{
  "absolute_id": 120,
  "language": "cn",
  "persona": "Researcher",
  "task": "我的桌面下有一些研究相关的ScreenShot，但是我没有进行重命名，现在不知道文件内容，帮我总结辨析一下，注意文件的分类关联，生成一份总结文档，输出到桌面，文件名为ScreenShot_summary.md",
  "task_diff": "困难（步骤超过10步且包含协同类型3）",
  "output_files": [
    "ScreenShot_summary.md"
  ],
  "rubrics": [
    "输出文件ScreenShot_summary.md是否包含了全部7张截图的内容描述？",
    "总结文档是否将7张截图正确分为AI Agent架构设计、CL-Bench论文、开发环境三个组？",
    "AI Agent架构部分是否提到了INPUT & ROUTING LAYER、TASK DISTRIBUTION LAYER、AGENT PARADIGM LAYER、OPERATION AGENT LAYER、VLM / LLM API LAYER共五个层级？",
    "AI Agent架构中TASK DISTRIBUTION LAYER是否列出了Question Answering、Spreadsheet Manipulation、Data Visualization三类任务？",
    "AGENT PARADIGM LAYER是否对比了Planning-Then-Execution和Reflection-Then-Action两种范式？",
    "是否说明了ScreenShot_2026-01-10_210325_653.png是Planning-Then-Execution流程的放大图？",
    "完整架构图中OPERATION AGENT LAYER是否包含Planning Agent、Execution Agent、Code Agent三个角色？",
    "CL-Bench论文部分是否正确指出论文标题为CL-BENCH: A Benchmark for Context Learning？",
    "CL-Bench论文摘要中是否提到模型平均仅解决17.2%的任务，GPT-5.1最佳成绩为23.7%？",
    "CL-Bench数据统计是否提到包含500个复杂上下文、1,899个任务和31,607个验证标准？",
    "CL-Bench分类部分是否提到将context分为四大类别，进一步划分为18个子类别？",
    "Category 1 Domain Knowledge Reasoning是否包含finance、healthcare、humanities等子领域？",
    "Category 2 Rule System Application是否包含game mechanics、programming syntax、legal regulations等子类别？",
    "是否指出论文作者团队来自Hunyuan Team, Tencent和Fudan University？",
    "开发环境组Chrome截图中当前用户是否为周煊赫？",
    "VS Code截图中正在运行哪个脚本，是否正确识别为download_arxiv.py？",
    "download_arxiv.py下载状态是否正确记录为已下载3972篇，失败221篇？",
    "是否说明三张Agent架构截图存在递进关系，是同一设计过程的不同阶段？",
    "是否说明两张论文截图是同一篇论文的不同页面？",
    "是否统计出总截图数量为7张，其中2026-01-10有3张，2026-02-07有4张？",
    "总结文档是否使用markdown格式，包含标题、表格、分段等正确格式？",
    "是否总结出所有截图整体都围绕大语言模型/AI Agent研究方向？"
  ],
  "rubric_types": [
    "结果评估",
    "结果评估",
    "基础评估",
    "基础评估",
    "基础评估",
    "基础评估",
    "基础评估",
    "基础评估",
    "结果评估",
    "结果评估",
    "结果评估",
    "结果评估",
    "结果评估",
    "基础评估",
    "基础评估",
    "基础评估",
    "结果评估",
    "过程评估",
    "过程评估",
    "基础评估",
    "基础评估",
    "结果评估"
  ],
  "file_dep_graph": [
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      "to": "ScreenShot_2026-01-10_210325_653.png"
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      "to": "ScreenShot_2026-01-10_212541_898.png"
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      "to": "ScreenShot_2026-02-07_132212_248.png"
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      "from": "ScreenShot_2026-02-07_132218_499.png",
      "to": "ScreenShot_2026-02-07_132225_683.png"
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  "data_manifest": [
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      "stored_relpath": "data/00a7af007d2d9687_ScreenShot_2026-01-10_212541_898.png"
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  "tested_capabilities": [
    "Workspace Exploration",
    "Task-Providing File Utilization",
    "Semantic Content Relations Understanding"
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}