{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2012:PICYBS42VZNEMNDSVCXC2Q6F5S","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":"8d80bc2fb0048088744dd733635aa4723321a793e747258ff0fca769bfc538f2","cross_cats_sorted":["cs.CL","physics.soc-ph"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SI","submitted_at":"2012-04-16T14:27:39Z","title_canon_sha256":"d3e11ae797e4c94a25dc67be914645ef9246c6fdcc973a83b46053a4da3d2e58"},"schema_version":"1.0","source":{"id":"1204.3498","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1204.3498","created_at":"2026-05-18T03:57:40Z"},{"alias_kind":"arxiv_version","alias_value":"1204.3498v2","created_at":"2026-05-18T03:57:40Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1204.3498","created_at":"2026-05-18T03:57:40Z"},{"alias_kind":"pith_short_12","alias_value":"PICYBS42VZNE","created_at":"2026-05-18T12:27:18Z"},{"alias_kind":"pith_short_16","alias_value":"PICYBS42VZNEMNDS","created_at":"2026-05-18T12:27:18Z"},{"alias_kind":"pith_short_8","alias_value":"PICYBS42","created_at":"2026-05-18T12:27:18Z"}],"graph_snapshots":[{"event_id":"sha256:4567adcd3716f0f8debc42c425dd6981b37d7e7effaeda072fd61f81bc434e7c","target":"graph","created_at":"2026-05-18T03:57:40Z","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"},"paper":{"abstract_excerpt":"This paper is focused on the computational analysis of collective discourse, a collective behavior seen in non-expert content contributions in online social media. We collect and analyze a wide range of real-world collective discourse datasets from movie user reviews to microblogs and news headlines to scientific citations. We show that all these datasets exhibit diversity of perspective, a property seen in other collective systems and a criterion in wise crowds. Our experiments also confirm that the network of different perspective co-occurrences exhibits the small-world property with high cl","authors_text":"Dragomir R. Radev, Vahed Qazvinian","cross_cats":["cs.CL","physics.soc-ph"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SI","submitted_at":"2012-04-16T14:27:39Z","title":"A Computational Analysis of Collective Discourse"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1204.3498","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:f941e6f5e69f2acb35e131305e031c95f24fb17da93aab838a41b11f7d9c5398","target":"record","created_at":"2026-05-18T03:57:40Z","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":"8d80bc2fb0048088744dd733635aa4723321a793e747258ff0fca769bfc538f2","cross_cats_sorted":["cs.CL","physics.soc-ph"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SI","submitted_at":"2012-04-16T14:27:39Z","title_canon_sha256":"d3e11ae797e4c94a25dc67be914645ef9246c6fdcc973a83b46053a4da3d2e58"},"schema_version":"1.0","source":{"id":"1204.3498","kind":"arxiv","version":2}},"canonical_sha256":"7a0580cb9aae5a463472a8ae2d43c5ec9b2695f40fa05c635d3841869a46fa6c","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"7a0580cb9aae5a463472a8ae2d43c5ec9b2695f40fa05c635d3841869a46fa6c","first_computed_at":"2026-05-18T03:57:40.062578Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T03:57:40.062578Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"wL7/Vj2gZd8EMpTRoOJ7izSgFh8B8NagTjk2GNBTidAJVBvCvdyjqPfaZBt/bnmEftQsFu55+zHWjRpumweKBQ==","signature_status":"signed_v1","signed_at":"2026-05-18T03:57:40.063210Z","signed_message":"canonical_sha256_bytes"},"source_id":"1204.3498","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:f941e6f5e69f2acb35e131305e031c95f24fb17da93aab838a41b11f7d9c5398","sha256:4567adcd3716f0f8debc42c425dd6981b37d7e7effaeda072fd61f81bc434e7c"],"state_sha256":"200d3dc600c39938c09e81d83b7b4f7e156e4f2dccf07edb8be99fb362f691bd"}