{
  "id": "2610.15501",
  "title": "Large Decision Models: Repurposing Large Language Models as Single-Pass Decision Makers",
  "authors": "Ziyi Chen, Yan Zhang, Jianhui Wei, Jianing Yin, Daoan Zhang",
  "first_public": "2026-10-11",
  "added_at": "2026-10-18",
  "venue": "arXiv",
  "arxiv": "2610.15501",
  "paper_url": "https://arxiv.org/abs/2610.15501",
  "lens": [
    "internalized"
  ],
  "representation": [
    "hidden-state"
  ],
  "computation": [
    "depth-wise"
  ],
  "training": [
    "distillation",
    "supervised"
  ],
  "questions": [
    "capability",
    "efficiency",
    "generalization"
  ],
  "evidence": [
    "empirical"
  ],
  "modality": [
    "language"
  ],
  "summary": "Trains a language model to score labels supplied at inference in one forward pass, without generating a reasoning trace. Distills label distributions from repeated teacher reasoning and studies routing uncertain decisions back to explicit reasoning.",
  "provenance": "Primary-source literature search, 2026-10-18",
  "author_names": [
    "Ziyi Chen",
    "Yan Zhang",
    "Jianhui Wei",
    "Jianing Yin",
    "Daoan Zhang"
  ],
  "record_url": "https://latent-implicit-thinking.github.io/papers/2610.15501/",
  "legacy_record_url": "https://latent-implicit-thinking.github.io/papers/#paper-2610-15501",
  "citation_date": "2026-10-11",
  "json_url": "https://latent-implicit-thinking.github.io/papers/2610.15501/record.json",
  "markdown_url": "https://latent-implicit-thinking.github.io/papers/2610.15501/index.md",
  "bibtex_url": "https://latent-implicit-thinking.github.io/papers/2610.15501/citation.bib",
  "csl_url": "https://latent-implicit-thinking.github.io/papers/2610.15501/citation.csl.json"
}