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Corran
/
SciTopicNomicEmbed

Sentence Similarity
sentence-transformers
Safetensors
English
nomic_bert
feature-extraction
Generated from Trainer
dataset_size:35964
loss:MatryoshkaLoss
loss:MultipleNegativesRankingLoss
custom_code
Eval Results (legacy)
text-embeddings-inference
Model card Files Files and versions
xet
Community

Instructions to use Corran/SciTopicNomicEmbed with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

  • Libraries
  • sentence-transformers

    How to use Corran/SciTopicNomicEmbed with sentence-transformers:

    from sentence_transformers import SentenceTransformer
    
    model = SentenceTransformer("Corran/SciTopicNomicEmbed", trust_remote_code=True)
    
    sentences = [
        "Despite the crucial role of phosphorus in global food production, there is a lack of comprehensive analysis on the economic and policy aspects of phosphorus supply and demand, highlighting a significant knowledge gap in the field of natural resource economics.",
        "The human brain is intrinsically organized into dynamic, anticorrelated functional networks",
        "The story of phosphorus: Global food security and food for thought",
        "Identifying a knowledge gap in the field of study"
    ]
    embeddings = model.encode(sentences)
    
    similarities = model.similarity(embeddings, embeddings)
    print(similarities.shape)
    # [4, 4]
  • Notebooks
  • Google Colab
  • Kaggle
SciTopicNomicEmbed
548 MB
Ctrl+K
Ctrl+K
  • 1 contributor
History: 2 commits
Corran's picture
Corran
Add new SentenceTransformer model
b94be35 verified over 1 year ago
  • 1_Pooling
    Add new SentenceTransformer model over 1 year ago
  • .gitattributes
    1.52 kB
    initial commit over 1 year ago
  • README.md
    28.4 kB
    Add new SentenceTransformer model over 1 year ago
  • config.json
    1.69 kB
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  • config_sentence_transformers.json
    205 Bytes
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  • model.safetensors
    547 MB
    xet
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  • modules.json
    229 Bytes
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  • sentence_bert_config.json
    54 Bytes
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  • special_tokens_map.json
    695 Bytes
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  • tokenizer.json
    712 kB
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  • tokenizer_config.json
    1.22 kB
    Add new SentenceTransformer model over 1 year ago
  • vocab.txt
    232 kB
    Add new SentenceTransformer model over 1 year ago