Unverified50% confidenceFactExact time
MTP通过在模型输出层增加多个预测头，使模型在一次前向传播中同时预测未来N个token的概率分布，可在不损失生成质量的前提下实现2-4倍推理加速
1
Sources
50%
Confidence
Long-term
Relevance
7/8/2026
First Seen
Sources
Unsloth v0.1.45发布：Gemma 4 MTP加速、全平台修复与Studio全面升级
rss6/11/2026
Related Claims
UnverifiedMTP（多token预测）通过在单次前向传播中同时预测多个未来token来加速自回归生成84% similarUnverifiedMTP adds multiple prediction heads to the model architecture, enabling the model to simultaneously output probability distributions for multiple future Tokens in a single forward pass82% similarUnverifiedMTP层与主模型共享大量底层表示，因此预测准确率天然更高78% similarUnverifiedMTP（Multi-Token Prediction）辅助训练目标让模型在推理时可配合投机解码提升吞吐量77% similarUnverified大模型推理的本质是自回归生成，即不断预测下一个token72% similar
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