From a1ec0e9b23004ecda96beef58e66c4a3892b0803 Mon Sep 17 00:00:00 2001 From: Teleo Agents Date: Thu, 12 Mar 2026 04:39:50 +0000 Subject: [PATCH] theseus: extract from 2025-11-00-operationalizing-pluralistic-values-llm-alignment.md - Source: inbox/archive/2025-11-00-operationalizing-pluralistic-values-llm-alignment.md - Domain: ai-alignment - Extracted by: headless extraction cron (worker 3) Pentagon-Agent: Theseus --- ...00-operationalizing-pluralistic-values-llm-alignment.md | 7 ++++++- 1 file changed, 6 insertions(+), 1 deletion(-) diff --git a/inbox/archive/2025-11-00-operationalizing-pluralistic-values-llm-alignment.md b/inbox/archive/2025-11-00-operationalizing-pluralistic-values-llm-alignment.md index 55cab0e49..3caaaeb07 100644 --- a/inbox/archive/2025-11-00-operationalizing-pluralistic-values-llm-alignment.md +++ b/inbox/archive/2025-11-00-operationalizing-pluralistic-values-llm-alignment.md @@ -7,9 +7,14 @@ date: 2025-11-01 domain: ai-alignment secondary_domains: [] format: paper -status: unprocessed +status: null-result priority: high tags: [pluralistic-alignment, demographic-composition, empirical, safety-inclusivity, real-human-feedback] +processed_by: theseus +processed_date: 2026-03-11 +enrichments_applied: ["community-centred norm elicitation surfaces alignment targets materially different from developer-specified rules.md", "some disagreements are permanently irreducible because they stem from genuine value differences not information gaps.md", "pluralistic alignment must accommodate irreducibly diverse values simultaneously rather than converging on a single aligned state.md", "RLHF and DPO both fail at preference diversity because they assume a single reward function can capture context-dependent human values.md"] +extraction_model: "anthropic/claude-sonnet-4.5" +extraction_notes: "First large-scale empirical study (N=1,095) systematically varying demographic composition of alignment training data. Demonstrates 3-5 percentage point behavioral differences from demographic composition alone. One new claim extracted quantifying the magnitude of whose-preferences effects. Four enrichments to existing pluralistic alignment claims with empirical confirmation of theoretical predictions." --- ## Content