{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2019:XYHEVG2AFAOWMRTBOUAS7X2QR4","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":"86f784008fdce003c6f91f86e7fc23fc089efd5325e6b4788129adbe24cc23c3","cross_cats_sorted":["cs.CL"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2019-10-21T19:29:06Z","title_canon_sha256":"91ac90cc3947556367b5d49327bded9f05b4b5a17358ff911e3f286f90221a7f"},"schema_version":"1.0","source":{"id":"1910.09621","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1910.09621","created_at":"2026-07-05T00:14:45Z"},{"alias_kind":"arxiv_version","alias_value":"1910.09621v3","created_at":"2026-07-05T00:14:45Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1910.09621","created_at":"2026-07-05T00:14:45Z"},{"alias_kind":"pith_short_12","alias_value":"XYHEVG2AFAOW","created_at":"2026-07-05T00:14:45Z"},{"alias_kind":"pith_short_16","alias_value":"XYHEVG2AFAOWMRTB","created_at":"2026-07-05T00:14:45Z"},{"alias_kind":"pith_short_8","alias_value":"XYHEVG2A","created_at":"2026-07-05T00:14:45Z"}],"graph_snapshots":[{"event_id":"sha256:929c81edba57b977f26aa4c76b401922be348ea5c505e2bb837473cf2feb2b7d","target":"graph","created_at":"2026-07-05T00:14:45Z","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/1910.09621/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"From 2016 to 2018, we developed and deployed Chorus, a system that blends real-time human computation with artificial intelligence (AI) and has real-world, open conversations with users. We took a top-down approach that started with a working crowd-powered system, Chorus, and then created a framework, Evorus, that enables Chorus to automate itself over time. Over our two-year deployment, more than 420 users talked with Chorus, having over 2,200 conversation sessions. This line of work demonstrated how a crowd-powered conversational assistant can be automated over time, and more importantly, ho","authors_text":"Ting-Hao 'Kenneth' Huang","cross_cats":["cs.CL"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2019-10-21T19:29:06Z","title":"On Automating Conversations"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1910.09621","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:debe3e071604d97fc8f045094ae5a0db068af8107206ac8aa508a867ffb39c81","target":"record","created_at":"2026-07-05T00:14:45Z","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":"86f784008fdce003c6f91f86e7fc23fc089efd5325e6b4788129adbe24cc23c3","cross_cats_sorted":["cs.CL"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2019-10-21T19:29:06Z","title_canon_sha256":"91ac90cc3947556367b5d49327bded9f05b4b5a17358ff911e3f286f90221a7f"},"schema_version":"1.0","source":{"id":"1910.09621","kind":"arxiv","version":3}},"canonical_sha256":"be0e4a9b40281d66466175012fdf508f1ec7a06125434b446be32f43968b9ac5","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"be0e4a9b40281d66466175012fdf508f1ec7a06125434b446be32f43968b9ac5","first_computed_at":"2026-07-05T00:14:45.127965Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T00:14:45.127965Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"wYzNALYA/puS+BCeOI5ZMRGUHy2Ep+w072oH2F2O92+28TX9TATprNwyzFFAYp4neSjBCAEO8DaxH1Hz56L4CQ==","signature_status":"signed_v1","signed_at":"2026-07-05T00:14:45.128298Z","signed_message":"canonical_sha256_bytes"},"source_id":"1910.09621","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:debe3e071604d97fc8f045094ae5a0db068af8107206ac8aa508a867ffb39c81","sha256:929c81edba57b977f26aa4c76b401922be348ea5c505e2bb837473cf2feb2b7d"],"state_sha256":"41b21a59cfa07eff5abb972c884c9195af7077a758d76bf8674c5ea63c33c4e2"}