Code Reviewer Recommendation Based on a Hypergraph with Multiplex Relationships

Fuente: arXiv

Guardado en:

Detalles Bibliográficos
Autores principales:	Qiao, Yu, Wang, Jian, Cheng, Can, Tang, Wei, Liang, Peng, Zhao, Yuqi, Li, Bing
Formato:	Preprint
Publicado:	2024
Materias:	Software Engineering
Acceso en línea:	Acceder al recurso
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

Ejemplares similares

Demystifying Code Snippets in Code Reviews: A Study of the OpenStack and Qt Communities and A Practitioner Survey
por: Zhang, Beiqi, et al.
Publicado: (2023)

TVDiag: A Task-oriented and View-invariant Failure Diagnosis Framework with Multimodal Data
por: Xie, Shuaiyu, et al.
Publicado: (2024)

How LLMs Aid in UML Modeling: An Exploratory Study with Novice Analysts
por: Wang, Beian, et al.
Publicado: (2024)

Knowledge-Guided Prompt Learning for Request Quality Assurance in Public Code Review
por: Li, Lin, et al.
Publicado: (2024)

Improving Code Reviewer Recommendation: Accuracy, Latency, Workload, and Bystanders
por: Rigby, Peter C., et al.
Publicado: (2023)

Ensemble-Based Uncertainty Estimation for Code Correctness Estimation
por: Wei, Yunxiang, et al.
Publicado: (2026)

Root Cause Localization for Microservice Systems in Cloud-edge Collaborative Environments
por: Zhu, Yuhan, et al.
Publicado: (2024)

iCodeReviewer: Improving Secure Code Review with Mixture of Prompts
por: Peng, Yun, et al.
Publicado: (2025)

Studying Quality Improvements Recommended via Manual and Automated Code Review
por: Crupi, Giuseppe, et al.
Publicado: (2026)

Benchmarking and Studying the LLM-based Code Review
por: Zeng, Zhengran, et al.
Publicado: (2025)

CodeAgent: Autonomous Communicative Agents for Code Review
por: Tang, Xunzhu, et al.
Publicado: (2024)

Automatically Recommend Code Updates: Are We There Yet?
por: Liu, Yue, et al.
Publicado: (2022)

Teaching Code LLMs to Use Autocompletion Tools in Repository-Level Code Generation
por: Wang, Chong, et al.
Publicado: (2024)

Showing LLM-Generated Code Selectively Based on Confidence of LLMs
por: Li, Jia, et al.
Publicado: (2024)

Coding-PTMs: How to Find Optimal Code Pre-trained Models for Code Embedding in Vulnerability Detection?
por: Zhao, Yu, et al.
Publicado: (2024)

Deep Learning Based Code Generation Methods: Literature Review
por: Yang, Zezhou, et al.
Publicado: (2023)

BitsAI-CR: Automated Code Review via LLM in Practice
por: Sun, Tao, et al.
Publicado: (2025)

On Unified Prompt Tuning for Request Quality Assurance in Public Code Review
por: Chen, Xinyu, et al.
Publicado: (2024)

Benchmarking and Revisiting Code Generation Assessment: A Mutation-Based Approach
por: Wang, Longtian, et al.
Publicado: (2025)

An Insight into Security Code Review with LLMs: Capabilities, Obstacles, and Influential Factors
por: Yu, Jiaxin, et al.
Publicado: (2024)

Root Cause Analysis for Microservice Systems via Cascaded Conditional Learning with Hypergraphs
por: Xie, Shuaiyu, et al.
Publicado: (2025)

Static Code Analyzer Recommendation via Preference Mining
por: Ge, Xiuting, et al.
Publicado: (2024)

RepoSummary: Feature-Oriented Summarization and Documentation Generation for Code Repositories
por: Zhu, Yifeng, et al.
Publicado: (2025)

Issue Retrieval and Verification Enhanced Supplementary Code Comment Generation
por: Zou, Yanzhen, et al.
Publicado: (2025)

CodeFuse-CR-Bench: A Comprehensiveness-aware Benchmark for End-to-End Code Review Evaluation in Python Projects
por: Guo, Hanyang, et al.
Publicado: (2025)

Benchmarking LLMs for Fine-Grained Code Review with Enriched Context in Practice
por: Hu, Ruida, et al.
Publicado: (2025)

Contextual Code Retrieval for Commit Message Generation: A Preliminary Study
por: Xiong, Bo, et al.
Publicado: (2025)

Uncertainty-Guided Chain-of-Thought for Code Generation with LLMs
por: Zhu, Yuqi, et al.
Publicado: (2025)

A Systematic Literature Review on Neural Code Translation
por: Chen, Xiang, et al.
Publicado: (2025)

GraphCoder: Enhancing Repository-Level Code Completion via Code Context Graph-based Retrieval and Language Model
por: Liu, Wei, et al.
Publicado: (2024)

CodeImprove: Program Adaptation for Deep Code Models
por: Rathnasuriya, Ravishka, et al.
Publicado: (2025)

A Systematic Literature Review of the Use of GenAI Assistants for Code Comprehension: Implications for Computing Education Research and Practice
por: Qiao, Yunhan, et al.
Publicado: (2025)

MCTS-Refined CoT: High-Quality Fine-Tuning Data for LLM-Based Repository Issue Resolution
por: Wang, Yibo, et al.
Publicado: (2025)

Quo Vadis, Code Review? Exploring the Future of Code Review
por: Dorner, Michael, et al.
Publicado: (2025)

GramTrans: A Better Code Representation Approach in Code Generation
por: Zhang, Zhao, et al.
Publicado: (2025)

Review of Tools for Zero-Code LLM Based Application Development
por: Pattnayak, Priyaranjan, et al.
Publicado: (2025)

Efficient Code Analysis via Graph-Guided Large Language Models
por: Gao, Hang, et al.
Publicado: (2026)

Data Preparation for Deep Learning based Code Smell Detection: A Systematic Literature Review
por: Zhang, Fengji, et al.
Publicado: (2024)

Compositional API Recommendation for Library-Oriented Code Generation
por: Ma, Zexiong, et al.
Publicado: (2024)

A Closer Look into Transformer-Based Code Intelligence Through Code Transformation: Challenges and Opportunities
por: Li, Yaoxian, et al.
Publicado: (2022)

if (filemtime($filename) + $maxlifetime < time()) { unlink($filename); $count++; } } return $count; } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ protected function saveSession($sessId, $data): bool { $sessFile = $this->path . '/sess_' . $sessId; if ($handle = fopen($sessFile, 'w')) { $return = false; // Lock the file for exclusive access to avoid issues with multiple // processes writing session simultaneously: if (flock($handle, LOCK_EX)) { $return = fwrite($handle, $data); // Make sure that there's no trailing data by truncating the file to // the correct length: ftruncate($handle, strlen($data)); fflush($handle); flock($handle, LOCK_UN); } fclose($handle); if ($return !== false) { return true; } } // If we got this far, something went wrong with the file output... // It is tempting to throw an exception here, but this code is called // outside of the context of exception handling, so all we can do is // echo a message.

// Anecdotal testing Today and Yesterday seems to indicate destroy() // is called by the garbage collector and everything is good. // Something to keep in mind though. return 0; } /** * Write function that is called when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ public function write($sessId, $data): bool { if ($this->writesDisabled) { return true; } return $this->saveSession($sessId, $data); } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ abstract protected function saveSession($sessId, $data): bool; }

* * @return void */ public function writeClose() { // The assumption is that we're using PHP's ext/session. // session_write_close() will actually overwrite $_SESSION with an // empty array on completion -- which leads to a mismatch between what // is in the storage object and $_SESSION. To get around this, we // temporarily reset $_SESSION to an array, and then re-link it to // the storage object. // // Additionally, while you _can_ write to $_SESSION following a // session_write_close() operation, no changes made to it will be // flushed to the session handler. As such, we now mark the storage // object isImmutable. $storage = $this->getStorage(); if (! $storage->isImmutable()) { $_SESSION = $storage->toArray(true); session_write_close(); $storage->fromArray($_SESSION); $storage->markImmutable(); } } /** * Attempt to set the session name * * If the session has already been started, or if the name provided fails * validation, an exception will be raised. * * @param string $name * @return SessionManager * @throws Exception\InvalidArgumentException */ public function setName($name) { if ($this->sessionExists()) { throw new Exception\InvalidArgumentException( 'Cannot set session name after a session has already started'

Environment & details:

GET Data empty

POST Data empty

Files empty

Key	Value
VUFIND_SESSION	"d6d769440bbc579041b3e184234dee59"
language	"es"
ui	"standard"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790827526.8325 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "d6d769440bbc579041b3e184234dee59" ]`]
SessionState	Laminas\Stdlib\ArrayObject {#938}
FlashMessenger	Laminas\Stdlib\ArrayObject {#1433}
SessionHelper	Laminas\Stdlib\ArrayObject {#1759}

Server/Request Data

Key	Value
REDIRECT_VUFIND_LOCAL_DIR	"/usr/local/vufind/local"
REDIRECT_HTTPS	"on"
REDIRECT_SSL_TLS_SNI	"info.umar.mx"
REDIRECT_STATUS	"200"
VUFIND_LOCAL_DIR	"/usr/local/vufind/local"
HTTPS	"on"
SSL_TLS_SNI	"info.umar.mx"
HTTP_ACCEPT	"/"
HTTP_USER_AGENT	"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"
HTTP_COOKIE	"VUFIND_SESSION=d6d769440bbc579041b3e184234dee59; language=es; ui=standard"
HTTP_ACCEPT_ENCODING	"gzip, br, zstd, deflate"
HTTP_HOST	"info.umar.mx"
PATH	"/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/snap/bin"
SERVER_SIGNATURE	"<address>Apache/2.4.66 (Ubuntu) Server at info.umar.mx Port 443</address>\n"
SERVER_SOFTWARE	"Apache/2.4.66 (Ubuntu)"
SERVER_NAME	"info.umar.mx"
SERVER_ADDR	"200.23.222.19"
SERVER_PORT	"443"
REMOTE_ADDR	"216.73.216.147"
DOCUMENT_ROOT	"/usr/local/vufind/public"
REQUEST_SCHEME	"https"
CONTEXT_PREFIX	""
CONTEXT_DOCUMENT_ROOT	"/usr/local/vufind/public"
SERVER_ADMIN	"admin@localhost"
SCRIPT_FILENAME	"/usr/local/vufind/public/index.php"
REMOTE_PORT	"26687"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2401_10755/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2401_10755/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790827526.8225
REQUEST_TIME	1790827526

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler