no code implementations • 30 Oct 2023 • Surya Narayanan Hari, Matt Thomson
Currently, over a thousand LLMs exist that are multi-purpose and are capable of performing real world tasks, including Q&A, text summarization, content generation, etc.
no code implementations • 22 Aug 2023 • Surya Narayanan Hari, Matt Thomson
Here, we propose a context-aware routing system, Tryage, that leverages a language model router for optimal selection of expert models from a model library based on analysis of individual input prompts.
1 code implementation • 30 Apr 2022 • Guruprasad Raghavan, Bahey Tharwat, Surya Narayanan Hari, Dhruvil Satani, Matt Thomson
We conceptualize the weight space of a neural network as a curved Riemannian manifold equipped with a metric tensor whose spectrum defines low rank subspaces in weight space that accommodate network adaptation without loss of prior knowledge.