{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2016:5P6F3SS7MC2OCH5ONXSQFK2GYM","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":"b2a91f57d365dba88edb672d4306633a91c3c90a1c902fcb507b82e9b4544951","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2016-10-03T02:11:03Z","title_canon_sha256":"97244ce26afc72d81dcaa2bf08086bcdb6e242da4276b3fe6e8e2b107ae33ab6"},"schema_version":"1.0","source":{"id":"1610.00388","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1610.00388","created_at":"2026-05-18T00:53:02Z"},{"alias_kind":"arxiv_version","alias_value":"1610.00388v3","created_at":"2026-05-18T00:53:02Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1610.00388","created_at":"2026-05-18T00:53:02Z"},{"alias_kind":"pith_short_12","alias_value":"5P6F3SS7MC2O","created_at":"2026-05-18T12:30:01Z"},{"alias_kind":"pith_short_16","alias_value":"5P6F3SS7MC2OCH5O","created_at":"2026-05-18T12:30:01Z"},{"alias_kind":"pith_short_8","alias_value":"5P6F3SS7","created_at":"2026-05-18T12:30:01Z"}],"graph_snapshots":[{"event_id":"sha256:b92249b7eab902c2c1af62a05021158d0cfc42e219d242527f94112447fb2411","target":"graph","created_at":"2026-05-18T00:53:02Z","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":"Translating in real-time, a.k.a. simultaneous translation, outputs translation words before the input sentence ends, which is a challenging problem for conventional machine translation methods. We propose a neural machine translation (NMT) framework for simultaneous translation in which an agent learns to make decisions on when to translate from the interaction with a pre-trained NMT environment. To trade off quality and delay, we extensively explore various targets for delay and design a method for beam-search applicable in the simultaneous MT setting. Experiments against state-of-the-art bas","authors_text":"Graham Neubig, Jiatao Gu, Kyunghyun Cho, Victor O.K. Li","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2016-10-03T02:11:03Z","title":"Learning to Translate in Real-time with Neural Machine Translation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1610.00388","kind":"arxiv","version":3},"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":"sha256:9c1931992ffe76747a755b71fe88966b38b016bb17959c93645d676398765483","target":"record","created_at":"2026-05-18T00:53:02Z","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":"b2a91f57d365dba88edb672d4306633a91c3c90a1c902fcb507b82e9b4544951","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2016-10-03T02:11:03Z","title_canon_sha256":"97244ce26afc72d81dcaa2bf08086bcdb6e242da4276b3fe6e8e2b107ae33ab6"},"schema_version":"1.0","source":{"id":"1610.00388","kind":"arxiv","version":3}},"canonical_sha256":"ebfc5dca5f60b4e11fae6de502ab46c32bd5b5546bd3148617f0cfc65ec57a5b","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"ebfc5dca5f60b4e11fae6de502ab46c32bd5b5546bd3148617f0cfc65ec57a5b","first_computed_at":"2026-05-18T00:53:02.237581Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:53:02.237581Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"hLZD6AJLOIQxB4/RrjX6Bu3JCVu8eV3jL56SfqaFtjJXq599KxzngVsg1O/dYUMbu13qtnXgmHTVI9KstM8yCQ==","signature_status":"signed_v1","signed_at":"2026-05-18T00:53:02.238331Z","signed_message":"canonical_sha256_bytes"},"source_id":"1610.00388","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:9c1931992ffe76747a755b71fe88966b38b016bb17959c93645d676398765483","sha256:b92249b7eab902c2c1af62a05021158d0cfc42e219d242527f94112447fb2411"],"state_sha256":"aa3b2505fdc10025a28a4f1da8ec5a8d295d20db036b4eea9943252793a84801"}