{
  "id": "2412.13171",
  "title": "Compressed Chain of Thought: Efficient Reasoning Through Dense Representations",
  "authors": "Jeffrey Cheng, Benjamin Van Durme",
  "first_public": "2024-12-17",
  "venue": "arXiv",
  "arxiv": "2412.13171",
  "paper_url": "https://arxiv.org/abs/2412.13171",
  "lens": [
    "continuous"
  ],
  "representation": [
    "continuous-state"
  ],
  "computation": [
    "token-wise"
  ],
  "training": [
    "distillation"
  ],
  "questions": [
    "efficiency",
    "capability"
  ],
  "evidence": [
    "empirical"
  ],
  "modality": [
    "language"
  ],
  "summary": "Compresses verbose reasoning traces into shorter dense representations and evaluates the trade-off between reasoning quality and generated length.",
  "provenance": "Awesome-Latent-CoT",
  "author_names": [
    "Jeffrey Cheng",
    "Benjamin Van Durme"
  ],
  "record_url": "https://latent-implicit-thinking.github.io/papers/2412.13171/",
  "legacy_record_url": "https://latent-implicit-thinking.github.io/papers/#paper-2412-13171",
  "citation_date": "2024-12-17",
  "json_url": "https://latent-implicit-thinking.github.io/papers/2412.13171/record.json",
  "markdown_url": "https://latent-implicit-thinking.github.io/papers/2412.13171/index.md",
  "bibtex_url": "https://latent-implicit-thinking.github.io/papers/2412.13171/citation.bib",
  "csl_url": "https://latent-implicit-thinking.github.io/papers/2412.13171/citation.csl.json"
}