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Revamp embeddings clustering #10

@shreyashankar

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@shreyashankar

Currently, there are a fixed number of clusters of embeddings identified per partition. We want to:

  1. Have the number of clusters be dynamic (use GATE's PCA method to determine the number of clusters)
  2. Come up with one-sentence summaries for each cluster, for interpretability. We can probably use an LLM for this.

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