Text Ranking
sentence-transformers
PyTorch
JAX
ONNX
Safetensors
OpenVINO
Transformers
English
bert
text-classification
text-embeddings-inference
Instructions to use cross-encoder/ms-marco-MiniLM-L4-v2 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- sentence-transformers
How to use cross-encoder/ms-marco-MiniLM-L4-v2 with sentence-transformers:
from sentence_transformers import CrossEncoder model = CrossEncoder("cross-encoder/ms-marco-MiniLM-L4-v2") 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-MiniLM-L4-v2 with Transformers:
# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("cross-encoder/ms-marco-MiniLM-L4-v2") model = AutoModelForSequenceClassification.from_pretrained("cross-encoder/ms-marco-MiniLM-L4-v2") - Notebooks
- Google Colab
- Kaggle
Commit History
Revert inadvertent config, tokenizer updates d19c757
Tom Aarsen commited on
Add exported openvino model 'openvino_model_qint8_quantized.xml' e340d65 verified
Add new CrossEncoder model 177bb99 verified
Add exported onnx model 'model_qint8_avx512_vnni.onnx' fc8facf verified
Add exported onnx model 'model_qint8_avx512.onnx' 88a28f0 verified
Add exported onnx model 'model_quint8_avx2.onnx' 44dcd3b verified
Add exported onnx model 'model_qint8_arm64.onnx' 9affa79 verified
Add exported onnx model 'model_O4.onnx' eaefed9 verified
Add exported onnx model 'model_O3.onnx' a9b446c verified
Add exported onnx model 'model_O2.onnx' 8618912 verified
Add exported onnx model 'model_O1.onnx' 1fa31ee verified
Add new CrossEncoder model 1b7314e verified
Update model metadata 05d2854 verified
Update README.md dafe71d verified
L-\d -> L\d 408c8d5 verified
Adding `safetensors` variant of this model (#1) 261e4c3 verified
Update README.md 1f1ab09
upload flax model 9470ab1
allow flax a04402d
up bb12094
nreimers commited on
upload 8f5be2b
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