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New frameworks automate software repository generation and management

Researchers have developed new frameworks to automate the creation and management of software repositories, addressing a key bottleneck in automated software engineering. One system, RepoLaunch, successfully builds and tests code across various languages and platforms with a 78% success rate. Another effort introduces DeNovoSWE, a large dataset of 4,818 instances for training code agents to generate entire repositories from documentation, significantly improving performance on complex tasks. AI

IMPACT These advancements in automated repository generation and large-scale datasets are crucial for training more capable AI agents in software development.

RANK_REASON The cluster contains two research papers detailing new frameworks and datasets for automated software engineering.

Read on Hugging Face Daily Papers →

AI-generated summary · Google Gemini · from 2 sources. How we write summaries →

New frameworks automate software repository generation and management

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The cluster contains two research papers detailing new frameworks and datasets for automated software engineering.
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COVERAGE [2]

  1. arXiv cs.LG TIER_1 English(EN) · Kenan Li, Rongzhi Li, Linghao Zhang, Qirui Jin, Liao Zhu, Xiaosong Huang, Geng Zhang, Yikai Zhang, Shilin He, Chengxing Xie, Xin Zhang, Zijian Jin, Bowen Li, Chaoyun Zhang, Yu Kang, Yufan Huang, Elsie Nallipogu, Saravan Rajmohan, Qingwei Lin, Dongmei Zha… ·

    RepoLaunch: Automating Build and Management of Code Repositories across Languages and Platforms

    arXiv:2603.05026v2 Announce Type: replace-cross Abstract: Language model (LM) agents have driven substantial progress in automated software engineering (SWE), yet building and testing software repositories at scale remains a largely manual and labor-intensive bottleneck. In this …

  2. Hugging Face Daily Papers TIER_1 English(EN) ·

    DeNovoSWE: Scaling Long-Horizon Environments for Generating Entire Repositories from Scratch

    A large-scale dataset called DeNovoSWE is introduced for training code agents to generate entire software repositories from documentation, significantly improving performance on long-horizon software engineering tasks.