Author

Minh Le-Anh

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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

Preprint Jul 2026

Teaching Code LLMs to Reason with Intermediate Formal Specifications

This paper introduces SpecCoder, a verification-guided CodeLLM training framework that learns from validated reference programs, behavior-changing mutants, and multi-turn specification-refinement traces, and improves checkpoint-specification quality over base CodeLLMs, and introduces HumanExec, a benchmark built from r...

Minh Le-Anh, Cuong Chi Le, Tien N. Nguyen · 0 citations