{"schema_version":"papers/paper-detail-v1","title":"Training-Free Cultural Alignment of Large Language Models via Persona Disagreement","surface":"papers","opportunity_kernel":{"paper_id":"88840919-c52f-4dec-8bbe-ef573fb4ee4c","title":"Training-Free Cultural Alignment of Large Language Models via Persona Disagreement","authors":["Huynh Trung Kiet","Dao Sy Duy Minh","Tuan Nguyen","Chi-Nguyen Tran","Phu-Hoa Pham","Nguyen Lam Phu Quy","The Anh Han","Long Tran-Thanh"],"arxiv_id":"2605.10843v1","doi":null,"published_at":"2026-05-11T16:55:16.000Z","score_object":{"overall":{"value":7,"scale":"0-10","confidence":0.85,"confidence_reason":"Backfilled from persisted papers.viability_score.","model_version":"phase0-web-fallback-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-05-12T20:14:59.855Z","fresh_until":"2026-06-11T20:14:59.855Z","is_stale":false,"source_count":1,"missingness":[]},"technical":{"value":0,"scale":"0-10","confidence":0.15,"confidence_reason":"No canonical technical score row was available yet; marked low confidence.","model_version":"phase0-web-fallback-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-05-12T20:14:59.855Z","fresh_until":"2026-05-26T20:14:59.855Z","is_stale":true,"source_count":0,"missingness":["paper_score_objects.technical"]},"commercial":{"value":4,"scale":"0-10","confidence":0.7,"confidence_reason":"Backfilled from persisted commercial_flags and repo availability.","model_version":"phase0-web-fallback-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-05-12T20:14:59.855Z","fresh_until":"2026-06-11T20:14:59.855Z","is_stale":false,"source_count":1,"missingness":[]},"market":{"value":0,"scale":"0-10","confidence":0.15,"confidence_reason":"No canonical market score row was available yet; marked low confidence.","model_version":"phase0-web-fallback-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-05-12T20:14:59.855Z","fresh_until":"2026-05-26T20:14:59.855Z","is_stale":true,"source_count":0,"missingness":["paper_score_objects.market"]},"team":{"value":0,"scale":"0-10","confidence":0.15,"confidence_reason":"No canonical team score row was available yet; marked low confidence.","model_version":"phase0-web-fallback-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-05-12T20:14:59.855Z","fresh_until":"2026-05-26T20:14:59.855Z","is_stale":true,"source_count":0,"missingness":["paper_score_objects.team"]},"methodology":{"value":0,"scale":"0-10","confidence":0.15,"confidence_reason":"No canonical methodology score row was available yet; marked low confidence.","model_version":"phase0-web-fallback-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-05-12T20:14:59.855Z","fresh_until":"2026-06-11T20:14:59.855Z","is_stale":false,"source_count":0,"missingness":["paper_score_objects.methodology"]}},"evidence_receipt":{"freshness":"fresh","proof_status":"unverified","repo_status":"missing","references_count":0,"source_count":0,"coverage":0,"missingness":["paper_evidence_receipts.references_count","paper_evidence_receipts.coverage"],"unresolved_unknowns":["Canonical evidence receipt has not been materialized yet."],"last_verification_at":"2026-05-12T20:14:59.855Z"},"lineage_hash":"db3167929acdf68b787dc8d173f4e9befa7427c76760b9d55a9230fe9f6bb3cd"},"distribution":null,"replication_evidence":[],"author_dna":[]}