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CLIP, which powers diffusion models, creates a joint embeddings space for text and images. There's a lot of active work on extending these multimodal embedding
by sdenton4 4y ago
CLIP, which powers diffusion models, creates a joint embeddings space for text and images. There's a lot of active work on extending these multimodal embedding spaces to audio and video. Microsoft has a paper just a week or so ago showing that llm's with a joint embeddings trained on images can do pretty amazing things, and (iirc) with better days efficiency than a text only model.
These things are already here; it's just a matter of when they get out of the research labs... Which is happening fast.
https://arxiv.org/abs/2302.14045 https://arxiv.org/abs/2302.14045
- mehh 4y agoMultiple so called modalities doesn’t necessarily address the shortcomings, if anything it just highlights that there are many steps, and each step has typically created significant changes to the prior architecture!