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meandyou200175
/
E5_v3_4_instruct_topic

Sentence Similarity
sentence-transformers
Safetensors
xlm-roberta
feature-extraction
dense
Generated from Trainer
dataset_size:127618
loss:MultipleNegativesRankingLoss
Eval Results (legacy)
text-embeddings-inference
Model card Files Files and versions
xet
Community

Instructions to use meandyou200175/E5_v3_4_instruct_topic with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

  • Libraries
  • sentence-transformers

    How to use meandyou200175/E5_v3_4_instruct_topic with sentence-transformers:

    from sentence_transformers import SentenceTransformer
    
    model = SentenceTransformer("meandyou200175/E5_v3_4_instruct_topic")
    
    sentences = [
        "task: sentence similarity | query: Cho dù bạn đang gia hạn bảo hiểm hiện tại, là người mới đủ tiêu chuẩn hay là người mới học lái xe, nếu bạn mua một chiếc xe được xếp hạng bảo hiểm ô tô nhóm 1 thì phí bảo hiểm của bạn sẽ thấp nhất có thể đối với bất kỳ loại ô tô nào có sẵn ở Vương quốc Anh.",
        "Bảo hiểm ô tô nhóm 1 ở Anh",
        "Du lịch Việt Nam",
        "đồng đảng với lũ kẻ cướp"
    ]
    embeddings = model.encode(sentences)
    
    similarities = model.similarity(embeddings, embeddings)
    print(similarities.shape)
    # [4, 4]
  • Notebooks
  • Google Colab
  • Kaggle
E5_v3_4_instruct_topic
2.26 GB
Ctrl+K
Ctrl+K
  • 1 contributor
History: 2 commits
meandyou200175's picture
meandyou200175
Add new SentenceTransformer model
31fbfa9 verified 9 months ago
  • 1_Pooling
    Add new SentenceTransformer model 9 months ago
  • .gitattributes
    1.57 kB
    Add new SentenceTransformer model 9 months ago
  • README.md
    70.1 kB
    Add new SentenceTransformer model 9 months ago
  • config.json
    663 Bytes
    Add new SentenceTransformer model 9 months ago
  • config_sentence_transformers.json
    283 Bytes
    Add new SentenceTransformer model 9 months ago
  • model.safetensors
    2.24 GB
    xet
    Add new SentenceTransformer model 9 months ago
  • modules.json
    349 Bytes
    Add new SentenceTransformer model 9 months ago
  • sentence_bert_config.json
    57 Bytes
    Add new SentenceTransformer model 9 months ago
  • sentencepiece.bpe.model
    5.07 MB
    xet
    Add new SentenceTransformer model 9 months ago
  • special_tokens_map.json
    964 Bytes
    Add new SentenceTransformer model 9 months ago
  • tokenizer.json
    17.1 MB
    xet
    Add new SentenceTransformer model 9 months ago
  • tokenizer_config.json
    1.4 kB
    Add new SentenceTransformer model 9 months ago