{
  "abstract": "This deposit contains a mathematical proposal and Phase I toy-scale checks for Gaussian Mean-Chasing (GMC) dynamics in language-model-style embedding spaces. The work analyzes Gaussian mixture densities, fixed points, iteration trajectories, and a stability regularizer. Included are the PDF and a separate reproducibility archive containing toy code, instructions, metadata, and figures.\n\nScope and limitations: these are analytic and toy-scale demonstrations, not evidence that a language model was trained or that language-model performance improved. The stability plots are illustrative, and the regularized optimum remains below the estimated stability edge.\n\nAI assistance: extensive assistance from ChatGPT and Sarvam AI was used in drafting, coding, analysis, and figure preparation. The author reviewed and is responsible for the deposited work.",
  "abstract_shown": true,
  "affiliations": [],
  "article_type": null,
  "arxiv": null,
  "author_total": 1,
  "authors": [
    {
      "name": "Chaman Prakash Kanth"
    }
  ],
  "bibtex": "https://research.draconitic.com/paper/6mbnzy7nw1s4d.bib",
  "cited_by": 0,
  "doi": "10.5281/zenodo.23620974",
  "fulltext_url": null,
  "id": "6mbnzy7nw1s4d",
  "issns": [],
  "landing_url": "https://zenodo.org/records/23620974",
  "language": null,
  "licence": "CC-BY-4.0",
  "licence_label": "CC BY 4.0",
  "licence_source": "article",
  "licence_url": "https://creativecommons.org/licenses/by/4.0/",
  "metadata_licence": null,
  "native_subjects": [],
  "openalex": null,
  "pdf_url": "https://zenodo.org/api/records/23620974/files/23291050_Gaussian_Mean_Chasing_Proposal_Citation_Revision.pdf/content",
  "pmcid": null,
  "pmid": null,
  "published": "2026-10-24",
  "publisher": null,
  "ris": "https://research.draconitic.com/paper/6mbnzy7nw1s4d.ris",
  "sources": [
    {
      "first_seen": "2026-11-07T12:20:39Z",
      "native_id": "23620974",
      "source": "zenodo",
      "url": "https://zenodo.org/records/23620974"
    }
  ],
  "subjects": [],
  "title": "Gaussian Mean-Chasing Language Models: A Mathematical Proposal with Phase I Toy-Scale Checks",
  "title_text": "Gaussian Mean-Chasing Language Models: A Mathematical Proposal with Phase I Toy-Scale Checks",
  "type": "preprint",
  "updated_at": "2026-11-07T12:20:39Z",
  "url": "https://research.draconitic.com/paper/6mbnzy7nw1s4d",
  "venue": "Zenodo",
  "versions": []
}