LMNet: Enabling Language Models to Self‑Organize into Networks

The paper introduces Language Model Networks (LMNet), a framework that lets pretrained large language models act as reusable compute nodes communicating via dense, trainable vectors, showing measurable performance gains on general and supervised adaptation tasks with minimal extra training cost.

ICML 2026LLM collaborationLMNet

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LMNet: Enabling Language Models to Self‑Organize into Networks