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Cost-Aware Best-LLM Identification using Dueling Feedback

A cost-aware Track-and-Stop algorithm identifies the best LLM via dueling feedback with asymptotically optimal sampling cost.

Sarvesh Gharat, Nikhil Karamchandani, Jayakrishnan Nair

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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AI panel: 9 of 20 reviewers recommend it
lenient 5/5
medium 3/10
strict 1/5