Author

Nam Le Hai

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Preprint Sep 2026

Beyond Repository Boundaries: Cross-Repository Graph Retrieval for Code Generation

CrossCoder is proposed, a cross-repository code generation framework that explicitly incorporates external libraries into the retrieval context through a unified knowledge graph over repository and library entities that consistently improves both functional correctness and robustness to dependency-version changes.

Minh Le-Anh, Nam Le Hai, Quyen Tran et al. · 0 citations

#software testing Preprint Aug 2026

XREPOTEST: Benchmarking Multilingual Repository-Level Unit Test Generation for Large Language Models

XREPOTEST is introduced, a multilingual repository-level benchmark for unit test generation spanning five underexplored languages: Rust, Go, Julia, PHP, and Ruby, and Invocation Rate is proposed to assess whether generated tests meaningfully exercise the intended functionality.

L. Dung, Dong Cao Van, Nam Le Hai et al. · 1 citation