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Fine-Tuning Improves Information Conveyance in Language Models

arXiv cs.CL · 2026-06-01 Cached

This paper introduces Canopy Entropy (CE⋆) to measure the effective size of the generation space in language models, and finds that fine-tuning reorganizes uncertainty into more informative and semantically meaningful outputs, nearly tripling the correlation between entropy rate and semantic diversity.

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