4 papers
The New Shape of Search: How Conversational AI Recomposes Information Seeking
Michael Iannelli, Alan Ai
The familiar search journey begins with a query and moves outward into documents, and conversational AI is commonly imagined at its mouth: ask first, then click out. Linking captur…
Event-Time Confounding Under Bursty Human Dynamics
Michael Iannelli, Alan Ai
Studies of digital behavior often align users at moments they choose, such as opening an AI assistant, clicking a recommendation, or visiting a product page, and interpret higher a…
SLA Management in Reconfigurable Multi-Agent RAG: A Systems Approach to Question Answering
Michael Iannelli, Sneha Kuchipudi, Vera Dvorak
Retrieval Augmented Generation (RAG) enables Large Language Models (LLMs) to generalize to new information by decoupling reasoning capabilities from static knowledge bases. Traditi…
WindTunnel -- A Framework for Community Aware Sampling of Large Corpora
Michael Iannelli
Conducting comprehensive information retrieval experiments, such as in search or retrieval augmented generation, often comes with high computational costs. This is because evaluati…