Paper Citation Record · LEDGER

Towards a Principled Evaluation of Knowledge Editors

As of 10 August 2026, this Paper Citation Record lists 35 of 35 outbound references and 0 inbound Pith citation observations for arXiv:2507.05937.

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

pith.paper-citation-record.v1
2507.05937 v1

Coverage vector

measured 35 of 35 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T19:20:13.994413Z

measured 35 of 35 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+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

35 of 35 outbound references displayed

verified exact0
verified fuzzy0
unresolved35
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 12af88bf-231c-45fa-aff0-4fc7ac1d330f · outbound

This paper cites online" 'onlinestring :=.

Towards a Principled Evaluation of Knowledge Editors online" 'onlinestring :=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T19:20:10.532525Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad5306cb-d75c-42a2-89f2-121cfde71fbd · outbound

This paper cites write newline.

Towards a Principled Evaluation of Knowledge Editors write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T19:20:10.627432Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0603fb6-2ce1-4f3f-97e2-b55b7aaba189 · outbound

This paper cites Costa-jussà.

Towards a Principled Evaluation of Knowledge Editors Costa-jussà

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T19:20:10.738836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a3847c2d-25f1-4f22-a04b-7d9b11b6c1bf · outbound

This paper cites Language Models are Few-Shot Learners.

Towards a Principled Evaluation of Knowledge Editors Language Models are Few-Shot Learners

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T19:20:10.813326Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 80ab930c-ee7e-40d9-a4c8-6e4f5c812f9f · outbound

This paper cites Editing Factual Knowledge in Language Models.

Towards a Principled Evaluation of Knowledge Editors Editing Factual Knowledge in Language Models

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T19:20:10.918143Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a54d17c9-7a08-4a5a-8c19-b29083894759 · outbound

This paper cites Evaluating the Ripple Effects of Knowledge Editing in Language Models.

Towards a Principled Evaluation of Knowledge Editors Evaluating the Ripple Effects of Knowledge Editing in Language Models

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T19:20:11.005200Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90e83b2b-ff96-4f53-aa6e-edb9754629e8 · outbound

This paper cites an unresolved cited work.

Towards a Principled Evaluation of Knowledge Editors Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T19:20:11.082773Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 89bbcd18-ed65-4b45-8506-14c323d87d21 · outbound

This paper cites Retrieval-Augmented Generation for Large Language Models: A Survey.

Towards a Principled Evaluation of Knowledge Editors Retrieval-Augmented Generation for Large Language Models: A Survey

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T19:20:11.164156Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 168e23fb-e14b-4be5-99e9-7eee5d3f90c4 · outbound

This paper cites Intrinsic Test of Unlearning Using Parametric Knowledge Traces.

Towards a Principled Evaluation of Knowledge Editors Intrinsic Test of Unlearning Using Parametric Knowledge Traces

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T19:20:11.240272Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8db804ef-84d5-4788-9c72-d9645c7d1fc2 · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

Towards a Principled Evaluation of Knowledge Editors LoRA: Low-Rank Adaptation of Large Language Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T19:20:11.339371Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a79d4d9-4d26-4d39-adf6-e0bd7745c2e9 · outbound

This paper cites Editing Models with Task Arithmetic.

Towards a Principled Evaluation of Knowledge Editors Editing Models with Task Arithmetic

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T19:20:11.425730Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3fc54a2d-3b9a-47d7-91a1-fdf41f118509 · outbound

This paper cites Unsupervised Dense Information Retrieval with Contrastive Learning.

Towards a Principled Evaluation of Knowledge Editors Unsupervised Dense Information Retrieval with Contrastive Learning

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T19:20:11.503640Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 88ec75d5-62eb-48cd-9f40-1b791c8392a5 · outbound

This paper cites Knowledge Unlearning for Mitigating Privacy Risks in Language Models.

Towards a Principled Evaluation of Knowledge Editors Knowledge Unlearning for Mitigating Privacy Risks in Language Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T19:20:11.576701Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8b3fd13-5ee6-4027-90fd-e853e464c29e · outbound

This paper cites Rusu, Kieran Milan, John Quan, Tiago Ramalho, Agnieszka Grabska-Barwinska, Demis Hassabis, Claudia Clopath, Dharshan Kumaran, and Raia Hadsell.

Towards a Principled Evaluation of Knowledge Editors Rusu, Kieran Milan, John Quan, Tiago Ramalho, Agnieszka Grabska-Barwinska, Demis Hassabis, Claudia Clopath, Dharshan Kumaran, and Raia Hadsell

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T19:20:11.634164Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec6b2e1c-fd4e-41b2-8b89-2344a99d321f · outbound

This paper cites an unresolved cited work.

Towards a Principled Evaluation of Knowledge Editors Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T19:20:11.708299Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34a069a5-4e35-4611-9918-77dd8064bd50 · outbound

This paper cites Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks.

Towards a Principled Evaluation of Knowledge Editors Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T19:20:11.804278Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34efc56c-bfb6-4ba7-9b09-ed832fea8730 · outbound

This paper cites Locating and Editing Factual Associations in GPT.

Towards a Principled Evaluation of Knowledge Editors Locating and Editing Factual Associations in GPT

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T19:20:11.895465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c94f72e-eea4-465e-9c54-e0847eed3892 · outbound

This paper cites Mass-Editing Memory in a Transformer.

Towards a Principled Evaluation of Knowledge Editors Mass-Editing Memory in a Transformer

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T19:20:11.965987Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e33b8d0-18b1-4cad-bd40-fe44daa6225d · outbound

This paper cites Pointer Sentinel Mixture Models.

Towards a Principled Evaluation of Knowledge Editors Pointer Sentinel Mixture Models

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T19:20:12.049675Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 669b7d52-9334-4799-9e9d-8dc0ee4caa30 · outbound

This paper cites an unresolved cited work.

Towards a Principled Evaluation of Knowledge Editors Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:20:14.555303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 9b5267c0-c502-4f60-9f42-96494206a1b4 · outbound

This paper cites Fast Model Editing at Scale.

Towards a Principled Evaluation of Knowledge Editors Fast Model Editing at Scale

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T19:20:12.198307Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ddc5b81f-59d3-41f6-8502-1888d3afefa9 · outbound

This paper cites an unresolved cited work.

Towards a Principled Evaluation of Knowledge Editors Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:20:14.541302Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7f9141f9-911d-408e-82a9-1ed185e52c6f · outbound

This paper cites an unresolved cited work.

Towards a Principled Evaluation of Knowledge Editors Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T19:20:12.579262Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f8646458-89db-4151-809e-7d910eb45213 · outbound

This paper cites The LAMBADA dataset: Word prediction requiring a broad discourse context.

Towards a Principled Evaluation of Knowledge Editors The LAMBADA dataset: Word prediction requiring a broad discourse context

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T19:20:12.718966Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8bebcf12-55e0-4e63-874c-f38993e1a462 · outbound

This paper cites an unresolved cited work.

Towards a Principled Evaluation of Knowledge Editors Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:20:14.515796Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4c5c447f-d007-43b5-90e8-9429e368cce3 · outbound

This paper cites Editable Neural Networks.

Towards a Principled Evaluation of Knowledge Editors Editable Neural Networks

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T19:20:13.049397Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f8c26823-4c64-4aba-88ef-9bd95ef7c227 · outbound

This paper cites an unresolved cited work.

Towards a Principled Evaluation of Knowledge Editors Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T19:20:13.168030Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe292a8e-285c-478e-88b4-75fccfd85b4d · outbound

This paper cites an unresolved cited work.

Towards a Principled Evaluation of Knowledge Editors Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T19:20:13.283513Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3c087fba-1803-48ff-8190-1a7b5a69dcaa · outbound

This paper cites an unresolved cited work.

Towards a Principled Evaluation of Knowledge Editors Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-06T19:20:13.475642Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f52c57bd-e139-4cfe-add8-8da3b0b3ff8d · outbound

This paper cites Qwen2 Technical Report.

Towards a Principled Evaluation of Knowledge Editors Qwen2 Technical Report

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T19:20:13.620760Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 83f75f7b-bad9-4647-86e4-6eda0998c63b · outbound

This paper cites Editing Large Language Models: Problems, Methods, and Opportunities.

Towards a Principled Evaluation of Knowledge Editors Editing Large Language Models: Problems, Methods, and Opportunities

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T19:20:13.697229Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48a734d1-379b-4df7-9bd9-a79323646b4a · outbound

This paper cites an unresolved cited work.

Towards a Principled Evaluation of Knowledge Editors Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-06T19:20:13.806890Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed34cacf-d291-45a4-ae61-1178a01fb5e6 · outbound

This paper cites A Comprehensive Study of Knowledge Editing for Large Language Models.

Towards a Principled Evaluation of Knowledge Editors A Comprehensive Study of Knowledge Editing for Large Language Models

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-06T19:20:13.961277Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb7fc207-de0d-4b7d-8643-0f3bba4d4a8e · outbound

This paper cites Can We Edit Factual Knowledge by In-Context Learning?.

Towards a Principled Evaluation of Knowledge Editors Can We Edit Factual Knowledge by In-Context Learning?

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-06T19:20:13.989005Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e7569dd3-fb72-44df-b1fc-e2a26336799e · outbound

This paper cites MQuAKE: Assessing Knowledge Editing in Language Models via Multi-Hop Questions.

Towards a Principled Evaluation of Knowledge Editors MQuAKE: Assessing Knowledge Editing in Language Models via Multi-Hop Questions

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-06T19:20:13.994413Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.