Developing groundwater potentiality models by coupling ensemble machine learning algorithms and statistical techniques for sustainable groundwater management

J Mallick, MW Naikoo, S Talukdar, IA Ahmed… - Geocarto …, 2022 - Taylor & Francis
The present study intends to construct a logistic regression based hybrid EML model by
considering nine standalone and ensemble machine learning (EML) algorithms as …

[PDF][PDF] Code Comment Inconsistency Detection and Rectification Using a Large Language Model

G Rong, Y Yu, S Liu, X Tan, T Zhang… - 2025 IEEE/ACM 47th …, 2024 - people.cs.umass.edu
Comments are widely used in source code. If a comment is consistent with the code snippet
it intends to annotate, it would aid code comprehension. Otherwise, Code Comment …

Towards the analysis and completion of syntactic structure ellipsis for inline comments

X Zhang, W Zou, L Chen, Y Li… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
The ellipsis of the syntactic structure is a common phenomenon in ordinary textual
documents. Existing studies have found that despite syntactic ellipsis could help avoid …

When simplicity meets effectiveness: Detecting code comments coherence with word embeddings and LSTM

MD Igbomezie, PT Nguyen, D Di Ruscio - arXiv preprint arXiv:2405.16272, 2024 - arxiv.org
Code comments play a crucial role in software development, as they provide programmers
with practical information, allowing them to understand better the intent and semantics of the …

A study on classifying Stack Overflow questions based on difficulty by utilizing contextual features

MN Raida, ZN Sristy, N Ulfat, SMA Monisha… - Journal of Systems and …, 2024 - Elsevier
Technical question-answering sites like Stack Overflow are gaining enormous attention from
practitioners of specialized fields looking to exchange their programming knowledge. They …

The Integrity of Source Code Commenting: Benchmark Dataset and Empirical Analysis

M Islam, MS Hossen, A Haque, MN Haque, LN Lota - 2022 - researchsquare.com
Code comments are a vital software feature for program cognition &software maintainability.
For a long time, researchers have been tryingto find ways to ensure the consistency of code …

Existence of Security Vulnerable Code Clones in Microservice Systems: An Exploratory Study

MT Meem, REA Muhafiz, SI Quasem - 2022 - 103.82.172.44
Microservice architecture has become one of the most popular emerging trends in software
development because of its beneficial features, such as improved scalability, better defect …

Consistency of Comments to Source Code: An Empirical Investigation and A Dataset

M Islam, A Haque, MS Hossen - 2022 - 103.82.172.44
Comments in the code are a primary source for system documentation. These are
indispensable for the work of software maintainers as a foundation for code traceability …