🤖 zero-shot-classification

nli-deberta-v3-small

cross-encoder/nli-deberta-v3-small

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sentence-transformers
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Model Details
Full Model IDcross-encoder/nli-deberta-v3-small
Pipeline / Taskzero-shot-classification
Librarysentence-transformers
Downloads (all-time)391.2K
Likes17
Last Modified4/15/2025
Author / Orgcross-encoder
PrivateNo — public
⚡ Quick Usage (Python)

Using the 🤗 Transformers library. Install with pip install transformers

from transformers import pipeline

# Load the model
pipe = pipeline("zero-shot-classification", model="cross-encoder/nli-deberta-v3-small")

# Run inference
result = pipe("Your input here")
print(result)
🏷️ Tags
sentence-transformerspytorchonnxsafetensorsdeberta-v2text-classificationtransformerszero-shot-classificationendataset:nyu-mll/multi_nlidataset:stanfordnlp/snlibase_model:microsoft/deberta-v3-smallbase_model:quantized:microsoft/deberta-v3-smalllicense:apache-2.0deploy:azureregion:us
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🚀 Use This Model

Access model files, inference API, and full documentation on Hugging Face.

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🤖 Task: zero-shot-classification

This model is designed for the zero-shot-classification task. Explore more models for this use case.

All zero-shot-classification Models →
📊 Popularity
⬇ Downloads391.2K
❤️ Community Likes17
🛠️ Requirements
  • →Install: pip install sentence-transformers
  • →Python 3.8+ recommended for Transformers.
  • →GPU (CUDA) speeds up inference significantly.
  • →Use model.half() for fp16 on limited VRAM.
👋 Need help with code?