Flatter

The rebuttal effectively addressed initial concerns regarding empirical validity on larger scales. By framing the optimization objective as a reduction in the L-norm distance between the target and draft distributions, the authors provide a clear path for improving acceptance rates in high-throughput LLM inference.

You have the "compost" needed to grow something great here. Don't be afraid to kill your darlings and lean into the messier, more authentic parts of the story. flatter

“I find it much easier to cut than add, but I just can't maintain motivation without seeing the major scenes in print.” Write It Sideways · 15 years ago Don't be afraid to kill your darlings and

If you are drafting a review for a friend or colleague's first draft that feels "flat" or lacks emotional depth: flatter

The proposal regarding "Flatter Tokens" offers a significant contribution to the optimization of speculative draft models. The core argument—that tokens with flatter distributions in the target model are more valuable for training the draft model—is well-supported by the empirical analysis provided.