✅ Significantly fewer typos
✅ More illustrations and figures
✅ Reorganized sections for better clarity
✅ Sharpened and improved arguments
✅ Significantly fewer typos
✅ More illustrations and figures
✅ Reorganized sections for better clarity
✅ Sharpened and improved arguments
* The singular values of the query-key matrix product are the most critical parameters for tracking stability.
* Self-attention and softmax operations are the worst offenders for error amplification.
* There are stable (and unstable) methods for normalization.
* The singular values of the query-key matrix product are the most critical parameters for tracking stability.
* Self-attention and softmax operations are the worst offenders for error amplification.
* There are stable (and unstable) methods for normalization.