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Models/SGPT-BE-5.8B

SGPT-BE-5.8B

Reported on 11 benchmarks across 4 tasks · 1 paper · 5 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Natural Language Processing5 results

  • Information RetrievalonCQADupStack
    mAP@100· 2022-02-17
    0.16
    SOTA
    SGPT: GPT Sentence Embeddings for Semantic SearcharXiv:2202.08904
  • Question AnsweringonHotpotQA (BEIR)
    nDCG@10· 2022-02-17
    0.593
    best: 0.759 (monoT5-3B)
    SGPT: GPT Sentence Embeddings for Semantic SearcharXiv:2202.08904
  • Question AnsweringonNQ (BEIR)
    nDCG@10· 2022-02-17
    0.524
    best: 0.67 (Blended RAG)
    SGPT: GPT Sentence Embeddings for Semantic SearcharXiv:2202.08904
  • Question AnsweringonFiQA-2018 (BEIR)
    nDCG@10· 2022-02-17
    0.372
    best: 0.513 (monoT5-3B)
    SGPT: GPT Sentence Embeddings for Semantic SearcharXiv:2202.08904
  • Information RetrievalonMSMARCO (BEIR)
    nDCG@10· 2022-02-17
    0.399
    best: 0.413 (BM25+CE)
    SGPT: GPT Sentence Embeddings for Semantic SearcharXiv:2202.08904

Medical3 results

  • Biomedical Information RetrievalonNFCorpus (BEIR)
    nDCG@10· 2022-02-17
    0.362
    best: 0.383 (monoT5-3B)
    SOTA
    SGPT: GPT Sentence Embeddings for Semantic SearcharXiv:2202.08904
  • Biomedical Information RetrievalonTREC-COVID (BEIR)
    nDCG@10· 2022-02-17
    0.873
    SOTA
    SGPT: GPT Sentence Embeddings for Semantic SearcharXiv:2202.08904
  • Biomedical Information RetrievalonBioASQ (BEIR)
    nDCG@10· 2022-02-17
    0.413
    best: 0.579 (monoT5-3B)
    SGPT: GPT Sentence Embeddings for Semantic SearcharXiv:2202.08904

Miscellaneous3 results

  • Fact CheckingonCLIMATE-FEVER (BEIR)
    nDCG@10· 2022-02-17
    0.305
    SOTA
    SGPT: GPT Sentence Embeddings for Semantic SearcharXiv:2202.08904
  • Fact CheckingonSciFact (BEIR)
    nDCG@10· 2022-02-17
    0.747
    best: 0.777 (monoT5-3B)
    SOTA
    SGPT: GPT Sentence Embeddings for Semantic SearcharXiv:2202.08904
  • Fact CheckingonFEVER (BEIR)
    nDCG@10· 2022-02-17
    0.783
    best: 0.849 (monoT5-3B)
    SGPT: GPT Sentence Embeddings for Semantic SearcharXiv:2202.08904