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A Large-Scale Empirical Study on Code-Comment Inconsistencies

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/3-540-45672-4_31openalex-snapshot
Refactoring: Improving the Design of Existing Code
inferredcites →https://doi.org/10.1007/978-3-642-13881-2_7openalex-snapshot
Automatic Quality Assessment of Source Code Comments: The JavadocMiner
inferredcites →https://doi.org/10.1007/s10664-014-9344-6openalex-snapshot
An empirical study of the textual similarity between source code and source code summaries
inferredcites →https://doi.org/10.1007/s10664-017-9522-4openalex-snapshot
Identifying self-admitted technical debt in open source projects using text mining
inferredcites →https://doi.org/10.1007/s11219-009-9075-xopenalex-snapshot
Analyzing the co-evolution of comments and source code
inferredcites →https://doi.org/10.1016/j.jss.2011.09.019openalex-snapshot
On the relationship between comment update practices and Software Bugs
inferredcites →https://doi.org/10.1109/32.6171openalex-snapshot
Program readability: procedures versus comments
inferredcites →https://doi.org/10.1109/ase.2017.8115624openalex-snapshot
Detecting fragile comments
inferredcites →https://doi.org/10.1109/compsac.2018.00028openalex-snapshot
Automatic Detection of Outdated Comments During Code Changes
inferredcites →https://doi.org/10.1109/concapan.2017.8278488openalex-snapshot
Refactoring improving the design of existing code
inferredcites →https://doi.org/10.1109/icpc.2013.6613836openalex-snapshot
Quality analysis of source code comments
inferredcites →https://doi.org/10.1109/icpc.2016.7503707openalex-snapshot
Improving code readability models with textual features
inferredcites →https://doi.org/10.1109/icse.2017.11openalex-snapshot
Analyzing APIs Documentation and Code to Detect Directive Defects
inferredcites →https://doi.org/10.1109/icsm.2005.59openalex-snapshot
Maintainability prediction: a regression analysis of measures of evolving systems
inferredcites →https://doi.org/10.1109/icst.2012.106openalex-snapshot
@tComment: Testing Javadoc Comments to Detect Comment-Code Inconsistencies
inferredcites →https://doi.org/10.1109/msr.2017.63openalex-snapshot
Classifying Code Comments in Java Open-Source Software Systems
inferredcites →https://doi.org/10.1109/mtd.2015.7332619openalex-snapshot
Detecting and quantifying different types of self-admitted technical Debt
inferredcites →https://doi.org/10.1109/saner.2016.72openalex-snapshot
Examining the Impact of Self-Admitted Technical Debt on Software Quality
inferredcites →https://doi.org/10.1109/tse.2017.2734091openalex-snapshot
Measuring Program Comprehension: A Large-Scale Field Study with Professionals
inferredcites →https://doi.org/10.1109/wcre.2007.21openalex-snapshot
Do Code and Comments Co-Evolve? On the Relation between Source Code and Comment Changes
inferredcites →https://doi.org/10.1145/1082983.1083152openalex-snapshot
Source code that talks
inferredcites →https://doi.org/10.1145/1083142.1083152openalex-snapshot
Source code that talks
inferredcites →https://doi.org/10.1145/1085313.1085331openalex-snapshot
A study of the documentation essential to software maintenance
inferredcites →https://doi.org/10.1145/1137983.1138030openalex-snapshot
Examining the evolution of code comments in PostgreSQL
inferredcites →https://doi.org/10.1145/1294261.1294276openalex-snapshot
/*icomment
inferredcites →https://doi.org/10.1145/1323293.1294276openalex-snapshot
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inferredcites →https://doi.org/10.1145/1639950.1640047openalex-snapshot
The commenting practice of open source
inferredcites →https://doi.org/10.1145/2597073.2597074openalex-snapshot
The promises and perils of mining GitHub
inferredcites →https://doi.org/10.1145/2642937.2642982openalex-snapshot
Fine-grained and accurate source code differencing
inferredcites →https://doi.org/10.1145/2856636.2856638openalex-snapshot
Automatically Detecting the Up-To-Date Status of ToDo Comments in Java Programs
inferredcites →https://doi.org/10.1145/3183440.3183478openalex-snapshot
SATD detector
inferredcites →https://doi.org/10.1145/51607.51609openalex-snapshot
Programming languages should NOT have comment statements
inferredcites →https://doi.org/10.1198/tech.2004.s209openalex-snapshot
Handbook of Parametric and Nonparametric Statistical Procedures
inferredcites →https://doi.org/10.1201/9781420036268openalex-snapshot
Handbook of Parametric and Nonparametric Statistical Procedures
inferredcites →https://doi.org/10.5555/800078.802534openalex-snapshot
The effect of modularization and comments on program comprehension

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Beyond Code: Is There a Difference between Comments in Visual and Textual Languages?
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Automated Code Comments Generation Using Large Language Models: Empirical Evaluation of T5 and BART
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SmartCoCo: Checking Comment-Code Inconsistency in Smart Contracts via Constraint Propagation and Binding
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Identify and Update Test Cases When Production Code Changes: A Transformer-Based Approach
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Automated Inline Comment Smell Detection and Repair with Large Language Models
inferred← citeshttps://doi.org/10.1109/compsac57700.2023.00119openalex-snapshot
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inferred← citeshttps://doi.org/10.1109/cress68073.2025.11452558openalex-snapshot
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Automated Comment Update: How Far are We?
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Optimizing Datasets for Code Summarization: Is Code-Comment Coherence Enough?
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Speculative Analysis for Quality Assessment of Code Comments
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Topology of the Documentation Landscape
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On Indirectly Dependent Documentation in the Context of Code Evolution: A Study
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Source Code Summarization in the Era of Large Language Models
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An Empirical Study on Code Comment Completion
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Wait, wasn’t that code here before? Detecting Outdated Software Documentation
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Classifying Code Comments via Pre-trained Programming Language Model
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Deep Just-In-Time Consistent Comment Update via Source Code Changes
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The Silence of the Comments: Patterns and Pitfalls in Smart Contract Code Documentation
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Automatic Detection of Five API Documentation Smells: Practitioners’ Perspectives
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G-Repo: a Tool to Support MSR Studies on GitHub
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Larger is Not Always Better: Leveraging Structured Code Diffs for Comment Inconsistency Detection
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Towards Detecting Inconsistent Comments in Java Source Code Automatically
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Towards a Taxonomy of Inline Code Comment Smells
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What Do Developers Discuss about Code Comments?
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MS-CUP: A Multi-Source Code Comment Updating Method
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Communicability - A Software Quality Attribute Proposal
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Towards Detecting Comment-Code Inconsistency in Smart Contract via Pre-Training Techniques
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Just-In-Time Obsolete Comment Detection and Update
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Towards the Analysis and Completion of Syntactic Structure Ellipsis for Inline Comments
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CodeExp: Explanatory Code Document Generation
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Code Comment Analysis–A Review Paper
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