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Search-Aware Reinforcement Learning for Multi-Component Query Understanding in Roblox Game Search

Query understanding (QU) plays a critical role in production search systems, translating raw user queries into search execution plans that drive downstream retrieval and ranking. While large language models (LLMs) have enabled QU to be framed as a structured multi-task generation problem (e.g., intent classification, query expansion), optimizing such models to produce search-engine-coupled…

We haven't written up this one. arXiv cs.AI has the full story — the link below goes straight to it.

Read the original at arxiv.org →

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AI's never-before-seen capital grab

A new analysis of the AI buildout shows its staggering scale: $10.3 trillion in estimated AI infrastructure investment through 2032. That amounts to 3.6% of GDP a year, dwarfing the investment booms that built America's railroads , highways, electric grid and telecom networks.

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