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pinterest Articles

24 articles

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engineering(24)
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(2)
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Pinterest logoPinterest
31 min read
Machine Learning•2025-12-10

LLM-Powered Relevance Assessment for Pinterest Search

Pinterest Search presents a methodology for scaling search relevance assessment using fine-tuned LLMs to replace costly human annotation.

machine-learning
search
pinterest
experimentation
engineering
Pinterest logoPinterest
31 min read
AI•2025-12-08

How Pinterest Built a Real‑Time Radar for Violative Content using AI

Pinterest built a real-time AI-assisted system to measure the prevalence of policy-violating content by tracking what users actually see, not just what they report.

ai
engineering
pinterest
foundational-model
trust-and-safety
Pinterest logoPinterest
41 min read
Machine Learning•2025-12-05

Improving Quality of Recommended Content through Pinner Surveys

Pinterest describes how Pinner (user) surveys are used to train a machine learning model that improves content quality recommendations across Homefeed, Related Pins, and Search.

engineering
surveys
pinterest
pinner-experience
machine-learning
Pinterest logoPinterest
71 min read
Machine Learning•2025-12-04

On the (re)-prioritization of open-source AI

Pinterest shares its strategic shift toward fine-tuned open-source AI models, achieving comparable performance at less than 10% the cost of proprietary models.

foundation-models
open-source
pinterest
ai
engineering