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cs.CL 1

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2026 1

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HRM-Text: Efficient Pretraining Beyond Scaling

cs.CL · 2026-05-20 · unverdicted · novelty 6.0

A 1B-parameter hierarchical recurrent model pretrained on 40B instruction-response tokens achieves 60.7% MMLU and strong results on ARC-C, DROP, GSM8K, and MATH while using 100-900x fewer tokens than standard baselines.

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  • HRM-Text: Efficient Pretraining Beyond Scaling cs.CL · 2026-05-20 · unverdicted · none · ref 33

    A 1B-parameter hierarchical recurrent model pretrained on 40B instruction-response tokens achieves 60.7% MMLU and strong results on ARC-C, DROP, GSM8K, and MATH while using 100-900x fewer tokens than standard baselines.