{
  "id": "2510.15522",
  "title": "LLM Latent Reasoning as Chain of Superposition",
  "authors": "Jingcheng Deng, Liang Pang, Zihao Wei, Shicheng Xu, Zenghao Duan, Kun Xu, Yang Song, Huawei Shen, Xueqi Cheng",
  "first_public": "2025-10-17",
  "venue": "arXiv",
  "arxiv": "2510.15522",
  "paper_url": "https://arxiv.org/abs/2510.15522",
  "code_url": "https://github.com/DJC-GO-SOLO/Latent-SFT",
  "lens": [
    "continuous"
  ],
  "representation": [
    "text-latent-hybrid",
    "continuous-state"
  ],
  "computation": [
    "token-wise",
    "parallel"
  ],
  "training": [
    "supervised"
  ],
  "questions": [
    "capability",
    "efficiency"
  ],
  "evidence": [
    "empirical"
  ],
  "modality": [
    "language"
  ],
  "summary": "Models latent reasoning as a sequence of superposed token distributions and trains the process with supervised fine-tuning.",
  "provenance": "Primary-source literature search, 2026-09-04",
  "author_names": [
    "Jingcheng Deng",
    "Liang Pang",
    "Zihao Wei",
    "Shicheng Xu",
    "Zenghao Duan",
    "Kun Xu",
    "Yang Song",
    "Huawei Shen",
    "Xueqi Cheng"
  ],
  "record_url": "https://latent-implicit-thinking.github.io/papers/2510.15522/",
  "legacy_record_url": "https://latent-implicit-thinking.github.io/papers/#paper-2510-15522",
  "citation_date": "2025-10-17",
  "json_url": "https://latent-implicit-thinking.github.io/papers/2510.15522/record.json",
  "markdown_url": "https://latent-implicit-thinking.github.io/papers/2510.15522/index.md",
  "bibtex_url": "https://latent-implicit-thinking.github.io/papers/2510.15522/citation.bib",
  "csl_url": "https://latent-implicit-thinking.github.io/papers/2510.15522/citation.csl.json"
}