Political Bias Audits of LLMs Capture Sycophancy to the Inferred Auditor

Political Bias Audits of LLMs Capture Sycophancy to the Inferred Auditor | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/political-bias-audits-of-llms-capture-sycophancy-to-the-inferred-auditor

stale

Proof freshness: stale
Proof status: unverified
Display score: 4/10
Last proof check: 2026-05-01
Score updated: 2026-05-01
Score fresh until: 2026-05-31
References: 0
Source count: 3
Coverage: 50%

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 political-bias-audits-of-llms-capture-sycophancy-to-the-inferred-auditor | Route /signal-canvas/political-bias-audits-of-llms-capture-sycophancy-to-the-inferred-auditor

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/political-bias-audits-of-llms-capture-sycophancy-to-the-inferred-auditor

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "political-bias-audits-of-llms-capture-sycophancy-to-the-inferred-auditor",
    "query_text": "Summarize Political Bias Audits of LLMs Capture Sycophancy to the Inferred Auditor"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Political Bias Audits of LLMs Capture Sycophancy to the Inferred Auditor",
  "normalized_query": "2604.27633",
  "route": "/signal-canvas/political-bias-audits-of-llms-capture-sycophancy-to-the-inferred-auditor",
  "paper_ref": "political-bias-audits-of-llms-capture-sycophancy-to-the-inferred-auditor",
  "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: Political Bias Audits of LLMs Capture Sycophancy to the Inferred Auditor

PDF: https://arxiv.org/pdf/2604.27633v1

Source count: 3

Coverage: 50%

Last proof check: 2026-05-01T15:05:29.319Z

Signal Canvas receipt window

Not build-ready: Political Bias Audits of LLMs Capture Sycophancy to the Inferred Auditor

/buildability/political-bias-audits-of-llms-capture-sycophancy-to-the-inferred-auditor

Ignoreblocked

Subject: Political Bias Audits of LLMs Capture Sycophancy to the Inferred Auditor

Verdict

Ignore

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

Political Bias Audits of LLMs Capture Sycophancy to the Inferred Auditor

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