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ConstBERT: Efficient Constant-Space Multi-Vector Retrieval Research

https://www.pinecone.io/blog/cascading-retrieval-with-multi-vector-representations/
2•kaotown•8mo ago

Comments

kaotown•8mo ago
The constBERT late-interaction model is a step forward in enabling practical implementation of multi-vector scoring in production search applications. Blog post shows how to easily integrate this technique into existing indexes to achieve near-LLM quality search results with negligible latency increase.

What are y'alls thoughts on this approach? I would be curious on people's experience with multi-vector retrieval in production. Are you using multi-stage pipelines for retrieval? How do you currently balance the tradeoffs between speed, accuracy, and cost?