SPLADE - The First Search Model to Beat BM25

SPLADE - The First Search Model to Beat BM25

James Briggs via YouTube Direct link

Sparse and dense vector search

1 of 13

1 of 13

Sparse and dense vector search

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SPLADE - The First Search Model to Beat BM25

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  1. 1 Sparse and dense vector search
  2. 2 Comparing sparse vs. dense vectors
  3. 3 Using sparse and dense together
  4. 4 What is SPLADE?
  5. 5 Vocabulary mismatch problem
  6. 6 How SPLADE works transformers 101
  7. 7 Masked language modeling MLM
  8. 8 How SPLADE builds embeddings with MLM
  9. 9 Where SPLADE doesn't work so well
  10. 10 Implementing SPLADE in Python
  11. 11 SPLADE with PyTorch and Hugging Face
  12. 12 Using the Naver SPLADE library
  13. 13 What's next for vector search?

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