{"schema_version":"papers/paper-detail-v1","title":"Adversarial Orthogonal Disentanglement for LVLM Hallucination Mitigation","surface":"papers","opportunity_kernel":{"paper_id":"2e619e5b-ae7f-4007-995a-18768c020e3c","title":"Adversarial Orthogonal Disentanglement for LVLM Hallucination Mitigation","authors":["Ruoxi Cheng","Haoxuan Ma","Zhengfei Hai","Yiyan Huang","Ranjie Duan","Tianle Zhang","Xu Yang","Ziyi Ye","Xingjun Ma"],"arxiv_id":"2605.25377v1","doi":null,"published_at":"2026-05-25T03:05:04.000Z","score_object":{"overall":{"value":0,"scale":"0-10","confidence":0.85,"confidence_reason":"Backfilled from persisted papers.viability_score.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-05-26T23:53:48.798Z","fresh_until":"2026-06-25T23:53:48.798Z","is_stale":false,"source_count":1,"missingness":[]},"technical":{"value":1.4,"scale":"0-10","confidence":0.55,"confidence_reason":"Backfilled from paper_extraction_scorecards.reconstruction_score.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-05-26T23:54:24.400Z","fresh_until":"2026-06-09T23:54:24.400Z","is_stale":false,"source_count":1,"missingness":["reproducibility_results.reproducibility_score","deployability_scores.score"]},"commercial":{"value":5,"scale":"0-10","confidence":0.75,"confidence_reason":"Backfilled from persisted commercial_flags and repo availability.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-05-26T23:53:48.798Z","fresh_until":"2026-06-25T23:53:48.798Z","is_stale":false,"source_count":2,"missingness":[]},"market":{"value":5.5,"scale":"0-10","confidence":0.45,"confidence_reason":"Heuristic market score materialized from paper metadata, repo availability, and deployability.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-05-27T00:07:53.037Z","fresh_until":"2026-06-10T00:07:53.037Z","is_stale":false,"source_count":1,"missingness":[]},"team":{"value":4.7,"scale":"0-10","confidence":0.28,"confidence_reason":"Heuristic fallback from paper author count.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-05-26T23:53:48.798Z","fresh_until":"2026-06-09T23:53:48.798Z","is_stale":false,"source_count":1,"missingness":["paper_author_affiliations"]},"methodology":{"value":4.7,"scale":"0-10","confidence":0.82,"confidence_reason":"Backfilled from paper_extraction_scorecards.total_score.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-05-26T23:54:24.400Z","fresh_until":"2026-06-25T23:54:24.400Z","is_stale":false,"source_count":2,"missingness":[]}},"evidence_receipt":{"freshness":"fresh","proof_status":"unverified","repo_status":"active","references_count":0,"source_count":4,"coverage":0.6667,"missingness":["references","proof_status"],"unresolved_unknowns":["proof verification has not been recorded yet"],"last_verification_at":"2026-05-27T00:07:53.037Z"},"lineage_hash":"0594bfba632bff002e6d107ba94d4d1182d18eb7a3571acd9a93f9bfe85fccf5"},"distribution":null,"replication_evidence":[],"author_dna":[]}