{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:YHEKI4XVV7WACF7SDM7XMWZVG2","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":"2d0d2c6100354e00c723c651f09f87f5a08e26e8d9c9f2d78bacdc8a55f65ed5","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-07-18T16:25:17Z","title_canon_sha256":"452437132bbd213798ca80831a029436ccdfc19a87a98bba91ba443adb83ba89"},"schema_version":"1.0","source":{"id":"2407.13647","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2407.13647","created_at":"2026-07-05T09:13:55Z"},{"alias_kind":"arxiv_version","alias_value":"2407.13647v2","created_at":"2026-07-05T09:13:55Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2407.13647","created_at":"2026-07-05T09:13:55Z"},{"alias_kind":"pith_short_12","alias_value":"YHEKI4XVV7WA","created_at":"2026-07-05T09:13:55Z"},{"alias_kind":"pith_short_16","alias_value":"YHEKI4XVV7WACF7S","created_at":"2026-07-05T09:13:55Z"},{"alias_kind":"pith_short_8","alias_value":"YHEKI4XV","created_at":"2026-07-05T09:13:55Z"}],"graph_snapshots":[{"event_id":"sha256:a765dea9c059aa2d9a0cfcc610ec321a9f8079391545d595f250375e5106e618","target":"graph","created_at":"2026-07-05T09:13:55Z","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/2407.13647/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"When large language models (LLMs) exceed human-level capabilities, it becomes increasingly challenging to provide full-scale and accurate supervision for these models. Weak-to-strong learning, which leverages a less capable model to unlock the latent abilities of a stronger model, proves valuable in this context. Yet, the efficacy of this approach for complex reasoning tasks is still untested. Furthermore, tackling reasoning tasks under the weak-to-strong setting currently lacks efficient methods to avoid blindly imitating the weak supervisor including its errors. In this paper, we introduce a","authors_text":"Pengfei Liu, Yan Ma, Yuqing Yang","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-07-18T16:25:17Z","title":"Weak-to-Strong Reasoning"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2407.13647","kind":"arxiv","version":2},"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":"sha256:4a8a67783f2dbf55d9e998d50430857be5a6968652279d9ce00ea3f6cf3b8244","target":"record","created_at":"2026-07-05T09:13:55Z","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":"2d0d2c6100354e00c723c651f09f87f5a08e26e8d9c9f2d78bacdc8a55f65ed5","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-07-18T16:25:17Z","title_canon_sha256":"452437132bbd213798ca80831a029436ccdfc19a87a98bba91ba443adb83ba89"},"schema_version":"1.0","source":{"id":"2407.13647","kind":"arxiv","version":2}},"canonical_sha256":"c1c8a472f5afec0117f21b3f765b35368a2f38935bf69c74f4e9be2d500f9f2a","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"c1c8a472f5afec0117f21b3f765b35368a2f38935bf69c74f4e9be2d500f9f2a","first_computed_at":"2026-07-05T09:13:55.024685Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:13:55.024685Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"Ht/oY6QkOto3u4viwhtZzMsDYpB/fB1mSVf29zqv0N7Mtc6GLelZDfxtOacl1jrUcToQS0fpfKdH3KYk+VsfCA==","signature_status":"signed_v1","signed_at":"2026-07-05T09:13:55.025149Z","signed_message":"canonical_sha256_bytes"},"source_id":"2407.13647","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:4a8a67783f2dbf55d9e998d50430857be5a6968652279d9ce00ea3f6cf3b8244","sha256:a765dea9c059aa2d9a0cfcc610ec321a9f8079391545d595f250375e5106e618"],"state_sha256":"96b36fe74f95471f7a5d8b0720aa4584c28fac02c416c4d31669fc98b8491750"}