{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2014:A2CCMMHCG5AZILTBB5O7VRNRWL","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":"149e0fb85c6e49b53aa217a0e274e4c822e9f2b6108e6df226c280bcd79d9145","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2014-05-22T07:58:56Z","title_canon_sha256":"7b50af23123b66ead62560312b359b999116f57a7108fd2857ff0e96148089c6"},"schema_version":"1.0","source":{"id":"1405.5654","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1405.5654","created_at":"2026-05-18T02:51:16Z"},{"alias_kind":"arxiv_version","alias_value":"1405.5654v1","created_at":"2026-05-18T02:51:16Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1405.5654","created_at":"2026-05-18T02:51:16Z"},{"alias_kind":"pith_short_12","alias_value":"A2CCMMHCG5AZ","created_at":"2026-05-18T12:28:19Z"},{"alias_kind":"pith_short_16","alias_value":"A2CCMMHCG5AZILTB","created_at":"2026-05-18T12:28:19Z"},{"alias_kind":"pith_short_8","alias_value":"A2CCMMHC","created_at":"2026-05-18T12:28:19Z"}],"graph_snapshots":[{"event_id":"sha256:373eeb07a6a213489da358a2b1573b332e5844b29c09389e42957457c31110d9","target":"graph","created_at":"2026-05-18T02:51:16Z","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":"Although the parallel corpus has an irreplaceable role in machine translation, its scale and coverage is still beyond the actual needs. Non-parallel corpus resources on the web have an inestimable potential value in machine translation and other natural language processing tasks. This article proposes a semi-supervised transductive learning method for expanding the training corpus in statistical machine translation system by extracting parallel sentences from the non-parallel corpus. This method only requires a small amount of labeled corpus and a large unlabeled corpus to build a high-perform","authors_text":"Lijiang Chen","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2014-05-22T07:58:56Z","title":"Machine Translation Model based on Non-parallel Corpus and Semi-supervised Transductive Learning"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1405.5654","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":"sha256:3a55333e533d9b595131048ba19d64895f23ebc22d83edcb06b5cd427e295357","target":"record","created_at":"2026-05-18T02:51:16Z","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":"149e0fb85c6e49b53aa217a0e274e4c822e9f2b6108e6df226c280bcd79d9145","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2014-05-22T07:58:56Z","title_canon_sha256":"7b50af23123b66ead62560312b359b999116f57a7108fd2857ff0e96148089c6"},"schema_version":"1.0","source":{"id":"1405.5654","kind":"arxiv","version":1}},"canonical_sha256":"06842630e23741942e610f5dfac5b1b2f93433340517a7c794b2e53f51c85cd4","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"06842630e23741942e610f5dfac5b1b2f93433340517a7c794b2e53f51c85cd4","first_computed_at":"2026-05-18T02:51:16.018163Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T02:51:16.018163Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"PSFoPQB2VGQatEJ58HVbsXDZjReaSJLwKUochuytPib1YouGNdThL9Jyn5KE1E54mGdL+htMpCN0rQoV3D+KAw==","signature_status":"signed_v1","signed_at":"2026-05-18T02:51:16.018669Z","signed_message":"canonical_sha256_bytes"},"source_id":"1405.5654","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:3a55333e533d9b595131048ba19d64895f23ebc22d83edcb06b5cd427e295357","sha256:373eeb07a6a213489da358a2b1573b332e5844b29c09389e42957457c31110d9"],"state_sha256":"259da3f5c57361e5add751a49860f5f2cd3ac26c91a2bf506fc79262585cd0c7"}