{
  "id": "2610.24929",
  "title": "What Can't Jev Decide? Probing the Limits of One-Pass Decision Models",
  "authors": "Wang Yang, Xinpeng Li, Yanyan Zhang, Chuang Ma, Shouren Wang, Jianzhe Wei, Liqin Ye, Xiaoran Cai, Mohsen Hariri, Vipin Chaudhary, Xiaotian Han",
  "first_public": "2026-10-18",
  "added_at": "2026-10-22",
  "venue": "arXiv",
  "arxiv": "2610.24929",
  "paper_url": "https://arxiv.org/abs/2610.24929",
  "html_url": "https://arxiv.org/html/2610.24929v1",
  "lens": [
    "analysis"
  ],
  "representation": [
    "hidden-state"
  ],
  "computation": [
    "depth-wise"
  ],
  "training": [
    "analysis-only"
  ],
  "questions": [
    "evaluation",
    "capability",
    "limitations"
  ],
  "evidence": [
    "empirical",
    "boundary"
  ],
  "modality": [
    "language",
    "symbolic"
  ],
  "summary": "Tests models that choose among options in one forward pass without generating reasoning text. Separates retrieval from combining state updates and examines how similar distractor records and stale summaries affect decisions.",
  "provenance": "Primary-source literature review, 2026-10-22",
  "author_names": [
    "Wang Yang",
    "Xinpeng Li",
    "Yanyan Zhang",
    "Chuang Ma",
    "Shouren Wang",
    "Jianzhe Wei",
    "Liqin Ye",
    "Xiaoran Cai",
    "Mohsen Hariri",
    "Vipin Chaudhary",
    "Xiaotian Han"
  ],
  "record_url": "https://latent-implicit-thinking.github.io/papers/2610.24929/",
  "legacy_record_url": "https://latent-implicit-thinking.github.io/papers/#paper-2610-24929",
  "citation_date": "2026-10-18",
  "json_url": "https://latent-implicit-thinking.github.io/papers/2610.24929/record.json",
  "markdown_url": "https://latent-implicit-thinking.github.io/papers/2610.24929/index.md",
  "bibtex_url": "https://latent-implicit-thinking.github.io/papers/2610.24929/citation.bib",
  "csl_url": "https://latent-implicit-thinking.github.io/papers/2610.24929/citation.csl.json",
  "pdf_url": "https://arxiv.org/pdf/2610.24929"
}