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20242026
most citedMarsCode Agent: AI-native Automated Bug Fixing

3 citations · 7 across the 22 of their papers we have counts for

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6 papers · 1 filter

cs.SE2024

CodeRepoQA: A Large-scale Benchmark for Software Engineering Question Answering

Ruida Hu, Chao Peng, Jingyi Ren +6

In this work, we introduce CodeRepoQA, a large-scale benchmark specifically designed for evaluating repository-level question-answering capabilities in the field of software engine…

cs.SE2024

A Real-World Benchmark for Evaluating Fine-Grained Issue Solving Capabilities of Large Language Models

Ruida Hu, Chao Peng, Jingyi Ren +6

Automatically resolving software issues is crucial for software development in practice, impacting the software quality and user experience. The process of resolving real-world iss…

cs.SE2024

AEGIS: An Agent-based Framework for General Bug Reproduction from Issue Descriptions

Xinchen Wang, Pengfei Gao, Xiangxin Meng +4

In software maintenance, bug reproduction is essential for effective fault localization and repair. Manually writing reproduction scripts is a time-consuming task with high require…

cs.SE2024

An Empirical Study on LLM-based Agents for Automated Bug Fixing

Xiangxin Meng, Zexiong Ma, Pengfei Gao +1

Large language models (LLMs) and LLM-based Agents have been applied to fix bugs automatically, demonstrating the capability in addressing software defects by engaging in developmen…

cs.SE2024★ 3 cited

MarsCode Agent: AI-native Automated Bug Fixing

Yizhou Liu, Pengfei Gao, Xinchen Wang +4

Recent advances in large language models (LLMs) have shown significant potential to automate various software development tasks, including code completion, test generation, and bug…

cs.SE2024

RepoMasterEval: Evaluating Code Completion via Real-World Repositories

Qinyun Wu, Chao Peng, Pengfei Gao +9

With the growing reliance on automated code completion tools in software development, the need for comprehensive evaluation benchmarks has become critical. Existing benchmarks focu…