{"schema_version":"papers/paper-detail-v1","title":"ACE-Bench: Agent Configurable Evaluation with Scalable Horizons and Controllable Difficulty under Lightweight Environments","surface":"papers","opportunity_kernel":{"paper_id":"88dcc242-c222-41ec-a697-da2e201f5b7e","title":"ACE-Bench: Agent Configurable Evaluation with Scalable Horizons and Controllable Difficulty under Lightweight Environments","authors":["Wang Yang","Chaoda Song","Xinpeng Li","Debargha Ganguly","Chuang Ma","Shouren Wang","Zhihao Dou","Yuli Zhou","Vipin Chaudhary","Xiaotian Han"],"arxiv_id":"2604.06111v1","doi":null,"published_at":"2026-04-07T17:21:28.000Z","score_object":{"overall":{"value":8,"scale":"0-10","confidence":0.85,"confidence_reason":"Backfilled from persisted papers.viability_score.","model_version":"phase0-web-fallback-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-04-08T03:21:54.703Z","fresh_until":"2026-05-08T03:21:54.703Z","is_stale":true,"source_count":1,"missingness":[]},"technical":{"value":0,"scale":"0-10","confidence":0.15,"confidence_reason":"No canonical technical score row was available yet; marked low confidence.","model_version":"phase0-web-fallback-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-04-08T03:21:54.703Z","fresh_until":"2026-04-22T03:21:54.703Z","is_stale":true,"source_count":0,"missingness":["paper_score_objects.technical"]},"commercial":{"value":4,"scale":"0-10","confidence":0.7,"confidence_reason":"Backfilled from persisted commercial_flags and repo availability.","model_version":"phase0-web-fallback-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-04-08T03:21:54.703Z","fresh_until":"2026-05-08T03:21:54.703Z","is_stale":true,"source_count":1,"missingness":[]},"market":{"value":0,"scale":"0-10","confidence":0.15,"confidence_reason":"No canonical market score row was available yet; marked low confidence.","model_version":"phase0-web-fallback-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-04-08T03:21:54.703Z","fresh_until":"2026-04-22T03:21:54.703Z","is_stale":true,"source_count":0,"missingness":["paper_score_objects.market"]},"team":{"value":0,"scale":"0-10","confidence":0.15,"confidence_reason":"No canonical team score row was available yet; marked low confidence.","model_version":"phase0-web-fallback-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-04-08T03:21:54.703Z","fresh_until":"2026-04-22T03:21:54.703Z","is_stale":true,"source_count":0,"missingness":["paper_score_objects.team"]},"methodology":{"value":0,"scale":"0-10","confidence":0.15,"confidence_reason":"No canonical methodology score row was available yet; marked low confidence.","model_version":"phase0-web-fallback-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-04-08T03:21:54.703Z","fresh_until":"2026-05-08T03:21:54.703Z","is_stale":true,"source_count":0,"missingness":["paper_score_objects.methodology"]}},"evidence_receipt":{"freshness":"unknown","proof_status":"unverified","repo_status":"missing","references_count":0,"source_count":0,"coverage":0,"missingness":["paper_evidence_receipts.references_count","paper_evidence_receipts.coverage"],"unresolved_unknowns":["Canonical evidence receipt has not been materialized yet."],"last_verification_at":"2026-04-08T03:21:54.703Z"},"lineage_hash":"8b032b6afaa5e2015e7c0f2d8462dd0ee4349e5928cb2c1ad6d65d4b5ad4f98c"},"distribution":null,"replication_evidence":[],"author_dna":[{"author_id":"679c0e7e-da47-452b-9e2e-0184545081cc","name":"Wang Yang","institution":"Case Western Reserve University","h_index":null,"paper_count":1,"patents_count":0,"founder_score":0,"prior_startup":false,"industry_years":null,"top_skills":["Research"],"prior_commercialization_rate":null,"confidence":null,"paper_sample_size":0,"commercialized_paper_count":0,"last_backfilled_at":null,"archived_at":null},{"author_id":"36aa2796-68e4-4703-a3fb-68e189a4263b","name":"Chaoda Song","institution":"Case Western Reserve University","h_index":null,"paper_count":1,"patents_count":0,"founder_score":0,"prior_startup":false,"industry_years":null,"top_skills":["Research"],"prior_commercialization_rate":null,"confidence":null,"paper_sample_size":0,"commercialized_paper_count":0,"last_backfilled_at":null,"archived_at":null},{"author_id":"bf063727-593f-4de5-938c-0d7c0ebe1c2d","name":"Xinpeng Li","institution":"Case Western Reserve University","h_index":null,"paper_count":1,"patents_count":0,"founder_score":0,"prior_startup":false,"industry_years":null,"top_skills":["Research"],"prior_commercialization_rate":null,"confidence":null,"paper_sample_size":0,"commercialized_paper_count":0,"last_backfilled_at":null,"archived_at":null},{"author_id":"0dcf266c-0e54-43bb-985d-3c7bc264365b","name":"Debargha Ganguly","institution":"Case Western Reserve University","h_index":null,"paper_count":1,"patents_count":0,"founder_score":0,"prior_startup":false,"industry_years":null,"top_skills":["Research"],"prior_commercialization_rate":null,"confidence":null,"paper_sample_size":0,"commercialized_paper_count":0,"last_backfilled_at":null,"archived_at":null},{"author_id":"fd2e039c-b7f7-4197-ba84-e41852fe87ce","name":"Chuang Ma","institution":"NII LLMC (Japan)","h_index":null,"paper_count":1,"patents_count":0,"founder_score":0,"prior_startup":false,"industry_years":null,"top_skills":["Research"],"prior_commercialization_rate":null,"confidence":null,"paper_sample_size":0,"commercialized_paper_count":0,"last_backfilled_at":null,"archived_at":null},{"author_id":"ad883d04-ba74-4e49-8893-5ef503f27870","name":"Shouren Wang","institution":"Case Western Reserve University","h_index":null,"paper_count":1,"patents_count":0,"founder_score":0,"prior_startup":false,"industry_years":null,"top_skills":["Research"],"prior_commercialization_rate":null,"confidence":null,"paper_sample_size":0,"commercialized_paper_count":0,"last_backfilled_at":null,"archived_at":null},{"author_id":"95d2a3eb-b2d3-416a-b29b-061e935fc8eb","name":"Zhihao Dou","institution":"Case Western Reserve University","h_index":null,"paper_count":1,"patents_count":0,"founder_score":0,"prior_startup":false,"industry_years":null,"top_skills":["Research"],"prior_commercialization_rate":null,"confidence":null,"paper_sample_size":0,"commercialized_paper_count":0,"last_backfilled_at":null,"archived_at":null},{"author_id":"6712f55f-9003-4c7f-ad8d-5e6cc508965b","name":"Yuli Zhou","institution":"University of Zurich","h_index":null,"paper_count":1,"patents_count":0,"founder_score":0,"prior_startup":false,"industry_years":null,"top_skills":["Research"],"prior_commercialization_rate":null,"confidence":null,"paper_sample_size":0,"commercialized_paper_count":0,"last_backfilled_at":null,"archived_at":null}]}