{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:KWJ2ZMNNSPEYC5KY5ZLYJCYJUR","merge_version":"pith-open-graph-merge-v1","event_count":2,"valid_event_count":2,"invalid_event_count":0,"equivocation_count":0,"current":{"canonical_record":{"metadata":{"abstract_canon_sha256":"331ce50166611a78c5e8d3c4a7d0e2689b48156f33a5bfc71e53da7bef90a3fa","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-02-01T15:30:19Z","title_canon_sha256":"3a6daa83ead4939bbbdb8cd9c55648db18deaf8abc72bcb8d3a04ceeb4d78b3b"},"schema_version":"1.0","source":{"id":"2402.00667","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2402.00667","created_at":"2026-07-05T07:40:16Z"},{"alias_kind":"arxiv_version","alias_value":"2402.00667v1","created_at":"2026-07-05T07:40:16Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2402.00667","created_at":"2026-07-05T07:40:16Z"},{"alias_kind":"pith_short_12","alias_value":"KWJ2ZMNNSPEY","created_at":"2026-07-05T07:40:16Z"},{"alias_kind":"pith_short_16","alias_value":"KWJ2ZMNNSPEYC5KY","created_at":"2026-07-05T07:40:16Z"},{"alias_kind":"pith_short_8","alias_value":"KWJ2ZMNN","created_at":"2026-07-05T07:40:16Z"}],"graph_snapshots":[{"event_id":"sha256:d0d37c288b1de48299df89dfb59c0f2c198a65886c62ddd864d378377d321864","target":"graph","created_at":"2026-07-05T07:40:16Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"graph_snapshot":{"author_claims":{"count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","strong_count":0},"builder_version":"pith-number-builder-2026-05-17-v1","claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"integrity":{"available":true,"clean":true,"detectors_run":[],"endpoint":"/pith/2402.00667/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"This paper presents a follow-up study to OpenAI's recent superalignment work on Weak-to-Strong Generalization (W2SG). Superalignment focuses on ensuring that high-level AI systems remain consistent with human values and intentions when dealing with complex, high-risk tasks. The W2SG framework has opened new possibilities for empirical research in this evolving field. Our study simulates two phases of superalignment under the W2SG framework: the development of general superhuman models and the progression towards superintelligence. In the first phase, based on human supervision, the quality of ","authors_text":"Chao Kong, Jing Zhang, Jinlin Xiao, Jitao Sang, Junhong Ye, Shuyu Wei, Yanxu Zhu, Yuhang Wang","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-02-01T15:30:19Z","title":"Improving Weak-to-Strong Generalization with Scalable Oversight and Ensemble Learning"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2402.00667","kind":"arxiv","version":1},"verdict":{"created_at":null,"id":null,"model_set":{},"one_line_summary":"","pipeline_version":null,"pith_extraction_headline":"","strongest_claim":"","weakest_assumption":""}},"verdict_id":null}}],"author_attestations":[],"timestamp_anchors":[],"storage_attestations":[],"citation_signatures":[],"replication_records":[],"corrections":[],"mirror_hints":[],"record_created":{"event_id":"sha256:a410812061cb66f5691797bdb2d3a010b81b8c7517b14eddd605448311fd9acd","target":"record","created_at":"2026-07-05T07:40:16Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"attestation_state":"computed","canonical_record":{"metadata":{"abstract_canon_sha256":"331ce50166611a78c5e8d3c4a7d0e2689b48156f33a5bfc71e53da7bef90a3fa","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-02-01T15:30:19Z","title_canon_sha256":"3a6daa83ead4939bbbdb8cd9c55648db18deaf8abc72bcb8d3a04ceeb4d78b3b"},"schema_version":"1.0","source":{"id":"2402.00667","kind":"arxiv","version":1}},"canonical_sha256":"5593acb1ad93c9817558ee57848b09a451d854bd4bc2181302b05b8f0a4a2ffd","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"5593acb1ad93c9817558ee57848b09a451d854bd4bc2181302b05b8f0a4a2ffd","first_computed_at":"2026-07-05T07:40:16.253773Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:40:16.253773Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"rtCRh+SZoUD85Olap7D/Hztp54zOPqa8sK2475W344+0UXMkMm2/a5EEIdLsR/hJ8xznxLsT3UnrH2Kzud66Bg==","signature_status":"signed_v1","signed_at":"2026-07-05T07:40:16.254258Z","signed_message":"canonical_sha256_bytes"},"source_id":"2402.00667","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:a410812061cb66f5691797bdb2d3a010b81b8c7517b14eddd605448311fd9acd","sha256:d0d37c288b1de48299df89dfb59c0f2c198a65886c62ddd864d378377d321864"],"state_sha256":"032fa89d161f96cc24a3ac559353499810d4f513d3ea01aef11b66b7fba342a7"}