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pawan2411
/
semantic-embedding

Sentence Similarity
sentence-transformers
Safetensors
mpnet
feature-extraction
Generated from Trainer
dataset_size:7851
loss:MultipleNegativesRankingLoss
text-embeddings-inference
Model card Files Files and versions
xet
Community

Instructions to use pawan2411/semantic-embedding with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

  • Libraries
  • sentence-transformers

    How to use pawan2411/semantic-embedding with sentence-transformers:

    from sentence_transformers import SentenceTransformer
    
    model = SentenceTransformer("pawan2411/semantic-embedding")
    
    sentences = [
        "show my holdings that have performed well over the past 10 years",
        "Do I hold any premium investment options?",
        "Show me the investments that have generated the highest returns over the past 10 years",
        "What implications does this news have for my portfolio's income generation?"
    ]
    embeddings = model.encode(sentences)
    
    similarities = model.similarity(embeddings, embeddings)
    print(similarities.shape)
    # [4, 4]
  • Notebooks
  • Google Colab
  • Kaggle
semantic-embedding
439 MB
Ctrl+K
Ctrl+K
  • 1 contributor
History: 2 commits
pawan2411's picture
pawan2411
Add new SentenceTransformer model.
cbde056 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
    13 kB
    Add new SentenceTransformer model. over 1 year ago
  • config.json
    594 Bytes
    Add new SentenceTransformer model. over 1 year ago
  • config_sentence_transformers.json
    201 Bytes
    Add new SentenceTransformer model. over 1 year ago
  • model.safetensors
    438 MB
    xet
    Add new SentenceTransformer model. over 1 year ago
  • modules.json
    229 Bytes
    Add new SentenceTransformer model. over 1 year ago
  • sentence_bert_config.json
    53 Bytes
    Add new SentenceTransformer model. over 1 year ago
  • special_tokens_map.json
    962 Bytes
    Add new SentenceTransformer model. over 1 year ago
  • tokenizer.json
    711 kB
    Add new SentenceTransformer model. over 1 year ago
  • tokenizer_config.json
    1.39 kB
    Add new SentenceTransformer model. over 1 year ago
  • vocab.txt
    232 kB
    Add new SentenceTransformer model. over 1 year ago