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  short_description: Unsupervised Human Preference Learning
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  # ⚙️ Preference Agents
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  Preference Agents is an organization focused on developing and releasing small language models ("preference agents") that enable efficient personalization of larger language models (LLMs). Our agents learn user preferences and generate natural language rules that guide LLMs to produce tailored content, without requiring extensive fine-tuning of the larger models.
 
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  short_description: Unsupervised Human Preference Learning
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+ [PAPER](https://sumuk.org/preference-agents.pdf)
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  # ⚙️ Preference Agents
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  Preference Agents is an organization focused on developing and releasing small language models ("preference agents") that enable efficient personalization of larger language models (LLMs). Our agents learn user preferences and generate natural language rules that guide LLMs to produce tailored content, without requiring extensive fine-tuning of the larger models.