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Janghoon Lee

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#natural language process... Preprint Sep 2026

Protocol Compression Changes Which Party Pays: Bilateral Cost in Cross-Organization LLM Agent Communication

Agents that talk across organizations exchange long messages billed by the token. A shorter notation therefore looks like a saving that costs nothing but an agreement to use it. Recent work reports the saving is conditional. Compressed notation can instead raise total tokens by 8% to 11% over a JSON baseline, when pars...

Janghoon Lee · 0 citations
#small language model Preprint Aug 2026

Most of the LLM Routing Gap Is Task Type

This paper argues that a small win does not show that routing did anything, the authors' or anyone else's, and argues that a small win does not show that routing did anything, theirs or anyone else's.

Janghoon Lee · 2 citations

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