From Fallback to Frontline: When Can LLMs be Superior Annotators of Human Perspectives? explores Investigates conditions under which LLMs can outperform human annotators in estimating aggregate subgroup opinions on subjective tasks.. Commercial viability score: 3/10 in LLM Applications.
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This route is the stable paper-level surface for citations, viability, references, and downstream handoffs. Use it as the proof layer behind Signal Canvas, workspace creation, and launch-pack generation.
Page Freshness
Canonical route: /paper/from-fallback-to-frontline-when-can-llms-be-superior-annotators-of-human-perspectives
Page-specific freshness sourced from this paper's evidence receipt and score bundle.
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Canonical ID from-fallback-to-frontline-when-can-llms-be-superior-annotators-of-human-perspectives | Route /paper/from-fallback-to-frontline-when-can-llms-be-superior-annotators-of-human-perspectives
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/from-fallback-to-frontline-when-can-llms-be-superior-annotators-of-human-perspectivesMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.17968"
}
}source_context
{
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"mode": "paper",
"query": "From Fallback to Frontline: When Can LLMs be Superior Annotators of Human Perspectives?",
"normalized_query": "2604.17968",
"route": "/paper/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
}Constellation, claims, and market context stay visible on the paper proof page even when commercialization rails are held back for incomplete proof receipts.
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