CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency | Paper Citation Record

Observation 18afed29-6668-4153-876d-f0fd006d4343 · outbound

This paper cites Classifying code comments in java software systems,.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Classifying code comments in java software systems,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:24.406486Z

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.

Observation 3baa431a-30a3-463f-826b-f79241b1633f · outbound

This paper cites Listening to program- mers—taxonomies and characteristics of comments in operating system code,.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Listening to program- mers—taxonomies and characteristics of comments in operating system code,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:24.393144Z

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.

Observation 8c151d95-cdbf-4237-bb85-ee36f3c5ed41 · outbound

This paper cites Learning a metric for code readabil- ity,.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Learning a metric for code readabil- ity,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:24.383792Z

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.

Observation cceb3ea1-841e-4bd9-811c-ef3ccca5593d · outbound

This paper cites Towards Quality Assurance of Natural Language in Code ,.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Towards Quality Assurance of Natural Language in Code ,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:24.373883Z

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.

Observation 127dba8b-5f8e-4de7-a744-b155c70abdc2 · outbound

This paper cites Just-In-Time Obsolete Comment Detection and Update,.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Just-In-Time Obsolete Comment Detection and Update,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:24.362880Z

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.

Observation 788915a3-74f9-4bd6-9999-fbd972896ef1 · outbound

This paper cites Code comment inconsistency cases in spring-data-mongodb,.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Code comment inconsistency cases in spring-data-mongodb,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:24.351163Z

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.

Observation bd17e8f5-82ff-4332-882e-56d461131f5d · outbound

This paper cites an unresolved cited work.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:55:24.340524Z

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.

Observation 995c9b0a-a778-4fc1-8116-8d8d6dffec3a · outbound

This paper cites Automatic Detection of Outdated Comments During Code Changes,.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Automatic Detection of Outdated Comments During Code Changes,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:24.330630Z

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.

Observation 7f0c2eff-bcbd-4e09-aace-7f536d79d747 · outbound

This paper cites Deep Just- In-Time Inconsistency Detection Between Comments and Source Code,.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Deep Just- In-Time Inconsistency Detection Between Comments and Source Code,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:24.321823Z

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.

Observation 3b4f7b41-a7c1-4f76-97be-acc8e8400e6f · outbound

This paper cites Data Quality Matters: A Case Study of Obsolete Comment Detection,.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Data Quality Matters: A Case Study of Obsolete Comment Detection,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:24.312626Z

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.

Observation af7ba79a-708c-4d50-80fc-e2ead012d076 · outbound

This paper cites Code comment inconsistency detection and rectification using a large language model,.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Code comment inconsistency detection and rectification using a large language model,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:24.303808Z

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.

Observation 35795a5e-831f-43d8-85f6-c6504f08c585 · outbound

This paper cites Code Comment Inconsistency Detection Based on Confidence Learning,.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Code Comment Inconsistency Detection Based on Confidence Learning,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:24.294882Z

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.

Observation d0b529d7-e417-4bbc-8eef-582a1e3221b9 · outbound

This paper cites Automatic programming: Large language models and beyond,.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Automatic programming: Large language models and beyond,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:24.285968Z

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.

Observation 580f9ffa-e622-485d-beba-d7ed2bed7d32 · outbound

This paper cites [Online].

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency [Online]

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:24.276341Z

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.

Observation abb33366-b2d6-4f46-96e2-eb91f6519418 · outbound

This paper cites Claude 3.5: Sonnet,.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Claude 3.5: Sonnet,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:24.266363Z

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.

Observation d9a51f66-bdac-4b4c-ab93-3e5a0e6952ec · outbound

This paper cites Llama 3 model card,.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Llama 3 model card,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:24.257285Z

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.

Observation 29493350-585a-4699-aff6-23fa5fd8ce35 · outbound

This paper cites Asso- ciating natural language comment and source code entities,.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Asso- ciating natural language comment and source code entities,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:24.248709Z

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.

Observation 85ae8ddf-73e2-4afc-8057-8419156b08b6 · outbound

This paper cites Boslaugh, Statistics in a nutshell: A desktop quick reference.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Boslaugh, Statistics in a nutshell: A desktop quick reference

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:24.239105Z

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.

Observation bd42b02e-e96a-45ca-a80a-a36701b576f8 · outbound

This paper cites The kappa statistic in reliability studies: use, interpretation, and sample size requirements,.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency The kappa statistic in reliability studies: use, interpretation, and sample size requirements,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:24.230185Z

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.

Observation 22908eb5-c4f7-40dd-b3ee-deccf3e8931c · outbound

This paper cites DocChecker: Bootstrapping Code Large Language Model for Detecting and Resolving Code-Comment Inconsistencies.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency DocChecker: Bootstrapping Code Large Language Model for Detecting and Resolving Code-Comment Inconsistencies

Reference 20

Resolution: verified exact; local_arxiv, observed 2026-08-06T22:55:22.950132Z

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.

Observation 4f413d69-626e-4bd9-b585-1d74aa0b6328 · outbound

This paper cites Code Comment Inconsistency Detection with BERT and Longformer.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Code Comment Inconsistency Detection with BERT and Longformer

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T22:55:19.385224Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 292a7b9a-2847-449e-a2fc-666685bbf295 · outbound

This paper cites Judging llm-as-a-judge with mt- bench and chatbot arena,.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Judging llm-as-a-judge with mt- bench and chatbot arena,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:24.221350Z

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.

Observation f456e1df-4432-4e81-8f83-bd60e41f58cb · outbound

This paper cites Livecodebench leaderboard,.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Livecodebench leaderboard,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:24.211317Z

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.

Observation 6be9c79a-172f-46ad-ad9a-01e21c75bde7 · outbound

This paper cites Search-based llms for code optimization,.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Search-based llms for code optimization,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:24.202073Z

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.

Observation 5914d4cd-cc4d-43c3-96ed-01509d593997 · outbound

This paper cites Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T22:55:19.674863Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 586ca2b1-593e-4e4b-ba34-03f1cade596b · outbound

This paper cites Ask me anything: A simple strategy for prompting language models,.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Ask me anything: A simple strategy for prompting language models,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:24.192208Z

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.

Observation 79b08b72-d5bf-4da8-adf2-3d13dc8abd1e · outbound

This paper cites What makes good in-context demonstrations for code in- telligence tasks with llms?.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency What makes good in-context demonstrations for code in- telligence tasks with llms?

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:24.181944Z

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.

Observation b97945e4-bbd4-4727-aa9b-87a190e29a69 · outbound

This paper cites A neural model for generat- ing natural language summaries of program subroutines,.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency A neural model for generat- ing natural language summaries of program subroutines,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:24.172397Z

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.

Observation 348aa323-0c3f-474c-833b-fe2b77fb78e8 · outbound

This paper cites an unresolved cited work.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:55:24.160642Z

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.

Observation 078e76c8-fd45-4111-9863-17fcebf25e12 · outbound

This paper cites Learning to Update Natural Language Comments Based on Code Changes,.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Learning to Update Natural Language Comments Based on Code Changes,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:24.150826Z

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.

Observation b8096ede-d88f-4622-8f12-41f259f63626 · outbound

This paper cites Unix- coder: Unified cross-modal pre-training for code representation,.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Unix- coder: Unified cross-modal pre-training for code representation,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:24.140824Z

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.

Observation 48afd03d-0ff7-4d92-9374-ed8cda78a1ee · outbound

This paper cites Unified language model pre-training for natural language understanding and generation,.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Unified language model pre-training for natural language understanding and generation,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:24.130824Z

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.

Observation a1fa4122-640b-4dfa-987b-2da01bef1120 · outbound

This paper cites Automatic commit message generation: A critical review and di- rections for future work,.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Automatic commit message generation: A critical review and di- rections for future work,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:24.121463Z

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.

Observation 16057b27-ed9c-4e0e-826a-5933cf2a912c · outbound

This paper cites Ex- ploring the potential of chatgpt in automated code refinement: An empirical study,.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Ex- ploring the potential of chatgpt in automated code refinement: An empirical study,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:24.110668Z

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.

Observation 8e14dbaa-c087-4a40-af0a-d9a435eb8f26 · outbound

This paper cites Eda: Easy data augmentation techniques for boosting performance on text classification tasks,.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Eda: Easy data augmentation techniques for boosting performance on text classification tasks,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:24.100793Z

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.

Observation 540066b4-caa9-4fcc-8888-508a38caf65c · outbound

This paper cites Text data augmen- tation for deep learning,.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Text data augmen- tation for deep learning,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:24.091224Z

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.

Observation 128e94af-521b-4dd2-a226-7dd3270f663d · outbound

This paper cites When to say what: Learning to find condition-message inconsistencies,.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency When to say what: Learning to find condition-message inconsistencies,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:24.079658Z

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.

Observation 5f584efc-cefc-4430-8690-e91a9dcdc2ac · outbound

This paper cites Auggpt: Leveraging chatgpt for text data augmentation,.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Auggpt: Leveraging chatgpt for text data augmentation,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:24.069432Z

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.

Observation 12ad6f6b-5a30-42fe-aa26-ea13799a7879 · outbound

This paper cites Llm2llm: Boosting llms with novel iterative data enhancement,.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Llm2llm: Boosting llms with novel iterative data enhancement,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:24.059772Z

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.

Observation c7fb1765-6f52-4970-b6fa-3f61d98d2616 · outbound

This paper cites Self-instruct: Aligning language models with self- generated instructions,.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Self-instruct: Aligning language models with self- generated instructions,

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:24.048476Z

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.

Observation 1ad16803-488e-4954-87b8-3766f5870aca · outbound

This paper cites Lora: Low-rank adaptation of large language models,.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Lora: Low-rank adaptation of large language models,

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:24.038255Z

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.

Observation 14ad0076-18b4-4f6e-a215-6ebd260eebf5 · outbound

This paper cites KTO: Model Alignment as Prospect Theoretic Optimization.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency KTO: Model Alignment as Prospect Theoretic Optimization

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-06T22:55:20.748664Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d1e49e8f-59e6-4d1c-993d-09e3b994f25d · outbound

This paper cites Direct preference optimization: Your language model is secretly a reward model,.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Direct preference optimization: Your language model is secretly a reward model,

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:24.028615Z

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.

Observation 7e3364bb-f6fb-4b10-bddf-eea1e60e6ee9 · outbound

This paper cites Large language models for equivalent mutant detection: How far are we?.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Large language models for equivalent mutant detection: How far are we?

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:24.019369Z

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.

Observation 40c6a76c-9c63-48fb-9625-14320b36d337 · outbound

This paper cites Exploring the effectiveness of llms in automated log- ging statement generation: An empirical study,.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Exploring the effectiveness of llms in automated log- ging statement generation: An empirical study,

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:24.009625Z

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.

Observation 3e131348-1a8a-4c55-9b7a-d57cf0f38ef0 · outbound

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

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Large Language Models are Few-Shot Summarizers: Multi-Intent Comment Generation via In-Context Learning,

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:23.999455Z

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.

Observation 9029c915-26ed-4d3f-a7d0-ac3d5071e1f8 · outbound

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

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Codebert: A pre-trained model for programming and natural languages,

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:23.990109Z

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.

Observation 19a3e9c2-4759-4594-b313-b1984555c389 · outbound

This paper cites Gpt-3.5,.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Gpt-3.5,

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:23.979067Z

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.

Observation bae870e4-5e7c-4b70-8555-72918f2550de · outbound

This paper cites DeepSeek-Coder-V2: Breaking the Barrier of Closed-Source Models in Code Intelligence.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency DeepSeek-Coder-V2: Breaking the Barrier of Closed-Source Models in Code Intelligence

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-06T22:55:21.026993Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af9c1bcc-fc1a-4c62-9cee-f1c12d5cf382 · outbound

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

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Bleu: a method for automatic evaluation of machine translation,

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:23.967474Z

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.

Observation 27f50c92-cf34-459a-bb86-f85dac56e286 · outbound

This paper cites Meteor: An automatic metric for mt evaluation with improved correlation with human judgments,.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Meteor: An automatic metric for mt evaluation with improved correlation with human judgments,

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:23.956854Z

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.

Observation aad94f5d-4a11-4b2d-a369-1541ed63ed26 · outbound

This paper cites Optimizing statistical machine translation for text simplifica- tion,.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Optimizing statistical machine translation for text simplifica- tion,

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:23.946815Z

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.

Observation 59685482-8f1f-48c7-b10d-3d09ccd7b235 · outbound

This paper cites Ground Truth for Grammatical Error Correction Metrics,.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Ground Truth for Grammatical Error Correction Metrics,

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:23.937222Z

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.

Observation f9fbae4f-0f28-4362-84a8-a6f4d7293f93 · outbound

This paper cites The probabilistic relevance framework: Bm25 and beyond,.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency The probabilistic relevance framework: Bm25 and beyond,

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:23.927285Z

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.

Observation 57ee5c3b-a193-4a6f-87be-51b0363a20f9 · outbound

This paper cites ZeroShotDataAug: Generating and Augmenting Training Data with ChatGPT.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency ZeroShotDataAug: Generating and Augmenting Training Data with ChatGPT

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-06T22:55:21.269324Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a443a780-8c4a-438a-bfff-98aa4acbb34b · outbound

This paper cites Want to reduce labeling cost? gpt-3 can help,.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Want to reduce labeling cost? gpt-3 can help,

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:23.917898Z

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.

Observation 42c18ec6-4c2b-4b79-944d-a2c99c3deaef · outbound

This paper cites Magicoder: empowering code generation with oss-instruct,.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Magicoder: empowering code generation with oss-instruct,

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:23.907802Z

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.

Observation 1ef866aa-0643-413d-b2c3-b27c583f0aba · outbound

This paper cites Llm-assisted code cleaning for training accurate code generators,.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Llm-assisted code cleaning for training accurate code generators,

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:23.897862Z

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.

Observation 50dfc455-c37e-4252-be90-2cdecb8dbf49 · outbound

This paper cites Logupdater: Automated detection and repair of specific defects in logging statements,.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Logupdater: Automated detection and repair of specific defects in logging statements,

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:23.887835Z

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.

Observation 774538e0-972d-4e98-a4db-e549df71e1f5 · outbound

This paper cites Qwen2.5-coder,.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Qwen2.5-coder,

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:23.878895Z

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.

Observation ad06fd70-f08a-4a3f-a587-7e006b89a1fe · outbound

This paper cites Detecting fragile comments,.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Detecting fragile comments,

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:23.869583Z

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.

Observation ad770696-29cb-4644-83c6-0d7ebd5fd390 · outbound

This paper cites /* icomment: Bugs or bad comments?*,.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency /* icomment: Bugs or bad comments?*,

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:23.860544Z

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.

Observation 94d9d51b-556f-4edc-9f1c-b524225b711f · outbound

This paper cites Smartcoco: Checking comment-code inconsistency in smart contracts via constraint propagation and binding,.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Smartcoco: Checking comment-code inconsistency in smart contracts via constraint propagation and binding,

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:23.850230Z

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.

Observation 8269e650-c6e8-48a8-a096-25d0fa7e6da1 · outbound

This paper cites Au- tomating the removal of obsolete todo comments,.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Au- tomating the removal of obsolete todo comments,

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:23.839980Z

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.

Observation a2be3d12-df50-4670-94f5-09fc1eefc60a · outbound

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

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Bert: Pre- training of deep bidirectional transformers for language under- standing,

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:23.831045Z

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.

Observation 471fa662-f80d-410d-8b0e-3a2e13722646 · outbound

This paper cites Longformer: The Long-Document Transformer.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Longformer: The Long-Document Transformer

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-06T22:55:21.917130Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d16ad8ba-fbbb-41dd-b384-30544225c37c · outbound

This paper cites An ensemble approach to detect code comment inconsistencies using topic modeling.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency An ensemble approach to detect code comment inconsistencies using topic modeling

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:23.820455Z

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.

Observation f9d25672-67cc-4acf-a260-186a2f5b6ed8 · outbound

This paper cites Towards detecting and understanding code-document violations in rust,.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Towards detecting and understanding code-document violations in rust,

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:23.810816Z

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.

Observation f9cf424e-b396-4c20-91c2-5a6f09f58dc0 · outbound

This paper cites How do developers document database usages in source code?(n),.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency How do developers document database usages in source code?(n),

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:23.800874Z

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.

Observation b3e55c8e-6e03-4bf2-9ae9-7fa7828227a4 · outbound

This paper cites On the relationship between comment update practices and software bugs,.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency On the relationship between comment update practices and software bugs,

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:23.790098Z

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.

Observation 190cd960-b539-4e0a-8551-159c1a7cb735 · outbound

This paper cites Taxonomy of inline code comment smells,.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Taxonomy of inline code comment smells,

Reference 71

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:23.780465Z

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.

Observation a2d30991-21ab-4160-b512-a85f79581383 · outbound

This paper cites Suboptimal Comments in Java Projects: From Independent Comment Changes to Commenting Practices,.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Suboptimal Comments in Java Projects: From Independent Comment Changes to Commenting Practices,

Reference 72

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:23.688411Z

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.

Observation 3e01de8d-f259-4dcd-8d72-c4a2c837e681 · outbound

This paper cites CPC: Automatically classifying and propagating natural language comments via program analysis,.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency CPC: Automatically classifying and propagating natural language comments via program analysis,

Reference 73

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:23.508546Z

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.

Observation 1ee307c3-d3de-458a-9407-fad34eba99f0 · outbound

This paper cites A Large-Scale Empiri- cal Study on Code-Comment Inconsistencies,.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency A Large-Scale Empiri- cal Study on Code-Comment Inconsistencies,

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:23.387418Z

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.

Observation 80cf12fb-1283-4d82-bf47-f7be13742795 · outbound

This paper cites Predictive comment updating with heuristics and ast-path-based neural learning: A two-phase approach,.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Predictive comment updating with heuristics and ast-path-based neural learning: A two-phase approach,

Reference 75

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:23.210490Z

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.

Observation 2eef9685-39f9-44c1-8b8a-c955c3501e82 · outbound

This paper cites Why my code summa- rization model does not work: Code comment improvement with category prediction,.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Why my code summa- rization model does not work: Code comment improvement with category prediction,

Reference 76

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:55:23.094343Z

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.

Observation 9462f634-0751-458c-984c-38e6b37bddfb · outbound

This paper cites Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering.

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering

Reference 77

Resolution: verified exact; local_arxiv, observed 2026-08-06T22:55:22.740075Z

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.

Coverage vector

Reference resolution

Outbound references

Pith citing papers