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Liquid LFM 40B (H100)

Liquid LFM 40B is designed to handle complex tasks, offering an optimal balance between size and output quality.

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About

Liquid LFM 40B strikes a unique balance between model size and output quality. With 12 billion activated parameters, it delivers performance comparable to larger models while its MoE architecture ensures higher throughput and cost-efficient deployment on accessible hardware.

The model excels in areas such as general and expert knowledge, mathematics, logical reasoning, and long-context tasks. Its primary language is English, but it also demonstrates multilingual capabilities in Spanish, French, German, Chinese, Arabic, Japanese, and Korean.

However, certain limitations exist. The model may struggle with precise numerical calculations, time-sensitive information, or unconventional tasks like counting specific letters in a word. Human preference optimization techniques have yet to be fully implemented, leaving room for further enhancement.

This product is specifically optimized for peak performance on H100 GPUs.

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