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ARCHIVE: Open Models (with Arthur Mensch) and Video Models (with Stefano Ermon)

AI + a16z

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Efficient Model with Spass Mixture of Experts

Mixed studies introduce Spass mixture of experts, a technology where dense layers of a transformer are duplicated and assigned to token experts. Each token is routed to specific experts for processing, resulting in lower parameter execution at 12 billion per token out of 46 billion total parameters. This approach enhances performance, latency, throughput, and efficiency, surpassing even highly compressed 12 billion parameter dense transformers. Spass mixed experts prove to be more efficient during both training and inference phases.

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