{"schema_version":"papers/paper-detail-v1","title":"LINE: LLM-based Iterative Neuron Explanations for Vision Models","surface":"papers","opportunity_kernel":{"paper_id":"0edddecc-dc3f-4beb-9b4d-187d6d3dccdc","title":"LINE: LLM-based Iterative Neuron Explanations for Vision Models","authors":["Vladimir Zaigrajew","Michał Piechota","Gaspar Sekula","Przemysław Biecek"],"arxiv_id":"2604.08039v1","doi":null,"published_at":"2026-04-09T09:43:26.000Z","score_object":{"overall":{"value":7,"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":"2026-04-10T17:22:37.852Z","fresh_until":"2026-05-10T17:22:37.852Z","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":"2026-04-10T17:24:16.359Z","fresh_until":"2026-04-24T17:24:16.359Z","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":"2026-04-10T17:22:37.852Z","fresh_until":"2026-05-10T17:22:37.852Z","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":"2026-04-10T17:39:09.877Z","fresh_until":"2026-04-24T17:39:09.877Z","is_stale":true,"source_count":1,"missingness":[]},"team":{"value":3.6,"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":"2026-04-10T17:22:37.852Z","fresh_until":"2026-04-24T17:22:37.852Z","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":"2026-04-10T17:24:16.359Z","fresh_until":"2026-05-10T17:24:16.359Z","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":"2026-04-10T17:39:09.877Z"},"lineage_hash":"6ffb58965bc86cc5d6ba546c87ce9ddb8a55f5cf700afab8dd2d00a05cd987f4"},"distribution":null,"replication_evidence":[],"author_dna":[]}