If you are reviewing a research paper or technical proposal regarding Flatter Tokens or speculative draft model training:
The concept of tracking "token value" through distribution variance is a fresh take on speculative training. Clarity: The mathematical derivation of the -norm distance as a training proxy is rigorous. Areas for Improvement: 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. If you are reviewing a research paper or