{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2016:4QB4U7K3QGP2B4LJQ2ZSJLGGIS","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":"8fb80efd6bbff06576c5196b00c0278e4aac1cfdc2291e6582318dc9a2f62b7f","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CL","submitted_at":"2016-11-29T21:45:42Z","title_canon_sha256":"b0eadaf12e49210d15dac5ff2e2aa766dd334317d163d84f7328917f1123d46a"},"schema_version":"1.0","source":{"id":"1611.09900","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1611.09900","created_at":"2026-05-18T00:56:11Z"},{"alias_kind":"arxiv_version","alias_value":"1611.09900v1","created_at":"2026-05-18T00:56:11Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1611.09900","created_at":"2026-05-18T00:56:11Z"},{"alias_kind":"pith_short_12","alias_value":"4QB4U7K3QGP2","created_at":"2026-05-18T12:29:58Z"},{"alias_kind":"pith_short_16","alias_value":"4QB4U7K3QGP2B4LJ","created_at":"2026-05-18T12:29:58Z"},{"alias_kind":"pith_short_8","alias_value":"4QB4U7K3","created_at":"2026-05-18T12:29:58Z"}],"graph_snapshots":[{"event_id":"sha256:d00a6098b94c61917ba8b5bcc7e30f795288e842de0ff9c86be0754f00f58a56","target":"graph","created_at":"2026-05-18T00:56:11Z","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":"This paper studied generating natural languages at particular contexts or situations. We proposed two novel approaches which encode the contexts into a continuous semantic representation and then decode the semantic representation into text sequences with recurrent neural networks. During decoding, the context information are attended through a gating mechanism, addressing the problem of long-range dependency caused by lengthy sequences. We evaluate the effectiveness of the proposed approaches on user review data, in which rich contexts are available and two informative contexts, sentiments an","authors_text":"Jian Tang, Ming Zhang, Qiaozhu Mei, Sam Carton, Yifan Yang","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CL","submitted_at":"2016-11-29T21:45:42Z","title":"Context-aware Natural Language Generation with Recurrent Neural Networks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1611.09900","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":"sha256:26fbcb324332967ffc86b213597da905a6b891d7099ccb7ffd3b61d282374d0f","target":"record","created_at":"2026-05-18T00:56:11Z","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":"8fb80efd6bbff06576c5196b00c0278e4aac1cfdc2291e6582318dc9a2f62b7f","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CL","submitted_at":"2016-11-29T21:45:42Z","title_canon_sha256":"b0eadaf12e49210d15dac5ff2e2aa766dd334317d163d84f7328917f1123d46a"},"schema_version":"1.0","source":{"id":"1611.09900","kind":"arxiv","version":1}},"canonical_sha256":"e403ca7d5b819fa0f16986b324acc64496c383eca737eaa2905fa2c38c39402d","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"e403ca7d5b819fa0f16986b324acc64496c383eca737eaa2905fa2c38c39402d","first_computed_at":"2026-05-18T00:56:11.587691Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:56:11.587691Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"JlZ27lT97gUO944pmfL47ZaeHHFb6rBDBPMeodBr4fUQE2F7yXZnPsT8HGn/dipyhEq02I3ji94H7l4wtX3vDw==","signature_status":"signed_v1","signed_at":"2026-05-18T00:56:11.588060Z","signed_message":"canonical_sha256_bytes"},"source_id":"1611.09900","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:26fbcb324332967ffc86b213597da905a6b891d7099ccb7ffd3b61d282374d0f","sha256:d00a6098b94c61917ba8b5bcc7e30f795288e842de0ff9c86be0754f00f58a56"],"state_sha256":"abfd4ee24c9e1e0e3cf66b8812cffb8f1ae3f9a6f744a87fffb18de59a9fb558"}