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Xenova
/
bge-reranker-base

Text Ranking
Transformers.js
ONNX
sentence-transformers
xlm-roberta
text-classification
text-embeddings-inference
Model card Files Files and versions
xet
Community
5

Instructions to use Xenova/bge-reranker-base with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

  • Libraries
  • Transformers.js

    How to use Xenova/bge-reranker-base with Transformers.js:

    // npm i @huggingface/transformers
    import { pipeline } from '@huggingface/transformers';
    
    // Allocate pipeline
    const pipe = await pipeline('text-ranking', 'Xenova/bge-reranker-base');
  • sentence-transformers

    How to use Xenova/bge-reranker-base with sentence-transformers:

    from sentence_transformers import CrossEncoder
    
    model = CrossEncoder("Xenova/bge-reranker-base")
    
    query = "Which planet is known as the Red Planet?"
    passages = [
    	"Venus is often called Earth's twin because of its similar size and proximity.",
    	"Mars, known for its reddish appearance, is often referred to as the Red Planet.",
    	"Jupiter, the largest planet in our solar system, has a prominent red spot.",
    	"Saturn, famous for its rings, is sometimes mistaken for the Red Planet."
    ]
    
    scores = model.predict([(query, passage) for passage in passages])
    print(scores)
  • Notebooks
  • Google Colab
  • Kaggle
bge-reranker-base / onnx
1.95 GB
Ctrl+K
Ctrl+K
  • 3 contributors
History: 2 commits
Xenova's picture
Xenova HF Staff
Upload fp16 ONNX weights
1e3f879 verified about 2 years ago
  • model.onnx
    1.11 GB
    xet
    Upload folder using huggingface_hub over 2 years ago
  • model_fp16.onnx
    556 MB
    xet
    Upload fp16 ONNX weights about 2 years ago
  • model_quantized.onnx
    279 MB
    xet
    Upload folder using huggingface_hub over 2 years ago