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embedding strategy

2 articles · 8 co-occurring · 1 contradictions · 0 briefs

Challenges the assumption that dense embeddings are superior; sparse and multi-vector approaches are shown to generalize better

Related concepts
retrieval augmented generation 2 retrieval ranking pipeline 1 reranking patterns 1 model selection strategy 1 modality alignment 1 context window optimization 1 context window management 1 context preservation 1
Contradictions
@xeraa: BM25: "why won't you die?!"

Challenges the assumption that dense embeddings are superior; sparse and multi-vector approaches are shown to generalize better

Evidence chain (2 articles, showing 2)
@xeraa: BM25: "why won't you die?!" contradicts

Challenges the assumption that dense embeddings are superior; sparse and multi-vector approaches are shown to generalize better

@victorialslocum: I'm a big fan of the recent emphasis toward native multimodal embeddings - wo... example_of

Specific example of how embedding model choice (multimodal vs text-only) affects what context can be retrieved and preserved.

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$ db.articles("embedding-strategy")
$ db.cooccurrence("embedding-strategy")
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