Author

Zhenyan Lu

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#natural language process... Preprint Sep 2026

Encoded but Not Decoded: Layer-Localized Evidence for a Three-Level Gap in LLM Syntax

It is argued that behavioral evaluation understates what models encode, while probing alone overstates what they deploy, in a three-level evaluation framework measured on the same items under the same binary decision.

Zhen-Yan Lu, He Wang, Xiao-Hui Huang · 0 citations

Review Jul 2026

Fictional Worldbuilding: Multi-Agent LLM Collaboration with Hierarchical Context Compression and Iterative Review

The architectural patterns validated here, including layer-as-budget compression, semantic-locality scheduling, and separation of generation and review, transfer to the broader class of knowledge-intensive, multi-agent LLM applications.

Jingbo Chen, He Wang, Wei Yuan et al. · arXiv.org · 0 citations