{"schema_version":"papers/paper-detail-v1","title":"Action-Aware Generative Sequence Modeling for Short Video Recommendation","surface":"papers","opportunity_kernel":{"paper_id":"31099198-77ec-40f8-9019-904bcfd591f7","title":"Action-Aware Generative Sequence Modeling for Short Video Recommendation","authors":["Wenhao Li","Zihan Lin","Zhengxiao Guo","Jie Zhou","Shukai Liu","Yongqi Liu","Chuan Luo","Chaoyi Ma","Ruiming Tang","Han Li"],"arxiv_id":"2604.25834v1","doi":null,"published_at":"2026-04-28T16:41:04.000Z","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":"2026-04-29T03:05:45.655Z","fresh_until":"2026-05-29T03:05:45.655Z","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":"2026-04-29T03:06:01.350Z","fresh_until":"2026-05-13T03:06:01.350Z","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":"2026-04-29T03:05:45.655Z","fresh_until":"2026-05-29T03:05:45.655Z","is_stale":true,"source_count":1,"missingness":[]},"market":{"value":2,"scale":"0-10","confidence":0.8,"confidence_reason":"Backfilled from distribution_readiness_scores.score.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-04-29T03:15:55.652Z","fresh_until":"2026-05-13T03:15:55.652Z","is_stale":true,"source_count":1,"missingness":[]},"team":{"value":6.5,"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":"2026-04-29T03:05:45.655Z","fresh_until":"2026-05-13T03:05:45.655Z","is_stale":true,"source_count":2,"missingness":[]},"methodology":{"value":3.9,"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":"2026-04-29T03:06:01.350Z","fresh_until":"2026-05-29T03:06:01.350Z","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":"2026-04-29T03:15:55.652Z"},"lineage_hash":"c884cce76ff8f21801e2a5f72a44e4c4165ef68bf568ac52475314e27734c89a"},"distribution":null,"replication_evidence":[],"author_dna":[]}