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Bibliographic Details
Main Authors:	Ma, Zexiong, Peng, Chao, Gao, Pengfei, Meng, Xiangxin, Zou, Yanzhen, Xie, Bing
Format:	Preprint
Published:	2025
Subjects:	Software Engineering Artificial Intelligence Computation and Language
Online Access:	https://arxiv.org/abs/2502.20127
Tags:	Add Tag No Tags, Be the first to tag this record!

Repository Structure-Aware Training Makes SLMs Better Issue Resolver
by: Ma, Zexiong, et al.
Published: (2024)

An Empirical Study on LLM-based Agents for Automated Bug Fixing
by: Meng, Xiangxin, et al.
Published: (2024)

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

A Real-World Benchmark for Evaluating Fine-Grained Issue Solving Capabilities of Large Language Models
by: Hu, Ruida, et al.
Published: (2024)

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

AEGIS: An Agent-based Framework for General Bug Reproduction from Issue Descriptions
by: Wang, Xinchen, et al.
Published: (2024)

LLMigrate: Transforming "Lazy" Large Language Models into Efficient Source Code Migrators
by: Liu, Yuchen, et al.
Published: (2025)

SWE-Lego: Pushing the Limits of Supervised Fine-tuning for Software Issue Resolving
by: Tao, Chaofan, et al.
Published: (2026)

VulnResolver: A Hybrid Agent Framework for LLM-Based Automated Vulnerability Issue Resolution
by: Zhang, Mingming, et al.
Published: (2026)

Decomposing God Header File via Multi-View Graph Clustering
by: Wang, Yue, et al.
Published: (2024)

Zero-Shot Cross-Domain Code Search without Fine-Tuning
by: Liang, Keyu, et al.
Published: (2025)

Seed-Guided Fine-Grained Entity Typing in Science and Engineering Domains
by: Zhang, Yu, et al.
Published: (2024)

Scalable Supervising Software Agents with Patch Reasoner
by: Xu, Junjielong, et al.
Published: (2025)

MESIA: Understanding and Leveraging Supplementary Nature of Method-level Comments for Automatic Comment Generation
by: Pan, Xinglu, et al.
Published: (2024)

CodeRepoQA: A Large-scale Benchmark for Software Engineering Question Answering
by: Hu, Ruida, et al.
Published: (2024)

VisCoder: Fine-Tuning LLMs for Executable Python Visualization Code Generation
by: Ni, Yuansheng, et al.
Published: (2025)

CodeR: Issue Resolving with Multi-Agent and Task Graphs
by: Chen, Dong, et al.
Published: (2024)

CodeVisionary: An Agent-based Framework for Evaluating Large Language Models in Code Generation
by: Wang, Xinchen, et al.
Published: (2025)

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

CodeV: Issue Resolving with Visual Data
by: Zhang, Linhao, et al.
Published: (2024)

RepoST: Scalable Repository-Level Coding Environment Construction with Sandbox Testing
by: Xie, Yiqing, et al.
Published: (2025)

CodeBenchGen: Creating Scalable Execution-based Code Generation Benchmarks
by: Xie, Yiqing, et al.
Published: (2024)

SWE-bench-java: A GitHub Issue Resolving Benchmark for Java
by: Zan, Daoguang, et al.
Published: (2024)

InstructCoder: Instruction Tuning Large Language Models for Code Editing
by: Li, Kaixin, et al.
Published: (2023)

GiFT: Gibbs Fine-Tuning for Code Generation
by: Li, Haochen, et al.
Published: (2025)

Multi-SWE-bench: A Multilingual Benchmark for Issue Resolving
by: Zan, Daoguang, et al.
Published: (2025)

From Effectiveness to Efficiency: Uncovering Linguistic Bias in Large Language Model-based Code Generation
by: Jiang, Weipeng, et al.
Published: (2024)

SWE-bench: Can Language Models Resolve Real-World GitHub Issues?
by: Jimenez, Carlos E., et al.
Published: (2023)

TDD-Bench Verified: Can LLMs Generate Tests for Issues Before They Get Resolved?
by: Ahmed, Toufique, et al.
Published: (2024)

Exploring Parameter-Efficient Fine-Tuning Techniques for Code Generation with Large Language Models
by: Weyssow, Martin, et al.
Published: (2023)

ACCeLLiuM: Supervised Fine-Tuning for Automated OpenACC Pragma Generation
by: Jhaveri, Samyak, et al.
Published: (2025)

GraphLocator: Graph-guided Causal Reasoning for Issue Localization
by: Liu, Wei, et al.
Published: (2025)

SoAy: A Solution-based LLM API-using Methodology for Academic Information Seeking
by: Wang, Yuanchun, et al.
Published: (2024)

More with Less: An Empirical Study of Turn-Control Strategies for Efficient Coding Agents
by: Gao, Pengfei, et al.
Published: (2025)

Chain of Grounded Objectives: Bridging Process and Goal-oriented Prompting for Code Generation
by: Yeo, Sangyeop, et al.
Published: (2025)

EffiCoder: Enhancing Code Generation in Large Language Models through Efficiency-Aware Fine-tuning
by: Huang, Dong, et al.
Published: (2024)

Fine-Tuning Multilingual Language Models for Code Review: An Empirical Study on Industrial C# Projects
by: Begolli, Igli, et al.
Published: (2025)

Exploring Large Language Models in Resolving Environment-Related Crash Bugs: Localizing and Repairing
by: Du, Xueying, et al.
Published: (2023)

Large Language Models for Anomaly Detection in Computational Workflows: from Supervised Fine-Tuning to In-Context Learning
by: Jin, Hongwei, et al.
Published: (2024)

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// 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'

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