"token efficiency" Papers

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Critical Batch Size Revisited: A Simple Empirical Approach to Large-Batch Language Model Training

Will Merrill, Shane Arora, Dirk Groeneveld et al.

NeurIPS 2025spotlightarXiv:2505.23971
5
citations

The Overthinker's DIET: Cutting Token Calories with DIfficulty-AwarE Training

Weize Chen, Jiarui yuan, Jin Tailin et al.

NeurIPS 2025posterarXiv:2505.19217
4
citations