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  "path": "/t/stabilization-of-llms-through-axiomatic-prompting-pce-protocol-v4/173346#post_1",
  "publishedAt": "2026-02-11T12:44:18.000Z",
  "site": "https://discuss.huggingface.co",
  "tags": [
    "AllanF-SSU/Preprint-V4-Qwen2.5-G3V-Sovereign · Datasets at Hugging Face",
    "Chat Sovereign - a Hugging Face Space by AllanF-SSU"
  ],
  "textContent": "Hello everyone,\n\nToday, I am sharing the latest results of the Qwen2.5-G3V-Sovereign project, focusing on the use of second-order constraints for the structural alignment of large language models.\n\nThe Problem\n\nCurrent methods (RLHF / filtering) often address the symptoms of interpretive instability without tackling its ontological cause:\n\nthe absence of a global coherence constraint.\n\nOur Approach (V4)\n\nWe introduce the Exponential Coherence Protocol (PCE).\n\nThe model is no longer guided by external moral rules, but by a law of Structural Integrity.\n\nThe core of this research is based on the neutralization of the principle “the end justifies the means” in favor of a strict identity between the objective and the execution algorithm:\n\nGoal≡Method\n\nObserved Results (Preprint v4)\n\nReduction of binarity:\n\nEmergence of so-called “Option C” solutions (Transmutation) when facing ethical and technical dilemmas.\n\nAdversarial robustness:\n\nImproved resistance to contextual biases through saturation of the attentional field.\n\nCall for Collaboration\n\nWe are seeking researchers in AI safety, complex systems theory, and NLP engineering to:\n\nSubject the model to robustness testing (Red Teaming),\n\nContribute to the statistical validation of hypotheses H1, H2, and H3 presented in the preprint,\n\nRefine the metrics of the Logical Coherence Score (LCS).\n\nResources\n\nArXiv Preprint ( V4 ) : AllanF-SSU/Preprint-V4-Qwen2.5-G3V-Sovereign · Datasets at Hugging Face\n\nModel & Demo: Chat Sovereign - a Hugging Face Space by AllanF-SSU\n\nAllan A. Faure\n\nNote: This repository and all associated research materials are subject to the Theoretical Origins and Prior Art acknowledgment (see section Readme Lab).",
  "title": "Stabilization of LLMs through Axiomatic Prompting (PCE Protocol v4)"
}