Token reduction with mitigating rank-collapsing (over-smoothing) through high-frequency token preservation

We introduce C-SEO Bench, the first benchmark to evaluate conversational search engine optimization (C-SEO) methods across tasks, domains, and multiple adopting actors. We reveal that C-SEO is mostly ineffective, in contrast to traditional SEO.