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🧠 WFGY Research Endorsements (WFGY Dataset – Version 1.0 – Initial Public Release)

⚖️ Research Status Notice

All papers listed below are original works authored by PSBigBig.

They are experimental, exploratory research documents and have not undergone formal academic peer review unless explicitly stated within the individual paper.

While the mathematical structures presented are internally self-consistent within their defined assumptions and symbolic systems, no claim is made that these works establish new physical laws, overturn existing scientific consensus, or provide experimentally confirmed results.

Any AI-based review scores, screenshots, or evaluations included in this repository are automated assessments and do not constitute formal academic validation.

These documents are provided as open research materials for independent reading, critique, and verification.

Welcome to the official dataset and evaluation archive for PSBigBig's WFGY 1.0 project.
This repo includes 8+1 groundbreaking papers evaluated by SciSpace AI and organized for peer testing, semantic research, and reasoning games.

Our DOIs have been updated and consolidated on Figshare.
Some older screenshots or PDFs may still display earlier identifiers.
If any link appears inactive, please refer to the Figshare DOI listed here.
This page will remain updated to ensure stable citation.
All papers are fully accessible and verifiable within this GitHub repository.

📊 Endorsed Papers Summary

Title Score GitHub Download Link Review
WFGY《萬法歸一》 95 📥 Download
Semantic Relativity Theory 93 📥 Download
Semantic BioEnergy: Plants vs. Einstein 93 📥 Download
Semantic Collapse in Quantum Measurement 92 📥 Download
Semantic Field–Mediated Fifth Force 91 📥 Download
Semantic Entropy under Landauer's Principle 94 📥 Download
Semantic Holography & Causal Fields 93 📥 Download
Trinity of Light Hypothesis 92 📥 Download
Asymmetric Self-Consistency Hypothesis 93 📥 Download

📂 Folder Structure (Version 1.0 – Initial Public Release)

WFGY_(Version 1.0 – Initial Public Release)/
├── WFGY_1.0.pdf                  # Main paper: Universal Framework (English)
├── papers/                      # 8 LaTeX-formatted research papers
├── scispace_reviews/           # PNG endorsement screenshots (official reviews)
├── wfgy_prompts/               # Prompt game sets (multilingual, WIP)
└── README.md

📘 What is WFGY?

WFGY (萬法歸一) is a universal framework for semantic reasoning, error repair, and self-healing in large language models (LLMs). It integrates three core components:

  • BBMC – BigBig Semantic Residue Formula

    B = I - G + m c^2

  • BBPF – BigBig Progression Formula

    BigBig(x_t) = x_t + Σ_i V_i(ε_i, C) + Σ_j W_j(Δt, ΔO) · P_j

  • BBCR – BigBig Collapse–Rebirth

    if ||B_t|| ≥ B_c or f(S_t) < ε: Collapse → Reset(S_t, δB) → Rebirth(S_{t+1}, δB)

  • BBAM – BigBig Attention Modulation

    ã_i = a_i * exp(-γ * σ(a))

The WFGY 1.0 paper outlines the full theory and implementation path, while this repository includes:

  • 8+1 peer-reviewed semantic physics papers
  • Prompt games and evaluations
  • SDK implementation (see GitHub main repo)

🧠 Highlights (Review Snippets from Papers)

🎯 Semantic Relativity Theory

Extends general relativity to include semantic stress-energy; unifies cognition and CTR uplift simulation in a new geometrical field model.

🌿 Plants vs. Einstein: Semantic Bio-Energy

Introduces a semantic term \lambda S into Einstein’s equation E = mc^2 + \lambda S, validated via plant electrophysiology and NLP, pioneering semantic biophysics.

⚛ Semantic Collapse in Quantum Measurement

Semantic fields derived from text/audio act as collapse triggers; Mach–Zehnder interferometry + scalar mediation suggest semantic quantum mechanics.

🧲 Fifth Force via Semantic Coupling

Introduces a semantic vector potential in modified Einstein–Cartan geometry; memory-influenced path deviation suggests cognitive–spacetime coupling.

🔥 Semantic Entropy (Landauer)

Extends thermodynamic entropy to transformer-based semantics; proposes E_{norm} = 1 + \eta \cdot S_{sem}, enabling new pricing/energy models.

🌀 Semantic Holography

Models causal semantic fields with holographic tensor projections and geodesic embeddings, extending classical holography into semantic space.

🌟 Trinity of Light Hypothesis

A new optical model merging particle-wave duality with information fields; testable via Monte Carlo analysis and weak measurement strategies.

🤖 Asymmetric Self-Consistency Hypothesis

Redefines falsifiability via Lean/Coq/GPT verification: if a model passes formal AI checks, contradictions imply flawed data—not flawed theory.

🎮 Play the WFGY Game!

Explore semantic reasoning with AI:

  • Test GPT-like models on absurd semantic prompts
  • Compare pre/post-WFGY logic
  • Simulate cognitive fields with math-meets-magic intensity

🔗 All Links

Explore More

Module Description Link
WFGY Core Canonical framework entry point View
Problem Map Diagnostic map and navigation hub View
Tension Universe Experiments MVP experiment field View
Recognition Where WFGY is referenced or adopted View
AI Guide Anti-hallucination reading protocol for tools View

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