{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:TUBVAGLGXM3YJO6HBAGSLZQCPZ","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":"93b105daa777a277a69c435466dfed7132d2c0f4883d3289a2504d9bf1a8bd8b","cross_cats_sorted":["cs.CY"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2025-04-16T21:24:41Z","title_canon_sha256":"610a4f680cdbc9f0777836da37478ba88452e1f72dfd77bebbb7c85b79c50348"},"schema_version":"1.0","source":{"id":"2504.12495","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2504.12495","created_at":"2026-07-05T10:50:17Z"},{"alias_kind":"arxiv_version","alias_value":"2504.12495v1","created_at":"2026-07-05T10:50:17Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2504.12495","created_at":"2026-07-05T10:50:17Z"},{"alias_kind":"pith_short_12","alias_value":"TUBVAGLGXM3Y","created_at":"2026-07-05T10:50:17Z"},{"alias_kind":"pith_short_16","alias_value":"TUBVAGLGXM3YJO6H","created_at":"2026-07-05T10:50:17Z"},{"alias_kind":"pith_short_8","alias_value":"TUBVAGLG","created_at":"2026-07-05T10:50:17Z"}],"graph_snapshots":[{"event_id":"sha256:f29a205e96927c9fcc4ba549ca4c24d9157672b53a0ace128016d37dac8b2f6c","target":"graph","created_at":"2026-07-05T10:50:17Z","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/2504.12495/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Working with documents is a key part of almost any knowledge work, from contextualizing research in a literature review to reviewing legal precedent. Recently, as their capabilities have expanded, primarily text-based NLP systems have often been billed as able to assist or even automate this kind of work. But to what extent are these systems able to model these tasks as experts conceptualize and perform them now? In this study, we interview sixteen domain experts across two domains to understand their processes of document research, and compare it to the current state of NLP systems. We find t","authors_text":"Emma Strubell, Jeremiah Milbauer, Nupoor Gandhi, Sireesh Gururaja","cross_cats":["cs.CY"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2025-04-16T21:24:41Z","title":"Beyond Text: Characterizing Domain Expert Needs in Document Research"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2504.12495","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:ff459b00ca52d22bb3cc10fae9ee9e7497507b851c31e1be386bcea48794050d","target":"record","created_at":"2026-07-05T10:50:17Z","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":"93b105daa777a277a69c435466dfed7132d2c0f4883d3289a2504d9bf1a8bd8b","cross_cats_sorted":["cs.CY"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2025-04-16T21:24:41Z","title_canon_sha256":"610a4f680cdbc9f0777836da37478ba88452e1f72dfd77bebbb7c85b79c50348"},"schema_version":"1.0","source":{"id":"2504.12495","kind":"arxiv","version":1}},"canonical_sha256":"9d03501966bb3784bbc7080d25e6027e51ef22e8a2117b8b9476338773159f36","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"9d03501966bb3784bbc7080d25e6027e51ef22e8a2117b8b9476338773159f36","first_computed_at":"2026-07-05T10:50:17.254025Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:50:17.254025Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"6HUrFfgTVP+l6gKuwNYUeZVGVXXmj5s9pHg0XkSePoh+4wKY8eLePOnhwDThrrr3rAsWkT9fjgT0lJx4gxdfDw==","signature_status":"signed_v1","signed_at":"2026-07-05T10:50:17.254510Z","signed_message":"canonical_sha256_bytes"},"source_id":"2504.12495","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:ff459b00ca52d22bb3cc10fae9ee9e7497507b851c31e1be386bcea48794050d","sha256:f29a205e96927c9fcc4ba549ca4c24d9157672b53a0ace128016d37dac8b2f6c"],"state_sha256":"cc5e16bb243f6ec1c19464c84b6f4cc8dd17fec117eb4ce858b023efcbfbc73c"}