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Showing papers from Ai2 / TTIC Show all papers

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NeurIPS 2026Allen Institute for AIAi2 / TTICTokenization

Comparing Transformers and Hybrid Models at the Token Level

Yanhong Li, Will Merrill

Atlanta Poster Session 2, Wed, Dec 9, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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NeurIPS 2026BostonAi2 / TTICLLM pretraining & scaling laws

A Theory of Training Profit-Optimal LLMs

Economic model combining scaling laws with microeconomics shows profit-optimal LLM training scales near-linearly with hardware efficiency and sub-quadratically in cost, while current expenditure trends are only optimal under compute-bound assumptions.

Sophie Hao, Will Merrill

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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AI panel: 11 of 20 reviewers recommend it
lenient 5/5
medium 5/10
strict 1/5