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Tien N. Nguyen

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Preprint Aug 2026

W-RAG: Source-Aware Retrieval for Enterprise Document Generation from Heterogeneous Knowledge Bases

W-RAG is proposed, a source-aware retrieval framework that performs ontology-guided retrieval, local ranking within each knowledge base, and source-level weighting to regulate evidence composition to improve document coverage and generation quality.

Hridya Dhulipala, Rajesh Ombase, Michael Wang 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 recent Codeforces competitive programming problems.

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