Polarization by Default: Auditing Recommendation Bias in LLM-Based Content Curation explores Auditing recommendation bias in LLM-based content curation across providers and prompts, revealing consistent polarization and provider-specific trade-offs.. Commercial viability score: 6/10 in LLM Agents.
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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.
Freshness
Canonical route: /paper/polarization-by-default-auditing-recommendation-bias-in-llm-based-content-curation
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Proof Quality
One canonical proof ledger now drives the badge, counts, indexing, and commercialization gating.
Commercialization rails stay hidden until proof clears: proof_status, references_count.
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Agent Handoff
Canonical ID polarization-by-default-auditing-recommendation-bias-in-llm-based-content-curation | Route /paper/polarization-by-default-auditing-recommendation-bias-in-llm-based-content-curation
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/polarization-by-default-auditing-recommendation-bias-in-llm-based-content-curationMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.15937"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "Polarization by Default: Auditing Recommendation Bias in LLM-Based Content Curation",
"normalized_query": "2604.15937",
"route": "/paper/polarization-by-default-auditing-recommendation-bias-in-llm-based-content-curation",
"paper_ref": "polarization-by-default-auditing-recommendation-bias-in-llm-based-content-curation",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Constellation, claims, and market context stay visible on the paper proof page even when commercialization rails are held back for incomplete proof receipts.
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Dimensions overall score 6.0
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