Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T22:55:22.623455Z
Paper Citation Record · LEDGER
CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency
As of 20 August 2026, this Paper Citation Record lists 77 of 77 outbound references and 0 inbound Pith citation observations for arXiv:2506.20558.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
77 of 77 outbound references displayed
- verified exact2
- verified fuzzy67
- unresolved8
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+00:00.
Pith citing papers
No inbound Pith citation observations are available.