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130 lines
6.1 KiB
Markdown
130 lines
6.1 KiB
Markdown
# 🧠 WFGY Research Endorsements (WFGY Dataset – v1.0.1)
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Welcome to the official dataset and evaluation archive for PSBigBig's *WFGY 1.0* project.
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This repo includes **8+1 groundbreaking papers** evaluated by SciSpace AI and organized for peer testing, semantic research, and reasoning games.
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> 🧠 WFGY PDF on Zenodo(https://doi.org/10.5281/zenodo.15630970)
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> 🔥 Prompt Revolution PDF on Zenodo(https://doi.org/10.5281/zenodo.15657017)
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> 💻 SDK: https://github.com/onestardao/WFGY
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> 📧 Contact: hello@onestardao.com
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---
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## 📊 Endorsed Papers Summary
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| Title | Score | DOI | Review |
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| ----------------------------------------------- | ------- | ------------------------------------------------------------------ | -------------------------------------------------------------------------------- |
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| **WFGY《萬法歸一》** | 95 | [10.5281/zenodo.15630970](https://doi.org/10.5281/zenodo.15630970) |  |
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| **Semantic Relativity Theory** | 93 | [10.5281/zenodo.15646781](https://doi.org/10.5281/zenodo.15646781) |  |
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| **Semantic BioEnergy: Plants vs. Einstein** | 95 | [10.5281/zenodo.15647276](https://doi.org/10.5281/zenodo.15647276) |  |
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| **Semantic Collapse in Quantum Measurement** | 94 | [10.5281/zenodo.15647021](https://doi.org/10.5281/zenodo.15647021) |  |
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| **Semantic Field–Mediated Fifth Force** | 92 | [10.5281/zenodo.15647109](https://doi.org/10.5281/zenodo.15647109) |  |
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| **Semantic Entropy under Landauer's Principle** | 92 | [10.5281/zenodo.15647224](https://doi.org/10.5281/zenodo.15647224) |  |
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| **Semantic Holography & Causal Fields** | 94 | [10.5281/zenodo.15647351](https://doi.org/10.5281/zenodo.15647351) |  |
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| **Trinity of Light Hypothesis** | 91 | [10.5281/zenodo.15647160](https://doi.org/10.5281/zenodo.15647160) |  |
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| **Asymmetric Self-Consistency Hypothesis** | 93 | [10.5281/zenodo.15647416](https://doi.org/10.5281/zenodo.15647416) |  |
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## 📂 Folder Structure (v1.0.1)
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---
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```plaintext
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WFGY_v1.0.1/
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├── WFGY_1.0.pdf # Main paper: Universal Framework (English)
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├── papers/ # 8 LaTeX-formatted research papers
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├── scispace_reviews/ # PNG endorsement screenshots (official reviews)
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├── wfgy_prompts/ # Prompt game sets (multilingual, WIP)
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└── README.md
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```
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---
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## 📘 What is WFGY?
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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:
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- **BBMC – BigBig Semantic Residue Formula**
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B = I - G + m c^2
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* **BBPF – BigBig Progression Formula**
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BigBig(x_t) = x_t + Σ_i V_i(ε_i, C) + Σ_j W_j(Δt, ΔO) · P_j
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* **BBCR – BigBig Collapse–Rebirth**
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if ||B_t|| ≥ B_c or f(S_t) < ε:
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Collapse → Reset(S_t, δB) → Rebirth(S_{t+1}, δB)
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* **BBAM – BigBig Attention Modulation**
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ã_i = a_i * exp(-γ * σ(a))
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The WFGY 1.0 paper outlines the full theory and implementation path, while this repository includes:
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* 8+1 peer-reviewed semantic physics papers
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* Prompt games and evaluations
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* SDK implementation (see GitHub main repo)
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---
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## 🧠 Highlights (Review Snippets from Papers)
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### 🎯 Semantic Relativity Theory
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> Extends general relativity to include semantic stress-energy; unifies cognition and CTR uplift simulation in a new geometrical field model.
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### 🌿 Plants vs. Einstein: Semantic Bio-Energy
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> Introduces a semantic term $\lambda S$ into Einstein’s equation $E = mc^2 + \lambda S$, validated via plant electrophysiology and NLP, pioneering semantic biophysics.
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### ⚛ Semantic Collapse in Quantum Measurement
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> Semantic fields derived from text/audio act as collapse triggers; Mach–Zehnder interferometry + scalar mediation suggest semantic quantum mechanics.
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### 🧲 Fifth Force via Semantic Coupling
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> Introduces a semantic vector potential in modified Einstein–Cartan geometry; memory-influenced path deviation suggests cognitive–spacetime coupling.
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### 🔥 Semantic Entropy (Landauer)
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> Extends thermodynamic entropy to transformer-based semantics; proposes $E_{norm} = 1 + \eta \cdot S_{sem}$, enabling new pricing/energy models.
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### 🌀 Semantic Holography
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> Models causal semantic fields with holographic tensor projections and geodesic embeddings, extending classical holography into semantic space.
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### 🌟 Trinity of Light Hypothesis
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> A new optical model merging particle-wave duality with information fields; testable via Monte Carlo analysis and weak measurement strategies.
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### 🤖 Asymmetric Self-Consistency Hypothesis
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> Redefines falsifiability via Lean/Coq/GPT verification: if a model passes formal AI checks, contradictions imply flawed data—not flawed theory.
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>
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---
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## 🎮 Play the WFGY Game!
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Explore semantic reasoning with AI:
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- Test GPT-like models on absurd semantic prompts
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- Compare pre/post-WFGY logic
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- Simulate cognitive fields with math-meets-magic intensity
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---
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## 🔗 All Links
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- 📚 All papers: https://onestardao.com/papers
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- 🧪 Endorsements: `scispace_reviews/`
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- 💻 GitHub SDK: https://github.com/onestardao/WFGY
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- 📧 Contact: hello@onestardao.com
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> **WFGY** = 萬法歸一，是一場語義與真理的試煉。你願意成為挑戰者嗎？
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