亚洲模型实验室 · arXiv 论文
Real vs Synthetic Tool Embeddings
复现 Kimi K2 Figure 9：并排比较真实 MCP 工具自然聚类与合成工具预定义域覆盖。
pairedEmbeddingClustersInformation grammar
它如何组织信息
真实/合成双 t-SNE 面板 + 共享类别色 + 规则化聚类密度
- Visual system
- VS-64 Kimi paired embedding atlas
- Component ID
kimi-tool-embedding-pair
Use when
适用判断
适合比较两套 embedding 空间的覆盖结构；t-SNE 距离不应被解释为绝对相似度。
Figure-level evidence
Figure 9 · PDF p.10
真实 MCP 工具与合成工具 collection 的 paired t-SNE embedding。
- Verified
- 2026-07-12
- Paper source
- Kimi K2 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。
{
"panels": [
{
"label": "REAL MCP TOOLS",
"clusters": [
{
"center": [
-0.55,
0.4
],
"count": 18,
"spread": 1.8
},
{
"center": [
0.2,
0.5
],
"count": 20,
"spread": 2.2
},
{
"center": [
0.5,
-0.35
],
"count": 18,
"spread": 1.9
},
{
"center": [
-0.25,
-0.4
],
"count": 22,
"spread": 2.5
},
{
"center": [
0.05,
0.05
],
"count": 24,
"spread": 2.8
}
]
},
{
"label": "SYNTHETIC TOOLS",
"clusters": [
{
"center": [
-0.62,
0.55
],
"count": 22,
"spread": 1.2
},
{
"center": [
0.52,
0.48
],
"count": 22,
"spread": 1.1
},
{
"center": [
0.58,
-0.52
],
"count": 22,
"spread": 1.15
},
{
"center": [
-0.55,
-0.5
],
"count": 22,
"spread": 1.2
},
{
"center": [
0,
0.05
],
"count": 22,
"spread": 1.3
}
]
}
]
}Related components