{"schema_version":"papers/paper-detail-v1","title":"Rethinking the Rank Threshold for LoRA Fine-Tuning","surface":"papers","opportunity_kernel":{"paper_id":"ff53927c-ef72-4f85-a9f4-fb071efe1975","title":"Rethinking the Rank Threshold for LoRA Fine-Tuning","authors":["Juneyoung Park"],"arxiv_id":"2605.03724v1","doi":null,"published_at":"2026-05-05T13:09:46.000Z","score_object":{"overall":{"value":3,"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":"2026-05-06T20:10:16.692Z","fresh_until":"2026-06-05T20:10:16.692Z","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":"2026-05-06T20:11:09.851Z","fresh_until":"2026-05-20T20:11:09.851Z","is_stale":true,"source_count":1,"missingness":["reproducibility_results.reproducibility_score","deployability_scores.score"]},"commercial":{"value":0,"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":"2026-05-06T20:10:16.692Z","fresh_until":"2026-06-05T20:10:16.692Z","is_stale":false,"source_count":1,"missingness":[]},"market":{"value":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":"2026-05-06T20:27:39.289Z","fresh_until":"2026-05-20T20:27:39.289Z","is_stale":true,"source_count":1,"missingness":[]},"team":{"value":1.95,"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":"2026-05-06T20:10:16.692Z","fresh_until":"2026-05-20T20:10:16.692Z","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":"2026-05-06T20:11:09.851Z","fresh_until":"2026-06-05T20:11:09.851Z","is_stale":false,"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":"2026-05-06T20:27:39.289Z"},"lineage_hash":"7327c66dea23a25ef9c42cf6849a3db1dc39c71dcb78fba8b20c5d8d7a6290f7"},"distribution":null,"replication_evidence":[],"author_dna":[]}