Author

Qing Liu

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Preprint Jul 2026

Interpretable Column Annotation with LLM-Symbolized Decision Process Materialization

SymCA is an LLM-empowered interpretable CA framework that materializes column annotation as a global-to-local symbolic decision process and is accurate, robust, and interpretable.

Mengqi Wang, Jianwei Wang, Qing Liu et al. · 0 citations

Preprint Aug 2026

SkillZip: Contract-Preserving Graph Compression for Scalable Agent Skill Libraries

SkillZip is proposed, an execution-aware procedural abstraction framework that performs contract-preserving compression over section-level graphs that hydrates a compact, dependency-closed context and expands macros only when required.

Xingyu Tan, Xiaoyang Wang, Qing Liu et al. · 2 citations