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AI still has a hallucination problem: How MongoDB aims to solve it with advanced rerankers and embedding models


How MongoDB's Voyage AI is helping enterprises move more mission critical operations into production with gen AI.

The acquisition will bring Voyage AI’s expertise in embedding generation and reranking — critical components for AI-powered search and retrieval — directly into MongoDB’s database platform. Domain-specific models and re-rankers: These are trained on large amounts of unstructured data from specific verticals, allowing them to better understand the terminology and semantics of those domains. “We’re the only database technology that combines the management of metadata about a customer’s information, the operations and transactions, which is the heartbeat of what’s happening in the business, as well as the foundation for retrieval — all with a single system,” said Azam.

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