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bobox
/
DeBERTaV3-small-GeneralSentenceTransformer

Sentence Similarity
sentence-transformers
PyTorch
English
deberta-v2
feature-extraction
Generated from Trainer
dataset_size:131566
loss:MultipleNegativesRankingLoss
loss:CoSENTLoss
loss:GISTEmbedLoss
loss:OnlineContrastiveLoss
loss:MultipleNegativesSymmetricRankingLoss
Eval Results (legacy)
text-embeddings-inference
Model card Files Files and versions
xet
Community
1

Instructions to use bobox/DeBERTaV3-small-GeneralSentenceTransformer with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

  • Libraries
  • sentence-transformers

    How to use bobox/DeBERTaV3-small-GeneralSentenceTransformer with sentence-transformers:

    from sentence_transformers import SentenceTransformer
    
    model = SentenceTransformer("bobox/DeBERTaV3-small-GeneralSentenceTransformer")
    
    sentences = [
        "Centrosome-independent mitotic spindle formation in  vertebrates.",
        "Birds pair up with the same bird in mating season.",
        "We use voltage to keep track of electric potential energy.",
        "A mitotic spindle forms from the centrosomes."
    ]
    embeddings = model.encode(sentences)
    
    similarities = model.similarity(embeddings, embeddings)
    print(similarities.shape)
    # [4, 4]
  • Notebooks
  • Google Colab
  • Kaggle
DeBERTaV3-small-GeneralSentenceTransformer
1.14 GB
Ctrl+K
Ctrl+K
  • 1 contributor
History: 4 commits
SFconvertbot's picture
SFconvertbot
Adding `safetensors` variant of this model
ba8f868 verified 9 months ago
  • 1_Pooling
    10 epoch 32 batch about 2 years ago
  • .gitattributes
    1.52 kB
    initial commit about 2 years ago
  • README.md
    115 kB
    Upload folder using huggingface_hub about 2 years ago
  • added_tokens.json
    23 Bytes
    10 epoch 32 batch about 2 years ago
  • config.json
    860 Bytes
    10 epoch 32 batch about 2 years ago
  • config_sentence_transformers.json
    195 Bytes
    Upload folder using huggingface_hub about 2 years ago
  • model.safetensors
    565 MB
    xet
    Adding `safetensors` variant of this model 9 months ago
  • modules.json
    229 Bytes
    10 epoch 32 batch about 2 years ago
  • pytorch_model.bin

    Detected Pickle imports (3)

    • "torch._utils._rebuild_tensor_v2",
    • "collections.OrderedDict",
    • "torch.FloatStorage"

    What is a pickle import?

    565 MB
    xet
    Upload folder using huggingface_hub about 2 years ago
  • sentence_bert_config.json
    53 Bytes
    10 epoch 32 batch about 2 years ago
  • special_tokens_map.json
    286 Bytes
    10 epoch 32 batch about 2 years ago
  • spm.model
    2.46 MB
    xet
    10 epoch 32 batch about 2 years ago
  • tokenizer.json
    8.66 MB
    10 epoch 32 batch about 2 years ago
  • tokenizer_config.json
    1.28 kB
    10 epoch 32 batch about 2 years ago