Author

Lin Tan

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Preprint Aug 2026

Learning Context-Free Grammars for Grammar-Constrained Decoding via Declarative Agentic Programming with Guarantees

This work defines an agent, called Autogrammar, that automatically learns context-free grammars from documentation and execution data, formalized as a Kripke structure whose nondeterministic choices are resolved by a language model, enabling declarative control of agent behavior via linear temporal logic constraints.

K. Cheang, G. Hulette, Rahul Kumar et al. · 0 citations

Preprint Aug 2026

VICBench: A Multi-Language Benchmark for Code Vulnerability Detection

VICBench enables robust evaluation of vulnerability detection approaches and shows that state-of-the-art algorithms V-SZZ and LLM4SZZ achieve only 33.3%-40.1% F1, confirming that using existing approaches still entails significant manual effort.

Jin Lu, Xuening Han, Yan Zhong et al. · 0 citations