Loop the Loopies!

Published
Source
arXiv
Paper number
658
Field
LLMs / NLP
arXiv ID
2607.16051

Key points

  • It introduces a layer-loop method and shows that it is more efficient for MoE than the existing model-loop approach.
  • It outperforms a vanilla 30B-A3B model under the same compute budget.
  • It records state-of-the-art math reasoning with 92.10% on AIME and 94.21% on AMC.
  • It achieves gold-medal-level performance at IMO 2025 and IPhO 2025 without tools.

Paper links

External research summaries. These are not HDATF publications or measured product results.

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