{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:HCJR4KIYASAP4PHBHUEU2L77GJ","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":"32292f4106bf56182098fa624a8bab584b700e26d4c4686880e38842020b76d6","cross_cats_sorted":["cs.CE"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2024-11-09T12:06:40Z","title_canon_sha256":"f3424de8456c2e833767b62c996b70d4df759a352014518236f560e3323750a2"},"schema_version":"1.0","source":{"id":"2411.06159","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2411.06159","created_at":"2026-07-05T10:08:24Z"},{"alias_kind":"arxiv_version","alias_value":"2411.06159v3","created_at":"2026-07-05T10:08:24Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2411.06159","created_at":"2026-07-05T10:08:24Z"},{"alias_kind":"pith_short_12","alias_value":"HCJR4KIYASAP","created_at":"2026-07-05T10:08:24Z"},{"alias_kind":"pith_short_16","alias_value":"HCJR4KIYASAP4PHB","created_at":"2026-07-05T10:08:24Z"},{"alias_kind":"pith_short_8","alias_value":"HCJR4KIY","created_at":"2026-07-05T10:08:24Z"}],"graph_snapshots":[{"event_id":"sha256:b16859be10d87ab8027ca945e81cc5a8b77f0d46464ce13685182aad7871e412","target":"graph","created_at":"2026-07-05T10:08:24Z","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/2411.06159/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Literature reviews play a crucial role in scientific research for understanding the current state of research, identifying gaps, and guiding future studies on specific topics. However, the process of conducting a comprehensive literature review is yet time-consuming. This paper proposes a novel framework, collaborative knowledge minigraph agents (CKMAs), to automate scholarly literature reviews. A novel prompt-based algorithm, the knowledge minigraph construction agent (KMCA), is designed to identify relations between concepts from academic literature and automatically constructs knowledge min","authors_text":"Gong Chen, Jiannong Cao, Sheng-hua Zhong, Yan Liu, Yu Yang, Zhi Zhang","cross_cats":["cs.CE"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2024-11-09T12:06:40Z","title":"Mixture of Knowledge Minigraph Agents for Literature Review Generation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2411.06159","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":"sha256:241b2d12d494152f105f96cf1ae9e8553cd70be69fcd3a44e32ddb1226127129","target":"record","created_at":"2026-07-05T10:08:24Z","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":"32292f4106bf56182098fa624a8bab584b700e26d4c4686880e38842020b76d6","cross_cats_sorted":["cs.CE"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2024-11-09T12:06:40Z","title_canon_sha256":"f3424de8456c2e833767b62c996b70d4df759a352014518236f560e3323750a2"},"schema_version":"1.0","source":{"id":"2411.06159","kind":"arxiv","version":3}},"canonical_sha256":"38931e29180480fe3ce13d094d2fff32633a6fc754ff4518e63014df6bfe97e4","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"38931e29180480fe3ce13d094d2fff32633a6fc754ff4518e63014df6bfe97e4","first_computed_at":"2026-07-05T10:08:24.824718Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:08:24.824718Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"2Toc+VUHY58blln902Q8mu9KD83X/YnczmE7tUfOZYs1Po7NaVXamTId7FDiO5naNQ5R+lpygzLv82ZeHi2VBA==","signature_status":"signed_v1","signed_at":"2026-07-05T10:08:24.825245Z","signed_message":"canonical_sha256_bytes"},"source_id":"2411.06159","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:241b2d12d494152f105f96cf1ae9e8553cd70be69fcd3a44e32ddb1226127129","sha256:b16859be10d87ab8027ca945e81cc5a8b77f0d46464ce13685182aad7871e412"],"state_sha256":"08f45f1310b5a0851179e2f236a11c12b236a8d4e6b3fd666f4225b80268d179"}