Evidence Receipt. Related Resources.
What Do LLMs Associate with Your Name? A Human-Centered Black-Box Audit of Personal Data
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Use this Signal Canvas via API or MCP
Route this paper proof surface into REST, MCP, or developer workflows while preserving the same evidence receipt and related-resource context.
Page Freshness
Signal Canvas proof surface
Canonical route: /signal-canvas/what-do-llms-associate-with-your-name-a-human-centered-black-box-audit-of-personal-data
- Proof freshness
- stale
- Proof status
- unverified
- Display score
- 3/10
- Last proof check
- 2026-04-02
- Score updated
- 2026-04-02
- Score fresh until
- 2026-05-02
- References
- 0
- Source count
- 0
- Coverage
- 17%
This page is showing the last landed evidence receipt and score bundle because the latest proof data is outside the freshness window.
Agent Handoff
What Do LLMs Associate with Your Name? A Human-Centered Black-Box Audit of Personal Data
Canonical ID what-do-llms-associate-with-your-name-a-human-centered-black-box-audit-of-personal-data | Route /signal-canvas/what-do-llms-associate-with-your-name-a-human-centered-black-box-audit-of-personal-data
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/what-do-llms-associate-with-your-name-a-human-centered-black-box-audit-of-personal-dataMCP example
{
"tool": "search_signal_canvas",
"arguments": {
"mode": "paper",
"paper_ref": "what-do-llms-associate-with-your-name-a-human-centered-black-box-audit-of-personal-data",
"query_text": "Summarize What Do LLMs Associate with Your Name? A Human-Centered Black-Box Audit of Personal Data"
}
}source_context
{
"surface": "signal_canvas",
"mode": "paper",
"query": "What Do LLMs Associate with Your Name? A Human-Centered Black-Box Audit of Personal Data",
"normalized_query": "2602.17483",
"route": "/signal-canvas/what-do-llms-associate-with-your-name-a-human-centered-black-box-audit-of-personal-data",
"paper_ref": "what-do-llms-associate-with-your-name-a-human-centered-black-box-audit-of-personal-data",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Preparing verified analysis
Dimensions overall score 3.0
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