SVD-LLM
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1 / Log(loss)
if loss < 1.0, the result will become a negative number, then the compress ratio can not be calculated correctly.
I believe they used XX^T without dividing the number of samples. The truncation loss is quite big in that case and should avoid getting the negative problem. However, I didn't manage to reproduce their results.