{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:F2MAFB5X7MTGZY2OAUTORDBBUM","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":"37ba71a971099a88d43ecfd26d769664cd93532482b62a7bbe43008a605f62ab","cross_cats_sorted":["cs.CL","cs.IR"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2025-08-04T11:56:47Z","title_canon_sha256":"aa99281c11a03acbb8fb1e0ac4301a6c5a248a288e482cce74e40d2b8d23477b"},"schema_version":"1.0","source":{"id":"2508.02328","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2508.02328","created_at":"2026-07-05T11:48:12Z"},{"alias_kind":"arxiv_version","alias_value":"2508.02328v1","created_at":"2026-07-05T11:48:12Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2508.02328","created_at":"2026-07-05T11:48:12Z"},{"alias_kind":"pith_short_12","alias_value":"F2MAFB5X7MTG","created_at":"2026-07-05T11:48:12Z"},{"alias_kind":"pith_short_16","alias_value":"F2MAFB5X7MTGZY2O","created_at":"2026-07-05T11:48:12Z"},{"alias_kind":"pith_short_8","alias_value":"F2MAFB5X","created_at":"2026-07-05T11:48:12Z"}],"graph_snapshots":[{"event_id":"sha256:4bc8ddedcef3186cf8a99338530251ce0fc284eae189480a247cc20f2b904e64","target":"graph","created_at":"2026-07-05T11:48:12Z","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/2508.02328/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Conversational Recommender Systems (CRSs) deliver personalised recommendations through multi-turn natural language dialogue and increasingly support both task-oriented and exploratory interactions. Yet, the factors shaping user interaction preferences remain underexplored. In this within-subjects study (\\(N = 139\\)), participants experienced two scripted CRS dialogues, rated their experiences, and indicated the importance of eight system qualities. Logistic regression revealed that preference for the exploratory interaction was predicted by enjoyment, usefulness, novelty, and conversational qu","authors_text":"A. Baki Kocaballi, Mukesh Prasad, Raj Mahmud, Shlomo Berkovsky","cross_cats":["cs.CL","cs.IR"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2025-08-04T11:56:47Z","title":"Understanding User Preferences for Interaction Styles in Conversational Recommender Systems: The Predictive Role of System Qualities, User Experience, and Traits"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2508.02328","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":"sha256:87436beff0c09bd94885f60a34b62911e877d0868b8e7cf80781936920b22793","target":"record","created_at":"2026-07-05T11:48:12Z","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":"37ba71a971099a88d43ecfd26d769664cd93532482b62a7bbe43008a605f62ab","cross_cats_sorted":["cs.CL","cs.IR"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2025-08-04T11:56:47Z","title_canon_sha256":"aa99281c11a03acbb8fb1e0ac4301a6c5a248a288e482cce74e40d2b8d23477b"},"schema_version":"1.0","source":{"id":"2508.02328","kind":"arxiv","version":1}},"canonical_sha256":"2e980287b7fb266ce34e0526e88c21a32ac642e6f2da295ed921b5e624e037d9","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"2e980287b7fb266ce34e0526e88c21a32ac642e6f2da295ed921b5e624e037d9","first_computed_at":"2026-07-05T11:48:12.539587Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:48:12.539587Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"95pC/FtkUeWYGJoJ4QWIRb5fXaeAJnOQIN/HOBlsN4Hg0rnsuIORFtFrya0f206zJPVfDjDXg/5niGKYqxbtAA==","signature_status":"signed_v1","signed_at":"2026-07-05T11:48:12.540128Z","signed_message":"canonical_sha256_bytes"},"source_id":"2508.02328","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:87436beff0c09bd94885f60a34b62911e877d0868b8e7cf80781936920b22793","sha256:4bc8ddedcef3186cf8a99338530251ce0fc284eae189480a247cc20f2b904e64"],"state_sha256":"07fe96b91e615a41b8f463a7b2376328dea0f3d18bcb3593c320c5ec3c891cc4"}