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ParlayANN with Magdalen Dobson Manohar

Weaviate Podcast

NOTE

Challenges of Multi-Modal Problems

Multi-modal problems present challenges as labels assigned to data points may not accurately represent the relationships between the points in the multi-dimensional space. In particular, in out-of-distribution cases where embeddings are from different types of objects, such as image-based embeddings queried by text-based queries, the compatibility of embeddings becomes a crucial issue. This mismatch has been observed to make searching databases significantly more difficult compared to querying databases with consistent embeddings.

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