Zero-Shot Classification
PyTorch
Transformers
sentence-transformers
English
zeroshot_classifier
bert
feature-extraction
Instructions to use claritylab/zero-shot-implicit-bi-encoder with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use claritylab/zero-shot-implicit-bi-encoder with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("zero-shot-classification", model="claritylab/zero-shot-implicit-bi-encoder")# Load model directly from transformers import AutoTokenizer, AutoModel tokenizer = AutoTokenizer.from_pretrained("claritylab/zero-shot-implicit-bi-encoder") model = AutoModel.from_pretrained("claritylab/zero-shot-implicit-bi-encoder") - sentence-transformers
How to use claritylab/zero-shot-implicit-bi-encoder with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("claritylab/zero-shot-implicit-bi-encoder") 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] - Notebooks
- Google Colab
- Kaggle
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README.md
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## Model description
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This model
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It
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It was trained via implicit training with the aspect-normalized [UTCD](https://huggingface.co/datasets/claritylab/UTCD) dataset.
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- **Finetuned from model:** [`bert-base-uncased`](https://huggingface.co/bert-base-uncased)
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## Model description
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This model is intended for zero-shot text classification.
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It was trained under the dual encoding classification framework via implicit training with the aspect-normalized [UTCD](https://huggingface.co/datasets/claritylab/UTCD) dataset.
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- **Finetuned from model:** [`bert-base-uncased`](https://huggingface.co/bert-base-uncased)
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