Beyond Surface Judgments: Human-Grounded Risk Evaluation of LLM-Generated Disinformation

Beyond Surface Judgments: Human-Grounded Risk Evaluation of LLM-Generated Disinformation | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/beyond-surface-judgments-human-grounded-risk-evaluation-of-llm-generated-disinformation

stale

Proof freshness: stale
Proof status: unverified
Display score: 3/10
Last proof check: 2026-04-10
Score updated: 2026-04-09
Score fresh until: 2026-05-09
References: 17
Source count: 3
Coverage: 67%

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 beyond-surface-judgments-human-grounded-risk-evaluation-of-llm-generated-disinformation | Route /signal-canvas/beyond-surface-judgments-human-grounded-risk-evaluation-of-llm-generated-disinformation

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/beyond-surface-judgments-human-grounded-risk-evaluation-of-llm-generated-disinformation

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "beyond-surface-judgments-human-grounded-risk-evaluation-of-llm-generated-disinformation",
    "query_text": "Summarize Beyond Surface Judgments: Human-Grounded Risk Evaluation of LLM-Generated Disinformation"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Beyond Surface Judgments: Human-Grounded Risk Evaluation of LLM-Generated Disinformation",
  "normalized_query": "2604.06820",
  "route": "/signal-canvas/beyond-surface-judgments-human-grounded-risk-evaluation-of-llm-generated-disinformation",
  "paper_ref": "beyond-surface-judgments-human-grounded-risk-evaluation-of-llm-generated-disinformation",
  "topic_slug": null,
  "benchmark_ref": null,
  "dataset_ref": null
}

Evidence Receipt

Route status: building

Claims: 0

References: 17

Proof: Verification pending

Freshness state: computing

Source paper: Beyond Surface Judgments: Human-Grounded Risk Evaluation of LLM-Generated Disinformation

PDF: https://arxiv.org/pdf/2604.06820v1

Source count: 3

Coverage: 67%

Last proof check: 2026-04-10T00:16:20.949Z

Signal Canvas receipt window

Not build-ready: Beyond Surface Judgments: Human-Grounded Risk Evaluation of LLM-Generated Disinformation

/buildability/beyond-surface-judgments-human-grounded-risk-evaluation-of-llm-generated-disinformation

Ignoreblocked

Subject: Beyond Surface Judgments: Human-Grounded Risk Evaluation of LLM-Generated Disinformation

Verdict

Ignore

Verdict is Ignore because current viability and proof state do not clear the buildability gate.

Beyond Surface Judgments: Human-Grounded Risk Evaluation of LLM-Generated Disinformation

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