{"schema_version":"papers/paper-detail-v1","title":"Nudging Beyond the Comfort Zone: Efficient Strategy-Guided Exploration for RLVR","surface":"papers","opportunity_kernel":{"paper_id":"2dc2f01e-4c25-43f5-a4b5-56a17ad9bd39","title":"Nudging Beyond the Comfort Zone: Efficient Strategy-Guided Exploration for RLVR","authors":["Chanuk Lee","Sangwoo Park","Minki Kang","Sung Ju Hwang"],"arxiv_id":"2605.15726v1","doi":null,"published_at":"2026-05-15T08:22:59.000Z","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":"2026-05-18T20:11:20.103Z","fresh_until":"2026-06-17T20:11:20.103Z","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":"2026-05-18T20:12:57.711Z","fresh_until":"2026-06-01T20:12:57.711Z","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":"2026-05-18T20:11:20.103Z","fresh_until":"2026-06-17T20:11:20.103Z","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":"2026-05-18T20:27:37.002Z","fresh_until":"2026-06-01T20:27:37.002Z","is_stale":false,"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":"2026-05-18T20:11:20.103Z","fresh_until":"2026-06-01T20:11:20.103Z","is_stale":false,"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":"2026-05-18T20:12:57.711Z","fresh_until":"2026-06-17T20:12:57.711Z","is_stale":false,"source_count":2,"missingness":[]}},"evidence_receipt":{"freshness":"stale","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":"2026-05-18T20:27:37.002Z"},"lineage_hash":"a71090f181c523afd2658d3acc0af72f0ca0d82de9e9886aa773bb8b621782b5"},"distribution":null,"replication_evidence":[],"author_dna":[]}