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Home/Authors/Qunhui Zhang

Qunhui Zhang

2 indexed papers

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26

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2026
VirtualSet: Typed Ontology Worlds as an LLM Generation Target for Grounded Queries and Guarded Decisions

This paper introduces VirtualSet, a live, receiver-typed ontology-world interface for large language models to interact with enterprise data, ensuring pre-execution semantics for guarded decisions.

Generalized Constraint Projection: Four-Dimensional Type Inference for Dynamic Languages

This paper introduces Generalized Constraint Projection (GCP), a zero-annotation inference framework for dynamically typed languages, which separates sources of evidence for function parameters and proves its convergence and soundness.

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Papers

cs.PLTheoreticalRecentJul 22, 2026

Generalized Constraint Projection: Four-Dimensional Type Inference for Dynamic Languages

Qunhui Zhang

This paper introduces Generalized Constraint Projection (GCP), a zero-annotation inference framework for dynamically typed languages, which separates sources of evidence for function parameters and pr…

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cs.PLEmpiricalRecent
Jul 21, 2026

VirtualSet: Typed Ontology Worlds as an LLM Generation Target for Grounded Queries and Guarded Decisions

Qunhui Zhang

This paper introduces VirtualSet, a live, receiver-typed ontology-world interface for large language models to interact with enterprise data, ensuring pre-execution semantics for guarded decisions.

View →