Cover Image

TestExplora: Benchmarking LLMs for Proactive Bug Discovery via Repository-Level Test Generation

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Liu, Steven, Luo, Jane, Zhang, Xin, Liu, Aofan, Liu, Hao, Wu, Jie, Huang, Ziyang, Huang, Yangyu, Kang, Yu, Li, Scarlett
Format:	Preprint
Published:	2026
Subjects:	Software Engineering Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Closing the Loop: Universal Repository Representation with RPG-Encoder
by: Luo, Jane, et al.
Published: (2026)

FEA-Bench: A Benchmark for Evaluating Repository-Level Code Generation for Feature Implementation
by: Li, Wei, et al.
Published: (2025)

BugForge: Constructing and Utilizing DBMS Bug Repository to Enhance DBMS Testing
by: Li, Dawei, et al.
Published: (2026)

RPG: A Repository Planning Graph for Unified and Scalable Codebase Generation
by: Luo, Jane, et al.
Published: (2025)

Beyond Function-Level Search: Repository-Aware Dual-Encoder Code Retrieval with Adversarial Verification
by: Liu, Aofan, et al.
Published: (2025)

GREPO: A Benchmark for Graph Neural Networks on Repository-Level Bug Localization
by: Wang, Juntong, et al.
Published: (2026)

A Benchmark for Evaluating Repository-Level Code Agents with Intermediate Reasoning on Feature Addition Task
by: Liu, Shuhan, et al.
Published: (2026)

LLM-Powered Test Case Generation for Detecting Bugs in Plausible Programs
by: Liu, Kaibo, et al.
Published: (2024)

DependEval: Benchmarking LLMs for Repository Dependency Understanding
by: Du, Junjia, et al.
Published: (2025)

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

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

LLMs are Bug Replicators: An Empirical Study on LLMs' Capability in Completing Bug-prone Code
by: Guo, Liwei, et al.
Published: (2025)

MigrationBench: Repository-Level Code Migration Benchmark from Java 8
by: Liu, Linbo, et al.
Published: (2025)

SolEval: Benchmarking Large Language Models for Repository-level Solidity Code Generation
by: Peng, Zhiyuan, et al.
Published: (2025)

iCoRe: An Iterative Correlation-Aware Retriever for Bug Reproduction Test Generation
by: Wang, Junyi, et al.
Published: (2026)

Dependency-Guided Repository-Level C-to-Rust Translation with Reinforcement Alignment
by: Feng, Jia, et al.
Published: (2026)

Beyond Fixed Tests: Repository-Level Issue Resolution as Coevolution of Code and Behavioral Constraints
by: Li, Kefan, et al.
Published: (2026)

How is Testing Related to Single Statement Bugs?
by: Rahman, Habibur, et al.
Published: (2024)

Benchmarking LLMs for Unit Test Generation from Real-World Functions
by: Huang, Dong, et al.
Published: (2025)

BugsInPy: A Database of Existing Bugs in Python Programs to Enable Controlled Testing and Debugging Studies
by: Widyasari, Ratnadira, et al.
Published: (2024)

One Bug, Hundreds Behind: LLMs for Large-Scale Bug Discovery
by: Wu, Qiushi, et al.
Published: (2025)

Beyond Code Snippets: Benchmarking LLMs on Repository-Level Question Answering
by: Alebachew, Yoseph Berhanu, et al.
Published: (2026)

RepoMod-Bench: A Benchmark for Code Repository Modernization via Implementation-Agnostic Testing
by: Li, Xuefeng, et al.
Published: (2026)

Reformulate, Retrieve, Localize: Agents for Repository-Level Bug Localization
by: Caumartin, Genevieve, et al.
Published: (2025)

GUIPilot: A Consistency-based Mobile GUI Testing Approach for Detecting Application-specific Bugs
by: Liu, Ruofan, et al.
Published: (2025)

Automated Duplicate Bug Report Detection in Large Open Bug Repositories
by: Laney, Clare E., et al.
Published: (2025)

RustRepoTrans: Repository-level Code Translation Benchmark Targeting Rust
by: Ou, Guangsheng, et al.
Published: (2024)

Enriching Automatic Test Case Generation by Extracting Relevant Test Inputs from Bug Reports
by: Ouédraogo, Wendkûuni C., et al.
Published: (2023)

Fix the Tests: Augmenting LLMs to Repair Test Cases with Static Collector and Neural Reranker
by: Liu, Jun, et al.
Published: (2024)

Evolving Triple Knowledge-Augmented LLMs for Code Translation in Repository Context
by: Ou, Guangsheng, et al.
Published: (2025)

A Scalable Benchmark for Repository-Oriented Long-Horizon Conversational Context Management
by: Liu, Yang, et al.
Published: (2026)

Write Your Own CodeChecker: An Automated Test-Driven Checker Development Approach with LLMs
by: Liu, Jun, et al.
Published: (2024)

Understanding Bug-Reproducing Tests: A First Empirical Study
by: Hora, Andre, et al.
Published: (2026)

AOCI: Symbolic-Semantic Indexing for Practical Repository-Scale Code Understanding with LLMs
by: Liu, Jinshi, et al.
Published: (2026)

Automated Discovery of Test Oracles for Database Management Systems Using LLMs
by: Mang, Qiuyang, et al.
Published: (2025)

ExploraCoder: Advancing code generation for multiple unseen APIs via planning and chained exploration
by: Wang, Yunkun, et al.
Published: (2024)

Finding XPath Bugs in XML Document Processors via Differential Testing
by: Li, Shuxin, et al.
Published: (2024)

Testing Refactoring Engine via Historical Bug Report driven LLM
by: Wang, Haibo, et al.
Published: (2025)

Reducing False Positives in Static Bug Detection with LLMs: An Empirical Study in Industry
by: Du, Xueying, et al.
Published: (2026)

Isolating Compiler Bugs through Compilation Steps Analysis
by: Liu, Yujie, et al.
Published: (2025)