{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2019:PKNHJTZVKSWBUKDVPLSYS3Q2LX","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":"926504929588fda1de0aff603821907e3ed5c6c4109d4d77a744baf67e911541","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2019-11-10T08:17:11Z","title_canon_sha256":"89aa2b9cb4230733592bb97665d790f5d08928d4a135fce39763516f030b4671"},"schema_version":"1.0","source":{"id":"1911.03875","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1911.03875","created_at":"2026-07-05T01:47:29Z"},{"alias_kind":"arxiv_version","alias_value":"1911.03875v3","created_at":"2026-07-05T01:47:29Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1911.03875","created_at":"2026-07-05T01:47:29Z"},{"alias_kind":"pith_short_12","alias_value":"PKNHJTZVKSWB","created_at":"2026-07-05T01:47:29Z"},{"alias_kind":"pith_short_16","alias_value":"PKNHJTZVKSWBUKDV","created_at":"2026-07-05T01:47:29Z"},{"alias_kind":"pith_short_8","alias_value":"PKNHJTZV","created_at":"2026-07-05T01:47:29Z"}],"graph_snapshots":[{"event_id":"sha256:bf50e47e4bda36dae3a220dafa1210bb1f661afa9413944b3696306751357f81","target":"graph","created_at":"2026-07-05T01:47:29Z","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/1911.03875/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Attention mechanisms have improved the performance of NLP tasks while allowing models to remain explainable. Self-attention is currently widely used, however interpretability is difficult due to the numerous attention distributions. Recent work has shown that model representations can benefit from label-specific information, while facilitating interpretation of predictions. We introduce the Label Attention Layer: a new form of self-attention where attention heads represent labels. We test our novel layer by running constituency and dependency parsing experiments and show our new model obtains ","authors_text":"Franck Dernoncourt, Khalil Mrini, Ndapa Nakashole, Quan Tran, Trung Bui, Walter Chang","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2019-11-10T08:17:11Z","title":"Rethinking Self-Attention: Towards Interpretability in Neural Parsing"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1911.03875","kind":"arxiv","version":3},"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:ff6ab616ee4fd7383c1d5052b58bf7c95f76129e0a01610d8da0958a3b3f04c0","target":"record","created_at":"2026-07-05T01:47:29Z","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":"926504929588fda1de0aff603821907e3ed5c6c4109d4d77a744baf67e911541","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2019-11-10T08:17:11Z","title_canon_sha256":"89aa2b9cb4230733592bb97665d790f5d08928d4a135fce39763516f030b4671"},"schema_version":"1.0","source":{"id":"1911.03875","kind":"arxiv","version":3}},"canonical_sha256":"7a9a74cf3554ac1a28757ae5896e1a5dc2bfce94c3031c7dd242035d6bc733cf","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"7a9a74cf3554ac1a28757ae5896e1a5dc2bfce94c3031c7dd242035d6bc733cf","first_computed_at":"2026-07-05T01:47:29.249959Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T01:47:29.249959Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"DIFvQtXxgw43H2qamo6CvvnI9c0JT3+DXfCoaEFYgtYACD16eInLfQCHCyfTsgQZNK1ZQzsXM5uT+da4H9PrDQ==","signature_status":"signed_v1","signed_at":"2026-07-05T01:47:29.250371Z","signed_message":"canonical_sha256_bytes"},"source_id":"1911.03875","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:ff6ab616ee4fd7383c1d5052b58bf7c95f76129e0a01610d8da0958a3b3f04c0","sha256:bf50e47e4bda36dae3a220dafa1210bb1f661afa9413944b3696306751357f81"],"state_sha256":"02fc9dc0a8c82c9f39bb6d448798ec7ea6574784f8f21da497bdd88c1181eb94"}