亚洲模型实验室 · arXiv 论文
Capacity-aware Recycle Routing
复现 Hunyuan-Large Figure 2：同一个 overloaded token 在传统 top-k 中被丢弃，在 recycle routing 中被二次分配给未满专家。
recycleRoutingComparisonInformation grammar
它如何组织信息
传统/回收双路由面板 + token 身份保持 + expert 容量槽 + overloaded token 丢弃/二次分配状态转换
- Visual system
- VS-80 Hunyuan token-preserving recycle route
- Component ID
hunyuan-recycle-routing
Use when
适用判断
适合解释 MoE 容量溢出策略；必须同时展示容量上限、token 身份和二次路由结果。
Figure-level evidence
Figure 2 · PDF p.6
Expert 1 容量为 2；Token D 从丢弃状态变为重新分配到未满的 Expert 4。
- Verified
- 2026-07-13
- Paper source
- Hunyuan-Large Technical Report
Structured data
可替换的数据模型
示意数据，仅复现信息结构，不代表最新榜单结果。
{
"methods": [
{
"label": "TRADITIONAL TOP-K",
"tokens": [
"A",
"B",
"C",
"D",
"E",
"F"
],
"experts": [
[
"A",
"C"
],
[],
[],
[
"B"
],
[]
],
"recycle": false
},
{
"label": "RECYCLE ROUTING",
"tokens": [
"A",
"B",
"C",
"D",
"E",
"F"
],
"experts": [
[
"A",
"C"
],
[],
[],
[
"B",
"D"
],
[]
],
"recycle": true
}
]
}Related components