{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:IMRKFXKC7V6QKVTUR7HG67YUTM","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":"19cbc8c77718d1de281555bc7132d0e4475cf9bea011461f3a0b03808d3a70ed","cross_cats_sorted":["cs.AI","cs.CL","cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2023-12-01T18:31:28Z","title_canon_sha256":"00e559e90c00c37bed26809c5270b3b95c685f8fcdeb5b3981327c49b4c2894a"},"schema_version":"1.0","source":{"id":"2312.00763","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2312.00763","created_at":"2026-07-05T07:19:13Z"},{"alias_kind":"arxiv_version","alias_value":"2312.00763v1","created_at":"2026-07-05T07:19:13Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2312.00763","created_at":"2026-07-05T07:19:13Z"},{"alias_kind":"pith_short_12","alias_value":"IMRKFXKC7V6Q","created_at":"2026-07-05T07:19:13Z"},{"alias_kind":"pith_short_16","alias_value":"IMRKFXKC7V6QKVTU","created_at":"2026-07-05T07:19:13Z"},{"alias_kind":"pith_short_8","alias_value":"IMRKFXKC","created_at":"2026-07-05T07:19:13Z"}],"graph_snapshots":[{"event_id":"sha256:608a899c42133f3fcfba22ce45816211776f6161ca5ded26ba083955ed127658","target":"graph","created_at":"2026-07-05T07:19:13Z","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/2312.00763/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Large language model (LLM) powered chatbots are primarily text-based today, and impose a large interactional cognitive load, especially for exploratory or sensemaking tasks such as planning a trip or learning about a new city. Because the interaction is textual, users have little scaffolding in the way of structure, informational \"scent\", or ability to specify high-level preferences or goals. We introduce ExploreLLM that allows users to structure thoughts, help explore different options, navigate through the choices and recommendations, and to more easily steer models to generate more personal","authors_text":"Ariel Liu, Chinmay Kulkarni, Ed Chi, Heng-Tze Cheng, Jilin Chen, Quoc Le, Sophie Su, Swaroop Mishra, Xiao Ma","cross_cats":["cs.AI","cs.CL","cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2023-12-01T18:31:28Z","title":"Beyond ChatBots: ExploreLLM for Structured Thoughts and Personalized Model Responses"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2312.00763","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":"sha256:6a1fc8d82926d251808929d95048f3c51bb10d4bfae018b90ec6b506a00ae302","target":"record","created_at":"2026-07-05T07:19:13Z","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":"19cbc8c77718d1de281555bc7132d0e4475cf9bea011461f3a0b03808d3a70ed","cross_cats_sorted":["cs.AI","cs.CL","cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2023-12-01T18:31:28Z","title_canon_sha256":"00e559e90c00c37bed26809c5270b3b95c685f8fcdeb5b3981327c49b4c2894a"},"schema_version":"1.0","source":{"id":"2312.00763","kind":"arxiv","version":1}},"canonical_sha256":"4322a2dd42fd7d0556748fce6f7f149b20ff0bf033447fc9d9c19d8d4c7091fa","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"4322a2dd42fd7d0556748fce6f7f149b20ff0bf033447fc9d9c19d8d4c7091fa","first_computed_at":"2026-07-05T07:19:13.996933Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:19:13.996933Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"TojGWwi5w/nKgyPTiBC+4V1otOvvA8Sd8DajAlLwgGcPZ4l2OLGLS9gDv0/flqDnZB/Ymc+scqrt3b/ByGZOCA==","signature_status":"signed_v1","signed_at":"2026-07-05T07:19:13.997421Z","signed_message":"canonical_sha256_bytes"},"source_id":"2312.00763","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:6a1fc8d82926d251808929d95048f3c51bb10d4bfae018b90ec6b506a00ae302","sha256:608a899c42133f3fcfba22ce45816211776f6161ca5ded26ba083955ed127658"],"state_sha256":"4e452f530b2e9d606df7bc63d97d4035cb2564d5c2ca089ed3820598ed2af237"}