Text Ranking
sentence-transformers
PyTorch
JAX
ONNX
Safetensors
OpenVINO
Transformers
English
roberta
text-classification
text-embeddings-inference
Instructions to use cross-encoder/quora-roberta-base with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- sentence-transformers
How to use cross-encoder/quora-roberta-base with sentence-transformers:
from sentence_transformers import CrossEncoder model = CrossEncoder("cross-encoder/quora-roberta-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/quora-roberta-base with Transformers:
# pip install -U transformers accelerate # Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("cross-encoder/quora-roberta-base") model = AutoModelForSequenceClassification.from_pretrained("cross-encoder/quora-roberta-base", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Commit History
-
Add exported onnx model 'model_qint8_avx512_vnni.onnx'
Verified signaturef050bef -
Add exported onnx model 'model_qint8_avx512.onnx'
Verified signature05bc6d5 -
Add exported onnx model 'model_quint8_avx2.onnx'
Verified signature447258f -
Add exported onnx model 'model_qint8_arm64.onnx'
Verified signatureaadab6c -
Add exported onnx model 'model_O4.onnx'
Verified signature5ab8e59 -
Add exported onnx model 'model_O3.onnx'
Verified signature8d31fd6 -
Add exported onnx model 'model_O2.onnx'
Verified signature5c61da1 -
Add exported onnx model 'model_O1.onnx'
Verified signaturee3a907f -
Add new CrossEncoder model
Verified signatured29c931