{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:HM4MV6MGRF2VSNUWVU3PHFETJ6","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":"c9c78181439387a57d3a803850206977a4de02d45246f0d08630305afa43f1f1","cross_cats_sorted":["cs.AI","cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2023-09-22T17:12:45Z","title_canon_sha256":"b8f0f3bdac89629a96078b92d04498f063ed56ce14a910d486ce6b9ad679036e"},"schema_version":"1.0","source":{"id":"2309.13007","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2309.13007","created_at":"2026-07-05T08:35:18Z"},{"alias_kind":"arxiv_version","alias_value":"2309.13007v3","created_at":"2026-07-05T08:35:18Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2309.13007","created_at":"2026-07-05T08:35:18Z"},{"alias_kind":"pith_short_12","alias_value":"HM4MV6MGRF2V","created_at":"2026-07-05T08:35:18Z"},{"alias_kind":"pith_short_16","alias_value":"HM4MV6MGRF2VSNUW","created_at":"2026-07-05T08:35:18Z"},{"alias_kind":"pith_short_8","alias_value":"HM4MV6MG","created_at":"2026-07-05T08:35:18Z"}],"graph_snapshots":[{"event_id":"sha256:31cc49744757b9a6da0b3b7f2cbe8116cbbd2835f16eed1cfd3008584cfdba1d","target":"graph","created_at":"2026-07-05T08:35:18Z","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/2309.13007/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Large Language Models (LLMs) still struggle with natural language reasoning tasks. Motivated by the society of minds (Minsky, 1988), we propose ReConcile, a multi-model multi-agent framework designed as a round table conference among diverse LLM agents. ReConcile enhances collaborative reasoning between LLM agents via multiple rounds of discussion, learning to convince other agents to improve their answers, and employing a confidence-weighted voting mechanism that leads to a better consensus. In each round, ReConcile initiates discussion between agents via a 'discussion prompt' that consists o","authors_text":"Justin Chih-Yao Chen, Mohit Bansal, Swarnadeep Saha","cross_cats":["cs.AI","cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2023-09-22T17:12:45Z","title":"ReConcile: Round-Table Conference Improves Reasoning via Consensus among Diverse LLMs"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2309.13007","kind":"arxiv","version":3},"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":"sha256:0cec1c9b924ae2a1725b1429bf2f3b73943ab83c609e7b7247e0ee5af5f32436","target":"record","created_at":"2026-07-05T08:35:18Z","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":"c9c78181439387a57d3a803850206977a4de02d45246f0d08630305afa43f1f1","cross_cats_sorted":["cs.AI","cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2023-09-22T17:12:45Z","title_canon_sha256":"b8f0f3bdac89629a96078b92d04498f063ed56ce14a910d486ce6b9ad679036e"},"schema_version":"1.0","source":{"id":"2309.13007","kind":"arxiv","version":3}},"canonical_sha256":"3b38caf9868975593696ad36f394934fa88b8f2ef7f6ffdf87f6c54d6ff9f5a3","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"3b38caf9868975593696ad36f394934fa88b8f2ef7f6ffdf87f6c54d6ff9f5a3","first_computed_at":"2026-07-05T08:35:18.025496Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:35:18.025496Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"cUVEW6ynYP+gapNUMfdGBKv3qlu/vMT+N64N5pF03e880mLTtyp5Zuoklwy8Wj9ECTvSNp+G+aUIZrsW6kvVAQ==","signature_status":"signed_v1","signed_at":"2026-07-05T08:35:18.025953Z","signed_message":"canonical_sha256_bytes"},"source_id":"2309.13007","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:0cec1c9b924ae2a1725b1429bf2f3b73943ab83c609e7b7247e0ee5af5f32436","sha256:31cc49744757b9a6da0b3b7f2cbe8116cbbd2835f16eed1cfd3008584cfdba1d"],"state_sha256":"daa856e90ac2e1182a055a44af68803c7351f460076d7636a772fc3136a659d5"}