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arxiv: 2509.09801 · 2 revisions

HEFT: A Coarse-to-Fine Hierarchy for Enhancing the Efficiency and Accuracy of Language Model Reasoning

1. 2026-08-15 CONDITIONAL MODERATE v1.4.0-alltime-deepseek-medium novelty 5.0
   113473 ms 12959 in 16321 out 2026-08-15T15:58:23.357779+00:00
2. 2026-08-04 REJECT MODERATE v1.3.0-alltime-deepseek novelty 4.0
   101850 ms 12936 in 12049 out 2026-08-04T18:39:44.866000+00:00