{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:BGBA5D6EYDZFQ5JNLC2VCLTICG","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":"cf1008491822c24755b7b7dd98802081755650c8be26f566d425fca0e296fc66","cross_cats_sorted":["cs.AI","cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-10-28T17:01:52Z","title_canon_sha256":"b064f4f2c3c099984dcf33c774fe5f36843c98f685b772463c18298629f19687"},"schema_version":"1.0","source":{"id":"2410.21216","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2410.21216","created_at":"2026-07-05T09:44:54Z"},{"alias_kind":"arxiv_version","alias_value":"2410.21216v2","created_at":"2026-07-05T09:44:54Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2410.21216","created_at":"2026-07-05T09:44:54Z"},{"alias_kind":"pith_short_12","alias_value":"BGBA5D6EYDZF","created_at":"2026-07-05T09:44:54Z"},{"alias_kind":"pith_short_16","alias_value":"BGBA5D6EYDZFQ5JN","created_at":"2026-07-05T09:44:54Z"},{"alias_kind":"pith_short_8","alias_value":"BGBA5D6E","created_at":"2026-07-05T09:44:54Z"}],"graph_snapshots":[{"event_id":"sha256:a4e6ec79d05cd52d47a9479f32d1c9b3a17db1bb7b2177aba6df1d8846f12499","target":"graph","created_at":"2026-07-05T09:44:54Z","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/2410.21216/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Many positional encodings (PEs) are designed to exhibit long-term decay, based on an entrenched and long-standing inductive opinion: tokens farther away from the current position carry less relevant information. We argue that long-term decay is outdated in the era of LLMs, as LLMs are now applied to tasks demanding precise retrieval of in-context information from arbitrary positions. Firstly, we present empirical analyses on various PEs, demonstrating that models inherently learn attention with only a local-decay pattern while forming a U-shape pattern globally, contradicting the principle of ","authors_text":"Ang Lv, Bin Wang, Jian Luan, Wei Liu, Yuhan Chen","cross_cats":["cs.AI","cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-10-28T17:01:52Z","title":"HoPE: A Novel Positional Encoding Without Long-Term Decay for Enhanced Context Awareness and Extrapolation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2410.21216","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":"sha256:0e62c34531dd3bfd7efaab124608281a748973434dcb773f16dd1fe2c9acc730","target":"record","created_at":"2026-07-05T09:44:54Z","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":"cf1008491822c24755b7b7dd98802081755650c8be26f566d425fca0e296fc66","cross_cats_sorted":["cs.AI","cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-10-28T17:01:52Z","title_canon_sha256":"b064f4f2c3c099984dcf33c774fe5f36843c98f685b772463c18298629f19687"},"schema_version":"1.0","source":{"id":"2410.21216","kind":"arxiv","version":2}},"canonical_sha256":"09820e8fc4c0f258752d58b5512e6811a205a51ad657a1a1a8d5a5244f69502b","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"09820e8fc4c0f258752d58b5512e6811a205a51ad657a1a1a8d5a5244f69502b","first_computed_at":"2026-07-05T09:44:54.209192Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:44:54.209192Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"FnYgzk86IHaPSw6d7jv+jFtj7MAYdN1/hJzkYHLVRBvwbyZnqBAORKWHvZrhjekWlBr6SiCL5Ndz0FQiU2PnCg==","signature_status":"signed_v1","signed_at":"2026-07-05T09:44:54.209717Z","signed_message":"canonical_sha256_bytes"},"source_id":"2410.21216","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:0e62c34531dd3bfd7efaab124608281a748973434dcb773f16dd1fe2c9acc730","sha256:a4e6ec79d05cd52d47a9479f32d1c9b3a17db1bb7b2177aba6df1d8846f12499"],"state_sha256":"ab50445a68b92410ca870413e281d58e6d9767d4a673a4e52e2fcd7369a5f92e"}