Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation | Paper Citation Record

Observation a60ffebb-b5b1-4724-b2cf-0219f397d0e5 · outbound

This paper cites MESIA: Understanding and Leveraging Supplementary Nature of Method-level Comments for Automatic Comment Generation.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation MESIA: Understanding and Leveraging Supplementary Nature of Method-level Comments for Automatic Comment Generation

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-08-15T19:54:55.859826Z

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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 383fe11d-85fc-4e78-b114-600e228c37ea · outbound

This paper cites Practitioners’ expectations on automated code comment generation.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Practitioners’ expectations on automated code comment generation

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:54:56.223054Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7c2ba254-7d2a-475e-8fc4-338185836b3e · outbound

This paper cites Comments should describe things that aren’t obvious from the code.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Comments should describe things that aren’t obvious from the code

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:54:56.215864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 2995036b-75b7-4254-8d04-1a33bc165aeb · outbound

This paper cites de Souza, Nicolas Anquetil, and Káthia M.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation de Souza, Nicolas Anquetil, and Káthia M

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:54:56.208832Z

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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 1a93c0cb-d984-4ac5-a20d-d84c0873893d · outbound

This paper cites A doc2vec-based assessment of comments and its application to change- prone method analysis.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation A doc2vec-based assessment of comments and its application to change- prone method analysis

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:54:56.201764Z

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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 993cb999-6130-4486-90a5-6e6974a5b3f7 · outbound

This paper cites an unresolved cited work.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:54:56.194928Z

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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation c14bbef1-0094-4874-ba80-c29d1791de19 · outbound

This paper cites Sum- marizing source code using a neural attention model.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Sum- marizing source code using a neural attention model

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:54:56.187993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f886e89b-8907-417b-92a4-3f8205e6cc46 · outbound

This paper cites Deep code comment generation.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Deep code comment generation

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:54:56.180737Z

Source-reported events for the cited work

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Observation 21ad86ad-1664-485e-b94a-99ac1480be9c · outbound

This paper cites A Transformer-based Approach for Source Code Summarization.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation A Transformer-based Approach for Source Code Summarization

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T19:54:55.537464Z

Source-reported events for the cited work

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Observation 2268e9f1-0973-4767-8d9b-78e5453a5729 · outbound

This paper cites an unresolved cited work.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:54:56.173690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 8fb76988-61bd-4071-851e-2b99f5c8a05c · outbound

This paper cites Retrieval- based neural source code summarization.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Retrieval- based neural source code summarization

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:54:56.166543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b64216ef-7d09-4970-83f6-f6ffbf8459c2 · outbound

This paper cites Association for Computing Machinery, New York, NY, USA, 2020.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Association for Computing Machinery, New York, NY, USA, 2020

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:54:56.157691Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b57c13df-71a4-43c0-808d-229316184e3d · outbound

This paper cites Ast- transformer: Encoding abstract syntax trees efficiently for code summarization.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Ast- transformer: Encoding abstract syntax trees efficiently for code summarization

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:54:56.149481Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d085ac86-31bb-47fb-ba14-1b33dbdaffff · outbound

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

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Editsum: A retrieve- and-edit framework for source code summarization

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:54:56.141504Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 6b6de926-cdfc-462a-b351-626dc1f61656 · outbound

This paper cites A neural model for gener- ating natural language summaries of program subroutines.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation A neural model for gener- ating natural language summaries of program subroutines

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:54:56.133849Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b767d306-dddd-4ad8-abab-2461f43838fd · outbound

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

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Improving retrieval-augmented code comment generation by retrieving for generation

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:54:56.126532Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 81f1754b-d5d9-4286-82aa-2ee4b01b86ca · outbound

This paper cites Automatic code documentation generation using gpt-3.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Automatic code documentation generation using gpt-3

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:54:56.117702Z

Source-reported events for the cited work

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Observation 623b0ddf-186f-487f-8956-b0d7932387bf · outbound

This paper cites Automatic Code Summarization via ChatGPT: How Far Are We?.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Automatic Code Summarization via ChatGPT: How Far Are We?

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T19:54:55.563659Z

Source-reported events for the cited work

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Observation e6877fbe-fef7-4305-bbec-50c445df47ea · outbound

This paper cites Few-shot training llms for project- specific code-summarization.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Few-shot training llms for project- specific code-summarization

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:54:56.109854Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation ff573474-4f6d-4aa8-96d7-8bbb529cdc9e · outbound

This paper cites Large language models are few-shot summa- rizers: Multi-intent comment generation via in-context learning.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Large language models are few-shot summa- rizers: Multi-intent comment generation via in-context learning

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:54:56.097368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 8a3d2d06-3c46-4f85-8145-2e6e6512563d · outbound

This paper cites Auto- matic semantic augmentation of language model prompts (for code summariza- tion).

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Auto- matic semantic augmentation of language model prompts (for code summariza- tion)

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:54:56.090274Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 16385e93-837b-42c8-9769-d9d8bb30f0f9 · outbound

This paper cites Rethinking- based code summarization with chain of comments.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Rethinking- based code summarization with chain of comments

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:54:56.082264Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 75d6595f-737b-4347-a142-191bae799bff · outbound

This paper cites Nikolenko.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Nikolenko

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:54:56.073584Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 21d0f14c-5b01-441d-954c-f80232ae57be · outbound

This paper cites Summarization is (Almost) Dead.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Summarization is (Almost) Dead

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T19:54:55.649828Z

Source-reported events for the cited work

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Observation cc39e1e7-48f8-43f2-943c-ee868418585a · outbound

This paper cites Beyond literal meaning: Uncover and explain implicit knowledge in code through wikipedia- based concept linking.IEEE Transactions on Software Engineering, 49(5):3226–3240, 2023.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Beyond literal meaning: Uncover and explain implicit knowledge in code through wikipedia- based concept linking.IEEE Transactions on Software Engineering, 49(5):3226–3240, 2023

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:54:56.064745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation c91cb266-da67-413a-bdcf-d827c8fcd6dc · outbound

This paper cites Arya, Wenting Wang, Jin L.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Arya, Wenting Wang, Jin L

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:54:56.055422Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f8475027-c90c-46d4-a275-25119018ee0f · outbound

This paper cites Understanding code fragments with issue reports.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Understanding code fragments with issue reports

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:54:56.048178Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 982fb197-c771-4095-adb2-a3109ee443a5 · outbound

This paper cites Retrieval-Augmented Generation for Large Language Models: A Survey.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Retrieval-Augmented Generation for Large Language Models: A Survey

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-15T19:54:55.659994Z

Source-reported events for the cited work

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Observation fc86858b-8bff-46b0-81c3-ebac2fe9d881 · outbound

This paper cites A Comprehensive Survey of Hallucination Mitigation Techniques in Large Language Models.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation A Comprehensive Survey of Hallucination Mitigation Techniques in Large Language Models

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-15T19:54:55.662792Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0df26004-0aa8-48f4-b472-db9c1b1fbf36 · outbound

This paper cites A large-scale empirical study on code-comment inconsistencies.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation A large-scale empirical study on code-comment inconsistencies

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:54:56.040771Z

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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation fdb26020-507c-4a9c-839b-71db2be1b06b · outbound

This paper cites Internetware 2025, June 20-22, 2025, Trondheim, Norway Yanzhen Zou, Xianlin Zhao, Xinglu Pan, and Bing Xie.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Internetware 2025, June 20-22, 2025, Trondheim, Norway Yanzhen Zou, Xianlin Zhao, Xinglu Pan, and Bing Xie

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:54:56.033478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 357ea32f-e091-460d-b1c8-fd70062092b8 · outbound

This paper cites Robillard.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Robillard

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:54:56.026368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 4fc5c6e2-c500-4305-81b7-6b64f2d13740 · outbound

This paper cites Why my code summarization model does not work: Code comment improvement with category prediction.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Why my code summarization model does not work: Code comment improvement with category prediction

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:54:56.019601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 56040610-5246-4a08-9eb8-3fb96a0b8a82 · outbound

This paper cites Developer-Intent Driven Code Comment Generation.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Developer-Intent Driven Code Comment Generation

Reference 35

Resolution: verified exact; local_arxiv, observed 2026-08-15T19:54:55.821795Z

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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 107a6d1d-56bf-4feb-90a8-45b4e39b1935 · outbound

This paper cites Large Language Models are Few-Shot Summarizers: Multi-Intent Comment Generation via In-Context Learning.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Large Language Models are Few-Shot Summarizers: Multi-Intent Comment Generation via In-Context Learning

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-15T19:54:55.677911Z

Source-reported events for the cited work

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Observation 1a0c2c8c-ccd3-4305-a39b-c6d8a4b661cc · outbound

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Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:54:56.012372Z

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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation bc5174a7-91f8-4a00-bb02-91d80c6aecda · outbound

This paper cites an unresolved cited work.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:54:56.004511Z

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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 8b9b6b7e-991c-4e1f-b7a8-a2573b694fa2 · outbound

This paper cites an unresolved cited work.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:54:55.997640Z

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Observation c901df9b-2a3f-4808-9067-8ec5ce5b7f11 · outbound

This paper cites an unresolved cited work.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:54:55.990371Z

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Observation 3e3da523-89f6-4c83-9e8a-9556d33f2c73 · outbound

This paper cites Evaluating code summarization techniques: A new metric and an empiri- cal characterization.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Evaluating code summarization techniques: A new metric and an empiri- cal characterization

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:54:55.983406Z

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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e2893137-3478-461a-8b57-d1e45a792f90 · outbound

This paper cites Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-15T19:54:55.694175Z

Source-reported events for the cited work

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This paper cites Semantic similarity metrics for evaluating source code summarization.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Semantic similarity metrics for evaluating source code summarization

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:54:55.976177Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 04c22fed-bf62-481f-a517-aa89e907e9b3 · outbound

This paper cites an unresolved cited work.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:54:55.968127Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 2ee21e52-f9bc-46ca-b854-aac38496bdf1 · outbound

This paper cites CodeBERT: A pre-trained model for programming and natural languages.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation CodeBERT: A pre-trained model for programming and natural languages

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:54:55.960554Z

Source-reported events for the cited work

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Observation 157c4f5e-17f5-4393-822c-496233c8569a · outbound

This paper cites an unresolved cited work.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:54:55.953288Z

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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7cb75286-ff51-4486-957a-621c64026d6b · outbound

This paper cites an unresolved cited work.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Unresolved cited work

Reference 47

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:54:55.946282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 13c907ed-7249-425c-b1db-ffe58754d25b · outbound

This paper cites an unresolved cited work.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Unresolved cited work

Reference 48

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:54:55.939311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 458cf394-3fbd-4700-8bcb-5a8c9b5f2082 · outbound

This paper cites an unresolved cited work.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Unresolved cited work

Reference 49

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:54:55.931299Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation fc40e29a-ff4f-4b37-bf38-8c801c824f1c · outbound

This paper cites Deepseek-v3 technical report, 2024.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Deepseek-v3 technical report, 2024

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-15T19:54:55.714598Z

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Observation fa1243d8-0dd0-4c87-91b4-24a55f746e95 · outbound

This paper cites On the evaluation of neural code summarization.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation On the evaluation of neural code summarization

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:54:55.920534Z

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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation c4ceb9e9-0ace-4a9b-8833-9a48b6cbabd8 · outbound

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

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Bleu: a method for automatic evaluation of machine translation

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-15T19:54:55.719700Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6bd6ec4a-2d93-4b15-8bff-a2804792981c · outbound

This paper cites Can Large Language Models Serve as Evaluators for Code Summarization?.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Can Large Language Models Serve as Evaluators for Code Summarization?

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-15T19:54:55.722155Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 432b2aed-f548-4cf5-93b6-292af5efbd3e · outbound

This paper cites Human-like Summarization Evaluation with ChatGPT.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Human-like Summarization Evaluation with ChatGPT

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-15T19:54:55.724779Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 11e0927c-b615-42a0-96f3-4c68233900f5 · outbound

This paper cites Source Code Summarization in the Era of Large Language Models.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Source Code Summarization in the Era of Large Language Models

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-15T19:54:55.727439Z

Source-reported events for the cited work

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Observation 925cfa8d-6220-4b59-aa2e-8c244dac857c · outbound

This paper cites Murphy, and Gabriel Murray.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Murphy, and Gabriel Murray

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:54:55.909456Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 49df4d12-1b02-47ae-9b5e-b1af15b1d1dc · outbound

This paper cites SUMMIT: Scaffolding OSS Issue Discussion Through Summarization.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation SUMMIT: Scaffolding OSS Issue Discussion Through Summarization

Reference 57

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 9f5951fb-cfb3-44e3-95b8-ec8a7be1ad34 · outbound

This paper cites Kumar, P.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Kumar, P

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:54:55.901326Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 374cacdc-12f1-422a-bcd7-004ab2b13299 · outbound

This paper cites an unresolved cited work.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Unresolved cited work

Reference 59

Resolution: parse uncertain; no resolver link, observed 2026-08-15T19:54:55.738150Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f483dcd-2c59-4de2-838f-6135c2d448ab · outbound

This paper cites Mining source code descriptions from developer commu- nications.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Mining source code descriptions from developer commu- nications

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:54:55.890419Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 8be8e35a-6e6d-4441-8a63-2eebc32e087b · outbound

This paper cites LLatrieval: LLM-verified retrieval for verifiable generation.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation LLatrieval: LLM-verified retrieval for verifiable generation

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:54:55.883006Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 2d9c06ce-5f20-4324-8315-5a51d40deb28 · outbound

This paper cites Towards verifiable text generation with evolving memory and self-reflection.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Towards verifiable text generation with evolving memory and self-reflection

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:54:55.875286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 378f6225-5fe5-4834-b850-4c18bed187ef · outbound

This paper cites Towards Verifiable Text Generation with Symbolic References.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Towards Verifiable Text Generation with Symbolic References

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-15T19:54:55.747892Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ecb9a86a-e262-4d24-a401-488988515191 · outbound

This paper cites Verifiable generation with subsentence-level fine- grained citations.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Verifiable generation with subsentence-level fine- grained citations

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:54:55.867842Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7a5878f2-2544-4303-b754-56d36d85aab5 · outbound

This paper cites an unresolved cited work.

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation Unresolved cited work

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-15T19:54:55.635290Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Coverage vector

Reference resolution

Outbound references

Pith citing papers