From Fallback to Frontline: When Can LLMs be Superior Annotators of Human Perspectives?

From Fallback to Frontline: When Can LLMs be Superior Annotators of Human Perspectives? | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/from-fallback-to-frontline-when-can-llms-be-superior-annotators-of-human-perspectives

stale

Proof freshness: stale
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%

This page is showing the last landed evidence receipt and score bundle because the latest proof data is outside the freshness window.

Agent Handoff

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-perspectives

MCP 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: building

Claims: 1

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

Signal Canvas receipt window

Not build-ready: From Fallback to Frontline: When Can LLMs be Superior Annotators of Human Perspectives?

/buildability/from-fallback-to-frontline-when-can-llms-be-superior-annotators-of-human-perspectives