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ranking architecture

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Baidu Tech Salon
Baidu Tech Salon
Jan 8, 2025 · Artificial Intelligence

Evolution of Video Search Ranking Architecture Toward an End‑to‑End Large‑Model Framework

The paper describes transforming a tightly coupled, multi‑stage video search ranking pipeline into a modular, end‑to‑end large‑model architecture that decouples recall, employs a graph‑engine parallel framework and elastic compute allocation, thereby boosting performance, flexibility, personalization and lowering long‑term operational costs.

Parallel Computingelastic resourcesend-to-end
0 likes · 10 min read
Evolution of Video Search Ranking Architecture Toward an End‑to‑End Large‑Model Framework
Baidu Geek Talk
Baidu Geek Talk
Jan 8, 2025 · Artificial Intelligence

Evolution of Video Search Ranking Architecture Towards an End‑to‑End Large‑Model Framework

The article outlines how video search ranking has shifted from a tightly‑coupled multi‑stage cascade to an extensible, end‑to‑end, model‑centric framework called Rankflow, leveraging large‑model inference, decoupled recall, fine‑grained parallelism, and elastic compute allocation to boost performance, flexibility, and maintainability while paving the way for future retrieval‑augmented generation integration.

AILarge ModelsParallel Computing
0 likes · 11 min read
Evolution of Video Search Ranking Architecture Towards an End‑to‑End Large‑Model Framework