26.906687Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 45c9a64c-288c-45ff-970b-e83af572f8c5 · outbound

This paper cites In: 2023 IEEE 34th International Symposium on Software Reliability Engineering (ISSRE).

DeepCRCEval: Revisiting the Evaluation of Code Review Comment Generation In: 2023 IEEE 34th International Symposium on Software Reliability Engineering (ISSRE)

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:53:26.759485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation d0fece7b-8abe-4ae0-bcf9-40e5fd0af780 · outbound

This paper cites In: Proceedings of the 40th annual meeting of the Association for Computational Linguistics.

DeepCRCEval: Revisiting the Evaluation of Code Review Comment Generation In: Proceedings of the 40th annual meeting of the Association for Computational Linguistics

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-11T04:53:25.142422Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 425da8d7-0907-4465-9666-4ee409973ce7 · outbound

This paper cites In: 2017 IEEE/ACM 14th International Conference on Mining Software Repositories (MSR).

DeepCRCEval: Revisiting the Evaluation of Code Review Comment Generation In: 2017 IEEE/ACM 14th International Conference on Mining Software Repositories (MSR)

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T04:53:25.145138Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c9e048b-20b4-4406-8f81-605d2f89255c · outbound

This paper cites https://github.com/ ray-project/aviary (2023) DeepCRCEval: Revisiting the Evaluation of CRCGs 21.

DeepCRCEval: Revisiting the Evaluation of Code Review Comment Generation https://github.com/ ray-project/aviary (2023) DeepCRCEval: Revisiting the Evaluation of CRCGs 21

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:53:26.742899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 16c50652-5dde-411f-ac5a-b9c22eedc2ad · outbound

This paper cites In: Proceedings of the 2013 9th joint meeting on foundations of software engineering.

DeepCRCEval: Revisiting the Evaluation of Code Review Comment Generation In: Proceedings of the 2013 9th joint meeting on foundations of software engineering

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:53:26.731537Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 43a3ff41-d1fa-49e6-af29-8b5a670f8ac3 · outbound

This paper cites ACM Transactions on Software Engineering and Methodology (TOSEM)23(4), 1–33 (2014).

DeepCRCEval: Revisiting the Evaluation of Code Review Comment Generation ACM Transactions on Software Engineering and Methodology (TOSEM)23(4), 1–33 (2014)

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:53:26.720327Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation f13c595a-85b0-44cc-831e-d174d7ee85ce · outbound

This paper cites In: Proceedings of the 30th international conference on Software engineering.

DeepCRCEval: Revisiting the Evaluation of Code Review Comment Generation In: Proceedings of the 30th international conference on Software engineering

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:53:26.709108Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 42055208-ace2-43f3-8488-9b494998ceed · outbound

This paper cites In: Proceedings of the 40th International Conference on Software Engineering: Software Engineering in Practice.

DeepCRCEval: Revisiting the Evaluation of Code Review Comment Generation In: Proceedings of the 40th International Conference on Software Engineering: Software Engineering in Practice

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:53:26.511687Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation eb27ff1b-99ee-44b5-8567-e307a60b4925 · outbound

This paper cites In: Proceedings of the 30th ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering.

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:53:26.316220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 52e9341d-e380-49f2-bade-90ebb83b42bf · outbound

This paper cites In: 2020 IEEE 27th International Conference on Software Analysis, Evolution and Reengineering (SANER).

DeepCRCEval: Revisiting the Evaluation of Code Review Comment Generation In: 2020 IEEE 27th International Conference on Software Analysis, Evolution and Reengineering (SANER)

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:53:26.280334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 05fe87a9-c668-4d82-8ab1-8f3c88cc43e1 · outbound

This paper cites In: Proceedings of the 44th International Conference on Software Engineering.

DeepCRCEval: Revisiting the Evaluation of Code Review Comment Generation In: Proceedings of the 44th International Conference on Software Engineering

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:53:26.270901Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 2e1722cb-9800-4956-a89e-38657603ca63 · outbound

This paper cites In: 2021 IEEE/ACM 43rd International Confer- ence on Software Engineering (ICSE).

DeepCRCEval: Revisiting the Evaluation of Code Review Comment Generation In: 2021 IEEE/ACM 43rd International Confer- ence on Software Engineering (ICSE)

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:53:26.262379Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation abeed9f4-810d-4374-8d3f-e39cb96a6f51 · outbound

This paper cites In: Proceedings of the 31st ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software En- gineering.

DeepCRCEval: Revisiting the Evaluation of Code Review Comment Generation In: Proceedings of the 31st ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software En- gineering

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-11T04:53:25.346335Z

Source-reported events for the cited work

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Observation e6aff4a8-b2a9-4f87-9622-55d760e7dcc0 · outbound

This paper cites In: Proceedings of the 13th International Conference on Mining Software Repositories.

DeepCRCEval: Revisiting the Evaluation of Code Review Comment Generation In: Proceedings of the 13th International Conference on Mining Software Repositories

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:53:26.253683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation b039990b-0e01-40a9-9926-ff8dcd0cc6df · outbound

This paper cites an unresolved cited work.

DeepCRCEval: Revisiting the Evaluation of Code Review Comment Generation Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:53:26.244306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation adc6c3ce-a092-4482-8706-83711a555274 · outbound

This paper cites an unresolved cited work.

DeepCRCEval: Revisiting the Evaluation of Code Review Comment Generation Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:53:26.236250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 39c858c8-52c2-4bb3-8127-dfedd43a6d2e · outbound

This paper cites an unresolved cited work.

DeepCRCEval: Revisiting the Evaluation of Code Review Comment Generation Unresolved cited work

Reference 37

Resolution: parse uncertain; raw_fallback, observed 2026-08-11T04:53:26.228155Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation db84d09f-29fb-4c01-9b54-f1f0e1e6206f · outbound

This paper cites an unresolved cited work.

DeepCRCEval: Revisiting the Evaluation of Code Review Comment Generation Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:53:26.219268Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 58c42e09-0d5f-48dc-8d22-ae18a4dec98e · outbound

This paper cites an unresolved cited work.

DeepCRCEval: Revisiting the Evaluation of Code Review Comment Generation Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:53:26.209167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation c026d0e4-3515-483c-8f55-b0ed4203cb53 · outbound

This paper cites These interviews, each lasting 10-15 minutes, allowed for iterative refinement of our guidelines.

DeepCRCEval: Revisiting the Evaluation of Code Review Comment Generation These interviews, each lasting 10-15 minutes, allowed for iterative refinement of our guidelines

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:53:26.197589Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 6ebf35b0-7a4e-483e-a6a8-d71c216c43de · outbound

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DeepCRCEval: Revisiting the Evaluation of Code Review Comment Generation Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:53:26.017109Z

Source-reported events for the cited work

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Observation ab0f080b-2bfe-430b-8e93-5d5d2c6d4deb · outbound

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DeepCRCEval: Revisiting the Evaluation of Code Review Comment Generation Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:53:25.903599Z

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Observation eb8be4af-52b9-4458-93ac-e1067c392672 · outbound

This paper cites model": <model-name>,.

DeepCRCEval: Revisiting the Evaluation of Code Review Comment Generation model": <model-name>,

Reference 43

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Observation 177a0742-53bb-4920-ad60-da9e795d72df · outbound

This paper cites an unresolved cited work.

DeepCRCEval: Revisiting the Evaluation of Code Review Comment Generation Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:53:25.823554Z

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Observation e7a4a4d6-2044-4437-844e-9a67c8f5c9d4 · outbound

This paper cites an unresolved cited work.

DeepCRCEval: Revisiting the Evaluation of Code Review Comment Generation Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:53:25.814087Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 1ce88f0b-24fc-4c84-9628-a1d92e87591a · outbound

This paper cites an unresolved cited work.

DeepCRCEval: Revisiting the Evaluation of Code Review Comment Generation Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:53:25.803381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation f548ff28-eb56-48f6-87dc-5460cfb9a97f · outbound

This paper cites T able 11.

DeepCRCEval: Revisiting the Evaluation of Code Review Comment Generation T able 11

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:53:25.793520Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 98008eb1-9bfd-4fa8-81bd-ce20d23efda0 · outbound

This paper cites It sets the context and objective for the LLM, ensuring its outputs are aligned with the desired outcomes.

DeepCRCEval: Revisiting the Evaluation of Code Review Comment Generation It sets the context and objective for the LLM, ensuring its outputs are aligned with the desired outcomes

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:53:25.785876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e00e1ed1-34ea-4fed-b15c-c97c6b0c9a66 · outbound

This paper cites The guidelines serve to steer the LLM towards generating relevant, useful, and context-appropriate comments.

DeepCRCEval: Revisiting the Evaluation of Code Review Comment Generation The guidelines serve to steer the LLM towards generating relevant, useful, and context-appropriate comments

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:53:25.775350Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 4be2e25b-cfcf-408e-88b0-b57d0e5f3468 · outbound

This paper cites These are carefully selected examples that illustrate the kind of output desired from the LLM, serving as a reference point for its comment generation process.

DeepCRCEval: Revisiting the Evaluation of Code Review Comment Generation These are carefully selected examples that illustrate the kind of output desired from the LLM, serving as a reference point for its comment generation process

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:53:25.763995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Pith citing papers

Observation 8e3015ce-586c-497c-9f35-339688d22075 · inbound

DecompileBench: A Comprehensive Benchmark for Evaluating Decompilers in Real-World Scenarios cites this paper.

DecompileBench: A Comprehensive Benchmark for Evaluating Decompilers in Real-World Scenarios DeepCRCEval: Revisiting the Evaluation of Code Review Comment Generation

Reference 31

Resolution: verified exact; local_arxiv, observed 2026-08-15T20:59:37.371994Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.