> ## Documentation Index
> Fetch the complete documentation index at: https://toolathlon.xyz/llms.txt
> Use this file to discover all available pages before exploring further.

# Academic Paper Metadata Spreadsheet

> Fill the workspace spreadsheet with each paper’s first author’s full name, complete paper-listed affiliation or affiliations, and Google Scholar profile URL.

> **Toolathlon-Verified** · Website task ID `158` · Canonical task `academic-pdf-report`
>
> [View the task source at `d57361c0`](https://github.com/hkust-nlp/Toolathlon/tree/d57361c0f1582cf9a0675c0753315bb6b004bd0e/tasks/finalpool/academic-pdf-report)

## Required Tools

<Card>
  <div className="tools-container">
    <div className="mcp-servers-container">
      <div className="mcp-servers-title">
        MCP Servers
      </div>

      <div className="mcp-servers-grid">
        <div className="mcp-server-item">
          <img alt="" aria-hidden="true" src="https://mintcdn.com/hkust/QdN2Y6f6c_GBV7Vj/icons/playwright.png?fit=max&auto=format&n=QdN2Y6f6c_GBV7Vj&q=85&s=27cdb274e8bf99bd45e84d2b86110a06" style={{height: "20px", width: "20px", margin: 0, padding: 0, display: 'inline-block'}} width="64" height="64" data-path="icons/playwright.png" />

          <span className="mcp-server-name">playwright\_with\_chunk</span>
        </div>

        <div className="mcp-server-item">
          <img alt="" aria-hidden="true" src="https://mintcdn.com/hkust/QdN2Y6f6c_GBV7Vj/icons/excel.png?fit=max&auto=format&n=QdN2Y6f6c_GBV7Vj&q=85&s=cadff9a1748ae18b2d36eabf71bc7f59" style={{height: "20px", width: "20px", margin: 0, padding: 0, display: 'inline-block'}} width="64" height="64" data-path="icons/excel.png" />

          <span className="mcp-server-name">excel</span>
        </div>

        <div className="mcp-server-item">
          <img alt="" aria-hidden="true" src="https://mintcdn.com/hkust/v2Ad3GlVGK-9gZ_R/icons/terminal.png?fit=max&auto=format&n=v2Ad3GlVGK-9gZ_R&q=85&s=649c9eaee40fc4b5379e1faa127c84b7" style={{height: "20px", width: "20px", margin: 0, padding: 0, display: 'inline-block'}} width="64" height="64" data-path="icons/terminal.png" />

          <span className="mcp-server-name">terminal</span>
        </div>

        <div className="mcp-server-item">
          <img alt="" aria-hidden="true" src="https://mintcdn.com/hkust/QdN2Y6f6c_GBV7Vj/icons/arxiv.png?fit=max&auto=format&n=QdN2Y6f6c_GBV7Vj&q=85&s=2c005fce10a43fe8852bb80992170ab2" style={{height: "20px", width: "20px", margin: 0, padding: 0, display: 'inline-block'}} width="64" height="64" data-path="icons/arxiv.png" />

          <span className="mcp-server-name">arxiv\_local</span>
        </div>

        <div className="mcp-server-item">
          <img alt="" aria-hidden="true" src="https://mintcdn.com/hkust/QdN2Y6f6c_GBV7Vj/icons/pdf.png?fit=max&auto=format&n=QdN2Y6f6c_GBV7Vj&q=85&s=215557dd55e2300517dbb11384c0c49b" style={{height: "20px", width: "20px", margin: 0, padding: 0, display: 'inline-block'}} width="64" height="64" data-path="icons/pdf.png" />

          <span className="mcp-server-name">pdf-tools</span>
        </div>

        <div className="mcp-server-item">
          <img alt="" aria-hidden="true" src="https://mintcdn.com/hkust/ucpMq24upueB4g4R/icons/fetch.png?fit=max&auto=format&n=ucpMq24upueB4g4R&q=85&s=84d5b12d1720f1f17b5fb5c5b9901074" style={{height: "20px", width: "20px", margin: 0, padding: 0, display: 'inline-block'}} width="14" height="14" data-path="icons/fetch.png" />

          <span className="mcp-server-name">fetch</span>
        </div>
      </div>
    </div>

    <div className="local-tools-container">
      <div className="mcp-servers-title">
        Local Tools
      </div>

      <div className="local-tools-grid">
        <div className="local-tool-item">
          <img alt="" aria-hidden="true" src="https://mintcdn.com/hkust/ucpMq24upueB4g4R/icons/claim_done.png?fit=max&auto=format&n=ucpMq24upueB4g4R&q=85&s=94ee5a6cf860bae09936a702c6c6c648" style={{height: "20px", width: "20px", margin: 0, padding: 0, display: 'inline-block'}} width="14" height="14" data-path="icons/claim_done.png" />

          <span className="local-tool-name">claim\_done</span>
        </div>

        <div className="local-tool-item">
          <img alt="" aria-hidden="true" src="https://mintcdn.com/hkust/QdN2Y6f6c_GBV7Vj/icons/google_search.png?fit=max&auto=format&n=QdN2Y6f6c_GBV7Vj&q=85&s=97e296f59b192ca722abc473a9b8f609" style={{height: "20px", width: "20px", margin: 0, padding: 0, display: 'inline-block'}} width="64" height="64" data-path="icons/google_search.png" />

          <span className="local-tool-name">web\_search</span>
        </div>

        <div className="local-tool-item">
          <Icon icon="filter-list" size={20} color="#4286f6" />

          <span className="local-tool-name">handle\_overlong\_tool\_outputs</span>
        </div>

        <div className="local-tool-item">
          <Icon icon="bars-progress" size={20} color="#4286f6" />

          <span className="local-tool-name">manage\_context</span>
        </div>

        <div className="local-tool-item">
          <img alt="" aria-hidden="true" src="https://mintcdn.com/hkust/ucpMq24upueB4g4R/icons/history.png?fit=max&auto=format&n=ucpMq24upueB4g4R&q=85&s=25d885756cf14ced8475bd94adfdecb7" style={{height: "20px", width: "20px", margin: 0, padding: 0, display: 'inline-block'}} width="14" height="14" data-path="icons/history.png" />

          <span className="local-tool-name">history</span>
        </div>
      </div>
    </div>
  </div>
</Card>

## Instruction

I am conducting research on papers for an AI Conference. For each paper, please help me find the full name of the first author, the complete institutional affiliation of the first author exactly as it appears in the paper (including all institutions if multiple are listed, and specifying down to the department level when provided), and the link to the first author’s Google Scholar profile. You need to fill them in the corresponding excel sheet under my workspace.

## Initial State

### Local Workspace

<div className="file-tree">
  <a href="https://github.com/hkust-nlp/Toolathlon/tree/d57361c0f1582cf9a0675c0753315bb6b004bd0e/tasks/finalpool/academic-pdf-report/initial_workspace">workspace</a>/
  └── paper\_initial.xlsx
</div>

## Legacy Trajectories

<Warning>
  These replays were produced on the original Toolathlon release. They are retained for historical inspection and are not Toolathlon-Verified results.
</Warning>

* ✅ [Claude-4.5-Sonnet](https://toolathlon-traj.xyz/claude-4.5-sonnet_academic-pdf-report)
* ❌ [Deepseek-v3.2-Exp](https://toolathlon-traj.xyz/deepseek-v3.2-exp_academic-pdf-report)