Ideological Bias in LLMs' Economic Causal Reasoning
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Page Freshness
Signal Canvas proof surface
Canonical route: /signal-canvas/ideological-bias-in-llms-economic-causal-reasoning
- Proof freshness
- fresh
- Proof status
- unverified
- Display score
- 6/10
- Last proof check
- 2026-04-24
- Score updated
- 2026-04-24
- Score fresh until
- 2026-05-24
- References
- 0
- Source count
- 3
- Coverage
- 50%
Page-specific freshness sourced from this paper's evidence receipt and score bundle.
Agent Handoff
Ideological Bias in LLMs' Economic Causal Reasoning
Canonical ID ideological-bias-in-llms-economic-causal-reasoning | Route /signal-canvas/ideological-bias-in-llms-economic-causal-reasoning
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/ideological-bias-in-llms-economic-causal-reasoningMCP example
{
"tool": "search_signal_canvas",
"arguments": {
"mode": "paper",
"paper_ref": "ideological-bias-in-llms-economic-causal-reasoning",
"query_text": "Summarize Ideological Bias in LLMs' Economic Causal Reasoning"
}
}source_context
{
"surface": "signal_canvas",
"mode": "paper",
"query": "Ideological Bias in LLMs' Economic Causal Reasoning",
"normalized_query": "2604.21334",
"route": "/signal-canvas/ideological-bias-in-llms-economic-causal-reasoning",
"paper_ref": "ideological-bias-in-llms-economic-causal-reasoning",
"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: Ideological Bias in LLMs' Economic Causal Reasoning
PDF: https://arxiv.org/pdf/2604.21334v1
Source count: 3
Coverage: 50%
Last proof check: 2026-04-24T20:30:05.369Z
Signal Canvas receipt window
Watch and verify: Ideological Bias in LLMs' Economic Causal Reasoning
/buildability/ideological-bias-in-llms-economic-causal-reasoning
Subject: Ideological Bias in LLMs' Economic Causal Reasoning
Verdict
Watch
Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.
Time to first demo
Insufficient data
No first-demo timestamp, owner estimate, or elapsed demo receipt is attached to this surface.
Compute envelope
Structured compute envelope
Insufficient data
No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.
Evidence ids
Receipt path
/buildability/ideological-bias-in-llms-economic-causal-reasoning
Paper ref
ideological-bias-in-llms-economic-causal-reasoning
arXiv id
2604.21334
Freshness
Generated at
2026-04-24T20:30:05.369Z
Evidence freshness
fresh
Last verification
2026-04-24T20:30:05.369Z
Sources
3
References
0
Coverage
50%
Hash state
Lineage hash
a8829a27c3396231723541daf26a0c43ba26d9bd95597255f82566510d1d40c2
Canonical opportunity-kernel lineage hash.
Signature state
External signature
unsigned_external
No founder, registry, pilot, or production-adoption signature is attached to this receipt.
Verification
not_verified
Verification is blocked until an external signature is provided.
Blockers
- Missing: repo_url
- Missing: references
- Missing: proof_status
- Unknown: proof verification has not been recorded yet
Pending verification refs / 3 sources / Verification pending
repo_url
references
Paper Conversation
Citation-first answers with explicit evidence receipts, disagreement handling, commercialization framing, and next actions.
Ideological Bias in LLMs' Economic Causal Reasoning
Canonical Paper Receipt
Last verification: 2026-04-24T20:30:05.369ZFreshness: fresh
Proof: unverified
Repo: missing
References: 0
Sources: 3
Coverage: 50%
- - repo_url
- - references
- - proof_status
- - proof verification has not been recorded yet
Preparing verified analysis
Dimensions overall score 6.0
GitHub Code Pulse
No public code linked for this paper yet.
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Startup potential card
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