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#175 - GPT-4o Mini, OpenAI's Strawberry, Mixture of A Million Experts
Last Week in AI
Evolving Experts: Navigate Knowledge Growth Efficiently
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The approach described addresses the challenge of catastrophic forgetting by enabling the integration of new knowledge through the introduction of new experts rather than retraining existing ones. Managing a vast number of experts, the methodology emphasizes the necessity for efficient selection during both training and inference phases. This efficiency is achieved through a technique called product key retrieval, drawing inspiration from search engine algorithms to swiftly identify and deploy the relevant experts for specific tasks. This method highlights the importance of leveraging scaling laws and advanced retrieval techniques to enhance performance in dynamic learning environments.
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