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ConstBERT: Efficient Constant-Space Multi-Vector Retrieval Research

2 points| kaotown | 9 months ago |pinecone.io

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kaotown|9 months 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?