{"schema_version":"papers/paper-detail-v1","title":"Loong: A Human-Like Long Document Translation Agent with Observe-and-Act Adaptive Context Selection","surface":"papers","opportunity_kernel":{"paper_id":"88f4353a-ac9b-4a6c-a4a0-e5f5b40bcb02","title":"Loong: A Human-Like Long Document Translation Agent with Observe-and-Act Adaptive Context Selection","authors":["Yutong Wang","Xuebo Liu","Derek F. Wong","Zhilin Li","Rongqing Jiang","Min Zhang","Shimin Tao","Daimeng Wei","Min Zhang"],"arxiv_id":"2605.30274v1","doi":null,"published_at":"2026-05-28T17:32:25.000Z","score_object":{"overall":{"value":8,"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":"2026-05-29T20:12:08.123Z","fresh_until":"2026-06-28T20:12:08.123Z","is_stale":false,"source_count":1,"missingness":[]},"technical":{"value":6.4,"scale":"0-10","confidence":0.7,"confidence_reason":"Backfilled from deployability_scores.score.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-05-29T20:34:18.586Z","fresh_until":"2026-06-12T20:34:18.586Z","is_stale":false,"source_count":2,"missingness":["reproducibility_results.reproducibility_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":"2026-05-29T20:12:08.123Z","fresh_until":"2026-06-28T20:12:08.123Z","is_stale":false,"source_count":2,"missingness":[]},"market":{"value":6.1,"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":"2026-05-29T20:36:32.737Z","fresh_until":"2026-06-12T20:36:32.737Z","is_stale":false,"source_count":1,"missingness":[]},"team":{"value":6.2,"scale":"0-10","confidence":0.42,"confidence_reason":"Heuristic fallback from paper author count and extracted affiliations.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-05-29T20:12:08.123Z","fresh_until":"2026-06-12T20:12:08.123Z","is_stale":false,"source_count":2,"missingness":[]},"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":"2026-05-29T20:19:01.292Z","fresh_until":"2026-06-28T20:19:01.292Z","is_stale":false,"source_count":2,"missingness":[]}},"evidence_receipt":{"freshness":"fresh","proof_status":"unverified","repo_status":"active","references_count":0,"source_count":4,"coverage":0.8333,"missingness":["references"],"unresolved_unknowns":[],"last_verification_at":"2026-05-29T20:34:18.586Z"},"lineage_hash":"2e70c9f5ed38a9611887e56731bad34b45ac382fee311e2b75dbed60db968333"},"distribution":null,"replication_evidence":[],"author_dna":[]}