Search Results for author: Surya Narayanan Hari

Found 3 papers, 1 papers with code

Herd: Using multiple, smaller LLMs to match the performances of proprietary, large LLMs via an intelligent composer

no code implementations30 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.

Text Summarization

Tryage: Real-time, intelligent Routing of User Prompts to Large Language Models

no code implementations22 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.

Language Modelling Model Selection

Engineering flexible machine learning systems by traversing functionally-invariant paths

1 code implementation30 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.

Adversarial Robustness Continual Learning +4

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