{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:ZDJDUWL2BJ5ZQGJS2DIRCEVTAR","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":"391fc7ea8aad63077af4a255778b5a15e03987e76f1030209f38b169c7219f36","cross_cats_sorted":["cs.AI","eess.AS"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SD","submitted_at":"2023-12-04T12:25:46Z","title_canon_sha256":"e7f310239916e84ba70df8911bdef29671b5505e04e132addb81ce75b480a0f9"},"schema_version":"1.0","source":{"id":"2312.01842","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2312.01842","created_at":"2026-07-05T07:20:00Z"},{"alias_kind":"arxiv_version","alias_value":"2312.01842v1","created_at":"2026-07-05T07:20:00Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2312.01842","created_at":"2026-07-05T07:20:00Z"},{"alias_kind":"pith_short_12","alias_value":"ZDJDUWL2BJ5Z","created_at":"2026-07-05T07:20:00Z"},{"alias_kind":"pith_short_16","alias_value":"ZDJDUWL2BJ5ZQGJS","created_at":"2026-07-05T07:20:00Z"},{"alias_kind":"pith_short_8","alias_value":"ZDJDUWL2","created_at":"2026-07-05T07:20:00Z"}],"graph_snapshots":[{"event_id":"sha256:ea9d23ad950586d4d7f298309faa5cee235e88b91de5ee6539f11277ae152611","target":"graph","created_at":"2026-07-05T07:20:00Z","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/2312.01842/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Dialogue state tracking plays a crucial role in extracting information in task-oriented dialogue systems. However, preceding research are limited to textual modalities, primarily due to the shortage of authentic human audio datasets. We address this by investigating synthetic audio data for audio-based DST. To this end, we develop cascading and end-to-end models, train them with our synthetic audio dataset, and test them on actual human speech data. To facilitate evaluation tailored to audio modalities, we introduce a novel PhonemeF1 to capture pronunciation similarity. Experimental results sh","authors_text":"Gary Geunbae Lee, Jihyun Lee, Wonjun Lee, Yejin Jeon, Yunsu Kim","cross_cats":["cs.AI","eess.AS"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SD","submitted_at":"2023-12-04T12:25:46Z","title":"Exploring the Viability of Synthetic Audio Data for Audio-Based Dialogue State Tracking"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2312.01842","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":"sha256:17d4c03cc3c759e5bd8bcdcb049e85aeaa23d663d4353b86f8a0fa2e1a87c151","target":"record","created_at":"2026-07-05T07:20:00Z","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":"391fc7ea8aad63077af4a255778b5a15e03987e76f1030209f38b169c7219f36","cross_cats_sorted":["cs.AI","eess.AS"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SD","submitted_at":"2023-12-04T12:25:46Z","title_canon_sha256":"e7f310239916e84ba70df8911bdef29671b5505e04e132addb81ce75b480a0f9"},"schema_version":"1.0","source":{"id":"2312.01842","kind":"arxiv","version":1}},"canonical_sha256":"c8d23a597a0a7b981932d0d11112b3046262287ea1ebbcd5274d2bdc7db21194","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"c8d23a597a0a7b981932d0d11112b3046262287ea1ebbcd5274d2bdc7db21194","first_computed_at":"2026-07-05T07:20:00.611252Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:20:00.611252Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"qlJvBGKeGUzxDKW3vDC1g7GaO56Kosb/EBupRzoZ3V+S66vWMgL4lrHMZEkl9RE5DS8h4RlGcJCRSmnPdF2jAw==","signature_status":"signed_v1","signed_at":"2026-07-05T07:20:00.611729Z","signed_message":"canonical_sha256_bytes"},"source_id":"2312.01842","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:17d4c03cc3c759e5bd8bcdcb049e85aeaa23d663d4353b86f8a0fa2e1a87c151","sha256:ea9d23ad950586d4d7f298309faa5cee235e88b91de5ee6539f11277ae152611"],"state_sha256":"976b0feb972b6e720aab66726b6d1754b076b78bce0b88d83333b68f40224fa0"}