Text Ranking
sentence-transformers
PyTorch
JAX
ONNX
Safetensors
OpenVINO
Transformers
English
bert
text-classification
text-embeddings-inference
Instructions to use cross-encoder/ms-marco-TinyBERT-L4 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- sentence-transformers
How to use cross-encoder/ms-marco-TinyBERT-L4 with sentence-transformers:
from sentence_transformers import CrossEncoder model = CrossEncoder("cross-encoder/ms-marco-TinyBERT-L4") 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-TinyBERT-L4 with Transformers:
# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("cross-encoder/ms-marco-TinyBERT-L4") model = AutoModelForSequenceClassification.from_pretrained("cross-encoder/ms-marco-TinyBERT-L4") - Notebooks
- Google Colab
- Kaggle
Commit History
Revert inadvertent config, tokenizer updates 8b65c37
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Add exported openvino model 'openvino_model_qint8_quantized.xml' 87f7576 verified
Add new CrossEncoder model 73f47cd verified
Add exported onnx model 'model_qint8_avx512_vnni.onnx' 4847800 verified
Add exported onnx model 'model_qint8_avx512.onnx' a7b6212 verified
Add exported onnx model 'model_quint8_avx2.onnx' bb61e3a verified
Add exported onnx model 'model_qint8_arm64.onnx' e8f03ba verified
Add exported onnx model 'model_O4.onnx' 6ae762f verified
Add exported onnx model 'model_O3.onnx' 2aeb0f0 verified
Add exported onnx model 'model_O2.onnx' 2809984 verified
Add exported onnx model 'model_O1.onnx' 05b746f verified
Add new CrossEncoder model b989367 verified
Update model metadata 5942357 verified
L-\d -> L\d 8efadfc verified
Adding `safetensors` variant of this model (#1) f960fa5 verified
Update README.md 12a9f22
upload flax model 0bb112e
allow flax 18a6b5f
up 6354f73
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