Author

John C. Howell

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Preprint Jul 2026

Model of Models: When Does Emitting a Specialist Beat Attending, Adapting, or Tuning?

This work runs the identical four-way comparison across six tasks spanning regression, generation, language modeling, reinforcement learning, and clinical and genomic classification, holding the specialist, the context, and (where the authors can) the training budget fixed.

John C. Howell · 0 citations