Haifeng Xu

The paper introduces Canopy Entropy ($ ext{CE}^ ext{*}$), a novel metric that quantifies generation uncertainty across the entire output space, demonstrating that fine-tuning improves information conveyance by efficiently converting token uncertainty into semantic diversity.