{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2020:FPRYJ6E576Z63FST244BUIVIIY","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":"f89104b879e9036ee26f3ecd7b9c49630bafa49633b6e0aa2632e2f0a34eafb5","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2020-10-19T11:51:04Z","title_canon_sha256":"9258889079fee9642ade6926ecafd86a802e5d3d45255438e532967a32747ad4"},"schema_version":"1.0","source":{"id":"2010.09402","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2010.09402","created_at":"2026-07-05T01:44:03Z"},{"alias_kind":"arxiv_version","alias_value":"2010.09402v1","created_at":"2026-07-05T01:44:03Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2010.09402","created_at":"2026-07-05T01:44:03Z"},{"alias_kind":"pith_short_12","alias_value":"FPRYJ6E576Z6","created_at":"2026-07-05T01:44:03Z"},{"alias_kind":"pith_short_16","alias_value":"FPRYJ6E576Z63FST","created_at":"2026-07-05T01:44:03Z"},{"alias_kind":"pith_short_8","alias_value":"FPRYJ6E5","created_at":"2026-07-05T01:44:03Z"}],"graph_snapshots":[{"event_id":"sha256:ae64ad97517705e6d88d4de1b0a467197894ffaa89023a7e73730505ba6b0163","target":"graph","created_at":"2026-07-05T01:44:03Z","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/2010.09402/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The complete sharing of parameters for multilingual translation (1-1) has been the mainstream approach in current research. However, degraded performance due to the capacity bottleneck and low maintainability hinders its extensive adoption in industries. In this study, we revisit the multilingual neural machine translation model that only share modules among the same languages (M2) as a practical alternative to 1-1 to satisfy industrial requirements. Through comprehensive experiments, we identify the benefits of multi-way training and demonstrate that the M2 can enjoy these benefits without su","authors_text":"Bokyung Son, Jaekyoung Bae, Kichang Yang, Sungwon Lyu","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2020-10-19T11:51:04Z","title":"Revisiting Modularized Multilingual NMT to Meet Industrial Demands"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2010.09402","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":"sha256:1ee5c23029a42063058e56148c4b1e19d003e10735a893279125a0aafea960be","target":"record","created_at":"2026-07-05T01:44:03Z","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":"f89104b879e9036ee26f3ecd7b9c49630bafa49633b6e0aa2632e2f0a34eafb5","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2020-10-19T11:51:04Z","title_canon_sha256":"9258889079fee9642ade6926ecafd86a802e5d3d45255438e532967a32747ad4"},"schema_version":"1.0","source":{"id":"2010.09402","kind":"arxiv","version":1}},"canonical_sha256":"2be384f89dffb3ed9653d7381a22a84600cf23481bf4e9b4fe7547d33b9b1154","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"2be384f89dffb3ed9653d7381a22a84600cf23481bf4e9b4fe7547d33b9b1154","first_computed_at":"2026-07-05T01:44:03.657255Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T01:44:03.657255Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"YIoLNIcH9+LhvK95+KQD9Es6qGqfWmE+8FQfH1fUQ6jr3khwlyHAUT3XW7aO5f9lQeY4TbpKi5vqKJqRxXadCQ==","signature_status":"signed_v1","signed_at":"2026-07-05T01:44:03.657659Z","signed_message":"canonical_sha256_bytes"},"source_id":"2010.09402","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:1ee5c23029a42063058e56148c4b1e19d003e10735a893279125a0aafea960be","sha256:ae64ad97517705e6d88d4de1b0a467197894ffaa89023a7e73730505ba6b0163"],"state_sha256":"2b7a16fa8bc1dd0a368df298c3c43ed5cebf27e73af9b6bdbf638a51fa8acac9"}