the standard deviation of the activation

[Cooperx521]

Hello, I am interested in the standard deviation of the activation and would like to know how the variance is calculated. Here are a few methods:

1. Calculate the variance for 100 sequences and display it for a specific layer in the table below.
2. Calculate the variance for 100 sequences and the layers with relatively large values (e.g., layers 2-30).
3. Calculate the variance for all layers.

Could you please specify which of the above situations applies?

Thanks.

[Eric-mingjie]

Thanks for your interest in our work. That would be option 1. This table shows the activation deviation within a fixed layer.

[Cooperx521]

Thanks a lot.
So we just calculate the standard deviation of 100 values. Take the top 1 as an example: it might be the 2533rd dimension of the starting token in the 15th layer. We collect 100 such values and then compute the standard deviation.

[Eric-mingjie]

Yes, that's correct.