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    Model catalog
    deberta-v3-small logo

    deberta-v3-small

    Text Classification

    by Microsoft

    deberta-v3-small is Microsoft’s lightweight text classification model optimized for fast, low-cost zero-shot classification. Provide text together with your own candidate labels, and the model returns confidence scores for each category without requiring a fixed taxonomy or task-specific training. It is well suited for intent detection, content tagging, routing, filtering, prioritization, and other high-volume classification workflows where speed and cost matter. Its compact architecture makes it a strong alternative to using a general-purpose LLM for straightforward classification tasks.

    Specifications

    Parameters

    142M

    Context length

    400 tokens

    Task

    Text Classification

    Provider

    Microsoft

    Billing

    Per token

    API

    OpenAI-compatible

    Pricing

    Input

    $0.02

    per 1M tokens

    Output

    $0.05

    per 1M tokens

    Use cases