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Instance-Optimal Estimation with Multiple LLM Judges on a Budget
EST-IVWE adaptively allocates a budget across judges and instances via biased variance estimates to achieve instance-optimal score estimation, with matching local minimax lower bounds.
Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026
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AI panel: 14 of 20 reviewers recommend it
lenient 5/5
medium 7/10
strict 2/5