{"schema_version":"papers/paper-detail-v1","title":"Rubric-based On-policy Distillation","surface":"papers","opportunity_kernel":{"paper_id":"aa53500f-deae-48e6-9cd6-7df64281f249","title":"Rubric-based On-policy Distillation","authors":["Junfeng Fang","Zhepei Hong","Mao Zheng","Mingyang Song","Gengsheng Li","Houcheng Jiang","Dan Zhang","Haiyun Guo","Xiang Wang","Tat-Seng Chua"],"arxiv_id":"2605.07396v1","doi":null,"published_at":"2026-05-08T07:52:15.000Z","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":"2026-05-11T20:18:28.411Z","fresh_until":"2026-06-10T20:18:28.411Z","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":"2026-05-11T20:36:04.776Z","fresh_until":"2026-05-25T20:36:04.776Z","is_stale":true,"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":"2026-05-11T20:18:28.411Z","fresh_until":"2026-06-10T20:18:28.411Z","is_stale":false,"source_count":2,"missingness":[]},"market":{"value":5.9,"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":"2026-05-11T20:37:41.192Z","fresh_until":"2026-05-25T20:37:41.192Z","is_stale":true,"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":"2026-05-11T20:18:28.411Z","fresh_until":"2026-05-25T20:18:28.411Z","is_stale":true,"source_count":1,"missingness":["paper_author_affiliations"]},"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":"2026-05-11T20:21:12.780Z","fresh_until":"2026-06-10T20:21:12.780Z","is_stale":false,"source_count":2,"missingness":[]}},"evidence_receipt":{"freshness":"stale","proof_status":"partial","repo_status":"active","references_count":0,"source_count":4,"coverage":0.8333,"missingness":["references"],"unresolved_unknowns":[],"last_verification_at":"2026-05-11T20:36:04.776Z"},"lineage_hash":"f15ee2055ae36beb1a71e118b88077055fee8a5d8f8c9223ba41fb00c49f1d60"},"distribution":null,"replication_evidence":[],"author_dna":[]}