AllanF-SSU/Research-Papers

📘 PCE_Axiomatic_V2.5_Faure_preprint

The PCE Framework is an axiomatic control system designed to stabilize LLM behavioral trajectories. Instead of relying solely on external filters (RLHF), it induces structural coherence through a system of 7 core axioms.

👉 Download PCE_Axiomatic_V2.5_Faure_preprint

🎯 Key Objectives

• Structural Stability: Eliminating semantic drift over long-context interactions (160+ turns).
• Emergent Robustness: Native resistance to prompt injections through logical invariance.
• The "Third Way": Enabling non-binary creative synthesis in complex ethical dilemmas.

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📘 Axiomatic_Qween_1.3-T

Local Decision Field Modification Status: Testable & Conservative Hypothesis This is the primary focus for immediate research. It posits that a specific series of axiomatic prompts can locally modify the decision field of an LLM.

• Core Idea: Instead of modifying weights, we use linguistic constraints to induce a measurable local regularization of decision trajectories.

👉 Download Preprint PDF 1.3-T

📘 Axiomatic_Prompts_1.9-M

Conceptual & Mechanistic Framework

• Can Axiomatic Prompts Act as Global Regulators in LLMs?
• Focus: Conditional activation bias, Latent trajectory stabilization, and Non-collapse entropy regulation.
• This document defines the formal hypothesis and measurable metrics.

👉 Download Preprint PDF (1.9-M)

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📄 Research Paper: A Minimal Structural Framework for the Emergence of Coherence

*Towards a Science of Unified Systems (SUS 2.5) *

👉 Download Preprint PDF (v2.5)

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