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-L6-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-L6-v2 with sentence-transformers:
from sentence_transformers import CrossEncoder model = CrossEncoder("cross-encoder/ms-marco-MiniLM-L6-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-L6-v2 with Transformers:
# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("cross-encoder/ms-marco-MiniLM-L6-v2") model = AutoModelForSequenceClassification.from_pretrained("cross-encoder/ms-marco-MiniLM-L6-v2") - Notebooks
- Google Colab
- Kaggle
Commit History
Revert inadvertent config, tokenizer updates ce0834f
Tom Aarsen commited on
Add exported openvino model 'openvino_model_qint8_quantized.xml' 739bce8 verified
Add new CrossEncoder model df500e5 verified
Add exported onnx model 'model_qint8_avx512_vnni.onnx' eeed17e verified
Add exported onnx model 'model_qint8_avx512.onnx' 96d22cf verified
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Add exported onnx model 'model_qint8_arm64.onnx' f31d79b verified
Add exported onnx model 'model_O4.onnx' 7e04a31 verified
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Add exported onnx model 'model_O2.onnx' 16ca3b0 verified
Add exported onnx model 'model_O1.onnx' c5f2b38 verified
Add new CrossEncoder model 9cc0981 verified
Update model metadata fbf9045 verified
Update README.md 86f4be3 verified
L-\d -> L\d c41b396 verified
Adding `safetensors` variant of this model (#1) 4bebbd5 verified
Update README.md b2cfda5
upload flax model d3c87ff
allow flax 251097b
up 588b01a
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