NeuralDaredevil-8B-abliterated-GGUF

Maintained By
QuantFactory

NeuralDaredevil-8B-abliterated-GGUF

PropertyValue
Model Size8B parameters
Model TypeDPO fine-tuned LLM
QuantizationGGUF format via llama.cpp
Source Modelmlabonne/NeuralDaredevil-8B-abliterated
Model URLQuantFactory/NeuralDaredevil-8B-abliterated-GGUF

What is NeuralDaredevil-8B-abliterated-GGUF?

NeuralDaredevil-8B-abliterated-GGUF is a quantized version of the high-performing uncensored language model that achieved top scores on the Open LLM Leaderboard. It's built through DPO fine-tuning of the Daredevil-8-abliterated base model, trained on the orpo-dpo-mix-40k dataset for one epoch. The model successfully maintains performance while offering improved efficiency through quantization.

Implementation Details

The model implements Direct Preference Optimization (DPO) fine-tuning techniques to recover performance losses from the abliteration process. The GGUF quantization allows for efficient deployment while maintaining model capabilities.

  • Achieves 55.87 average score across benchmark tests
  • Optimized for LM Studio deployment using "Llama 3" preset
  • Outperforms base instruct models in comprehensive testing

Core Capabilities

  • Excels in unaligned tasks and role-playing scenarios
  • Strong performance in MMLU evaluations
  • Balanced scores across AGIEval (43.73), GPT4All (73.6), and TruthfulQA (59.36)
  • Maintains high performance in Bigbench (46.8)

Frequently Asked Questions

Q: What makes this model unique?

This model stands out as the best-performing uncensored 8B model on the Open LLM Leaderboard, particularly excelling in MMLU scores. Its DPO fine-tuning successfully preserves performance while offering efficient deployment through quantization.

Q: What are the recommended use cases?

The model is specifically optimized for applications that don't require alignment, making it particularly suitable for role-playing and creative tasks. It's best deployed using LM Studio with the "Llama 3" preset for optimal performance.

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