{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:KQOXFZJNF45KDEJKL4O2IZS5KS","short_pith_number":"pith:KQOXFZJN","canonical_record":{"source":{"id":"2402.13048","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-02-20T14:36:23Z","cross_cats_sorted":[],"title_canon_sha256":"9caf7199b9fc7ec0a3ded993ecc9be42bba661ae61ff9852311933b252de33c5","abstract_canon_sha256":"89fbf687078591dd6ca2a1a8bfe3f09864a421ef82af6a6b79e2d44e430755af"},"schema_version":"1.0"},"canonical_sha256":"541d72e52d2f3aa1912a5f1da4665d54a88163b2f895a84256a6b85d9dab0ef2","source":{"kind":"arxiv","id":"2402.13048","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2402.13048","created_at":"2026-07-05T07:47:20Z"},{"alias_kind":"arxiv_version","alias_value":"2402.13048v1","created_at":"2026-07-05T07:47:20Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2402.13048","created_at":"2026-07-05T07:47:20Z"},{"alias_kind":"pith_short_12","alias_value":"KQOXFZJNF45K","created_at":"2026-07-05T07:47:20Z"},{"alias_kind":"pith_short_16","alias_value":"KQOXFZJNF45KDEJK","created_at":"2026-07-05T07:47:20Z"},{"alias_kind":"pith_short_8","alias_value":"KQOXFZJN","created_at":"2026-07-05T07:47:20Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:KQOXFZJNF45KDEJKL4O2IZS5KS","target":"record","payload":{"canonical_record":{"source":{"id":"2402.13048","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-02-20T14:36:23Z","cross_cats_sorted":[],"title_canon_sha256":"9caf7199b9fc7ec0a3ded993ecc9be42bba661ae61ff9852311933b252de33c5","abstract_canon_sha256":"89fbf687078591dd6ca2a1a8bfe3f09864a421ef82af6a6b79e2d44e430755af"},"schema_version":"1.0"},"canonical_sha256":"541d72e52d2f3aa1912a5f1da4665d54a88163b2f895a84256a6b85d9dab0ef2","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T07:47:20.170971Z","signature_b64":"jq8vGlgE+MYLM7fjYO93Ry0xWetlUyDG5SJafrBsTZCrzdIeyp3Vq9zs0CBRLRPnYLeKyJcOMRuAyNblK2r0BQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"541d72e52d2f3aa1912a5f1da4665d54a88163b2f895a84256a6b85d9dab0ef2","last_reissued_at":"2026-07-05T07:47:20.170570Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T07:47:20.170570Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2402.13048","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T07:47:20Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"zT7HWHYxtEUdLsaHWIIoF1VTzrxgIqRPvp6tM6vEF6hmbrEuZWRb9D4PJV8QXWMXSrCzKgvUlDgP9QjEIDIHDw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-10T17:29:46.671731Z"},"content_sha256":"49ec87b93893a1d48141418bf30b54d205fff14bb2054971b05d6d70327cda77","schema_version":"1.0","event_id":"sha256:49ec87b93893a1d48141418bf30b54d205fff14bb2054971b05d6d70327cda77"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:KQOXFZJNF45KDEJKL4O2IZS5KS","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Stable Knowledge Editing in Large Language Models","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.CL","authors_text":"Hanxing Ding, Huawei Shen, Jingcheng Deng, Liang Pang, Xueqi Cheng, Zihao Wei","submitted_at":"2024-02-20T14:36:23Z","abstract_excerpt":"Efficient knowledge editing of large language models is crucial for replacing obsolete information or incorporating specialized knowledge on a large scale. However, previous methods implicitly assume that knowledge is localized and isolated within the model, an assumption that oversimplifies the interconnected nature of model knowledge. The premise of localization results in an incomplete knowledge editing, whereas an isolated assumption may impair both other knowledge and general abilities. It introduces instability to the performance of the knowledge editing method. To transcend these assump"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2402.13048","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2402.13048/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T07:47:20Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"iUwoxGNbHZoGDP465xrgQCwHw2qHPHzDF2dYQfLVpGS7o+GjNhtsF8gElLRW2h0NoDgu2bfO1HardI1EBBl/Dw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-10T17:29:46.672314Z"},"content_sha256":"4eb48108dd9c5e0d6e5e6a9403f06ff010b95c6c5771fc7e2332b3142f754d5b","schema_version":"1.0","event_id":"sha256:4eb48108dd9c5e0d6e5e6a9403f06ff010b95c6c5771fc7e2332b3142f754d5b"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/KQOXFZJNF45KDEJKL4O2IZS5KS/bundle.json","state_url":"https://pith.science/pith/KQOXFZJNF45KDEJKL4O2IZS5KS/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/KQOXFZJNF45KDEJKL4O2IZS5KS/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-08-10T17:29:46Z","links":{"resolver":"https://pith.science/pith/KQOXFZJNF45KDEJKL4O2IZS5KS","bundle":"https://pith.science/pith/KQOXFZJNF45KDEJKL4O2IZS5KS/bundle.json","state":"https://pith.science/pith/KQOXFZJNF45KDEJKL4O2IZS5KS/state.json","well_known_bundle":"https://pith.science/.well-known/pith/KQOXFZJNF45KDEJKL4O2IZS5KS/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:KQOXFZJNF45KDEJKL4O2IZS5KS","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":"89fbf687078591dd6ca2a1a8bfe3f09864a421ef82af6a6b79e2d44e430755af","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-02-20T14:36:23Z","title_canon_sha256":"9caf7199b9fc7ec0a3ded993ecc9be42bba661ae61ff9852311933b252de33c5"},"schema_version":"1.0","source":{"id":"2402.13048","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2402.13048","created_at":"2026-07-05T07:47:20Z"},{"alias_kind":"arxiv_version","alias_value":"2402.13048v1","created_at":"2026-07-05T07:47:20Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2402.13048","created_at":"2026-07-05T07:47:20Z"},{"alias_kind":"pith_short_12","alias_value":"KQOXFZJNF45K","created_at":"2026-07-05T07:47:20Z"},{"alias_kind":"pith_short_16","alias_value":"KQOXFZJNF45KDEJK","created_at":"2026-07-05T07:47:20Z"},{"alias_kind":"pith_short_8","alias_value":"KQOXFZJN","created_at":"2026-07-05T07:47:20Z"}],"graph_snapshots":[{"event_id":"sha256:4eb48108dd9c5e0d6e5e6a9403f06ff010b95c6c5771fc7e2332b3142f754d5b","target":"graph","created_at":"2026-07-05T07:47:20Z","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/2402.13048/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Efficient knowledge editing of large language models is crucial for replacing obsolete information or incorporating specialized knowledge on a large scale. However, previous methods implicitly assume that knowledge is localized and isolated within the model, an assumption that oversimplifies the interconnected nature of model knowledge. The premise of localization results in an incomplete knowledge editing, whereas an isolated assumption may impair both other knowledge and general abilities. It introduces instability to the performance of the knowledge editing method. To transcend these assump","authors_text":"Hanxing Ding, Huawei Shen, Jingcheng Deng, Liang Pang, Xueqi Cheng, Zihao Wei","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-02-20T14:36:23Z","title":"Stable Knowledge Editing in Large Language Models"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2402.13048","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":"sha256:49ec87b93893a1d48141418bf30b54d205fff14bb2054971b05d6d70327cda77","target":"record","created_at":"2026-07-05T07:47:20Z","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":"89fbf687078591dd6ca2a1a8bfe3f09864a421ef82af6a6b79e2d44e430755af","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2024-02-20T14:36:23Z","title_canon_sha256":"9caf7199b9fc7ec0a3ded993ecc9be42bba661ae61ff9852311933b252de33c5"},"schema_version":"1.0","source":{"id":"2402.13048","kind":"arxiv","version":1}},"canonical_sha256":"541d72e52d2f3aa1912a5f1da4665d54a88163b2f895a84256a6b85d9dab0ef2","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"541d72e52d2f3aa1912a5f1da4665d54a88163b2f895a84256a6b85d9dab0ef2","first_computed_at":"2026-07-05T07:47:20.170570Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:47:20.170570Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"jq8vGlgE+MYLM7fjYO93Ry0xWetlUyDG5SJafrBsTZCrzdIeyp3Vq9zs0CBRLRPnYLeKyJcOMRuAyNblK2r0BQ==","signature_status":"signed_v1","signed_at":"2026-07-05T07:47:20.170971Z","signed_message":"canonical_sha256_bytes"},"source_id":"2402.13048","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:49ec87b93893a1d48141418bf30b54d205fff14bb2054971b05d6d70327cda77","sha256:4eb48108dd9c5e0d6e5e6a9403f06ff010b95c6c5771fc7e2332b3142f754d5b"],"state_sha256":"e3a0ee37f08e57f4aeb6fa36b8cf444badbc05d5ca6d5351f74ce1f0c35fcc57"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"vAhbJdmkPaqq+R7cgK3NNvPLRDo9J3td9S8cg/O7BG2J4GG2n181It2viuG3tGGk7MW85FCR6LUcLk8e9mBzBw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-10T17:29:46.679086Z","bundle_sha256":"0fdf8012a88016b039b468951e1c47ed2af144e3133114569bf59cc5bd588529"}}