Junhyuk Choi

Reducing audio tokens by 75% with stride-k subsampling preserves performance while slashing computational costs—no retraining required.

LLMs are surprisingly susceptible to irrelevant framing details, flipping decisions nearly 30% of the time, and naive attempts to fix it only make things worse.