Failing to Falsify: Evaluating and Mitigating Confirmation Bias in Language Models explores This research explores and mitigates confirmation bias in language models to enhance their reasoning capabilities.. Commercial viability score: 3/10 in LLM Bias Mitigation.
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This route is the stable paper-level surface for citations, viability, references, and downstream handoffs. Use it as the proof layer behind Signal Canvas, workspace creation, and launch-pack generation.
Page Freshness
Canonical route: /paper/failing-to-falsify-evaluating-and-mitigating-confirmation-bias-in-language-models
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 failing-to-falsify-evaluating-and-mitigating-confirmation-bias-in-language-models | Route /paper/failing-to-falsify-evaluating-and-mitigating-confirmation-bias-in-language-models
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/failing-to-falsify-evaluating-and-mitigating-confirmation-bias-in-language-modelsMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.02485"
}
}source_context
{
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"mode": "paper",
"query": "Failing to Falsify: Evaluating and Mitigating Confirmation Bias in Language Models",
"normalized_query": "2604.02485",
"route": "/paper/failing-to-falsify-evaluating-and-mitigating-confirmation-bias-in-language-models",
"paper_ref": "failing-to-falsify-evaluating-and-mitigating-confirmation-bias-in-language-models",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Paper proof page receipt window
/buildability/failing-to-falsify-evaluating-and-mitigating-confirmation-bias-in-language-models
Subject: Failing to Falsify: Evaluating and Mitigating Confirmation Bias in Language Models
Verdict
Ignore
Verdict is Ignore because current viability and proof state do not clear the buildability gate.
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Insufficient data
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Preparing verified analysis
Dimensions overall score 3.0
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Receipt path
/buildability/failing-to-falsify-evaluating-and-mitigating-confirmation-bias-in-language-models
Paper ref
failing-to-falsify-evaluating-and-mitigating-confirmation-bias-in-language-models
arXiv id
2604.02485
Generated at
2026-04-06T20:18:22.087Z
Evidence freshness
fresh
Last verification
2026-04-06T20:18:22.087Z
Sources
0
References
0
Coverage
0%
Lineage hash
073a9e7db165f128d11ade49076fa13b1bcf39bad4df162b0c2d5625eac6bcd9
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
Verification is blocked until an external signature is provided.
Verification pending / evidence receipt incomplete
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