{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2017:LGMRGDXNT76ESUB6GKB6Y5HUCN","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":"f5f9426c1e4bd23a41d8746758efb821649e0e35149e578bf8e17f97fae99214","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2017-05-08T09:43:05Z","title_canon_sha256":"b7c0021ebbbd45b3d5ff79a06fdd93dc1a1f0dcb721b9a7f86631bff2662cd88"},"schema_version":"1.0","source":{"id":"1705.02798","kind":"arxiv","version":6}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1705.02798","created_at":"2026-05-18T00:14:06Z"},{"alias_kind":"arxiv_version","alias_value":"1705.02798v6","created_at":"2026-05-18T00:14:06Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1705.02798","created_at":"2026-05-18T00:14:06Z"},{"alias_kind":"pith_short_12","alias_value":"LGMRGDXNT76E","created_at":"2026-05-18T12:31:28Z"},{"alias_kind":"pith_short_16","alias_value":"LGMRGDXNT76ESUB6","created_at":"2026-05-18T12:31:28Z"},{"alias_kind":"pith_short_8","alias_value":"LGMRGDXN","created_at":"2026-05-18T12:31:28Z"}],"graph_snapshots":[{"event_id":"sha256:405895e5fb6c4018c5168ae762d0478789b6b2ba458ea20fd91cc3f025633e54","target":"graph","created_at":"2026-05-18T00:14:06Z","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":"In this paper, we introduce the Reinforced Mnemonic Reader for machine reading comprehension tasks, which enhances previous attentive readers in two aspects. First, a reattention mechanism is proposed to refine current attentions by directly accessing to past attentions that are temporally memorized in a multi-round alignment architecture, so as to avoid the problems of attention redundancy and attention deficiency. Second, a new optimization approach, called dynamic-critical reinforcement learning, is introduced to extend the standard supervised method. It always encourages to predict a more ","authors_text":"Furu Wei, Minghao Hu, Ming Zhou, Xipeng Qiu, Yuxing Peng, Zhen Huang","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2017-05-08T09:43:05Z","title":"Reinforced Mnemonic Reader for Machine Reading Comprehension"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1705.02798","kind":"arxiv","version":6},"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":"sha256:86a7758e76bc442ceed02886cf1669dfd9dc914a4ca21dd1c28131d8afe459e2","target":"record","created_at":"2026-05-18T00:14:06Z","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":"f5f9426c1e4bd23a41d8746758efb821649e0e35149e578bf8e17f97fae99214","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2017-05-08T09:43:05Z","title_canon_sha256":"b7c0021ebbbd45b3d5ff79a06fdd93dc1a1f0dcb721b9a7f86631bff2662cd88"},"schema_version":"1.0","source":{"id":"1705.02798","kind":"arxiv","version":6}},"canonical_sha256":"5999130eed9ffc49503e3283ec74f41348e32b0988d346a76daa450fce9c1349","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"5999130eed9ffc49503e3283ec74f41348e32b0988d346a76daa450fce9c1349","first_computed_at":"2026-05-18T00:14:06.852463Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:14:06.852463Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"ONv7SeQ9FxKmToJRhEiIcuFCBrGrbQY2XGpA8s/ESMA5hKZt7j7R7ddn3/kYl42/hW1ZkiuVYJCLfbsPisBCAg==","signature_status":"signed_v1","signed_at":"2026-05-18T00:14:06.852857Z","signed_message":"canonical_sha256_bytes"},"source_id":"1705.02798","source_kind":"arxiv","source_version":6}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:86a7758e76bc442ceed02886cf1669dfd9dc914a4ca21dd1c28131d8afe459e2","sha256:405895e5fb6c4018c5168ae762d0478789b6b2ba458ea20fd91cc3f025633e54"],"state_sha256":"fb115d95586f7d976937a3e8b9a872e897ac85139c4d8ac46487eaca6687dbd1"}