Benchmark Atlas

亚洲模型实验室 · arXiv 论文

Instruction Coverage Sunburst

复现 MiniMax-01 Figure 17 的两层层级结构,用能力大类和细粒度 tag 检查多模态数据覆盖。

minimaxsunbursttaxonomydata-coverage
Hierarchical instruction-data coverage 复现 MiniMax-01 Figure 17 的两层层级结构,用能力大类和细粒度 tag 检查多模态数据覆盖。 示意数据,仅复现信息结构,不代表最新榜单结果。 Hierarchical instruction-data coverage MiniMax-01 Technical Report · Figure 17 / PDF p.36 DEMO DATA TEXT QA30%retrievalcomprehensionIMAGE QA22%VQAcaptioningOBJECT16%detectioncountingREASON13%spatialcausalDOCUMENT11%OCRlayoutTOOLS8%codeagent1Msampled pairsinner ring = capability family · outer ring = top instruction tags
Illustrative demo data · renderer: hierarchicalCoverageSunburst

Information grammar

它如何组织信息

能力族内环占比 + 高频 instruction tag 外环分裂 + 中心样本口径

Visual system
VS-67 MiniMax hierarchical coverage wheel
Component ID
minimax-data-taxonomy-sunburst

Use when

适用判断

适合训练集或评测集 taxonomy 覆盖审计;扇区面积只编码样本占比,不能替代质量评估。

Figure-level evidence

Figure 17 · PDF p.36

内层展示 14 个大类占比,外层展示各类 top instruction tags。

Verified
2026-07-12
Paper source
MiniMax-01 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。

{
  "categories": [
    {
      "label": "TEXT QA",
      "share": 30,
      "tags": [
        {
          "label": "retrieval",
          "share": 17
        },
        {
          "label": "comprehension",
          "share": 13
        }
      ]
    },
    {
      "label": "IMAGE QA",
      "share": 22,
      "tags": [
        {
          "label": "VQA",
          "share": 12
        },
        {
          "label": "captioning",
          "share": 10
        }
      ]
    },
    {
      "label": "OBJECT",
      "share": 16,
      "tags": [
        {
          "label": "detection",
          "share": 9
        },
        {
          "label": "counting",
          "share": 7
        }
      ]
    },
    {
      "label": "REASON",
      "share": 13,
      "tags": [
        {
          "label": "spatial",
          "share": 7
        },
        {
          "label": "causal",
          "share": 6
        }
      ]
    },
    {
      "label": "DOCUMENT",
      "share": 11,
      "tags": [
        {
          "label": "OCR",
          "share": 7
        },
        {
          "label": "layout",
          "share": 4
        }
      ]
    },
    {
      "label": "TOOLS",
      "share": 8,
      "tags": [
        {
          "label": "code",
          "share": 5
        },
        {
          "label": "agent",
          "share": 3
        }
      ]
    }
  ]
}

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