Author

Zhang Zhang

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Open access Oct 2026

LLM See, LLM Do: Enhancing Repository-Aware Code Generation in LLMs Through Logical Context and Usage Knowledge

Large language models (LLMs) have significantly advanced automatic code generation. Although they have demonstrated remarkable ability in writing standalone code, they still struggle with real-world repository-level coding tasks due to the lack of repository-specific knowledge. Existing studies typically employ retriev...

Tanghaoran Zhang, Xin-Jun Mao, Yu-Xin Zhao et al. · ACM Transactions on Software... · 0 citations

Jul 2026

AREX: Towards a Recursively Self-Improving Agent for Deep Research

This work introduces AREX, a family of Recursively Self-Improving (RSI) deep research agents that substantially outperforms comparable-scale baselines and remains competitive with models using substantially more activated parameters.

Shuqi Lu, Chaofan Li, Kun Luo et al. · arXiv.org · 2 citations · ⚡1