A curated subset of the datasets that work out of the box with Sentence Transformers: https://huggingface.co/datasets?other=sentence-transformers
Sentence Transformers
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AI & ML interests
In the following you find models tuned to be used for sentence / text embedding generation. They can be used with the sentence-transformers package.
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SentenceTransformers 🤗 is a Python framework for state-of-the-art sentence, text and image embeddings.
Install the Sentence Transformers library.
pip install -U sentence-transformers
The usage is as simple as:
from sentence_transformers import SentenceTransformer
model = SentenceTransformer('paraphrase-MiniLM-L6-v2')
# Sentences we want to encode. Example:
sentence = ['This framework generates embeddings for each input sentence']
# Sentences are encoded by calling model.encode()
embedding = model.encode(sentence)
Hugging Face makes it easy to collaboratively build and showcase your Sentence Transformers models! You can collaborate with your organization, upload and showcase your own models in your profile ❤️
Documentation
Push your Sentence Transformers models to the Hub ❤️
Find all Sentence Transformers models on the 🤗 Hub
To upload your Sentence Transformers models to the Hugging Face Hub, log in with huggingface-cli login
and use the save_to_hub
method within the Sentence Transformers library.
from sentence_transformers import SentenceTransformer
# Load or train a model
model = SentenceTransformer(...)
# Push to Hub
model.push_to_hub("my_new_model")
models
124
sentence-transformers/facebook-dpr-ctx_encoder-multiset-base
Sentence Similarity
•
Updated
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643
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1
sentence-transformers/facebook-dpr-ctx_encoder-single-nq-base
Sentence Similarity
•
Updated
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1.56k
sentence-transformers/facebook-dpr-question_encoder-multiset-base
Sentence Similarity
•
Updated
•
1.16k
sentence-transformers/facebook-dpr-question_encoder-single-nq-base
Sentence Similarity
•
Updated
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450
sentence-transformers/msmarco-bert-base-dot-v5
Sentence Similarity
•
Updated
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32.5k
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13
sentence-transformers/msmarco-distilbert-base-dot-prod-v3
Sentence Similarity
•
Updated
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6.95k
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3
sentence-transformers/msmarco-distilbert-dot-v5
Sentence Similarity
•
Updated
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214k
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9
sentence-transformers/multi-qa-MiniLM-L6-dot-v1
Sentence Similarity
•
Updated
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15k
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12
sentence-transformers/multi-qa-distilbert-dot-v1
Sentence Similarity
•
Updated
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47k
sentence-transformers/multi-qa-mpnet-base-dot-v1
Sentence Similarity
•
Updated
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668k
•
137
datasets
60
sentence-transformers/parallel-sentences-wikititles
Viewer
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Updated
sentence-transformers/parallel-sentences-wikimatrix
Viewer
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Updated
sentence-transformers/parallel-sentences-tatoeba
Updated
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73
sentence-transformers/parallel-sentences-opensubtitles
Viewer
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Updated
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165
sentence-transformers/parallel-sentences-news-commentary
Viewer
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Updated
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2
sentence-transformers/parallel-sentences-jw300
Viewer
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Updated
sentence-transformers/parallel-sentences-muse
Viewer
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Updated
sentence-transformers/parallel-sentences-global-voices
Viewer
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Updated
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47
sentence-transformers/parallel-sentences-europarl
Viewer
•
Updated
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52
sentence-transformers/msmarco-bm25
Viewer
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Updated
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12