{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2019:5DATB7CFO4QZ2PVLEMAM2EOYLQ","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":"00c449ce7c9121e4a95a1dc1e12d6f7e94a4fab63e422e1a76a6c8d4687f8bb4","cross_cats_sorted":["cs.CL","cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2019-06-12T15:45:26Z","title_canon_sha256":"33aa4d7d08e6613f33542bdff3aafd68e244ab41bda7c88546eac7368d267d64"},"schema_version":"1.0","source":{"id":"1906.05714","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1906.05714","created_at":"2026-05-17T23:43:24Z"},{"alias_kind":"arxiv_version","alias_value":"1906.05714v1","created_at":"2026-05-17T23:43:24Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1906.05714","created_at":"2026-05-17T23:43:24Z"},{"alias_kind":"pith_short_12","alias_value":"5DATB7CFO4QZ","created_at":"2026-05-18T12:33:10Z"},{"alias_kind":"pith_short_16","alias_value":"5DATB7CFO4QZ2PVL","created_at":"2026-05-18T12:33:10Z"},{"alias_kind":"pith_short_8","alias_value":"5DATB7CF","created_at":"2026-05-18T12:33:10Z"}],"graph_snapshots":[{"event_id":"sha256:bc5175153b1df93580bbb92fcce7a153a716b6af9f5c54b64a27e708c3975131","target":"graph","created_at":"2026-05-17T23:43:24Z","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":"The Transformer is a sequence model that forgoes traditional recurrent architectures in favor of a fully attention-based approach. Besides improving performance, an advantage of using attention is that it can also help to interpret a model by showing how the model assigns weight to different input elements. However, the multi-layer, multi-head attention mechanism in the Transformer model can be difficult to decipher. To make the model more accessible, we introduce an open-source tool that visualizes attention at multiple scales, each of which provides a unique perspective on the attention mech","authors_text":"Jesse Vig","cross_cats":["cs.CL","cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2019-06-12T15:45:26Z","title":"A Multiscale Visualization of Attention in the Transformer Model"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1906.05714","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:fd13b78756328e430afe46ae151e96b43e9f0989722608f99e73377eabc9a24b","target":"record","created_at":"2026-05-17T23:43:24Z","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":"00c449ce7c9121e4a95a1dc1e12d6f7e94a4fab63e422e1a76a6c8d4687f8bb4","cross_cats_sorted":["cs.CL","cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2019-06-12T15:45:26Z","title_canon_sha256":"33aa4d7d08e6613f33542bdff3aafd68e244ab41bda7c88546eac7368d267d64"},"schema_version":"1.0","source":{"id":"1906.05714","kind":"arxiv","version":1}},"canonical_sha256":"e8c130fc4577219d3eab2300cd11d85c2cb7dcc722f7ff5be3c58b526ef1fdac","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"e8c130fc4577219d3eab2300cd11d85c2cb7dcc722f7ff5be3c58b526ef1fdac","first_computed_at":"2026-05-17T23:43:24.516437Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-17T23:43:24.516437Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"zTEofNDaGmjTagK2VpN6FmenneCX2lgDkRSq5J5BkrmvYRBlVoFUrHjVljhyAvhznFqVCXZyVHJ3/EcZ1s1yAA==","signature_status":"signed_v1","signed_at":"2026-05-17T23:43:24.516850Z","signed_message":"canonical_sha256_bytes"},"source_id":"1906.05714","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:fd13b78756328e430afe46ae151e96b43e9f0989722608f99e73377eabc9a24b","sha256:bc5175153b1df93580bbb92fcce7a153a716b6af9f5c54b64a27e708c3975131"],"state_sha256":"786a54242f1066133af7ad779bbcc29bb01e5a19e9c0f0f7eeab139c2ea4bccc"}