Hugging Face's logo Hugging Face
  • Models
  • Datasets
  • Spaces
  • Buckets new
  • Docs
  • Enterprise
  • Pricing
    • Website
      • Tasks
      • HuggingChat
      • Collections
      • Languages
      • Organizations
    • Community
      • Blog
      • Posts
      • Daily Papers
      • Learn
      • Discord
      • Forum
      • GitHub
    • Solutions
      • Team & Enterprise
      • Hugging Face PRO
      • Enterprise Support
      • Inference Providers
      • Inference Endpoints
      • Storage Buckets

  • Log In
  • Sign Up

summerstars
/
MARK-Embedding

Sentence Similarity
sentence-transformers
Safetensors
gemma3_text
feature-extraction
dense
Generated from Trainer
dataset_size:5749
loss:CosineSimilarityLoss
Eval Results (legacy)
text-embeddings-inference
Model card Files Files and versions
xet
Community

Instructions to use summerstars/MARK-Embedding with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

  • Libraries
  • sentence-transformers

    How to use summerstars/MARK-Embedding with sentence-transformers:

    from sentence_transformers import SentenceTransformer
    
    model = SentenceTransformer("summerstars/MARK-Embedding")
    
    sentences = [
        "Nterprise Linux Services is expected to be available before then end of this year.",
        "Beta versions of Nterprise Linux Services are expected to be available on certain HP ProLiant servers in July.",
        "Spain turning back the clock on siestas",
        "I don't like many flavored drinks."
    ]
    embeddings = model.encode(sentences)
    
    similarities = model.similarity(embeddings, embeddings)
    print(similarities.shape)
    # [4, 4]
  • Notebooks
  • Google Colab
  • Kaggle
MARK-Embedding
Ctrl+K
Ctrl+K
  • 1 contributor
History: 7 commits
summerstars's picture
summerstars
Update README.md
f2ab02d verified 8 months ago
  • 1_Pooling
    Upload folder using huggingface_hub 8 months ago
  • eval
    Upload folder using huggingface_hub 8 months ago
  • .gitattributes
    1.57 kB
    Upload folder using huggingface_hub 8 months ago
  • README.md
    12.7 kB
    Update README.md 8 months ago
  • added_tokens.json
    35 Bytes
    Upload folder using huggingface_hub 8 months ago
  • calibration.json
    68 Bytes
    Upload folder using huggingface_hub 8 months ago
  • config.json
    1.48 kB
    Upload folder using huggingface_hub 8 months ago
  • config_sentence_transformers.json
    283 Bytes
    Upload folder using huggingface_hub 8 months ago
  • model.safetensors
    336 MB
    xet
    Upload folder using huggingface_hub 8 months ago
  • modules.json
    229 Bytes
    Upload folder using huggingface_hub 8 months ago
  • sentence_bert_config.json
    58 Bytes
    Upload folder using huggingface_hub 8 months ago
  • special_tokens_map.json
    662 Bytes
    Upload folder using huggingface_hub 8 months ago
  • tokenizer.json
    33.4 MB
    xet
    Upload folder using huggingface_hub 8 months ago
  • tokenizer.model
    4.69 MB
    xet
    Upload folder using huggingface_hub 8 months ago
  • tokenizer_config.json
    1.16 MB
    Upload folder using huggingface_hub 8 months ago