Zero-Shot Classification
sentence-transformers
PyTorch
ONNX
Safetensors
OpenVINO
Transformers
English
roberta
text-classification
Instructions to use cross-encoder/nli-MiniLM2-L6-H768 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- sentence-transformers
How to use cross-encoder/nli-MiniLM2-L6-H768 with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("cross-encoder/nli-MiniLM2-L6-H768") sentences = [ "The weather is lovely today.", "It's so sunny outside!", "He drove to the stadium." ] embeddings = model.encode(sentences) similarities = model.similarity(embeddings, embeddings) print(similarities.shape) # [3, 3] - Transformers
How to use cross-encoder/nli-MiniLM2-L6-H768 with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("zero-shot-classification", model="cross-encoder/nli-MiniLM2-L6-H768")# pip install -U transformers accelerate # Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("cross-encoder/nli-MiniLM2-L6-H768") model = AutoModelForSequenceClassification.from_pretrained("cross-encoder/nli-MiniLM2-L6-H768", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Commit History
-
Revert inadvertent config, tokenizer updates
Tom AarsenThis reverts commit dc78db37e83f9a6b4916554ef3776819a24b7cb0.b95119c
-
Add exported openvino model 'openvino_model_qint8_quantized.xml'
Verified signaturecf10b70 -
Add new CrossEncoder model
Verified signature63956a3 -
Add exported onnx model 'model_qint8_avx512_vnni.onnx'
Verified signaturec847a3c -
Add exported onnx model 'model_qint8_avx512.onnx'
Verified signaturef3b1e8a -
Add exported onnx model 'model_quint8_avx2.onnx'
Verified signature33d6dd7 -
Add exported onnx model 'model_qint8_arm64.onnx'
Verified signature6df7770 -
Add exported onnx model 'model_O4.onnx'
Verified signaturec4d86af -
Add exported onnx model 'model_O3.onnx'
Verified signature9aa22b2 -
Add exported onnx model 'model_O2.onnx'
Verified signature26940a7 -
Add exported onnx model 'model_O1.onnx'
Verified signature9afdb93 -
Add new CrossEncoder model
Verified signaturedc78db3
-
Update model metadata
Verified signature156e644
-
Adding `safetensors` variant of this model (#1)
Verified signature- Adding `safetensors` variant of this model (8e5ffce46152e78563f2e1c818e2452052fbf136) Co-authored-by: Safetensors convertbot <SFconvertbot@users.noreply.huggingface.co>7364c27
-
Update README.md
72873be
-
upload
nreimers0ff2d4c -
initial commit
14212bb