{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:QADVYKLK7HDREEPWI7M6BD5IBZ","short_pith_number":"pith:QADVYKLK","canonical_record":{"source":{"id":"2412.09988","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.CY","submitted_at":"2024-12-13T09:15:20Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"9aeac46b6053602fc743f9c90486a01586eb44f52bd86d190b64a21316598a3b","abstract_canon_sha256":"93a4423683292a25e38528336aa30ad00a402c793f76fa5839b8b2701b0a390d"},"schema_version":"1.0"},"canonical_sha256":"80075c296af9c71211f647d9e08fa80e47c61452e28bed22020a0270c0c89b13","source":{"kind":"arxiv","id":"2412.09988","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2412.09988","created_at":"2026-07-05T09:48:45Z"},{"alias_kind":"arxiv_version","alias_value":"2412.09988v1","created_at":"2026-07-05T09:48:45Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2412.09988","created_at":"2026-07-05T09:48:45Z"},{"alias_kind":"pith_short_12","alias_value":"QADVYKLK7HDR","created_at":"2026-07-05T09:48:45Z"},{"alias_kind":"pith_short_16","alias_value":"QADVYKLK7HDREEPW","created_at":"2026-07-05T09:48:45Z"},{"alias_kind":"pith_short_8","alias_value":"QADVYKLK","created_at":"2026-07-05T09:48:45Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:QADVYKLK7HDREEPWI7M6BD5IBZ","target":"record","payload":{"canonical_record":{"source":{"id":"2412.09988","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.CY","submitted_at":"2024-12-13T09:15:20Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"9aeac46b6053602fc743f9c90486a01586eb44f52bd86d190b64a21316598a3b","abstract_canon_sha256":"93a4423683292a25e38528336aa30ad00a402c793f76fa5839b8b2701b0a390d"},"schema_version":"1.0"},"canonical_sha256":"80075c296af9c71211f647d9e08fa80e47c61452e28bed22020a0270c0c89b13","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:48:45.010574Z","signature_b64":"yHtowMofZG2RJaYJJh79to3ksiZYO/PQ2YoEKWD1Pon5iheFLacX8bdtFQXAG4G9BB584LGdinPHaDsgrkgoDA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"80075c296af9c71211f647d9e08fa80e47c61452e28bed22020a0270c0c89b13","last_reissued_at":"2026-07-05T09:48:45.010159Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:48:45.010159Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2412.09988","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T09:48:45Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"P0hEvqI/Q89HBDHnktTV4IuKUH+OekYSJUFSIvQPftMputsA3QD5L42h3Azvjda6CpDSiuoWW18oJye8oqWWBw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-24T04:04:28.056173Z"},"content_sha256":"64658adceadd9167f441a7defc97bb337e4ed22ffa1f6b1b7aaa324a9fd87034","schema_version":"1.0","event_id":"sha256:64658adceadd9167f441a7defc97bb337e4ed22ffa1f6b1b7aaa324a9fd87034"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:QADVYKLK7HDREEPWI7M6BD5IBZ","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"AI and the Future of Digital Public Squares","license":"http://creativecommons.org/licenses/by-sa/4.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.CY","authors_text":"Alice Marwick, Amy Zhang, Andrew Konya, Audrey Tang, Aviv Ovadya, Beth Goldberg, Carl Miller, Christopher Small, Dalit Shalom, Diana Acosta-Navas, Divya Siddarth, Emily Saltz, Felix Sieker, Grace Kwak Danciu, H\\'el\\`ene Landemore, Ian Beacock, Jonathan Stray, Lisa Schirch, Matt Botvinick, Michael Henry Tessler, Michiel Bakker, Nandika Donthi, Nathanael Fast, Prateek Buch, Ravi Iyer, Ren\\'ee DiResta, Zaria Jalan","submitted_at":"2024-12-13T09:15:20Z","abstract_excerpt":"Two substantial technological advances have reshaped the public square in recent decades: first with the advent of the internet and second with the recent introduction of large language models (LLMs). LLMs offer opportunities for a paradigm shift towards more decentralized, participatory online spaces that can be used to facilitate deliberative dialogues at scale, but also create risks of exacerbating societal schisms. Here, we explore four applications of LLMs to improve digital public squares: collective dialogue systems, bridging systems, community moderation, and proof-of-humanity systems."},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2412.09988","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2412.09988/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T09:48:45Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"aIeTgJZaL6AtAtxRze9T7yd62u+D0qzmkrarduqpUd+fc/i+6QBt2xFnQQhha8S+JDK3t7aPnTFnu2Bp7g10Aw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-24T04:04:28.056576Z"},"content_sha256":"0bcf59229fdfe0f9abe7fe053f97e47a1e1d628ac44bc8a7fe5baf1a6d3da3b9","schema_version":"1.0","event_id":"sha256:0bcf59229fdfe0f9abe7fe053f97e47a1e1d628ac44bc8a7fe5baf1a6d3da3b9"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/QADVYKLK7HDREEPWI7M6BD5IBZ/bundle.json","state_url":"https://pith.science/pith/QADVYKLK7HDREEPWI7M6BD5IBZ/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/QADVYKLK7HDREEPWI7M6BD5IBZ/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-07-24T04:04:28Z","links":{"resolver":"https://pith.science/pith/QADVYKLK7HDREEPWI7M6BD5IBZ","bundle":"https://pith.science/pith/QADVYKLK7HDREEPWI7M6BD5IBZ/bundle.json","state":"https://pith.science/pith/QADVYKLK7HDREEPWI7M6BD5IBZ/state.json","well_known_bundle":"https://pith.science/.well-known/pith/QADVYKLK7HDREEPWI7M6BD5IBZ/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:QADVYKLK7HDREEPWI7M6BD5IBZ","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":"93a4423683292a25e38528336aa30ad00a402c793f76fa5839b8b2701b0a390d","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.CY","submitted_at":"2024-12-13T09:15:20Z","title_canon_sha256":"9aeac46b6053602fc743f9c90486a01586eb44f52bd86d190b64a21316598a3b"},"schema_version":"1.0","source":{"id":"2412.09988","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2412.09988","created_at":"2026-07-05T09:48:45Z"},{"alias_kind":"arxiv_version","alias_value":"2412.09988v1","created_at":"2026-07-05T09:48:45Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2412.09988","created_at":"2026-07-05T09:48:45Z"},{"alias_kind":"pith_short_12","alias_value":"QADVYKLK7HDR","created_at":"2026-07-05T09:48:45Z"},{"alias_kind":"pith_short_16","alias_value":"QADVYKLK7HDREEPW","created_at":"2026-07-05T09:48:45Z"},{"alias_kind":"pith_short_8","alias_value":"QADVYKLK","created_at":"2026-07-05T09:48:45Z"}],"graph_snapshots":[{"event_id":"sha256:0bcf59229fdfe0f9abe7fe053f97e47a1e1d628ac44bc8a7fe5baf1a6d3da3b9","target":"graph","created_at":"2026-07-05T09:48:45Z","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/2412.09988/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Two substantial technological advances have reshaped the public square in recent decades: first with the advent of the internet and second with the recent introduction of large language models (LLMs). LLMs offer opportunities for a paradigm shift towards more decentralized, participatory online spaces that can be used to facilitate deliberative dialogues at scale, but also create risks of exacerbating societal schisms. Here, we explore four applications of LLMs to improve digital public squares: collective dialogue systems, bridging systems, community moderation, and proof-of-humanity systems.","authors_text":"Alice Marwick, Amy Zhang, Andrew Konya, Audrey Tang, Aviv Ovadya, Beth Goldberg, Carl Miller, Christopher Small, Dalit Shalom, Diana Acosta-Navas, Divya Siddarth, Emily Saltz, Felix Sieker, Grace Kwak Danciu, H\\'el\\`ene Landemore, Ian Beacock, Jonathan Stray, Lisa Schirch, Matt Botvinick, Michael Henry Tessler, Michiel Bakker, Nandika Donthi, Nathanael Fast, Prateek Buch, Ravi Iyer, Ren\\'ee DiResta, Zaria Jalan","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.CY","submitted_at":"2024-12-13T09:15:20Z","title":"AI and the Future of Digital Public Squares"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2412.09988","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":"sha256:64658adceadd9167f441a7defc97bb337e4ed22ffa1f6b1b7aaa324a9fd87034","target":"record","created_at":"2026-07-05T09:48:45Z","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":"93a4423683292a25e38528336aa30ad00a402c793f76fa5839b8b2701b0a390d","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.CY","submitted_at":"2024-12-13T09:15:20Z","title_canon_sha256":"9aeac46b6053602fc743f9c90486a01586eb44f52bd86d190b64a21316598a3b"},"schema_version":"1.0","source":{"id":"2412.09988","kind":"arxiv","version":1}},"canonical_sha256":"80075c296af9c71211f647d9e08fa80e47c61452e28bed22020a0270c0c89b13","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"80075c296af9c71211f647d9e08fa80e47c61452e28bed22020a0270c0c89b13","first_computed_at":"2026-07-05T09:48:45.010159Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:48:45.010159Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"yHtowMofZG2RJaYJJh79to3ksiZYO/PQ2YoEKWD1Pon5iheFLacX8bdtFQXAG4G9BB584LGdinPHaDsgrkgoDA==","signature_status":"signed_v1","signed_at":"2026-07-05T09:48:45.010574Z","signed_message":"canonical_sha256_bytes"},"source_id":"2412.09988","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:64658adceadd9167f441a7defc97bb337e4ed22ffa1f6b1b7aaa324a9fd87034","sha256:0bcf59229fdfe0f9abe7fe053f97e47a1e1d628ac44bc8a7fe5baf1a6d3da3b9"],"state_sha256":"58f1cc206231ef740c3f58baaa0b700b04a6eb8b544010485a07369f20de5b06"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"DJvBxtNzlF+cKAWd858hssGokiw5nqXICX0/e6UfEeZwLx3lxAL+qev9EsjdDxGkBEiNzryUT5lIzwnbAXD0AA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-24T04:04:28.059147Z","bundle_sha256":"10d5ca2a7d11cfd6c7ec7bd4ba7e8ca391a22f03e7c54b15213d9933d2e1526d"}}