Author

Mingyu Gao

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#natural language process... Preprint Oct 2026

Cache the Encoder Within:Compact, Reusable Memory across LLM Queries

Repeated queries over shared documents incur redundant encoding, while caching model states introduces persistent storage costs. Building on CoMem's intermediate-state interface, EncBank treats a pretrained LLM's lower layers as a reusable document encoder and compactly stores their outputs for an adapted upper-layer r...

Han-Lin Liu, Chun-Yu Liu, Chao-Fan Lin et al. · 0 citations

#natural language process... Jul 2026

Understanding Is Done Early: A Depth Division of Labor in Large Language Models and Its Use for Unbounded-Context Memory

These results show that long-context memory can be organized along the layer axis, not only the token axis, and expose both the benefits of bounded retrieval and its in-window compression tax.

Han-Lin Liu, Xuan Qi, Chunyu Liu et al. · arXiv.org · 0 citations