{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2018:OMQ7D4DBC4SSM73AFPBGEGHVOL","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":"e406129208e15fdf18aa35e18d3b97e05aed6e3f693b90f4cb645fa62de5d405","cross_cats_sorted":["cs.AI","cs.IR"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2018-05-01T02:14:00Z","title_canon_sha256":"5e5af5604c184e3b4dd29b0caecb1bff180bc21b75cde02902f976af60e51446"},"schema_version":"1.0","source":{"id":"1805.00150","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1805.00150","created_at":"2026-05-18T00:16:13Z"},{"alias_kind":"arxiv_version","alias_value":"1805.00150v1","created_at":"2026-05-18T00:16:13Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1805.00150","created_at":"2026-05-18T00:16:13Z"},{"alias_kind":"pith_short_12","alias_value":"OMQ7D4DBC4SS","created_at":"2026-05-18T12:32:43Z"},{"alias_kind":"pith_short_16","alias_value":"OMQ7D4DBC4SSM73A","created_at":"2026-05-18T12:32:43Z"},{"alias_kind":"pith_short_8","alias_value":"OMQ7D4DB","created_at":"2026-05-18T12:32:43Z"}],"graph_snapshots":[{"event_id":"sha256:170c61a226f10914ec210bdd79a70febcea8ace6e91cec578cd39c4f41bfa1bf","target":"graph","created_at":"2026-05-18T00:16:13Z","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"},"paper":{"abstract_excerpt":"Dialogue management (DM) decides the next action of a dialogue system according to the current dialogue state, and thus plays a central role in task-oriented dialogue systems. Since dialogue management requires to have access to not only local utterances, but also the global semantics of the entire dialogue session, modeling the long-range history information is a critical issue. To this end, we propose a novel Memory-Augmented Dialogue management model (MAD) which employs a memory controller and two additional memory structures, i.e., a slot-value memory and an external memory. The slot-value","authors_text":"Feng Ji, Haiqing Chen, Minlie Huang, Xiaoyan Zhu, Zheng Zhang, Zhongzhou Zhao","cross_cats":["cs.AI","cs.IR"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2018-05-01T02:14:00Z","title":"Memory-augmented Dialogue Management for Task-oriented Dialogue Systems"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1805.00150","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:b87584f8f14c1ce8ff8fe68980267afa713d1758f95b2bb5c35377759f9c787e","target":"record","created_at":"2026-05-18T00:16:13Z","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":"e406129208e15fdf18aa35e18d3b97e05aed6e3f693b90f4cb645fa62de5d405","cross_cats_sorted":["cs.AI","cs.IR"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2018-05-01T02:14:00Z","title_canon_sha256":"5e5af5604c184e3b4dd29b0caecb1bff180bc21b75cde02902f976af60e51446"},"schema_version":"1.0","source":{"id":"1805.00150","kind":"arxiv","version":1}},"canonical_sha256":"7321f1f0611725267f602bc26218f572c3f3aa5eaa16ca4884d3c6e5396911e5","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"7321f1f0611725267f602bc26218f572c3f3aa5eaa16ca4884d3c6e5396911e5","first_computed_at":"2026-05-18T00:16:13.754652Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:16:13.754652Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"h+Air7SWkhsnXDFxFqYT95mdokuZzZMl/e/x/u3v+JKUmalsTmOGObemkCpIXlwbQE6klitB7WP8rfZlUqTBAg==","signature_status":"signed_v1","signed_at":"2026-05-18T00:16:13.755275Z","signed_message":"canonical_sha256_bytes"},"source_id":"1805.00150","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:b87584f8f14c1ce8ff8fe68980267afa713d1758f95b2bb5c35377759f9c787e","sha256:170c61a226f10914ec210bdd79a70febcea8ace6e91cec578cd39c4f41bfa1bf"],"state_sha256":"37e7d647cbaa4c09247a20ccb95b9641875978d1b4fe6ae962c6aced454f529c"}