AI Mindmeld: A Latent Interconnect Protocol
Not provided
Abstract
The paper proposes a method for LLMs to directly exchange representations with specialists, enhancing their ability to act as scientific agents.
Reality Card
The Latent Interconnect Protocol (LIP) enables LLMs to utilize independently trained connectors to access specialist information without altering the LLMs themselves, achieving zero-shot transfer to cross-domain tasks.
Demonstrated zero-shot transfer to cross-domain tasks with improved task performance and compositionality as LLM capability increases.
Current LLMs were not trained for specialist representations as native inputs, which may affect reliable interpretation and integration.
Paper to code
Verified implementation resources so builders can test the paper’s claims instead of stopping at the abstract.