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Methodology & Comparison

Why Choose Consensus? The Scientific Foundation of Multi-LLM Annotation

Discover why consensus-based approaches outperform single-model methods in cell type annotation accuracy, reliability, and uncertainty quantification.

Consensus vs Single-Agent: A Comprehensive Methodology Comparison

In-depth analysis comparing multi-LLM consensus frameworks with single-agent systems for cell type annotation, covering accuracy, reliability, and practical applications.