Synthesis
June 2, 2024

Semantic ranking

Embedding models can rank content along virtually any dimension. This capability provides significant value by enabling users to explore and analyze the embeddings to create a spectrum of any features.

The image depicts a user interface element that appears to be a feedback sorting feature. The interface is designed with a pink background and a white overlay containing the sorting options and feedback content.
Human needs

When searching for information, I want to rank content semantically so I can quickly access the most relevant information and make insightful comparisons.

AI-UX patterns
Considerations
  • Enhanced Information Retrieval: By ranking content based on semantic relevance, users can quickly access the most pertinent information, fostering creative ways of searching.
  • Insightful Comparisons: Displaying results along a ranked spectrum facilitates comparison of relevant attributes, providing valuable insights into the relationships and similarities between different pieces of content.
  • Relevancy Thresholds: A semantic ranker can incorporate a relevancy threshold to exclude results that are highly irrelevant, ensuring higher quality and more useful outputs.
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