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ParallelParallel

Member of Technical Staff, Search Ranking

Own the multi-stage ranking pipeline for web-scale search, balancing precision, recall, latency, and compute cost across retrieval, first-pass ranking, and neural reranking.

About the job

Responsibilities

  • Own the multi-stage ranking pipeline that narrows a web-scale set of candidates down to the handful of best passages for a query
  • Spend the least compute necessary while maintaining quality
  • Push precision and recall across fast candidate retrieval, lightweight first-pass ranking, and heavier neural reranking
  • Decide how much compute each query deserves
  • Grade everything on real usage outcomes rather than offline proxies

Requirements

  • Deep intuition for relevance, feature engineering, and the trade-offs between quality, latency, and cost
  • Think rigorously about how ranking, retrieval, and agent behavior inform one another
  • Train models that serve ranking, retrieval, and agent behavior
  • Care about research being applied to product and systems that millions use

Skills

Ranking, Retrieval, Neural Reranking, Feature Engineering, Relevance Modeling, Machine Learning, Information Retrieval, Latency Optimization, Cost Optimization, Model Training

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