{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:EEEUMLUDCZNU6LHPRGM3LX6KXY","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":"e7eeb65da34216e28ddc915bd0be8ccfc034cbbecd98ba22ee3c0b8016fec6e1","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2023-12-12T00:39:24Z","title_canon_sha256":"c4999b981388e8245193d058950a4293e23eb7da7d5e791bcf9046d8ec142cf1"},"schema_version":"1.0","source":{"id":"2312.06908","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2312.06908","created_at":"2026-07-05T09:14:29Z"},{"alias_kind":"arxiv_version","alias_value":"2312.06908v3","created_at":"2026-07-05T09:14:29Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2312.06908","created_at":"2026-07-05T09:14:29Z"},{"alias_kind":"pith_short_12","alias_value":"EEEUMLUDCZNU","created_at":"2026-07-05T09:14:29Z"},{"alias_kind":"pith_short_16","alias_value":"EEEUMLUDCZNU6LHP","created_at":"2026-07-05T09:14:29Z"},{"alias_kind":"pith_short_8","alias_value":"EEEUMLUD","created_at":"2026-07-05T09:14:29Z"}],"graph_snapshots":[{"event_id":"sha256:1a8fb40a2f5abf76943b159d245d3cf70609cea98c2b5396d710202e85088dfb","target":"graph","created_at":"2026-07-05T09:14:29Z","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/2312.06908/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"A critical factor in the success of decision support systems is the accurate modeling of user preferences. Psychology research has demonstrated that users often develop their preferences during the elicitation process, highlighting the pivotal role of system-user interaction in developing personalized systems. This paper introduces a novel approach, combining Large Language Models (LLMs) with Constraint Programming to facilitate interactive decision support. We study this hybrid framework through the lens of meeting scheduling, a time-consuming daily activity faced by a multitude of informatio","authors_text":"Bahareh Sarrafzadeh, Connor Lawless, Cristina St. Hill, Jakob Schoeffer, Jina Suh, Kael Rowan, Lindy Le, Shilad Sen","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2023-12-12T00:39:24Z","title":"\"I Want It That Way\": Enabling Interactive Decision Support Using Large Language Models and Constraint Programming"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2312.06908","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":"sha256:70387b4439ec09308ec5dae2ce7cf6671ecbfe626d9d6bf127f54b0fea0443a9","target":"record","created_at":"2026-07-05T09:14:29Z","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":"e7eeb65da34216e28ddc915bd0be8ccfc034cbbecd98ba22ee3c0b8016fec6e1","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2023-12-12T00:39:24Z","title_canon_sha256":"c4999b981388e8245193d058950a4293e23eb7da7d5e791bcf9046d8ec142cf1"},"schema_version":"1.0","source":{"id":"2312.06908","kind":"arxiv","version":3}},"canonical_sha256":"2109462e83165b4f2cef8999b5dfcabe03c4f47c99ae1c155cd2681288cdef80","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"2109462e83165b4f2cef8999b5dfcabe03c4f47c99ae1c155cd2681288cdef80","first_computed_at":"2026-07-05T09:14:29.335853Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:14:29.335853Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"sq6H7c/OPci6k6TxwRb2UOVPOoB6XIPXZCcAFiSVrFm62LHyW4ZZid7/oPOCbOsP52W7XLqTeKpXAIysMvy5Ag==","signature_status":"signed_v1","signed_at":"2026-07-05T09:14:29.336338Z","signed_message":"canonical_sha256_bytes"},"source_id":"2312.06908","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:70387b4439ec09308ec5dae2ce7cf6671ecbfe626d9d6bf127f54b0fea0443a9","sha256:1a8fb40a2f5abf76943b159d245d3cf70609cea98c2b5396d710202e85088dfb"],"state_sha256":"c339f983df887d6010fb057d743a8df2dc8eb468b6b36650540dd2026c26fead"}