Skip to content
Log in

Author

Minh Le-Anh

View on Semantic Scholar

1 paper indexed here

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

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 recent Codeforces competitive programming problems.

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