Paper Citation Record · LEDGER

BetaEdit: Null-Space Constrained Sequential Model Editing

As of 9 August 2026, this Paper Citation Record lists 29 of 29 outbound references and 0 inbound Pith citation observations for arXiv:2605.09285.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2605.09285 v1

Coverage vector

measured 29 of 29 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-12T04:36:30.789641Z

measured 29 of 29 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

29 of 29 outbound references displayed

verified exact5
verified fuzzy24
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f8799c18-974a-44e9-b1ea-4f7d75dfefc0 · outbound

This paper cites Decoding by contrasting knowledge: Enhancing large lan- guage model confidence on edited facts.

BetaEdit: Null-Space Constrained Sequential Model Editing Decoding by contrasting knowledge: Enhancing large lan- guage model confidence on edited facts

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:16:38.781032Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d5aa568c-921a-4999-8688-e29bf140d7b0 · outbound

This paper cites Calibrating factual knowledge in pretrained language models.

BetaEdit: Null-Space Constrained Sequential Model Editing Calibrating factual knowledge in pretrained language models

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:16:38.805694Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation cfcaf494-9d35-47be-8787-2b8a2652fbbe · outbound

This paper cites MEMIT-Merge: Addressing MEMIT's Key-Value Conflicts in Same-Subject Batch Editing for LLMs.

BetaEdit: Null-Space Constrained Sequential Model Editing MEMIT-Merge: Addressing MEMIT's Key-Value Conflicts in Same-Subject Batch Editing for LLMs

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-05-12T06:06:25.846227Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9200eec6-efe6-4bc6-a153-b29e922fe483 · outbound

This paper cites Model editing harms general abilities of large lan- guage models: Regularization to the rescue.

BetaEdit: Null-Space Constrained Sequential Model Editing Model editing harms general abilities of large lan- guage models: Regularization to the rescue

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:16:38.787152Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b6811c89-d759-4b77-83d9-fd9b8187af69 · outbound

This paper cites Towards lifelong model editing via simulat- ing ideal editor.

BetaEdit: Null-Space Constrained Sequential Model Editing Towards lifelong model editing via simulat- ing ideal editor

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:16:38.793166Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a8f70ecd-1d35-41b7-a3bd-8c10cd70ced7 · outbound

This paper cites Model editing at scale leads to gradual and catastrophic forgetting.

BetaEdit: Null-Space Constrained Sequential Model Editing Model editing at scale leads to gradual and catastrophic forgetting

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:16:38.800856Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 72505962-e131-4144-bac8-8bc1598f16a5 · outbound

This paper cites A unified framework for model editing.

BetaEdit: Null-Space Constrained Sequential Model Editing A unified framework for model editing

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:16:38.797191Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 32b5a8e1-4f72-486f-8b8e-77775a8a409b · outbound

This paper cites Efficient Knowledge Editing via Minimal Precomputation.

BetaEdit: Null-Space Constrained Sequential Model Editing Efficient Knowledge Editing via Minimal Precomputation

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-05-12T06:06:25.852157Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation dc64a468-ccd4-4b6d-985f-a00fee5873d1 · outbound

This paper cites Aging with grace: Lifelong model editing with dis- crete key-value adaptors.Advances in Neural Information Processing Systems, 36:47934–47959.

BetaEdit: Null-Space Constrained Sequential Model Editing Aging with grace: Lifelong model editing with dis- crete key-value adaptors.Advances in Neural Information Processing Systems, 36:47934–47959

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:16:38.810620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 0bb4a2ba-a5f8-49d8-a5b7-609cb00c8d8a · outbound

This paper cites Lora: Low-rank adaptation of large language models.

BetaEdit: Null-Space Constrained Sequential Model Editing Lora: Low-rank adaptation of large language models

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:16:38.878716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c40f74e3-10ee-4755-8e58-c0504f4531a7 · outbound

This paper cites Transformer-patcher: One mistake worth one neuron.

BetaEdit: Null-Space Constrained Sequential Model Editing Transformer-patcher: One mistake worth one neuron

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:16:38.866311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a13fab73-0a88-4cf2-a426-97f25058091b · outbound

This paper cites Zero-shot relation extraction via reading comprehension.

BetaEdit: Null-Space Constrained Sequential Model Editing Zero-shot relation extraction via reading comprehension

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:16:38.870184Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 239aad18-1010-4bcd-ac18-03d26f7762ef · outbound

This paper cites Adaedit: Ad- vancing continuous knowledge editing for large language models.

BetaEdit: Null-Space Constrained Sequential Model Editing Adaedit: Ad- vancing continuous knowledge editing for large language models

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:16:38.874780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 36dcc009-3568-4537-b538-4d25083b09d0 · outbound

This paper cites Pmet: Precise model edit- ing in a transformer.

BetaEdit: Null-Space Constrained Sequential Model Editing Pmet: Precise model edit- ing in a transformer

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:16:38.862608Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 613c65e7-ae33-449f-85c4-cb903a1a23e2 · outbound

This paper cites Reinforced lifelong editing for language mod- els.

BetaEdit: Null-Space Constrained Sequential Model Editing Reinforced lifelong editing for language mod- els

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:16:38.858790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ef72733a-76b2-4b55-83a1-cd26f97016d3 · outbound

This paper cites Perturbation-restrained sequential model editing.

BetaEdit: Null-Space Constrained Sequential Model Editing Perturbation-restrained sequential model editing

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:16:38.854787Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9a931b7d-e8c3-4149-bc7e-c443b1df9c43 · outbound

This paper cites Locating and editing factual associations in gpt.Advances in neural information pro- cessing systems, 35:17359–17372.

BetaEdit: Null-Space Constrained Sequential Model Editing Locating and editing factual associations in gpt.Advances in neural information pro- cessing systems, 35:17359–17372

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:16:38.844006Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 31033404-9607-4625-ba70-703a0bbfc908 · outbound

This paper cites Mass- editing memory in a transformer.

BetaEdit: Null-Space Constrained Sequential Model Editing Mass- editing memory in a transformer

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:16:38.840112Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 90c9aada-bf97-4777-be3a-973971787aa9 · outbound

This paper cites Wasserstein distance constraint and parameter sparsification for batched and iterative knowledge editing.

BetaEdit: Null-Space Constrained Sequential Model Editing Wasserstein distance constraint and parameter sparsification for batched and iterative knowledge editing

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:16:38.847801Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2b09d91e-d7f1-4981-84cc-840d6cd75c64 · outbound

This paper cites Massive editing for large language models via meta learn- ing.

BetaEdit: Null-Space Constrained Sequential Model Editing Massive editing for large language models via meta learn- ing

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:16:38.827641Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2f2bde2d-c0da-42aa-a49d-e2e401468629 · outbound

This paper cites Wise: Rethinking the knowledge mem- ory for lifelong model editing of large language mod- els.Advances in Neural Information Processing Systems, 37:53764–53797.

BetaEdit: Null-Space Constrained Sequential Model Editing Wise: Rethinking the knowledge mem- ory for lifelong model editing of large language mod- els.Advances in Neural Information Processing Systems, 37:53764–53797

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:16:38.832098Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 41cc5860-9c8d-47a9-a595-4da9b3adbff6 · outbound

This paper cites Decoupling Reasoning and Knowledge Injection for In-Context Knowledge Editing.

BetaEdit: Null-Space Constrained Sequential Model Editing Decoupling Reasoning and Knowledge Injection for In-Context Knowledge Editing

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-05-12T06:06:25.857285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f25c221c-9664-4fdc-92c5-4fcbbc0d43aa · outbound

This paper cites Revealing the Deceptiveness of Knowledge Editing: A Mechanistic Analysis of Superficial Editing.

BetaEdit: Null-Space Constrained Sequential Model Editing Revealing the Deceptiveness of Knowledge Editing: A Mechanistic Analysis of Superficial Editing

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-05-12T06:06:25.865422Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8e9dcb10-26bb-4a18-ba67-3d6975ef0f08 · outbound

This paper cites The Mirage of Model Editing: Revisiting Evaluation in the Wild.

BetaEdit: Null-Space Constrained Sequential Model Editing The Mirage of Model Editing: Revisiting Evaluation in the Wild

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-05-12T06:06:25.872446Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4fe3a69d-290e-48b4-a699-4d4276cc7c5d · outbound

This paper cites Melo: Enhancing model editing with neuron-indexed dynamic lora.

BetaEdit: Null-Space Constrained Sequential Model Editing Melo: Enhancing model editing with neuron-indexed dynamic lora

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:16:38.819595Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e927344d-3dd5-4bbb-b2aa-2101d876aa23 · outbound

This paper cites Docmedit: Towards document-level model editing.

BetaEdit: Null-Space Constrained Sequential Model Editing Docmedit: Towards document-level model editing

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:16:38.815421Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1a4c22be-a55b-4342-b9fc-991ffe13bc12 · outbound

This paper cites Instructedit: instruction- based knowledge editing for large language models.

BetaEdit: Null-Space Constrained Sequential Model Editing Instructedit: instruction- based knowledge editing for large language models

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:16:38.823243Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2ebd2b45-400b-4bb7-881a-9c5694a4d888 · outbound

This paper cites Can we edit factual knowledge by in-context learning? In Proceedings of the 2023 Conference on Empirical Meth- ods in Natural Language Processing, pages 4862–4876.

BetaEdit: Null-Space Constrained Sequential Model Editing Can we edit factual knowledge by in-context learning? In Proceedings of the 2023 Conference on Empirical Meth- ods in Natural Language Processing, pages 4862–4876

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:16:38.835976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 77f6c707-b264-4798-88e1-877b48e57f18 · outbound

This paper cites Editing memories through few targeted neu- rons.

BetaEdit: Null-Space Constrained Sequential Model Editing Editing memories through few targeted neu- rons

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T14:16:38.851404Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Pith citing papers

No inbound Pith citation observations are available.