{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:PBBVHLOUY3M5FZVGEAZ72RDWAY","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":"e1e94ee576a3402de7d8ccf62659dd8f1274fb7fccafc3dfb0d1702d009e75f7","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2023-11-14T13:27:07Z","title_canon_sha256":"c9d45136ad095d46b192987d3614197f1780526501a25118cf9a2a24572ca703"},"schema_version":"1.0","source":{"id":"2311.08152","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2311.08152","created_at":"2026-07-05T07:24:56Z"},{"alias_kind":"arxiv_version","alias_value":"2311.08152v2","created_at":"2026-07-05T07:24:56Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2311.08152","created_at":"2026-07-05T07:24:56Z"},{"alias_kind":"pith_short_12","alias_value":"PBBVHLOUY3M5","created_at":"2026-07-05T07:24:56Z"},{"alias_kind":"pith_short_16","alias_value":"PBBVHLOUY3M5FZVG","created_at":"2026-07-05T07:24:56Z"},{"alias_kind":"pith_short_8","alias_value":"PBBVHLOU","created_at":"2026-07-05T07:24:56Z"}],"graph_snapshots":[{"event_id":"sha256:43973272b0d991e3bede74b8a78a2ce4e8765e334ed669a080d5ae8e84b57818","target":"graph","created_at":"2026-07-05T07:24:56Z","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/2311.08152/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Large Language Models (LLMs) have shown remarkable capabilities in general natural language processing tasks but often fall short in complex reasoning tasks. Recent studies have explored human-like problem-solving strategies, such as self-correct, to push further the boundary of single-model reasoning ability. In this work, we let a single model \"step outside the box\" by engaging multiple models to correct each other. We introduce a multi-agent collaboration strategy that emulates the academic peer review process. Each agent independently constructs its own solution, provides reviews on the so","authors_text":"Baotian Hu, Dongfang Li, Jindi Yu, Min Zhang, Senbao Shi, Yuxiang WU, Zhenran Xu","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2023-11-14T13:27:07Z","title":"Towards Reasoning in Large Language Models via Multi-Agent Peer Review Collaboration"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2311.08152","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":"sha256:9b27e88833a177def57cf61c16d6b5f398ef1e55e9c39f1646799afa0a0d5421","target":"record","created_at":"2026-07-05T07:24:56Z","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":"e1e94ee576a3402de7d8ccf62659dd8f1274fb7fccafc3dfb0d1702d009e75f7","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2023-11-14T13:27:07Z","title_canon_sha256":"c9d45136ad095d46b192987d3614197f1780526501a25118cf9a2a24572ca703"},"schema_version":"1.0","source":{"id":"2311.08152","kind":"arxiv","version":2}},"canonical_sha256":"784353add4c6d9d2e6a62033fd4476063a4c5be58abcc16cc3d231d5de5a93f8","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"784353add4c6d9d2e6a62033fd4476063a4c5be58abcc16cc3d231d5de5a93f8","first_computed_at":"2026-07-05T07:24:56.509400Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:24:56.509400Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"JgqPFPk19AOHwMoeV82h+kyX01JbBDEVqiN/UVjdx9uIy5zKyePtPhqp+P1c0k0r9vgbVtEVm1k5FOUJaja+BA==","signature_status":"signed_v1","signed_at":"2026-07-05T07:24:56.509948Z","signed_message":"canonical_sha256_bytes"},"source_id":"2311.08152","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:9b27e88833a177def57cf61c16d6b5f398ef1e55e9c39f1646799afa0a0d5421","sha256:43973272b0d991e3bede74b8a78a2ce4e8765e334ed669a080d5ae8e84b57818"],"state_sha256":"29d71d6294b9f33091868da21080482ed81d629f5023a6a228881195060d8ff2"}