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Research2026-05-25 · source-backed
A lightweight inference-time wrapper that loops a contiguous mid-stack block of a pretrained transformer improves reasoning and numerical accuracy. Zero fine-tuning, zero architecture changes, just a wrapper at serving time. Applicable to existing deployed models today.
Each link below shares sources, entities, or timing with this story.
Shared entity: Training / Same source domain / Shared topic / Earlier coverage
Both cover Training; reported by the same outlet (arxiv.org); overlapping topics (accuracy, reasoning).
Shared entity: Applicable / Same source domain / Shared topic / Earlier coverage
Both cover Applicable; reported by the same outlet (arxiv.org); overlapping topics (applicable, reasoning).
Shared entity: Training / Same source domain / What happened next / Tension
Both cover Training; reported by the same outlet (arxiv.org); picks up the Training thread on 2026-08-15.
Both cover Training; reported by the same outlet (arxiv.org); picks up the Training thread on 2026-08-13.
Both cover Training; reported by the same outlet (arxiv.org); picks up the Training thread on 2026-08-11.
Shared entity: Zero / Same source domain / What happened next / Tension
Both cover Zero; reported by the same outlet (arxiv.org); picks up the Zero thread on 2026-08-05.
Shared entity: Training / Same source domain / What happened next / Tension
Both cover Training; reported by the same outlet (arxiv.org); picks up the Training thread on 2026-07-22.
Shared entity: Training / Same source domain / What happened next
Both cover Training; reported by the same outlet (arxiv.org); picks up the Training thread on 2026-08-17.