{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:5J544Z33S6MJSWIGSE4DFHRBGN","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":"54b943bef5e3eb4f238a528fc01b09d1aeb76cf18c04cffb077c9864b226774b","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2024-01-24T18:45:34Z","title_canon_sha256":"2d232e9df4b283f240afe14835e33d817ca9a78dad74a733d3b84d78ba6d942e"},"schema_version":"1.0","source":{"id":"2401.13726","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2401.13726","created_at":"2026-07-05T07:37:16Z"},{"alias_kind":"arxiv_version","alias_value":"2401.13726v1","created_at":"2026-07-05T07:37:16Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2401.13726","created_at":"2026-07-05T07:37:16Z"},{"alias_kind":"pith_short_12","alias_value":"5J544Z33S6MJ","created_at":"2026-07-05T07:37:16Z"},{"alias_kind":"pith_short_16","alias_value":"5J544Z33S6MJSWIG","created_at":"2026-07-05T07:37:16Z"},{"alias_kind":"pith_short_8","alias_value":"5J544Z33","created_at":"2026-07-05T07:37:16Z"}],"graph_snapshots":[{"event_id":"sha256:7cfac7684cd8311e5584741b219b98e36bd2b63a4c4e2ed1c0f833a88021a310","target":"graph","created_at":"2026-07-05T07:37:16Z","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/2401.13726/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Large language models (LLMs) are capable of generating multiple responses to a single prompt, yet little effort has been expended to help end-users or system designers make use of this capability. In this paper, we explore how to present many LLM responses at once. We design five features, which include both pre-existing and novel methods for computing similarities and differences across textual documents, as well as how to render their outputs. We report on a controlled user study (n=24) and eight case studies evaluating these features and how they support users in different tasks. We find th","authors_text":"Chelse Swoopes, Elena L. Glassman, Jonathan K. Kummerfeld, Katy Ilonka Gero, Ziwei Gu","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2024-01-24T18:45:34Z","title":"Supporting Sensemaking of Large Language Model Outputs at Scale"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2401.13726","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":"sha256:83ed03207e05b8ab03abd5736af566947079416cd25c97b3970c73a05a463713","target":"record","created_at":"2026-07-05T07:37:16Z","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":"54b943bef5e3eb4f238a528fc01b09d1aeb76cf18c04cffb077c9864b226774b","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2024-01-24T18:45:34Z","title_canon_sha256":"2d232e9df4b283f240afe14835e33d817ca9a78dad74a733d3b84d78ba6d942e"},"schema_version":"1.0","source":{"id":"2401.13726","kind":"arxiv","version":1}},"canonical_sha256":"ea7bce677b97989959069138329e21337092e6b73a2415599f14f8591fc2e554","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"ea7bce677b97989959069138329e21337092e6b73a2415599f14f8591fc2e554","first_computed_at":"2026-07-05T07:37:16.623585Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:37:16.623585Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"cLG7lDbXrsMC+4k0LnwVBaeG98GLA5Mr6/BAZjJcT1WpdqJerGrqrVeb3LAWs3FxqLzAbNcfgHOMU6GlJ91BCw==","signature_status":"signed_v1","signed_at":"2026-07-05T07:37:16.623996Z","signed_message":"canonical_sha256_bytes"},"source_id":"2401.13726","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:83ed03207e05b8ab03abd5736af566947079416cd25c97b3970c73a05a463713","sha256:7cfac7684cd8311e5584741b219b98e36bd2b63a4c4e2ed1c0f833a88021a310"],"state_sha256":"3ac39e3decf4c1d0ae3bd02c0e5933a8575cecf6914a3f548777eafc8693948a"}