{"schema_version":"papers/paper-detail-v1","title":"CIVIC: End-to-End Sequence Compactness for Efficient Vision-Language Models","surface":"papers","opportunity_kernel":{"paper_id":"1acf9ee2-93fe-46ea-924f-0f550578d25a","title":"CIVIC: End-to-End Sequence Compactness for Efficient Vision-Language Models","authors":["Fengze Yang","Bo Yu","Xuewen Luo","Cathy Liu","Chenxi Liu"],"arxiv_id":"2605.28115v1","doi":null,"published_at":"2026-05-27T08:09:44.000Z","score_object":{"overall":{"value":7,"scale":"0-10","confidence":0.85,"confidence_reason":"Aligned to persisted papers.viability_score for public contract consistency.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-05-28T16:19:50.543Z","fresh_until":"2026-06-27T16:19:50.543Z","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":"2026-05-28T16:20:52.236Z","fresh_until":"2026-06-11T16:20:52.236Z","is_stale":false,"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":"2026-05-28T16:19:50.543Z","fresh_until":"2026-06-27T16:19:50.543Z","is_stale":false,"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":"2026-05-28T16:55:18.990Z","fresh_until":"2026-06-11T16:55:18.990Z","is_stale":false,"source_count":1,"missingness":[]},"team":{"value":5.65,"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":"2026-05-28T16:19:50.543Z","fresh_until":"2026-06-11T16:19:50.543Z","is_stale":false,"source_count":2,"missingness":[]},"methodology":{"value":4.3,"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":"2026-05-28T16:20:52.236Z","fresh_until":"2026-06-27T16:20:52.236Z","is_stale":false,"source_count":2,"missingness":[]}},"evidence_receipt":{"freshness":"fresh","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":"2026-05-28T16:55:18.990Z"},"lineage_hash":"def17d340523568884d4e0e03815e7a44735f19f0c6ef141ae8faf00add82c2d"},"distribution":null,"replication_evidence":[],"author_dna":[]}