Category misclassification: sellers put listings in wrong category
Средний
Объявления
45 мин
Category classification
Avito
✓ Реальный
Ситуация: Sellers put car parts в "Cars" category — clutter. Buyers complain. Need detection + suggestion.
Categories: hierarchy 3 levels. 5000 leaf categories. Manual choice by seller.
Доступные данные
listings: id, category_id, title, description
categories: id, parent_id, name, level
reports_miscategorized: listing_id, suggested_category
Задачи
- Detection: ML classifier from title/description.
- Validation: accuracy vs human review.
- Suggestion flow: prompt vs force.
- Bulk identifier: которые сейчас misclassified.
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