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Author

Zhong Ming

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Book Open access Oct 2026

Beyond Benchmarks: A Case Study of LLM-Generated Verus Specification Failures on Asterinas Vostd

Large language models (LLMs) have recently shown promise in automating formal specification generation, but their effectiveness has mainly been demonstrated on self-contained benchmark tasks. This paper examines the changes that occur when LLM-generated specifications are applied to an industrial verification project....

Du-Gang Liu, Ding Wang, Chao Jiang et al. · 0 citations
Book Open access Aug 2026

StarVerus: LLM-Powered Multi-Agent Collaboration for Industrial Rust Code Verification Automation

A multi-agent collaborative framework, StarVerus, to automate the verification of industrial Rust code and introduces a planner-repairer-actor-rewriter multi-agent paradigm to further enhance the proof repair capabilities.

Chao Jiang, Ding Wang, Du-Gang Liu et al. · 0 citations
Book Open access Jul 2026

LLM-based Semantic and ID Representations for Sequential Recommendation

A novel model, i.e., LLM-based semantic and ID representations for sequential recommendation (SIDSRec), that introduces modern LLM architectures into recommender systems and introduces modern LLM architectures into recommender systems.

Dongli Zhou, Wei-Ke Pan, Zhong Ming · 0 citations

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