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-L12-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-L12-v2 with sentence-transformers:
from sentence_transformers import CrossEncoder model = CrossEncoder("cross-encoder/ms-marco-MiniLM-L12-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-L12-v2 with Transformers:
# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("cross-encoder/ms-marco-MiniLM-L12-v2") model = AutoModelForSequenceClassification.from_pretrained("cross-encoder/ms-marco-MiniLM-L12-v2") - Notebooks
- Google Colab
- Kaggle
Commit History
Revert inadvertent config, tokenizer updates a34da8f
Tom Aarsen commited on
Add exported openvino model 'openvino_model_qint8_quantized.xml' 874552e verified
Add new CrossEncoder model cd63989 verified
Add exported onnx model 'model_qint8_avx512_vnni.onnx' 9ef896f verified
Add exported onnx model 'model_qint8_avx512.onnx' 355faee verified
Add exported onnx model 'model_quint8_avx2.onnx' b195b4f verified
Add exported onnx model 'model_qint8_arm64.onnx' 89ad98a verified
Add exported onnx model 'model_O4.onnx' 9ff879f verified
Add exported onnx model 'model_O3.onnx' c99f731 verified
Add exported onnx model 'model_O2.onnx' 6dccace verified
Add exported onnx model 'model_O1.onnx' 8df491e verified
Add new CrossEncoder model 14cfbc3 verified
Fix base model tag da094b5 verified
Update model metadata af9d498 verified
Update README.md 9f03807 verified
L-\d -> L\d d0e3185 verified
Adding `safetensors` variant of this model (#6) 7792850 verified
Update README.md 97f7dcb
upload flax model e7ebf63
allow flax d40a4ae
up 08f6f9c
nreimers commited on
upload e34b9c1
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