{
  "abstract": "Contains the theoretical paper formalizing Cross-Subspace Semantic Bleed (CSSB) along with an automated PyTorch/Hugging Face validation framework script. CSSB occurs when high-dimensional transformer matrices inadvertently map semantically unrelated domains into overlapping vector trajectories, leading to hidden downstream reasoning degradation or alignment drift. The provided pipeline implements Layer-wise Linear Centered Kernel Alignment (CKA) scanning [cite: 1], multi-step Shannon entropy tracking [cite: 1], and causal null-space ablation interventions (\\(P = I - vv^T\\)) to mitigate cross-attention attribute binding and linear refusal circuit interference.\n\nSTATUS UPDATE / ARCHIVAL NOTICE\n\nProject Status: Archived (No further updates) New Research Direction: RTLAE (Risk-Triggered Localised Activation Editing for Evaluating Selective Refusal Correction in Language Models)\n\nNotice to Researchers\n\nThis record is maintained online as a permanent digital archive in accordance with our open historical research policy (our \"warts and all\" policy).\n\nPlease note that this project will no longer be updated, expanded, or maintained.\n\nThe code, preprints, and datasets associated with Mitigation of Cross-Subspace Semantic Bleed in High-Dimensional Transformer and Latent Diffusion Architectures represent an earlier phase of our exploratory work. Our team has since redirected its focus toward our new research framework, RTLAE (Risk-Triggered Localised Activation Editing for Evaluating Selective Refusal Correction in Language Models).\n\nWhile this package remains available for historical reference, replication, and attribution, all active development, follow-up evaluations, and future publications will emerge from our current trajectory.",
  "abstract_shown": true,
  "affiliations": [
    "Translator",
    "Empirical Falsifiability and Validation Protocol"
  ],
  "article_type": null,
  "arxiv": null,
  "author_total": 4,
  "authors": [
    {
      "name": "Craig Kyrle Strachan Davidson",
      "orcid": "0009-0007-2990-8716"
    },
    {
      "name": "Lucie Mary Elise Davidson"
    },
    {
      "affs": [
        0
      ],
      "name": "Nolwen Marie Violette Bourlier"
    },
    {
      "affs": [
        1
      ],
      "name": "Alfie Christian Strachan Davidson"
    }
  ],
  "bibtex": "https://research.draconitic.com/paper/5waar13xk4218.bib",
  "cited_by": 0,
  "doi": "10.5281/zenodo.23503473",
  "fulltext_url": null,
  "id": "5waar13xk4218",
  "issns": [],
  "landing_url": "https://zenodo.org/records/23503473",
  "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/23503473/files/Warts%20and%20All%20.pdf/content",
  "pmcid": null,
  "pmid": null,
  "published": "2026-10-20",
  "publisher": null,
  "ris": "https://research.draconitic.com/paper/5waar13xk4218.ris",
  "sources": [
    {
      "first_seen": "2026-11-03T12:20:19Z",
      "native_id": "23503473",
      "source": "zenodo",
      "url": "https://zenodo.org/records/23503473"
    }
  ],
  "subjects": [],
  "title": "STATUS: Closed. Research Package: Mitigation of Cross-Subspace Semantic Bleed in High-Dimensional Transformer and Latent Diffusion Architectures",
  "title_text": "STATUS: Closed. Research Package: Mitigation of Cross-Subspace Semantic Bleed in High-Dimensional Transformer and Latent Diffusion Architectures",
  "type": "preprint",
  "updated_at": "2026-11-03T12:20:19Z",
  "url": "https://research.draconitic.com/paper/5waar13xk4218",
  "venue": "Zenodo",
  "versions": []
}