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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Abdurrahim Kızılay

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Open access Sep 2026

Beyond Keyword Filters: Calibrated Monte-Carlo Risk Gating for Safe Multilingual Colorectal-Cancer LLM Dialogue

A calibrated Monte-Carlo risk gate that treats colorectal-cancer dialogue safety as a selective-prediction problem, estimating the risk of a user turn from a bootstrap ensemble over multilingual sentence representations, calibrating it with Platt scaling and deciding at a single threshold between an informative answer...

Abdurrahim Kızılay, Kerem Gencer · 0 citations

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