{
  "id": "2406.13858",
  "title": "Distributional Reasoning in LLMs: Parallel Reasoning Processes in Multi-Hop Reasoning",
  "authors": "Yuval Shalev, Amir Feder, Ariel Goldstein",
  "first_public": "2024-06-19",
  "venue": "arXiv",
  "arxiv": "2406.13858",
  "paper_url": "https://arxiv.org/abs/2406.13858",
  "lens": [
    "analysis"
  ],
  "representation": [
    "hidden-state"
  ],
  "computation": [
    "parallel",
    "depth-wise"
  ],
  "training": [
    "analysis-only"
  ],
  "questions": [
    "interpretability",
    "evaluation"
  ],
  "evidence": [
    "empirical",
    "probing"
  ],
  "modality": [
    "language"
  ],
  "summary": "Finds evidence for parallel internal processes during multi-hop reasoning rather than a single serial written-style chain.",
  "provenance": "Primary-source literature search, 2026-09-04",
  "author_names": [
    "Yuval Shalev",
    "Amir Feder",
    "Ariel Goldstein"
  ],
  "record_url": "https://latent-implicit-thinking.github.io/papers/2406.13858/",
  "legacy_record_url": "https://latent-implicit-thinking.github.io/papers/#paper-2406-13858",
  "citation_date": "2024-06-19",
  "json_url": "https://latent-implicit-thinking.github.io/papers/2406.13858/record.json",
  "markdown_url": "https://latent-implicit-thinking.github.io/papers/2406.13858/index.md",
  "bibtex_url": "https://latent-implicit-thinking.github.io/papers/2406.13858/citation.bib",
  "csl_url": "https://latent-implicit-thinking.github.io/papers/2406.13858/citation.csl.json"
}
