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Jointly training embeddings and codebooks while incorporating product cluster information leads to a dramatic boost in e-commerce retrieval accuracy.
Standard reinforcement learning can degrade embedding quality in retrieval tasks, but PAO selectively optimizes only the most relevant items, leading to superior performance.
Ling-2.6 and Ring-2.6 achieve unprecedented efficiency in agentic intelligence, enabling instant responses and deep reasoning at trillion-parameter scale.
