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Notes on gaussian copula
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One Human, $N$ Agents: Audit-Budget Allocation for LLM Agent Fleets under Miscalibrated, Correlated Confidence
Researchers propose a model for auditing a large number of LLM agents with limited budget, where agents' self-reported confidence may be misleading. The study finds that when the confidence is adversarially…
When Does Combining Language Models Help? A Co-Failure Ceiling on Routing, Voting, and Mixture-of-Agents Across 67 Frontier Models
The text discusses research about using multiple language models (LLMs) to improve accuracy over single models. The study reveals that the gain from these systems is limited by a factor called 'beta', which represents…
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