{
  "id": "2510.24940",
  "title": "SemCoT: Accelerating Chain-of-Thought Reasoning through Semantically-Aligned Implicit Tokens",
  "authors": "Yinhan He, Wendy Zheng, Yaochen Zhu, Zaiyi Zheng, Lin Su, Sriram Vasudevan, Qi Guo, Liangjie Hong, Jundong Li",
  "first_public": "2025-10-28",
  "venue": "arXiv",
  "arxiv": "2510.24940",
  "paper_url": "https://arxiv.org/abs/2510.24940",
  "code_url": "https://github.com/YinhanHe123/SemCoT",
  "lens": [
    "internalized",
    "continuous"
  ],
  "representation": [
    "continuous-state"
  ],
  "computation": [
    "token-wise"
  ],
  "training": [
    "distillation",
    "supervised"
  ],
  "questions": [
    "efficiency",
    "capability",
    "interpretability"
  ],
  "evidence": [
    "empirical"
  ],
  "modality": [
    "language"
  ],
  "summary": "Compresses textual reasoning into semantically aligned implicit tokens intended to preserve useful intermediate computation with fewer generated steps.",
  "provenance": "Primary-source literature search, 2026-09-04",
  "author_names": [
    "Yinhan He",
    "Wendy Zheng",
    "Yaochen Zhu",
    "Zaiyi Zheng",
    "Lin Su",
    "Sriram Vasudevan",
    "Qi Guo",
    "Liangjie Hong",
    "Jundong Li"
  ],
  "record_url": "https://latent-implicit-thinking.github.io/papers/2510.24940/",
  "legacy_record_url": "https://latent-implicit-thinking.github.io/papers/#paper-2510-24940",
  "citation_date": "2025-10-28",
  "json_url": "https://latent-implicit-thinking.github.io/papers/2510.24940/record.json",
  "markdown_url": "https://latent-implicit-thinking.github.io/papers/2510.24940/index.md",
  "bibtex_url": "https://latent-implicit-thinking.github.io/papers/2510.24940/citation.bib",
  "csl_url": "https://latent-implicit-thinking.github.io/papers/2510.24940/citation.csl.json"
}