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cross-encoder
/
ms-marco-electra-base

Text Ranking
sentence-transformers
PyTorch
ONNX
Safetensors
OpenVINO
Transformers
English
electra
text-classification
Model card Files Files and versions
xet
Community
3

Instructions to use cross-encoder/ms-marco-electra-base with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

  • Libraries
  • sentence-transformers

    How to use cross-encoder/ms-marco-electra-base with sentence-transformers:

    from sentence_transformers import CrossEncoder
    
    model = CrossEncoder("cross-encoder/ms-marco-electra-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)
  • Transformers

    How to use cross-encoder/ms-marco-electra-base with Transformers:

    # Load model directly
    from transformers import AutoTokenizer, AutoModelForSequenceClassification
    
    tokenizer = AutoTokenizer.from_pretrained("cross-encoder/ms-marco-electra-base")
    model = AutoModelForSequenceClassification.from_pretrained("cross-encoder/ms-marco-electra-base")
  • Notebooks
  • Google Colab
  • Kaggle
ms-marco-electra-base
3.84 GB
Ctrl+K
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  • 5 contributors
History: 21 commits
tomaarsen's picture
tomaarsen HF Staff
Fix training code link
8b93017 verified 8 months ago
  • onnx
    Add exported onnx model 'model_qint8_avx512_vnni.onnx' about 1 year ago
  • openvino
    Add exported openvino model 'openvino_model_qint8_quantized.xml' about 1 year ago
  • .gitattributes
    399 Bytes
    Adding `safetensors` variant of this model (#1) over 1 year ago
  • CEBinaryClassificationEvaluator_MS-Marco_results.csv
    5.52 kB
    upload over 5 years ago
  • README.md
    3.64 kB
    Fix training code link 8 months ago
  • config.json
    730 Bytes
    Revert inadvertent config, tokenizer updates about 1 year ago
  • model.safetensors
    438 MB
    xet
    Adding `safetensors` variant of this model (#1) over 1 year ago
  • pytorch_model.bin

    Detected Pickle imports (4)

    • "torch._utils._rebuild_tensor_v2",
    • "torch.LongStorage",
    • "collections.OrderedDict",
    • "torch.FloatStorage"

    What is a pickle import?

    438 MB
    xet
    upload over 5 years ago
  • special_tokens_map.json
    132 Bytes
    Revert inadvertent config, tokenizer updates about 1 year ago
  • tokenizer.json
    711 kB
    Push tokenizer again (#3) about 1 year ago
  • tokenizer_config.json
    1.33 kB
    Push tokenizer again (#3) about 1 year ago
  • vocab.txt
    232 kB
    upload over 5 years ago