c4tdr0ut/Nemotron-Religionfighter-12x4B

Nemotron-Religionfighter: Specialized MoE Model for Theological Analysis

Model Summary

Nemotron-Religionfighter is a 4-expert Mixture-of-Experts (MoE) model derived from Mistral-Nemo-Base-2407, featuring 12B active parameters optimized through QLoRa fine-tuning. This specialized architecture combines three domain-specific theological analyzers (Islam, Judaism, Christianity) with a roleplaying expert, enabling nuanced discussions of religious concepts while maintaining interactive capabilities.

Model Details

• Architecture: Sparse MoE implementation with expert choice routing
• Experts:
  • Islamic Studies Expert (Theology/Hadith Analysis)
  • Judaic Studies Expert (Tanakh/Talmudic Context)
  • Christian Theology Expert (Biblical Exegesis/Denominational Analysis)
  • Interactive Roleplaying Agent (Scenario Simulation)
• Context Window: 8,096 tokens
• Training Hardware: NVIDIA RTX 3090 (24GB VRAM)

Key Features

• Multidimensional Analysis: Cross-examine religious concepts through historical, cultural, and doctrinal lenses
• Roleplaying Integration: Maintain conversational flow while conducting critical analysis
• High-Precision Training:
  • 30,000 curated samples from academic texts and interfaith dialogues
  • Augmented with proprietary datasets vetted by theological scholars
  • Balanced representation across Abrahamic traditions

Intended Use

• Academic research in comparative religion
• Interactive learning platforms for theological studies
• Cultural competency training simulations
• Narrative design for historically-grounded storytelling

Training Methodology

1. Base Model: Initialized from Mistral-Nemo-Base-2407
2. QLoRA Configuration:
   • 4-bit quantization with NF4 normalization
   • LoRA rank 64, alpha 128
   • 0.1 dropout for expert specialization
3. Data Composition:
   • 45% annotated religious texts (Quran, Bible, Talmud + commentaries)
   • 30% interfaith dialogue transcripts
   • 15% roleplaying scenarios
   • 10% modern theological discourse

Ethical Considerations

This model requires careful deployment due to its critical analysis capabilities:

• May generate content challenging to religious beliefs
• Roleplaying features require content safeguards
• Recommended for users 18+ with academic/theological background
• Use caution in interfaith dialogue applications

Limitations

• Scope currently limited to Abrahamic religions
• Cultural context understanding varies by regional training data representation
• Roleplaying responses may require human validation for sensitive topics

Licensing

Distributed under CC-BY-SA-4.0. Commercial use requires additional ethical review.

Citation

@misc{Nemotron-Religionfighter,
  author = {c4tdr0ut},
  title = {Nemotron-Religionfighter: Theological Analysis MoE Model},
  publisher = {Hugging Face},
  url = {https://huggingface.co/c4tdr0ut/Nemotron-Religionfighter}
}