{
  "absolute_id": 120,
  "persona": "Researcher",
  "task": "There are some research-related screenshots on my Desktop that I never renamed, so I do not know what each file contains now. Please summarize and distinguish them, paying attention to category relationships, generate a summary document, and save it to the Desktop as `ScreenShot_summary.md`.",
  "task_diff": "hard",
  "output_files": [
    "ScreenShot_summary.md"
  ],
  "rubrics": [
    "Does the output file `ScreenShot_summary.md` contain descriptions of all 7 screenshots?",
    "Does the summary document correctly divide the 7 screenshots into three groups: AI Agent architecture design, CL-Bench paper, and development environment?",
    "Are there five levels mentioned in the AI Agent architecture section: input & routing layer, task distribution layer, agent paradigm layer, operation agent layer, and VLM/LLM API layer?",
    "Does task distribution layer list three types of tasks in the AI Agent architecture: Question Answering, Spreadsheet Manipulation, and Data Visualization?",
    "Does agent paradigm layer compare the Planning-Then-Execution and Reflection-Then-Action paradigms?",
    "Does it explain that `ScreenShot_2026-01-10_210325_653.png` is an enlarged view of the Planning-Then-Execution process?",
    "Does the operation agent layer include the roles of Planning Agent, Execution Agent, and Code Agent in the complete schematic diagram?",
    "Is the CL-Bench paper section correctly titled CL-Bench: A Benchmark for Context Learning?",
    "Does the CL-Bench abstract mention that the models solved only 17.2% of tasks on average, with GPT-5.1 achieving the best score of 23.7%?",
    "Did the CL-Bench stats mention 500 complex contexts, 1,899 tasks, and 31,607 validation criteria?",
    "Did the CL-Bench classification section mention that context is further divided into 18 subcategories, divided into four broad categories?",
    "Category 1 Does Domain Knowledge Reasoning include sub-domains such as finance, healthcare, and humanities?",
    "Does the Category 2 Rule System Application include subcategories such as game mechanics, programming syntax, and legal regulations?",
    "Indicate the team of authors from Hunyuan Team, Tencent and Fudan University?",
    "Is the current user in the Development Environment Group Chrome screenshot Zhou Yuehe?",
    "Which script is running in the VS Code screenshot, and is it correctly identified as `download_arxiv.py`?",
    "download_arxiv.py Is the download status correctly recorded as 3972 downloads and 221 failures?",
    "Does it indicate that there is a progressive relationship between the three Agent architecture screenshots, which are different stages of the same design process?",
    "Are two screenshots of the same paper on different pages?",
    "Is the total number of screenshots counted as 7, including 3 screenshots on 2026-01-10 and 4 screenshots on 2026-02-07?",
    "Does the summary document use a markdown format, including the correct format for titles, tables, segments, etc.?",
    "Do you conclude that all screenshots revolve around large language models/AI Agent research directions as a whole?"
  ],
  "rubric_types": [
    "Outcome Evaluation",
    "Outcome Evaluation",
    "Basic Evaluation",
    "Basic Evaluation",
    "Basic Evaluation",
    "Basic Evaluation",
    "Basic Evaluation",
    "Basic Evaluation",
    "Outcome Evaluation",
    "Outcome Evaluation",
    "Outcome Evaluation",
    "Outcome Evaluation",
    "Outcome Evaluation",
    "Basic Evaluation",
    "Basic Evaluation",
    "Basic Evaluation",
    "Outcome Evaluation",
    "Process Evaluation",
    "Process Evaluation",
    "Basic Evaluation",
    "Basic Evaluation",
    "Outcome Evaluation"
  ],
  "file_dep_graph": [
    {
      "from": "ScreenShot_2026-01-10_200308_169.png",
      "to": "ScreenShot_2026-01-10_210325_653.png"
    },
    {
      "from": "ScreenShot_2026-01-10_200308_169.png",
      "to": "ScreenShot_2026-01-10_212541_898.png"
    },
    {
      "from": "ScreenShot_2026-01-10_210325_653.png",
      "to": "ScreenShot_2026-01-10_212541_898.png"
    },
    {
      "from": "ScreenShot_2026-02-07_132145_115.png",
      "to": "ScreenShot_2026-02-07_132212_248.png"
    },
    {
      "from": "ScreenShot_2026-02-07_132218_499.png",
      "to": "ScreenShot_2026-02-07_132225_683.png"
    }
  ],
  "data_manifest": [
    {
      "filename": "ScreenShot_2026-01-10_200308_169.png",
      "stored_relpath": "data/af2d844dda028531_ScreenShot_2026-01-10_200308_169.png"
    },
    {
      "filename": "ScreenShot_2026-01-10_210325_653.png",
      "stored_relpath": "data/9c69264e99f19e4e_ScreenShot_2026-01-10_210325_653.png"
    },
    {
      "filename": "ScreenShot_2026-01-10_212541_898.png",
      "stored_relpath": "data/00a7af007d2d9687_ScreenShot_2026-01-10_212541_898.png"
    },
    {
      "filename": "ScreenShot_2026-02-07_132145_115.png",
      "stored_relpath": "data/c4a93bae26bd6478_ScreenShot_2026-02-07_132145_115.png"
    },
    {
      "filename": "ScreenShot_2026-02-07_132212_248.png",
      "stored_relpath": "data/a7c99af352125f30_ScreenShot_2026-02-07_132212_248.png"
    },
    {
      "filename": "ScreenShot_2026-02-07_132218_499.png",
      "stored_relpath": "data/748bf0f4e01ae135_ScreenShot_2026-02-07_132218_499.png"
    },
    {
      "filename": "ScreenShot_2026-02-07_132225_683.png",
      "stored_relpath": "data/8aa7f1d7b4d208b7_ScreenShot_2026-02-07_132225_683.png"
    }
  ],
  "tested_capabilities": [
    "Workspace Exploration",
    "Task-Providing File Utilization",
    "Semantic Content Relations Understanding"
  ]
}