4 papers
Leveraging Open-Source Large Language Models for encoding Social Determinants of Health using an Intelligent Router
Akul Goel, Surya Narayanan Hari, Belinda Waltman +1
Social Determinants of Health (SDOH), also known as Health-Related Social Needs (HSRN), play a significant role in patient health outcomes. The Centers for Disease Control and Prev…
Herd: Using multiple, smaller LLMs to match the performances of proprietary, large LLMs via an intelligent composer
Surya Narayanan Hari, Rex Liu, 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. However, ac…
Tryage: Real-time, intelligent Routing of User Prompts to Large Language Models
Surya Narayanan Hari, Matt Thomson
The introduction of the transformer architecture and the self-attention mechanism has led to an explosive production of language models trained on specific downstream tasks and dat…
Engineering flexible machine learning systems by traversing functionally-invariant paths
Guruprasad Raghavan, Bahey Tharwat, Surya Narayanan Hari +2
Transformers have emerged as the state of the art neural network architecture for natural language processing and computer vision. In the foundation model paradigm, large transform…