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OpenAI's CLIP
Detailed explanation of the method
Comparision with SimCLR
How does the zero-shot part work
WIT dataset
Why this method, hint efficiency
Zero-shot - generalizing to new tasks
Prompt programming and ensembling
Zero-shot perf
Few-shot comparison with best baselines
How good the zero-shot classifier is?
Compute error correlation
Quality of CLIP's embedding space
Robustness to distribution shift
Limitations (MNIST failure)
A short recap