{
  "id": "2610.14030",
  "title": "Rotate the Loop: Blockwise Conformality for Looped Transformers",
  "authors": "Alexey Zemtsov, Albina Klepach, Vadim Lomshakov, Andrei Polubarov, Nikita Lyubaykin, Alexander Derevyagin, Vladislav Kurenkov, Alexander Nikulin",
  "first_public": "2026-09-30",
  "added_at": "2026-10-18",
  "venue": "arXiv",
  "arxiv": "2610.14030",
  "paper_url": "https://arxiv.org/abs/2610.14030",
  "summary": "Splits the recurrent residual into groups and rotates each group separately, aiming to preserve information across repeated transformer loops. Evaluates state tracking and language modeling.",
  "lens": [
    "recurrent"
  ],
  "representation": [
    "hidden-state"
  ],
  "computation": [
    "recurrent",
    "depth-wise"
  ],
  "training": [
    "pretraining",
    "supervised"
  ],
  "questions": [
    "architecture",
    "capability",
    "generalization"
  ],
  "evidence": [
    "empirical"
  ],
  "modality": [
    "language",
    "symbolic"
  ],
  "provenance": "Primary-source literature search, 2026-10-18",
  "author_names": [
    "Alexey Zemtsov",
    "Albina Klepach",
    "Vadim Lomshakov",
    "Andrei Polubarov",
    "Nikita Lyubaykin",
    "Alexander Derevyagin",
    "Vladislav Kurenkov",
    "Alexander Nikulin"
  ],
  "record_url": "https://latent-implicit-thinking.github.io/papers/2610.14030/",
  "legacy_record_url": "https://latent-implicit-thinking.github.io/papers/#paper-2610-14030",
  "citation_date": "2026-09-30",
  "json_url": "https://latent-implicit-thinking.github.io/papers/2610.14030/record.json",
  "markdown_url": "https://latent-implicit-thinking.github.io/papers/2610.14030/index.md",
  "bibtex_url": "https://latent-implicit-thinking.github.io/papers/2610.14030/citation.bib",
  "csl_url": "https://latent-implicit-thinking.github.io/papers/2610.14030/citation.csl.json"
}