{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2017:PQXGQBJEJUPYI6YSZ6GMN7KLWA","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":"e861ece7b459b06c03dfba82922e4064b32b67e3898b961d51771f35529e7d83","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2017-11-16T03:52:41Z","title_canon_sha256":"49fc24dde7bc12180ebe016040f7fced4b3c00dbc77cf41d50fbe702afacf4e2"},"schema_version":"1.0","source":{"id":"1711.07341","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1711.07341","created_at":"2026-05-18T00:24:28Z"},{"alias_kind":"arxiv_version","alias_value":"1711.07341v2","created_at":"2026-05-18T00:24:28Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1711.07341","created_at":"2026-05-18T00:24:28Z"},{"alias_kind":"pith_short_12","alias_value":"PQXGQBJEJUPY","created_at":"2026-05-18T12:31:37Z"},{"alias_kind":"pith_short_16","alias_value":"PQXGQBJEJUPYI6YS","created_at":"2026-05-18T12:31:37Z"},{"alias_kind":"pith_short_8","alias_value":"PQXGQBJE","created_at":"2026-05-18T12:31:37Z"}],"graph_snapshots":[{"event_id":"sha256:8b0c69433271f516f44435a0908771f349e9b7e837a6301328829c9eac9af679","target":"graph","created_at":"2026-05-18T00:24:28Z","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":"This paper introduces a new neural structure called FusionNet, which extends existing attention approaches from three perspectives. First, it puts forward a novel concept of \"history of word\" to characterize attention information from the lowest word-level embedding up to the highest semantic-level representation. Second, it introduces an improved attention scoring function that better utilizes the \"history of word\" concept. Third, it proposes a fully-aware multi-level attention mechanism to capture the complete information in one text (such as a question) and exploit it in its counterpart (su","authors_text":"Chenguang Zhu, Hsin-Yuan Huang, Weizhu Chen, Yelong Shen","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2017-11-16T03:52:41Z","title":"FusionNet: Fusing via Fully-Aware Attention with Application to Machine Comprehension"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1711.07341","kind":"arxiv","version":2},"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":"sha256:9055bcd8cea6dd91891bee4229acf53dfd87869391f775e22946267041ebf6de","target":"record","created_at":"2026-05-18T00:24:28Z","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":"e861ece7b459b06c03dfba82922e4064b32b67e3898b961d51771f35529e7d83","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2017-11-16T03:52:41Z","title_canon_sha256":"49fc24dde7bc12180ebe016040f7fced4b3c00dbc77cf41d50fbe702afacf4e2"},"schema_version":"1.0","source":{"id":"1711.07341","kind":"arxiv","version":2}},"canonical_sha256":"7c2e6805244d1f847b12cf8cc6fd4bb02bc969b08beba2f17896455f5ef86c32","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"7c2e6805244d1f847b12cf8cc6fd4bb02bc969b08beba2f17896455f5ef86c32","first_computed_at":"2026-05-18T00:24:28.756267Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:24:28.756267Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"yyItWFdeWYrn2lPocXuXNcikp+A4RBLdDtKwMjynlgoUsGVDDprV0jOECCkImq5Z27ZaJrB4wvxeUBy6QKGGDw==","signature_status":"signed_v1","signed_at":"2026-05-18T00:24:28.756954Z","signed_message":"canonical_sha256_bytes"},"source_id":"1711.07341","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:9055bcd8cea6dd91891bee4229acf53dfd87869391f775e22946267041ebf6de","sha256:8b0c69433271f516f44435a0908771f349e9b7e837a6301328829c9eac9af679"],"state_sha256":"8fdddbb8c581b1901fcb8064ea5981d419b49eafd24e476d5c0f5200f8cb2405"}