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Hey Bill,
I did a small reproducibility study of your work for my master seminar @hhu Düsseldorf. For this, I tried to run the code fully without GPU and noticed some small issues that I wanted to fix. Now the whole code can be executed on a CPU. I also couldn't resist to change minor parts of the README.md to ensure all commands work properly and that no original results are overwritten by the new ones.
Overall, very nice code and also a nice paper, I really appreciated that :)
Kind regards,
Nick
P.S. All predictions are reproducible (1 single case is different for GPT on "all") and I can also verify that fine-tuning helps.