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## Overview
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Sentinel, part of the RoGuard safety toolkit, is a Python library designed specifically for realtime detection of extremely rare classes of text by using contrastive learning principles. While traditional classifiers struggle with highly imbalanced datasets, Sentinel excels by:
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Roblox Sentinel, part of the Roblox Safety Toolkit, is a Python library designed specifically for realtime detection of extremely rare classes of text by using contrastive learning principles. While traditional classifiers struggle with highly imbalanced datasets, Sentinel excels by:
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1. Collecting recent observations from a single source (e.g., recent messages from a user)
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2. Calculating individual observation scores using embedding similarity
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