Honey, I shrunk the embeddings: Matryoshka vs. PCA

(dylancastillo.co)

24 points | by dcastm 6 days ago

1 comments

  • stephantul 1 hour ago
    Nice! I’ve been working on something similar and found similar results.

    In my experiments, I used lots of embedding models and the results were not nearly as uniform as this curve, just FYI. I didn’t use any of the API-based models though

    I also wrote about this exact comparison when using PCA and MRL to quantize static models, see: https://stephantul.github.io/blog/mrl-pca/