From Fallback to Frontline: When Can LLMs be Superior Annotators of Human Perspectives?
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Page Freshness
Signal Canvas proof surface
Canonical route: /signal-canvas/from-fallback-to-frontline-when-can-llms-be-superior-annotators-of-human-perspectives
- Proof freshness
- fresh
- Proof status
- partial
- Display score
- 3/10
- Last proof check
- 2026-04-21
- Score updated
- 2026-04-21
- Score fresh until
- 2026-05-21
- References
- 0
- Source count
- 4
- Coverage
- 83%
Page-specific freshness sourced from this paper's evidence receipt and score bundle.
Agent Handoff
From Fallback to Frontline: When Can LLMs be Superior Annotators of Human Perspectives?
Canonical ID from-fallback-to-frontline-when-can-llms-be-superior-annotators-of-human-perspectives | Route /signal-canvas/from-fallback-to-frontline-when-can-llms-be-superior-annotators-of-human-perspectives
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/from-fallback-to-frontline-when-can-llms-be-superior-annotators-of-human-perspectivesMCP example
{
"tool": "search_signal_canvas",
"arguments": {
"mode": "paper",
"paper_ref": "from-fallback-to-frontline-when-can-llms-be-superior-annotators-of-human-perspectives",
"query_text": "Summarize From Fallback to Frontline: When Can LLMs be Superior Annotators of Human Perspectives?"
}
}source_context
{
"surface": "signal_canvas",
"mode": "paper",
"query": "From Fallback to Frontline: When Can LLMs be Superior Annotators of Human Perspectives?",
"normalized_query": "2604.17968",
"route": "/signal-canvas/from-fallback-to-frontline-when-can-llms-be-superior-annotators-of-human-perspectives",
"paper_ref": "from-fallback-to-frontline-when-can-llms-be-superior-annotators-of-human-perspectives",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Evidence Receipt
Route status: buildingClaims: 0
References: Pending verification
Proof: Verification pending
Freshness state: computing
Source paper: From Fallback to Frontline: When Can LLMs be Superior Annotators of Human Perspectives?
PDF: https://arxiv.org/pdf/2604.17968v1
Repository: https://github.com/shasanamin/llm-perspective-taking
Source count: 4
Coverage: 83%
Last proof check: 2026-04-21T20:33:48.904Z
Paper Conversation
Citation-first answers with explicit evidence receipts, disagreement handling, commercialization framing, and next actions.
From Fallback to Frontline: When Can LLMs be Superior Annotators of Human Perspectives?
Canonical Paper Receipt
Last verification: 2026-04-21T20:33:48.904ZFreshness: fresh
Proof: partial
Repo: active
References: 0
Sources: 4
Coverage: 83%
- - references
No unresolved unknowns recorded.
Preparing verified analysis
Dimensions overall score 3.0
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