{"schema_version":"papers/paper-detail-v1","title":"FairQE: Multi-Agent Framework for Mitigating Gender Bias in Translation Quality Estimation","surface":"papers","opportunity_kernel":{"paper_id":"bce72d71-0a95-4fc4-bc01-5eff89f897df","title":"FairQE: Multi-Agent Framework for Mitigating Gender Bias in Translation Quality Estimation","authors":["Jinhee Jang","Juhwan Choi","Dongjin Lee","Seunguk Yu","Youngbin Kim"],"arxiv_id":"2604.21420v1","doi":null,"published_at":"2026-04-23T08:35:46.000Z","score_object":{"overall":{"value":7,"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":"2026-04-24T20:11:21.167Z","fresh_until":"2026-05-24T20:11:21.167Z","is_stale":true,"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":"2026-04-24T20:12:57.574Z","fresh_until":"2026-05-08T20:12:57.574Z","is_stale":true,"source_count":1,"missingness":["reproducibility_results.reproducibility_score","deployability_scores.score"]},"commercial":{"value":4,"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":"2026-04-24T20:11:21.167Z","fresh_until":"2026-05-24T20:11:21.167Z","is_stale":true,"source_count":1,"missingness":[]},"market":{"value":2,"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":"2026-04-24T20:27:42.789Z","fresh_until":"2026-05-08T20:27:42.789Z","is_stale":true,"source_count":1,"missingness":[]},"team":{"value":4.15,"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":"2026-04-24T20:11:21.167Z","fresh_until":"2026-05-08T20:11:21.167Z","is_stale":true,"source_count":1,"missingness":["paper_author_affiliations"]},"methodology":{"value":4.3,"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":"2026-04-24T20:12:57.574Z","fresh_until":"2026-05-24T20:12:57.574Z","is_stale":true,"source_count":2,"missingness":[]}},"evidence_receipt":{"freshness":"stale","proof_status":"unverified","repo_status":"missing","references_count":0,"source_count":3,"coverage":0.5,"missingness":["repo_url","references","proof_status"],"unresolved_unknowns":["proof verification has not been recorded yet"],"last_verification_at":"2026-04-24T20:27:42.789Z"},"lineage_hash":"ae9e90a02c37f258d8d70c66233a2e68531020d82badcc5ce2eda310ebf85eda"},"distribution":null,"replication_evidence":[],"author_dna":[]}