{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:FYYFDRREOWBUMCSSMZ3IOCKR23","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":"ab059d6b07fac85639dd0d490c9fa3a3e426bcc33387284ef2ca34abc822b436","cross_cats_sorted":["cs.CL"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-06-04T14:00:25Z","title_canon_sha256":"981226d4ed5a8431aaee048a63228efc80d7ecafdecba8e9fde08bd96a5a5a7d"},"schema_version":"1.0","source":{"id":"2406.02332","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2406.02332","created_at":"2026-07-05T08:27:18Z"},{"alias_kind":"arxiv_version","alias_value":"2406.02332v1","created_at":"2026-07-05T08:27:18Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2406.02332","created_at":"2026-07-05T08:27:18Z"},{"alias_kind":"pith_short_12","alias_value":"FYYFDRREOWBU","created_at":"2026-07-05T08:27:18Z"},{"alias_kind":"pith_short_16","alias_value":"FYYFDRREOWBUMCSS","created_at":"2026-07-05T08:27:18Z"},{"alias_kind":"pith_short_8","alias_value":"FYYFDRRE","created_at":"2026-07-05T08:27:18Z"}],"graph_snapshots":[{"event_id":"sha256:3eb6824aa5ddbf48a31c6bb8f099bb009558efcfdbfa82142a84c7e59cdc4f8a","target":"graph","created_at":"2026-07-05T08:27:18Z","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/2406.02332/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Pre-trained language models demonstrate general intelligence and common sense, but long inputs quickly become a bottleneck for memorizing information at inference time. We resurface a simple method, Memorizing Transformers (Wu et al., 2022), that gives the model access to a bank of pre-computed memories. We show that it is possible to fix many of the shortcomings of the original method, such as the need for fine-tuning, by critically assessing how positional encodings should be updated for the keys and values retrieved. This intuitive method uses the model's own key/query system to select and ","authors_text":"Phoebe Klett, Thomas Ahle","cross_cats":["cs.CL"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-06-04T14:00:25Z","title":"Extended Mind Transformers"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2406.02332","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":"sha256:04ddf41f2fc36919be7ef8dfe76a0e5b278fb6c13a4f051e69d7de47fb71ef22","target":"record","created_at":"2026-07-05T08:27:18Z","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":"ab059d6b07fac85639dd0d490c9fa3a3e426bcc33387284ef2ca34abc822b436","cross_cats_sorted":["cs.CL"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-06-04T14:00:25Z","title_canon_sha256":"981226d4ed5a8431aaee048a63228efc80d7ecafdecba8e9fde08bd96a5a5a7d"},"schema_version":"1.0","source":{"id":"2406.02332","kind":"arxiv","version":1}},"canonical_sha256":"2e3051c6247583460a526676870951d6fb05f346210d2bae159cdc710e666dc6","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"2e3051c6247583460a526676870951d6fb05f346210d2bae159cdc710e666dc6","first_computed_at":"2026-07-05T08:27:18.422238Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:27:18.422238Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"gSTRCYapT5K5Ti3HHeoCkbiQuHTOPMHWxewgiyEZxY5ylU47kPph6MgKYlCu1F3+Xb2TzO9n5fL8V3KpwJG+Ag==","signature_status":"signed_v1","signed_at":"2026-07-05T08:27:18.422592Z","signed_message":"canonical_sha256_bytes"},"source_id":"2406.02332","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:04ddf41f2fc36919be7ef8dfe76a0e5b278fb6c13a4f051e69d7de47fb71ef22","sha256:3eb6824aa5ddbf48a31c6bb8f099bb009558efcfdbfa82142a84c7e59cdc4f8a"],"state_sha256":"fa9d0d235282eae2c2eb84b8511bcdbdcd0e282245d012726c81fe3ddf64f0d6"}