{
  "id": "2610.18127",
  "title": "Monitoring latent reasoning in looped language models",
  "authors": "Pawel Olszowiec, Paulina Tomaszewska, Maciej Żelaszczyk, Michal Byra, Neo Christopher Chung",
  "first_public": "2026-10-13",
  "venue": "arXiv",
  "arxiv": "2610.18127",
  "paper_url": "https://arxiv.org/abs/2610.18127",
  "lens": [
    "analysis",
    "recurrent"
  ],
  "representation": [
    "hidden-state"
  ],
  "computation": [
    "recurrent",
    "depth-wise"
  ],
  "training": [
    "analysis-only"
  ],
  "questions": [
    "interpretability",
    "evaluation",
    "limitations",
    "architecture"
  ],
  "evidence": [
    "empirical",
    "mechanistic"
  ],
  "modality": [
    "language"
  ],
  "summary": "Inspects eight looped language models for state convergence, token decisions, readout quality, attention behavior, and sensitivity to injected noise. Finds important differences between models that receive the prompt once and those that reintroduce it at each loop.",
  "provenance": "Primary-source literature search, 2026-10-18",
  "added_at": "2026-10-18",
  "author_names": [
    "Pawel Olszowiec",
    "Paulina Tomaszewska",
    "Maciej Żelaszczyk",
    "Michal Byra",
    "Neo Christopher Chung"
  ],
  "record_url": "https://latent-implicit-thinking.github.io/papers/2610.18127/",
  "legacy_record_url": "https://latent-implicit-thinking.github.io/papers/#paper-2610-18127",
  "citation_date": "2026-10-13",
  "json_url": "https://latent-implicit-thinking.github.io/papers/2610.18127/record.json",
  "markdown_url": "https://latent-implicit-thinking.github.io/papers/2610.18127/index.md",
  "bibtex_url": "https://latent-implicit-thinking.github.io/papers/2610.18127/citation.bib",
  "csl_url": "https://latent-implicit-thinking.github.io/papers/2610.18127/citation.csl.json"
}