{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2019:R3IMINZKVMADSNCGP2XGL4RNIH","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":"0442427f316a0a3417a54626778d8c731278f368b90d6faae27276a9fcc07128","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2019-08-02T02:19:21Z","title_canon_sha256":"23c52bf45732ebb37db2be2c484933f33b7bb542296431c5b9ba4e8642429230"},"schema_version":"1.0","source":{"id":"1908.00681","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1908.00681","created_at":"2026-07-05T00:10:03Z"},{"alias_kind":"arxiv_version","alias_value":"1908.00681v2","created_at":"2026-07-05T00:10:03Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1908.00681","created_at":"2026-07-05T00:10:03Z"},{"alias_kind":"pith_short_12","alias_value":"R3IMINZKVMAD","created_at":"2026-07-05T00:10:03Z"},{"alias_kind":"pith_short_16","alias_value":"R3IMINZKVMADSNCG","created_at":"2026-07-05T00:10:03Z"},{"alias_kind":"pith_short_8","alias_value":"R3IMINZK","created_at":"2026-07-05T00:10:03Z"}],"graph_snapshots":[{"event_id":"sha256:d12a8dedf8c32930271387c11dcfb46ecc054cd994f24dce20d006398c08385b","target":"graph","created_at":"2026-07-05T00:10:03Z","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/1908.00681/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Dataflow visualization systems enable flexible visual data exploration by allowing the user to construct a dataflow diagram that composes query and visualization modules to specify system functionality. However learning dataflow diagram usage presents overhead that often discourages the user. In this work we design FlowSense, a natural language interface for dataflow visualization systems that utilizes state-of-the-art natural language processing techniques to assist dataflow diagram construction. FlowSense employs a semantic parser with special utterance tagging and special utterance placehol","authors_text":"Bowen Yu, Claudio T. Silva","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2019-08-02T02:19:21Z","title":"FlowSense: A Natural Language Interface for Visual Data Exploration within a Dataflow System"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1908.00681","kind":"arxiv","version":2},"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":"sha256:368defae56475d0faaa5914bef7a311d6970aeabf2dd7dffbe69477a689cb0c7","target":"record","created_at":"2026-07-05T00:10:03Z","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":"0442427f316a0a3417a54626778d8c731278f368b90d6faae27276a9fcc07128","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2019-08-02T02:19:21Z","title_canon_sha256":"23c52bf45732ebb37db2be2c484933f33b7bb542296431c5b9ba4e8642429230"},"schema_version":"1.0","source":{"id":"1908.00681","kind":"arxiv","version":2}},"canonical_sha256":"8ed0c4372aab003934467eae65f22d41e591b75172a4a28841909a4892413304","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"8ed0c4372aab003934467eae65f22d41e591b75172a4a28841909a4892413304","first_computed_at":"2026-07-05T00:10:03.471947Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T00:10:03.471947Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"rpO98RGAsMxkP7OGz8YQwaqt2PmvRMtBaeiUgZGjde8XgsNbPmXvhy082vmG1S3PbAjD3XrAHnOa/37G4PlkAw==","signature_status":"signed_v1","signed_at":"2026-07-05T00:10:03.472283Z","signed_message":"canonical_sha256_bytes"},"source_id":"1908.00681","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:368defae56475d0faaa5914bef7a311d6970aeabf2dd7dffbe69477a689cb0c7","sha256:d12a8dedf8c32930271387c11dcfb46ecc054cd994f24dce20d006398c08385b"],"state_sha256":"ba9fbed4bec98b01cd7c6ca71cd218dbd3ceaccba50a608e54e48ce842e2feb7"}