proof blockPage 568%
This equation captures one of the core mathematical components of the system. directional biases observed in Llama 3.3-70B (Bdir = +17.9), Qwen 3-8B (Bdir = +
Page and bbox are available; crop image is pending.
Ideological Bias in LLMs' Economic Causal Reasoning explores This research reveals systematic ideological bias in LLMs' economic causal reasoning, showing a consistent skew towards intervention-oriented perspectives and highlighting the need for direction-aware evaluation in policy analysis.. Commercial viability score: 6/10 in LLM Economic Bias.
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Canonical route: /paper/ideological-bias-in-llms-economic-causal-reasoning
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Agent Handoff
Canonical ID ideological-bias-in-llms-economic-causal-reasoning | Route /paper/ideological-bias-in-llms-economic-causal-reasoning
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/ideological-bias-in-llms-economic-causal-reasoningMCP example
{
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}Paper proof page receipt window
/buildability/ideological-bias-in-llms-economic-causal-reasoning
Subject: Ideological Bias in LLMs' Economic Causal Reasoning
Verdict
Watch
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Dimensions overall score 6.0
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This equation captures one of the core mathematical components of the system. directional biases observed in Llama 3.3-70B (Bdir = +17.9), Qwen 3-8B (Bdir = +
Page and bbox are available; crop image is pending.
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References are not available from the internal index yet.
Receipt path
/buildability/ideological-bias-in-llms-economic-causal-reasoning
Paper ref
ideological-bias-in-llms-economic-causal-reasoning
arXiv id
2604.21334
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%
Lineage hash
a8829a27c3396231723541daf26a0c43ba26d9bd95597255f82566510d1d40c2
Canonical opportunity-kernel lineage hash.
External signature
unsigned_external
No founder, registry, pilot, or production-adoption signature is attached to this receipt.
Verification
not_verified
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Pending verification refs / 3 sources / Verification pending
repo_url
references
This equation captures one of the core mathematical components of the system. Gap is ∆example = +4.0 pp, with the largest individual effects in GPT-5-mini (∆example =
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. to ∆example = +0.4 pp, while the open-source mean turns slightly negative (∆example =
Page and bbox are available; crop image is pending.
No public competitor map is available for this paper yet.