{
  "id": "2608.03624",
  "title": "LoopMTP: A looped transformer guided by latent multi-token prediction",
  "authors": "Behzad Shomali, Markus Frey, David Berghaus, Joachim Koehler, Mehdi Ali",
  "first_public": "2026-08-04",
  "venue": "arXiv",
  "arxiv": "2608.03624",
  "paper_url": "https://arxiv.org/abs/2608.03624",
  "lens": [
    "recurrent"
  ],
  "representation": [
    "hidden-state"
  ],
  "computation": [
    "recurrent",
    "depth-wise"
  ],
  "training": [
    "pretraining"
  ],
  "questions": [
    "architecture",
    "capability",
    "scaling"
  ],
  "evidence": [
    "empirical"
  ],
  "modality": [
    "language"
  ],
  "summary": "Trains each transformer loop to anticipate a different future token, using token embeddings to guide its hidden state.",
  "provenance": "Primary-source literature search, 2026-09-05",
  "author_names": [
    "Behzad Shomali",
    "Markus Frey",
    "David Berghaus",
    "Joachim Koehler",
    "Mehdi Ali"
  ],
  "record_url": "https://latent-implicit-thinking.github.io/papers/2608.03624/",
  "legacy_record_url": "https://latent-implicit-thinking.github.io/papers/#paper-2608-03624",
  "citation_date": "2026-08-04",
  "json_url": "https://latent-implicit-thinking.github.io/papers/2608.03624/record.json",
  "markdown_url": "https://latent-implicit-thinking.github.io/papers/2608.03624/index.md",
  "bibtex_url": "https://latent-implicit-thinking.github.io/papers/2608.03624/citation.bib",
  "csl_url": "https://latent-implicit-thinking.github.io/papers/2608.03624/citation.csl.json"
}