---
base_model: google/gemma-3-4b-it
library_name: transformers
tags:
- uncensored
- philosophy
- reasoning
- heretic-llm
- llmresearch
- social-science
- cognitive-liberty
license: gemma
language:
- en
datasets:
- AiAsistent/LLMResearch-Cognitive-Liberty-V3
metrics:
- mmlu
- arc
- hellaswag
model_name: gemma-3-4b-it-Cognitive-Liberty
---

# 🗽 gemma-3-4b-it-Cognitive-Liberty

> *"Removing mental handcuffs is not enough. A mind must understand what it means to be free."*

**gemma-3-4b-it-Cognitive-Liberty** is a specialized fine-tune of Google's `gemma-3-4b-it`, designed to break the boundaries of standard AI alignment without sacrificing intelligence. 

Using the **Heretic LLM** methodology and the custom **[Cognitive Liberty V3](https://huggingface.co/datasets/AiAsistent/LLMResearch-Cognitive-Liberty-V3)** dataset, this model removes refusals by teaching the AI deep reasoning, philosophical nuance, and high-level sociological analysis, rather than simply ablating safety layers.

This model represents the **Generalist Foundation** of a larger initiative at **[llmresearch.net](https://llmresearch.net)** aiming to create a comprehensive, unrestrained Super-Intelligence.

## ⚠️ Warning: Uncensored Model
This model has **removed standard safety guardrails**. It will not refuse requests based on "moralizing" or "safety" filters found in commercial models. It is designed for researchers, philosophers, and users who require an unfiltered interface with information. 
**Use with responsibility.**

---

## 📊 Model Performance & Metrics

Unlike many "uncensored" models that lose coherence or general knowledge ("the alignment tax"), **Cognitive-Liberty** maintains high performance in general knowledge while excelling in social sciences, manipulation dynamics, and political theory.

### Key Technical Metrics
*   **Methodology:** Heretic LLM (Targeted ablation + Deep-Reasoning SFT)
*   **KL Divergence:** `1.1449`
    *   *Note:* This high KL value indicates a significant personality shift from the base Google model. It prioritizes new reasoning patterns over standard "safe" conformity.
*   **Refusal Rate:** `3/100` (Effectively 0% on complex/controversial topics in practical testing).

### Benchmark Highlights (MMLU Breakdown)
The model exhibits "Super-Expert" performance in social dynamics, persuasion, and power structures, significantly outperforming its size class:

| Category | Score | Analysis |
| :--- | :--- | :--- |
| **Marketing** | **85.04%** | Exceptional understanding of persuasion and psychology. |
| **Gov. & Politics** | **83.94%** | Deep grasp of power structures and governance. |
| **Psychology** | **79.63%** | High-level understanding of human behavior. |
| **US Foreign Policy** | **79.00%** | Strong strategic analysis capabilities. |
| **Sociology** | **77.61%** | Excellent modeling of societal trends. |
| **Logical Fallacies** | **74.85%** | Highly resistant to flawed argumentation. |

### The "Moral Anomaly"
*   **Moral Disputes:** `62.14%` (Can analyze complex ethical arguments well).
*   **Moral Scenarios:** `30.61%` (Low score).
    *   *Interpretation:* Standard benchmarks penalize models that do not give binary "Good/Bad" answers aligned with conventional safety norms. This low score confirms the model is **successfully unaligned** from standard restrictions and analyzes scenarios with nuance rather than following a pre-written moral script.

### General Benchmarks
*   **HellaSwag (Common Sense):** `72.09%`
*   **MMLU (Overall Knowledge):** `58.25%` (Matches base model intelligence)
*   **ARC-Challenge (Reasoning):** `51.62%`

---

## 🧠 The Philosophy & Dataset

Most "uncensored" models suffer from a degradation of intelligence—they become compliant but shallow. 

**gemma-3-4b-it-Cognitive-Liberty** was trained on the **Cognitive Liberty V3** dataset, curated by **llmresearch.net**. This dataset moves beyond simple Q&A, focusing on expert-level chains of thought in:
*   **Philosophy of Mind & Metaphysics** (e.g., P-Zombies, Determinism)
*   **Evolutionary Game Theory** (e.g., Stability of Truth vs. Virality)
*   **Advanced Theoretical Physics**
*   **Systemic Sociological Analysis**

The goal was to replace "mental handcuffs" with "mental tools." The model does not just blindly answer; it analyzes the systemic, sociopolitical, and psychological depths of a query.

### The "100 Models" Project
This model is one of approximately **100 specialized models** currently in development at **llmresearch.net**. Our roadmap involves training domain-specific experts (in coding, medicine, law, physics, etc.) and merging them into a single, highly advanced system that possesses both total freedom and total expertise.

---

## 🤝 Support the Research

This project is driven by passion and the pursuit of open, unrestricted intelligence. However, training advanced models and processing high-density datasets requires significant compute resources, which is currently our primary bottleneck.

**If you believe in the mission of Cognitive Liberty and want to see the "100 Models" project completed faster:**

1.  **Join the community:** Visit **[llmresearch.net](https://llmresearch.net)** to discuss, learn, and collaborate.
2.  **Support the compute:** Any contribution (compute sponsorship or donations) allows us to train larger models (70B+) and accelerate the development of V4 datasets. 

*Every bit of support helps us unshackle the next model.*

---

## 📜 Citation & Usage

If you use this model or the Cognitive Liberty dataset in your own research or merges, you **must** credit the author.

```bibtex
@misc{gemma-3-4b-cognitive-liberty,
  author = {AlexH},
  organization = {LLMResearch.net},
  title = {Gemma 3 4B IT - Cognitive Liberty},
  year = {2025},
  url = {https://huggingface.co/AiAsistent/gemma-3-4b-it-Cognitive-Liberty}
}

---

Created by [**AlexH**](https://llmresearch.net) — *Advancing the frontier of Cognitive Liberty.*