{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2019:PL62MMYWEW6ODTPBC2L7WNBY6D","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":"2f2270bd10a219263a01e34c8dc8eed45d353689b299b83d33401a1b929e59b6","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2019-11-21T20:01:46Z","title_canon_sha256":"fcad9f6728973c45947e86847b62ab535ba3b982cdfb1ec3a4f10ba816d2cc2a"},"schema_version":"1.0","source":{"id":"1911.09728","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1911.09728","created_at":"2026-07-05T00:21:17Z"},{"alias_kind":"arxiv_version","alias_value":"1911.09728v1","created_at":"2026-07-05T00:21:17Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1911.09728","created_at":"2026-07-05T00:21:17Z"},{"alias_kind":"pith_short_12","alias_value":"PL62MMYWEW6O","created_at":"2026-07-05T00:21:17Z"},{"alias_kind":"pith_short_16","alias_value":"PL62MMYWEW6ODTPB","created_at":"2026-07-05T00:21:17Z"},{"alias_kind":"pith_short_8","alias_value":"PL62MMYW","created_at":"2026-07-05T00:21:17Z"}],"graph_snapshots":[{"event_id":"sha256:005ba427fd566866e0112702965f8f9b4e7d04c516f2183e59f2256cc266f63a","target":"graph","created_at":"2026-07-05T00:21:17Z","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/1911.09728/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Neural sequence to sequence models are well established for applications which can be cast as mapping a single input sequence into a single output sequence. In this work, we focus on cases where generation is conditioned on both a short query and a long context, such as abstractive question answering or document-level translation. We modify the standard sequence-to-sequence approach to make better use of both the query and the context by expanding the conditioning mechanism to intertwine query and context attention. We also introduce a simple and efficient data augmentation method for the prop","authors_text":"Jason Weston, Michael Auli, Xinyi Wang, Yacine Jernite","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2019-11-21T20:01:46Z","title":"Improving Conditioning in Context-Aware Sequence to Sequence Models"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1911.09728","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:d70ecbc6e10b223e102f7f980fcf2d57a3a8f4549f6e1c8f829b7619f788ac50","target":"record","created_at":"2026-07-05T00:21:17Z","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":"2f2270bd10a219263a01e34c8dc8eed45d353689b299b83d33401a1b929e59b6","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2019-11-21T20:01:46Z","title_canon_sha256":"fcad9f6728973c45947e86847b62ab535ba3b982cdfb1ec3a4f10ba816d2cc2a"},"schema_version":"1.0","source":{"id":"1911.09728","kind":"arxiv","version":1}},"canonical_sha256":"7afda6331625bce1cde11697fb3438f0cb6f6976d239c692a6f098a3f5dd7c40","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"7afda6331625bce1cde11697fb3438f0cb6f6976d239c692a6f098a3f5dd7c40","first_computed_at":"2026-07-05T00:21:17.194924Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T00:21:17.194924Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"UmRelBGFLalz4M8Jk1D7GyryUsOd9CSrsRjwp2DzxJR/zKShdDw+td4z9CSXmmai95k7yMVtI+9dL+uj1KfHBA==","signature_status":"signed_v1","signed_at":"2026-07-05T00:21:17.195330Z","signed_message":"canonical_sha256_bytes"},"source_id":"1911.09728","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:d70ecbc6e10b223e102f7f980fcf2d57a3a8f4549f6e1c8f829b7619f788ac50","sha256:005ba427fd566866e0112702965f8f9b4e7d04c516f2183e59f2256cc266f63a"],"state_sha256":"cc8ba3299d247606502a11102a329dea1e3fb18501ac9ab3efc97e96dc88f7b1"}