Author

Wen-Syan Li

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Open access 2026

NL2SQL+: An Extended Framework for SQL Generation With On-Demand Embedded ML Functions

The empirical findings indicate that factorizing ML-aware SQL generation into four distinct stages—query routing, structured intent extraction, model or function selection, and template-guided SQL synthesis—enhances semantic controllability and token efficiency when formulating predictive natural language queries over database-native ML systems.

Jisoo Jang, Mingyoo Son, Wen-Syan Li · IEEE Access · 0 citations

Open access 2026

Graph-of-Context: Recoverable Fold/Unfold and Scoped Fork for Instrumented Long-Horizon Multi-Turn LLM Agentic Workflows

Graph-of-Context (GoC) is introduced as a split between a recoverable storage graph and a budget-constrained active context for instrumented single-session workflows with available or constructible dependency traces, and scoped fork adds dependency-aware projection with provenance-preserving rejoin within that trace graph.

Joo-Ho Lee, Wen-Syan Li · IEEE Access · 0 citations