{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:FGDNS34KQL6QL5FO5BX3RXNAZT","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":"62019c49545f114d073f72f31533b695062eedaf659095ea9dc048c74324e8f0","cross_cats_sorted":["cs.CL","cs.CY","cs.HC"],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.SI","submitted_at":"2023-06-20T22:52:51Z","title_canon_sha256":"7a636211638b1289aab4a1f355367662f4da36b5799481c8c9a2114280e41270"},"schema_version":"1.0","source":{"id":"2306.11932","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2306.11932","created_at":"2026-07-05T06:23:08Z"},{"alias_kind":"arxiv_version","alias_value":"2306.11932v1","created_at":"2026-07-05T06:23:08Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2306.11932","created_at":"2026-07-05T06:23:08Z"},{"alias_kind":"pith_short_12","alias_value":"FGDNS34KQL6Q","created_at":"2026-07-05T06:23:08Z"},{"alias_kind":"pith_short_16","alias_value":"FGDNS34KQL6QL5FO","created_at":"2026-07-05T06:23:08Z"},{"alias_kind":"pith_short_8","alias_value":"FGDNS34K","created_at":"2026-07-05T06:23:08Z"}],"graph_snapshots":[{"event_id":"sha256:fcf9f24124dd2360208c8e528cd42e59c6a3ec0721e6e7ed157ba455f25a7f1d","target":"graph","created_at":"2026-07-05T06:23:08Z","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/2306.11932/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Polis is a platform that leverages machine intelligence to scale up deliberative processes. In this paper, we explore the opportunities and risks associated with applying Large Language Models (LLMs) towards challenges with facilitating, moderating and summarizing the results of Polis engagements. In particular, we demonstrate with pilot experiments using Anthropic's Claude that LLMs can indeed augment human intelligence to help more efficiently run Polis conversations. In particular, we find that summarization capabilities enable categorically new methods with immense promise to empower the p","authors_text":"Christopher T. Small, Colin Megill, Deep Ganguli, Elizabeth Barry, Esin Durmus, Hadjar Homaei, Ivan Vendrov, Julien Cornebise, Ted Suzman","cross_cats":["cs.CL","cs.CY","cs.HC"],"headline":"","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.SI","submitted_at":"2023-06-20T22:52:51Z","title":"Opportunities and Risks of LLMs for Scalable Deliberation with Polis"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2306.11932","kind":"arxiv","version":1},"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":"sha256:706ecd25133ceac2a7554c42a551f4fa10beff26b13a355b52b9aaf433fc9f39","target":"record","created_at":"2026-07-05T06:23:08Z","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":"62019c49545f114d073f72f31533b695062eedaf659095ea9dc048c74324e8f0","cross_cats_sorted":["cs.CL","cs.CY","cs.HC"],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.SI","submitted_at":"2023-06-20T22:52:51Z","title_canon_sha256":"7a636211638b1289aab4a1f355367662f4da36b5799481c8c9a2114280e41270"},"schema_version":"1.0","source":{"id":"2306.11932","kind":"arxiv","version":1}},"canonical_sha256":"2986d96f8a82fd05f4aee86fb8dda0ccc42828bc48f50fcbc55170f00c9132d4","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"2986d96f8a82fd05f4aee86fb8dda0ccc42828bc48f50fcbc55170f00c9132d4","first_computed_at":"2026-07-05T06:23:08.673145Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T06:23:08.673145Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"5VOu5ZEwiOjnzA/kzs3ocCXYzKyRb3GHBI0uPAorOFjQ9naQAONZHWlkSJI9k24Cz5gpCRSDYOBwEDGXkL7mCQ==","signature_status":"signed_v1","signed_at":"2026-07-05T06:23:08.673594Z","signed_message":"canonical_sha256_bytes"},"source_id":"2306.11932","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:706ecd25133ceac2a7554c42a551f4fa10beff26b13a355b52b9aaf433fc9f39","sha256:fcf9f24124dd2360208c8e528cd42e59c6a3ec0721e6e7ed157ba455f25a7f1d"],"state_sha256":"4a1e5ce46480173bf712266645469dd71bdfa7dfd48f0fab5a107993bd9e1f5b"}