lmstudio-community/DiscoPOP-zephyr-7b-gemma-GGUF

💫 Community Model> DiscoPOP-zephyr-7b-gemma by Sakana AI

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Model creator: Sakana AI
Original model: DiscoPOP-zephyr-7b-gemma
GGUF quantization: provided by bartowski based on llama.cpp release b3145

Model Summary:

This model is based on the Zephyr 7b Gemma model, trained with a brand new technique called DiscoPOP. DiscoPOP is Sakana AI's Discovered Preference Optimization algorithm.
This training method is brand new, discovered through experimental model prompting to discover new bespoke training techniques.

Prompt template:

Choose the ChatML preset in your LM Studio.

Under the hood, the model will see a prompt that's formatted like so:

<|im_start|>user
{prompt}<|im_end|>
<|im_start|>assistant

This model is not tuned for a system prompt.

Technical Details

DiscoPOP was discovered through a new method proposed by Sakana AI. In this method, an LLM is prompted to propose and implement new preference optimization loss functions based on previously-evaluated performance metrics.
This process leads to the discovery of previously-unknown preference optimization algorithms. DiscoPOP represents the best performing discovered preference optimizer.

DiscoPOP achieves a higher score (Reward) while deviating less from the base model (KL Divergence), compared to existing state-of-the-art methods such as DPO.

For a deeper analysis and additional details, you can read their blog post here: https://sakana.ai/llm-squared/

Special thanks

🙏 Special thanks to Georgi Gerganov and the whole team working on llama.cpp

🙏 Special thanks to Kalomaze and Dampf for their work on the dataset (linked here) that was used for calculating the imatrix for all sizes.

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