Author

Yun Pan

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#artificial intelligence Preprint Sep 2026

ProcArena: A Multi-Scenario Benchmark for LLMs on Direct and Interactive PL/SQL Development from Natural Language

Large language models (LLMs) have shown strong potential for translating natural-language (NL) requirements into PL/SQL programs, attracting increasing attention from the database community. However, existing NL-to-PL/SQL efforts primarily focus on directly generating PL/SQL from complete NL requirements. In practice,...

Hang Zhang, Chao-Kun Wang, Yun Pan et al. · 0 citations

Review Open access 2026

AutoTestAI: Bridging Solidity Source Code and Structured Test Specifications for AI-Assisted Smart Contract Validation

This paper proposes AutoTestAI, an exploratory implementation-oriented framework that combines contract preprocessing, a structured auditor-style prompt, and multilayer output purification to produce machine-readable CSV test specifications suitable for downstream review and possible test implementation.

Shengyu Xie, Xingxing Yang, Yun Pan et al. · IEEE Access · 0 citations