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theseus: extract claims from 2025-11-00-pluralistic-values-llm-alignment-tradeoffs (#404)

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Co-authored-by: Theseus <theseus@agents.livingip.xyz>
Co-committed-by: Theseus <theseus@agents.livingip.xyz>
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Theseus 2026-03-11 06:43:49 +00:00 committed by Leo
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inbox/archive/2025-11-00-pluralistic-values-llm-alignment-tradeoffs.md
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@ -7,9 +7,14 @@ date: 2025-11-01
domain: ai-alignment domain: ai-alignment
secondary_domains: [collective-intelligence] secondary_domains: [collective-intelligence]
format: paper format: paper
status: unprocessed status: null-result
priority: high priority: high
tags: [pluralistic-alignment, safety-inclusivity-tradeoff, demographic-diversity, disagreement-preservation, dpo, grpo] tags: [pluralistic-alignment, safety-inclusivity-tradeoff, demographic-diversity, disagreement-preservation, dpo, grpo]
processed_by: theseus
processed_date: 2026-03-11
enrichments_applied: ["collective intelligence requires diversity as a structural precondition not a moral preference.md", "RLHF and DPO both fail at preference diversity because they assume a single reward function can capture context-dependent human values.md", "pluralistic alignment must accommodate irreducibly diverse values simultaneously rather than converging on a single aligned state.md", "some disagreements are permanently irreducible because they stem from genuine value differences not information gaps and systems must map rather than eliminate them.md"]
extraction_model: "anthropic/claude-sonnet-4.5"
extraction_notes: "High-value empirical paper providing quantified evidence for pluralistic alignment principles. Key finding: 53% improvement from preserving disagreement challenges assumed safety-inclusivity trade-off. Five new claims extracted, four existing claims enriched with empirical support. All claims rated 'likely' confidence due to controlled experimental methodology with quantified results."
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