{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2016:A5ZI5RNFPGWONHMRZR3HHDMBH7","short_pith_number":"pith:A5ZI5RNF","schema_version":"1.0","canonical_sha256":"07728ec5a579ace69d91cc76738d813ff8d9228187f1520ee916170d72266d48","source":{"kind":"arxiv","id":"1607.03316","version":3},"attestation_state":"computed","paper":{"title":"Separating Answers from Queries for Neural Reading Comprehension","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.NE"],"primary_cat":"cs.CL","authors_text":"Dirk Weissenborn","submitted_at":"2016-07-12T11:43:15Z","abstract_excerpt":"We present a novel neural architecture for answering queries, designed to optimally leverage explicit support in the form of query-answer memories. Our model is able to refine and update a given query while separately accumulating evidence for predicting the answer. Its architecture reflects this separation with dedicated embedding matrices and loosely connected information pathways (modules) for updating the query and accumulating evidence. This separation of responsibilities effectively decouples the search for query related support and the prediction of the answer. On recent benchmark datas"},"verification_status":{"content_addressed":true,"pith_receipt":true,"author_attested":false,"weak_author_claims":0,"strong_author_claims":0,"externally_anchored":false,"storage_verified":false,"citation_signatures":0,"replication_records":0,"graph_snapshot":true,"references_resolved":false,"formal_links_present":false},"canonical_record":{"source":{"id":"1607.03316","kind":"arxiv","version":3},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2016-07-12T11:43:15Z","cross_cats_sorted":["cs.NE"],"title_canon_sha256":"fc770643b4cb265f97ec41c5b13626f76503a3405bac777d3685ae8cec6df4aa","abstract_canon_sha256":"6f5e6385a192eeda08eea021c6f7259f662f16b676bc162f1ed1f4a6323397fd"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-18T01:03:49.044017Z","signature_b64":"r292x8pydVXC8iUUTNgMiGQCru9fz4TFmCSp2eQ/gkt4hGdCLQZ/Qg9cSxua6VX88gHL8fRHRYwvXOQcRDpUDg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"07728ec5a579ace69d91cc76738d813ff8d9228187f1520ee916170d72266d48","last_reissued_at":"2026-05-18T01:03:49.043540Z","signature_status":"signed_v1","first_computed_at":"2026-05-18T01:03:49.043540Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Separating Answers from Queries for Neural Reading Comprehension","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.NE"],"primary_cat":"cs.CL","authors_text":"Dirk Weissenborn","submitted_at":"2016-07-12T11:43:15Z","abstract_excerpt":"We present a novel neural architecture for answering queries, designed to optimally leverage explicit support in the form of query-answer memories. Our model is able to refine and update a given query while separately accumulating evidence for predicting the answer. Its architecture reflects this separation with dedicated embedding matrices and loosely connected information pathways (modules) for updating the query and accumulating evidence. This separation of responsibilities effectively decouples the search for query related support and the prediction of the answer. On recent benchmark datas"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1607.03316","kind":"arxiv","version":3},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"aliases":[{"alias_kind":"arxiv","alias_value":"1607.03316","created_at":"2026-05-18T01:03:49.043619+00:00"},{"alias_kind":"arxiv_version","alias_value":"1607.03316v3","created_at":"2026-05-18T01:03:49.043619+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1607.03316","created_at":"2026-05-18T01:03:49.043619+00:00"},{"alias_kind":"pith_short_12","alias_value":"A5ZI5RNFPGWO","created_at":"2026-05-18T12:30:04.600751+00:00"},{"alias_kind":"pith_short_16","alias_value":"A5ZI5RNFPGWONHMR","created_at":"2026-05-18T12:30:04.600751+00:00"},{"alias_kind":"pith_short_8","alias_value":"A5ZI5RNF","created_at":"2026-05-18T12:30:04.600751+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":0,"internal_anchor_count":0,"sample":[]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/A5ZI5RNFPGWONHMRZR3HHDMBH7","json":"https://pith.science/pith/A5ZI5RNFPGWONHMRZR3HHDMBH7.json","graph_json":"https://pith.science/api/pith-number/A5ZI5RNFPGWONHMRZR3HHDMBH7/graph.json","events_json":"https://pith.science/api/pith-number/A5ZI5RNFPGWONHMRZR3HHDMBH7/events.json","paper":"https://pith.science/paper/A5ZI5RNF"},"agent_actions":{"view_html":"https://pith.science/pith/A5ZI5RNFPGWONHMRZR3HHDMBH7","download_json":"https://pith.science/pith/A5ZI5RNFPGWONHMRZR3HHDMBH7.json","view_paper":"https://pith.science/paper/A5ZI5RNF","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=1607.03316&json=true","fetch_graph":"https://pith.science/api/pith-number/A5ZI5RNFPGWONHMRZR3HHDMBH7/graph.json","fetch_events":"https://pith.science/api/pith-number/A5ZI5RNFPGWONHMRZR3HHDMBH7/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/A5ZI5RNFPGWONHMRZR3HHDMBH7/action/timestamp_anchor","attest_storage":"https://pith.science/pith/A5ZI5RNFPGWONHMRZR3HHDMBH7/action/storage_attestation","attest_author":"https://pith.science/pith/A5ZI5RNFPGWONHMRZR3HHDMBH7/action/author_attestation","sign_citation":"https://pith.science/pith/A5ZI5RNFPGWONHMRZR3HHDMBH7/action/citation_signature","submit_replication":"https://pith.science/pith/A5ZI5RNFPGWONHMRZR3HHDMBH7/action/replication_record"}},"created_at":"2026-05-18T01:03:49.043619+00:00","updated_at":"2026-05-18T01:03:49.043619+00:00"}