Not convinced just using top n sigma is going to beat a SOTA detector. The fingerprints Pangram uses should in principle be able to detect style above the token selection level.

Other papers have tried to beat it with temperature and it didn’t work, although I haven’t seen anyone try insane levels.

Give it a shot and let me know if you have any success.