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Bogdan Bogachov

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#natural language process... Preprint Oct 2026

The Hidden States Cookbook: A Large-Scale Ablation Study for Noise-Robust Conversational Intent Classification in Industry

Conversational database interfaces face a critical challenge: users naturally embed queries in conversational noise (greetings, politeness, off-topic remarks), which degrades intent classification accuracy and wastes computational resources. Despite advances in orchestration and retrieval strategies, a fundamental ques...

Bogdan Bogachov, Nikita Letov, Yaoyao Fiona Zhao · 0 citations

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