AllanF-SSU/Research-Papers

📘 PCEAxiomaticV2.5Faurepreprint

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](https://huggingface.co/datasets/AllanF-SSU/Research-Papers/blob/main/PCE_Axiomatic_V2.5_Faure_preprint.pdf)

🎯 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.

📘 AxiomaticQween1.3-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](https://huggingface.co/datasets/AllanF-SSU/Research-Papers/blob/main/Axiomatic_Qween_1.3-T_Faure_Preprint.pdf)

📘 AxiomaticPrompts1.9-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)](https://huggingface.co/datasets/AllanF-SSU/Research-Papers/blob/main/Axiomatic_Prompts_1.9-M_Faure_Preprint%20(1).pdf)

📄 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)](https://huggingface.co/datasets/AllanF-SSU/Research-Papers/blob/main/SUS_2.5.pdf)